text_mining.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Natural Language Processing\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Review</th>\n",
       "      <th>Liked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wow... Loved this place.</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Crust is not good.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Not tasty and the texture was just nasty.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Stopped by during the late May bank holiday of...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The selection on the menu was great and so wer...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Review  Liked\n",
       "0                           Wow... Loved this place.      1\n",
       "1                                 Crust is not good.      0\n",
       "2          Not tasty and the texture was just nasty.      0\n",
       "3  Stopped by during the late May bank holiday of...      1\n",
       "4  The selection on the menu was great and so wer...      1"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# importing the data and looking at it \n",
    "df = pd.read_table(\"Restaurant_Reviews.tsv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Review', 'Liked'], dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## data cleaning\n",
    " -  We should clean all phrases that contain \n",
    "punctuation mark or other character for exemple @RT,.,!,? \n",
    " -  Transform all letters to lower case\n",
    " -  Break the sentences into words\n",
    " - delete stopwords\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     C:\\Users\\khale\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# importing the necessary libraries for text cleaning\n",
    "# regular expression\n",
    "import re\n",
    "# natural language toolkit\n",
    "import nltk\n",
    "nltk.download(\"stopwords\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n"
     ]
    }
   ],
   "source": [
    "from nltk.corpus import stopwords\n",
    "\n",
    "print(stopwords.words(\"english\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "corpus = []\n",
    "for i in range(1000):\n",
    "    review = re.sub(\"[^a-zA-Z]\",\" \",df.iloc[i,0])\n",
    "    review = review.lower()\n",
    "    review = review.split()\n",
    "    ps = PorterStemmer()\n",
    "    review = [ps.stem(word) for word in review if not word in set(stopwords.words(\"english\"))]\n",
    "    review = \" \".join(review)\n",
    "    corpus.append(review)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['wow love place',\n",
       " 'crust good',\n",
       " 'tasti textur nasti',\n",
       " 'stop late may bank holiday rick steve recommend love',\n",
       " 'select menu great price',\n",
       " 'get angri want damn pho',\n",
       " 'honeslti tast fresh',\n",
       " 'potato like rubber could tell made ahead time kept warmer',\n",
       " 'fri great',\n",
       " 'great touch',\n",
       " 'servic prompt',\n",
       " 'would go back',\n",
       " 'cashier care ever say still end wayyy overpr',\n",
       " 'tri cape cod ravoli chicken cranberri mmmm',\n",
       " 'disgust pretti sure human hair',\n",
       " 'shock sign indic cash',\n",
       " 'highli recommend',\n",
       " 'waitress littl slow servic',\n",
       " 'place worth time let alon vega',\n",
       " 'like',\n",
       " 'burritto blah',\n",
       " 'food amaz',\n",
       " 'servic also cute',\n",
       " 'could care less interior beauti',\n",
       " 'perform',\n",
       " 'right red velvet cake ohhh stuff good',\n",
       " 'never brought salad ask',\n",
       " 'hole wall great mexican street taco friendli staff',\n",
       " 'took hour get food tabl restaur food luke warm sever run around like total overwhelm',\n",
       " 'worst salmon sashimi',\n",
       " 'also combo like burger fri beer decent deal',\n",
       " 'like final blow',\n",
       " 'found place accid could happier',\n",
       " 'seem like good quick place grab bite familiar pub food favor look elsewher',\n",
       " 'overal like place lot',\n",
       " 'redeem qualiti restaur inexpens',\n",
       " 'ampl portion good price',\n",
       " 'poor servic waiter made feel like stupid everi time came tabl',\n",
       " 'first visit hiro delight',\n",
       " 'servic suck',\n",
       " 'shrimp tender moist',\n",
       " 'deal good enough would drag establish',\n",
       " 'hard judg whether side good gross melt styrofoam want eat fear get sick',\n",
       " 'posit note server attent provid great servic',\n",
       " 'frozen puck disgust worst peopl behind regist',\n",
       " 'thing like prime rib dessert section',\n",
       " 'bad food damn gener',\n",
       " 'burger good beef cook right',\n",
       " 'want sandwich go firehous',\n",
       " 'side greek salad greek dress tasti pita hummu refresh',\n",
       " 'order duck rare pink tender insid nice char outsid',\n",
       " 'came run us realiz husband left sunglass tabl',\n",
       " 'chow mein good',\n",
       " 'horribl attitud toward custom talk one custom enjoy food',\n",
       " 'portion huge',\n",
       " 'love friendli server great food wonder imagin menu',\n",
       " 'heart attack grill downtown vega absolut flat line excus restaur',\n",
       " 'much seafood like string pasta bottom',\n",
       " 'salad right amount sauc power scallop perfectli cook',\n",
       " 'rip banana rip petrifi tasteless',\n",
       " 'least think refil water struggl wave minut',\n",
       " 'place receiv star appet',\n",
       " 'cocktail handmad delici',\n",
       " 'definit go back',\n",
       " 'glad found place',\n",
       " 'great food servic huge portion give militari discount',\n",
       " 'alway great time do gringo',\n",
       " 'updat went back second time still amaz',\n",
       " 'got food appar never heard salt batter fish chewi',\n",
       " 'great way finish great',\n",
       " 'deal includ tast drink jeff went beyond expect',\n",
       " 'realli realli good rice time',\n",
       " 'servic meh',\n",
       " 'took min get milkshak noth chocol milk',\n",
       " 'guess known place would suck insid excalibur use common sens',\n",
       " 'scallop dish quit appal valu well',\n",
       " 'time bad custom servic',\n",
       " 'sweet potato fri good season well',\n",
       " 'today second time lunch buffet pretti good',\n",
       " 'much good food vega feel cheat wast eat opportun go rice compani',\n",
       " 'come like experienc underwhelm relationship parti wait person ask break',\n",
       " 'walk place smell like old greas trap other eat',\n",
       " 'turkey roast beef bland',\n",
       " 'place',\n",
       " 'pan cake everyon rave tast like sugari disast tailor palat six year old',\n",
       " 'love pho spring roll oh yummi tri',\n",
       " 'poor batter meat ratio made chicken tender unsatisfi',\n",
       " 'say food amaz',\n",
       " 'omelet die',\n",
       " 'everyth fresh delici',\n",
       " 'summari larg disappoint dine experi',\n",
       " 'like realli sexi parti mouth outrag flirt hottest person parti',\n",
       " 'never hard rock casino never ever step forward',\n",
       " 'best breakfast buffet',\n",
       " 'say bye bye tip ladi',\n",
       " 'never go',\n",
       " 'back',\n",
       " 'food arriv quickli',\n",
       " 'good',\n",
       " 'side cafe serv realli good food',\n",
       " 'server fantast found wife love roast garlic bone marrow ad extra meal anoth marrow go',\n",
       " 'good thing waiter help kept bloddi mari come',\n",
       " 'best buffet town price cannot beat',\n",
       " 'love mussel cook wine reduct duck tender potato dish delici',\n",
       " 'one better buffet',\n",
       " 'went tigerlilli fantast afternoon',\n",
       " 'food delici bartend attent person got great deal',\n",
       " 'ambienc wonder music play',\n",
       " 'go back next trip',\n",
       " 'sooooo good',\n",
       " 'real sushi lover let honest yama good',\n",
       " 'least min pass us order food arriv busi',\n",
       " 'realli fantast thai restaur definit worth visit',\n",
       " 'nice spici tender',\n",
       " 'good price',\n",
       " 'check',\n",
       " 'pretti gross',\n",
       " 'better atmospher',\n",
       " 'kind hard mess steak',\n",
       " 'although much like look sound place actual experi bit disappoint',\n",
       " 'know place manag serv blandest food ever eaten prepar indian cuisin',\n",
       " 'worst servic boot least worri',\n",
       " 'servic fine waitress friendli',\n",
       " 'guy steak steak love son steak best worst place said best steak ever eaten',\n",
       " 'thought ventur away get good sushi place realli hit spot night',\n",
       " 'host staff lack better word bitch',\n",
       " 'bland like place number reason want wast time bad review leav',\n",
       " 'phenomen food servic ambianc',\n",
       " 'return',\n",
       " 'definit worth ventur strip pork belli return next time vega',\n",
       " 'place way overpr mediocr food',\n",
       " 'penn vodka excel',\n",
       " 'good select food includ massiv meatloaf sandwich crispi chicken wrap delish tuna melt tasti burger',\n",
       " 'manag rude',\n",
       " 'delici nyc bagel good select cream chees real lox caper even',\n",
       " 'great subway fact good come everi subway meet expect',\n",
       " 'serious solid breakfast',\n",
       " 'one best bar food vega',\n",
       " 'extrem rude realli mani restaur would love dine weekend vega',\n",
       " 'drink never empti made realli great menu suggest',\n",
       " '',\n",
       " 'waiter help friendli rare check us',\n",
       " 'husband ate lunch disappoint food servic',\n",
       " 'red curri much bamboo shoot tasti',\n",
       " 'nice blanket moz top feel like done cover subpar food',\n",
       " 'bathroom clean place well decor',\n",
       " 'menu alway chang food qualiti go servic extrem slow',\n",
       " 'servic littl slow consid serv peopl server food come slow pace',\n",
       " 'give thumb',\n",
       " 'watch waiter pay lot attent tabl ignor us',\n",
       " 'fianc came middl day greet seat right away',\n",
       " 'great restaur mandalay bay',\n",
       " 'wait forti five minut vain',\n",
       " 'crostini came salad stale',\n",
       " 'highlight great qualiti nigiri',\n",
       " 'staff friendli joint alway clean',\n",
       " 'differ cut piec day still wonder tender well well flavor',\n",
       " 'order voodoo pasta first time realli excel pasta sinc go gluten free sever year ago',\n",
       " 'place good',\n",
       " 'unfortun must hit bakeri leftov day everyth order stale',\n",
       " 'came back today sinc reloc still impress',\n",
       " 'seat immedi',\n",
       " 'menu divers reason price',\n",
       " 'avoid cost',\n",
       " 'restaur alway full never wait',\n",
       " 'delici',\n",
       " 'place hand one best place eat phoenix metro area',\n",
       " 'go look good food',\n",
       " 'never treat bad',\n",
       " 'bacon hella salti',\n",
       " 'also order spinach avocado salad ingredi sad dress liter zero tast',\n",
       " 'realli vega fine dine use right menu hand ladi price list',\n",
       " 'waitress friendli',\n",
       " 'lordi khao soi dish miss curri lover',\n",
       " 'everyth menu terrif also thrill made amaz accommod vegetarian daughter',\n",
       " 'perhap caught night judg review inspir go back',\n",
       " 'servic leav lot desir',\n",
       " 'atmospher modern hip maintain touch cozi',\n",
       " 'weekli haunt definit place come back everi',\n",
       " 'liter sat minut one ask take order',\n",
       " 'burger absolut flavor meat total bland burger overcook charcoal flavor',\n",
       " 'also decid send back waitress look like verg heart attack',\n",
       " 'dress treat rude',\n",
       " 'probabl dirt',\n",
       " 'love place hit spot want someth healthi lack quantiti flavor',\n",
       " 'order lemon raspberri ice cocktail also incred',\n",
       " 'food suck expect suck could imagin',\n",
       " 'interest decor',\n",
       " 'realli like crepe station',\n",
       " 'also serv hot bread butter home made potato chip bacon bit top origin good',\n",
       " 'watch prepar delici food',\n",
       " 'egg roll fantast',\n",
       " 'order arriv one gyro miss',\n",
       " 'salad wing ice cream dessert left feel quit satisfi',\n",
       " 'realli sure joey vote best hot dog valley reader phoenix magazin',\n",
       " 'best place go tasti bowl pho',\n",
       " 'live music friday total blow',\n",
       " 'never insult felt disrespect',\n",
       " 'friendli staff',\n",
       " 'worth drive',\n",
       " 'heard good thing place exceed everi hope could dream',\n",
       " 'food great serivc',\n",
       " 'warm beer help',\n",
       " 'great brunch spot',\n",
       " 'servic friendli invit',\n",
       " 'good lunch spot',\n",
       " 'live sinc first last time step foot place',\n",
       " 'worst experi ever',\n",
       " 'must night place',\n",
       " 'side delish mix mushroom yukon gold pure white corn beateou',\n",
       " 'bug never show would given sure side wall bug climb kitchen',\n",
       " 'minut wait salad realiz come time soon',\n",
       " 'friend love salmon tartar',\n",
       " 'go back',\n",
       " 'extrem tasti',\n",
       " 'waitress good though',\n",
       " 'soggi good',\n",
       " 'jamaican mojito delici',\n",
       " 'small worth price',\n",
       " 'food rich order accordingli',\n",
       " 'shower area outsid rins take full shower unless mind nude everyon see',\n",
       " 'servic bit lack',\n",
       " 'lobster bisqu bussel sprout risotto filet need salt pepper cours none tabl',\n",
       " 'hope bode go busi someon cook come',\n",
       " 'either cold enough flavor bad',\n",
       " 'love bacon wrap date',\n",
       " 'unbeliev bargain',\n",
       " 'folk otto alway make us feel welcom special',\n",
       " 'main also uninspir',\n",
       " 'place first pho amaz',\n",
       " 'wonder experi made place must stop whenev town',\n",
       " 'food bad enough enjoy deal world worst annoy drunk peopl',\n",
       " 'fun chef',\n",
       " 'order doubl cheeseburg got singl patti fall apart pictur upload yeah still suck',\n",
       " 'great place coupl drink watch sport event wall cover tv',\n",
       " 'possibl give zero star',\n",
       " 'descript said yum yum sauc anoth said eel sauc yet anoth said spici mayo well none roll sauc',\n",
       " 'say would hardest decis honestli dish tast suppos tast amaz',\n",
       " 'roll eye may stay sure go back tri',\n",
       " 'everyon attent provid excel custom servic',\n",
       " 'horribl wast time money',\n",
       " 'dish quit flavour',\n",
       " 'time side restaur almost empti excus',\n",
       " 'busi either also build freez cold',\n",
       " 'like review said pay eat place',\n",
       " 'drink took close minut come one point',\n",
       " 'serious flavor delight folk',\n",
       " 'much better ayc sushi place went vega',\n",
       " 'light dark enough set mood',\n",
       " 'base sub par servic receiv effort show gratitud busi go back',\n",
       " 'owner realli great peopl',\n",
       " 'noth privileg work eat',\n",
       " 'greek dress creami flavor',\n",
       " 'overal think would take parent place made similar complaint silent felt',\n",
       " 'pizza good peanut sauc tasti',\n",
       " 'tabl servic pretti fast',\n",
       " 'fantast servic',\n",
       " 'well would given godfath zero star possibl',\n",
       " 'know make',\n",
       " 'tough short flavor',\n",
       " 'hope place stick around',\n",
       " 'bar vega ever recal charg tap water',\n",
       " 'restaur atmospher exquisit',\n",
       " 'good servic clean inexpens boot',\n",
       " 'seafood fresh gener portion',\n",
       " 'plu buck',\n",
       " 'servic par either',\n",
       " 'thu far visit twice food absolut delici time',\n",
       " 'good year ago',\n",
       " 'self proclaim coffe cafe wildli disappoint',\n",
       " 'veggitarian platter world',\n",
       " 'cant go wrong food',\n",
       " 'beat',\n",
       " 'stop place madison ironman friendli kind staff',\n",
       " 'chef friendli good job',\n",
       " 'better dedic boba tea spot even jenni pho',\n",
       " 'like patio servic outstand',\n",
       " 'goat taco skimp meat wow flavor',\n",
       " 'think',\n",
       " 'mac salad pretti bland get',\n",
       " 'went bachi burger friend recommend disappoint',\n",
       " 'servic stink',\n",
       " 'wait wait',\n",
       " 'place qualiti sushi qualiti restaur',\n",
       " 'would definit recommend wing well pizza',\n",
       " 'great pizza salad',\n",
       " 'thing went wrong burn saganaki',\n",
       " 'wait hour breakfast could done time better home',\n",
       " 'place amaz',\n",
       " 'hate disagre fellow yelper husband disappoint place',\n",
       " 'wait hour never got either pizza mani around us came later',\n",
       " 'know slow',\n",
       " 'staff great food delish incred beer select',\n",
       " 'live neighborhood disappoint back conveni locat',\n",
       " 'know pull pork could soooo delici',\n",
       " 'get incred fresh fish prepar care',\n",
       " 'go gave star rate pleas know third time eat bachi burger write review',\n",
       " 'love fact everyth menu worth',\n",
       " 'never dine place',\n",
       " 'food excel servic good',\n",
       " 'good beer drink select good food select',\n",
       " 'pleas stay away shrimp stir fri noodl',\n",
       " 'potato chip order sad could probabl count mani chip box probabl around',\n",
       " 'food realli bore',\n",
       " 'good servic check',\n",
       " 'greedi corpor never see anoth dime',\n",
       " 'never ever go back',\n",
       " 'much like go back get pass atroci servic never return',\n",
       " 'summer dine charm outdoor patio delight',\n",
       " 'expect good',\n",
       " 'fantast food',\n",
       " 'order toast english muffin came untoast',\n",
       " 'food good',\n",
       " 'never go back',\n",
       " 'great food price high qualiti hous made',\n",
       " 'bu boy hand rude',\n",
       " 'point friend basic figur place joke mind make publicli loudli known',\n",
       " 'back good bbq lighter fare reason price tell public back old way',\n",
       " 'consid two us left full happi go wrong',\n",
       " 'bread made hous',\n",
       " 'downsid servic',\n",
       " 'also fri without doubt worst fri ever',\n",
       " 'servic except food good review',\n",
       " 'coupl month later return amaz meal',\n",
       " 'favorit place town shawarrrrrrma',\n",
       " 'black eye pea sweet potato unreal',\n",
       " 'disappoint',\n",
       " 'could serv vinaigrett may make better overal dish still good',\n",
       " 'go far mani place never seen restaur serv egg breakfast especi',\n",
       " 'mom got home immedi got sick bite salad',\n",
       " 'server pleasant deal alway honor pizza hut coupon',\n",
       " 'truli unbeliev good glad went back',\n",
       " 'fantast servic pleas atmospher',\n",
       " 'everyth gross',\n",
       " 'love place',\n",
       " 'great servic food',\n",
       " 'first bathroom locat dirti seat cover replenish plain yucki',\n",
       " 'burger got gold standard burger kind disappoint',\n",
       " 'omg food delicioso',\n",
       " 'noth authent place',\n",
       " 'spaghetti noth special whatsoev',\n",
       " 'dish salmon best great',\n",
       " 'veget fresh sauc feel like authent thai',\n",
       " 'worth drive tucson',\n",
       " 'select probabl worst seen vega none',\n",
       " 'pretti good beer select',\n",
       " 'place like chipotl better',\n",
       " 'classi warm atmospher fun fresh appet succul steak basebal steak',\n",
       " 'star brick oven bread app',\n",
       " 'eaten multipl time time food delici',\n",
       " 'sat anoth ten minut final gave left',\n",
       " 'terribl',\n",
       " 'everyon treat equal special',\n",
       " 'take min pancak egg',\n",
       " 'delici',\n",
       " 'good side staff genuin pleasant enthusiast real treat',\n",
       " 'sadli gordon ramsey steak place shall sharpli avoid next trip vega',\n",
       " 'alway even wonder food delici',\n",
       " 'best fish ever life',\n",
       " 'bathroom next door nice',\n",
       " 'buffet small food offer bland',\n",
       " 'outstand littl restaur best food ever tast',\n",
       " 'pretti cool would say',\n",
       " 'definit turn doubt back unless someon els buy',\n",
       " 'server great job handl larg rowdi tabl',\n",
       " 'find wast food despic food',\n",
       " 'wife lobster bisqu soup lukewarm',\n",
       " 'would come back sushi crave vega',\n",
       " 'staff great ambianc great',\n",
       " 'deserv star',\n",
       " 'left stomach ach felt sick rest day',\n",
       " 'drop ball',\n",
       " 'dine space tini elegantli decor comfort',\n",
       " 'custom order way like usual eggplant green bean stir fri love',\n",
       " 'bean rice mediocr best',\n",
       " 'best taco town far',\n",
       " 'took back money got outta',\n",
       " 'interest part town place amaz',\n",
       " 'rude inconsider manag',\n",
       " 'staff friendli wait time serv horribl one even say hi first minut',\n",
       " 'back',\n",
       " 'great dinner',\n",
       " 'servic outshin definit recommend halibut',\n",
       " 'food terribl',\n",
       " 'never ever go back told mani peopl happen',\n",
       " 'recommend unless car break front starv',\n",
       " 'come back everi time vega',\n",
       " 'place deserv one star food',\n",
       " 'disgrac',\n",
       " 'def come back bowl next time',\n",
       " 'want healthi authent ethic food tri place',\n",
       " 'continu come ladi night andddd date night highli recommend place anyon area',\n",
       " 'sever time past experi alway great',\n",
       " 'walk away stuf happi first vega buffet experi',\n",
       " 'servic excel price pretti reason consid vega locat insid crystal shop mall aria',\n",
       " 'summar food incred nay transcend noth bring joy quit like memori pneumat condiment dispens',\n",
       " 'probabl one peopl ever go ian like',\n",
       " 'kid pizza alway hit lot great side dish option kiddo',\n",
       " 'servic perfect famili atmospher nice see',\n",
       " 'cook perfect servic impecc',\n",
       " 'one simpli disappoint',\n",
       " 'overal disappoint qualiti food bouchon',\n",
       " 'account know get screw',\n",
       " 'great place eat remind littl mom pop shop san francisco bay area',\n",
       " 'today first tast buldogi gourmet hot dog tell ever thought possibl',\n",
       " 'left frustrat',\n",
       " 'definit soon',\n",
       " 'food realli good got full petti fast',\n",
       " 'servic fantast',\n",
       " 'total wast time',\n",
       " 'know kind best ice tea',\n",
       " 'come hungri leav happi stuf',\n",
       " 'servic give star',\n",
       " 'assur disappoint',\n",
       " 'take littl bad servic food suck',\n",
       " 'gave tri eat crust teeth still sore',\n",
       " 'complet gross',\n",
       " 'realli enjoy eat',\n",
       " 'first time go think quickli becom regular',\n",
       " 'server nice even though look littl overwhelm need stay profession friendli end',\n",
       " 'dinner companion told everyth fresh nice textur tast',\n",
       " 'ground right next tabl larg smear step track everywher pile green bird poop',\n",
       " 'furthermor even find hour oper websit',\n",
       " 'tri like place time think done',\n",
       " 'mistak',\n",
       " 'complaint',\n",
       " 'serious good pizza expert connisseur topic',\n",
       " 'waiter jerk',\n",
       " 'strike want rush',\n",
       " 'nicest restaur owner ever come across',\n",
       " 'never come',\n",
       " 'love biscuit',\n",
       " 'servic quick friendli',\n",
       " 'order appet took minut pizza anoth minut',\n",
       " 'absolutley fantast',\n",
       " 'huge awkward lb piec cow th gristl fat',\n",
       " 'definit come back',\n",
       " 'like steiner dark feel like bar',\n",
       " 'wow spici delici',\n",
       " 'familiar check',\n",
       " 'take busi dinner dollar elsewher',\n",
       " 'love go back',\n",
       " 'anyway fs restaur wonder breakfast lunch',\n",
       " 'noth special',\n",
       " 'day week differ deal delici',\n",
       " 'mention combin pear almond bacon big winner',\n",
       " 'back',\n",
       " 'sauc tasteless',\n",
       " 'food delici spici enough sure ask spicier prefer way',\n",
       " 'ribey steak cook perfectli great mesquit flavor',\n",
       " 'think go back anytim soon',\n",
       " 'food gooodd',\n",
       " 'far sushi connoisseur definit tell differ good food bad food certainli bad food',\n",
       " 'insult',\n",
       " 'last time lunch bad',\n",
       " 'chicken wing contain driest chicken meat ever eaten',\n",
       " 'food good enjoy everi mouth enjoy relax venu coupl small famili group etc',\n",
       " 'nargil think great',\n",
       " 'best tater tot southwest',\n",
       " 'love place',\n",
       " 'definit worth paid',\n",
       " 'vanilla ice cream creami smooth profiterol choux pastri fresh enough',\n",
       " 'im az time new spot',\n",
       " 'manag worst',\n",
       " 'insid realli quit nice clean',\n",
       " 'food outstand price reason',\n",
       " 'think run back carli anytim soon food',\n",
       " 'due fact took minut acknowledg anoth minut get food kept forget thing',\n",
       " 'love margarita',\n",
       " 'first vega buffet disappoint',\n",
       " 'good though',\n",
       " 'one note ventil could use upgrad',\n",
       " 'great pork sandwich',\n",
       " 'wast time',\n",
       " 'total letdown would much rather go camelback flower shop cartel coffe',\n",
       " 'third chees friend burger cold',\n",
       " 'enjoy pizza brunch',\n",
       " 'steak well trim also perfectli cook',\n",
       " 'group claim would handl us beauti',\n",
       " 'love',\n",
       " 'ask bill leav without eat bring either',\n",
       " 'place jewel la vega exactli hope find nearli ten year live',\n",
       " 'seafood limit boil shrimp crab leg crab leg definit tast fresh',\n",
       " 'select food best',\n",
       " 'delici absolut back',\n",
       " 'small famili restaur fine dine establish',\n",
       " 'toro tartar cavier extraordinari like thinli slice wagyu white truffl',\n",
       " 'dont think back long time',\n",
       " 'attach ga station rare good sign',\n",
       " 'awesom',\n",
       " 'back mani time soon',\n",
       " 'menu much good stuff could decid',\n",
       " 'wors humili worker right front bunch horribl name call',\n",
       " 'conclus fill meal',\n",
       " 'daili special alway hit group',\n",
       " 'tragedi struck',\n",
       " 'pancak also realli good pretti larg',\n",
       " 'first crawfish experi delici',\n",
       " 'monster chicken fri steak egg time favorit',\n",
       " 'waitress sweet funni',\n",
       " 'also tast mom multi grain pumpkin pancak pecan butter amaz fluffi delici',\n",
       " 'rather eat airlin food serious',\n",
       " 'cant say enough good thing place',\n",
       " 'ambianc incred',\n",
       " 'waitress manag friendli',\n",
       " 'would recommend place',\n",
       " 'overal impress noca',\n",
       " 'gyro basic lettuc',\n",
       " 'terribl servic',\n",
       " 'thoroughli disappoint',\n",
       " 'much pasta love homemad hand made pasta thin pizza',\n",
       " 'give tri happi',\n",
       " 'far best cheesecurd ever',\n",
       " 'reason price also',\n",
       " 'everyth perfect night',\n",
       " 'food good typic bar food',\n",
       " 'drive get',\n",
       " 'first glanc love bakeri cafe nice ambianc clean friendli staff',\n",
       " 'anyway think go back',\n",
       " 'point finger item menu order disappoint',\n",
       " 'oh thing beauti restaur',\n",
       " 'gone go',\n",
       " 'greasi unhealthi meal',\n",
       " 'first time might last',\n",
       " 'burger amaz',\n",
       " 'similarli deliveri man say word apolog food minut late',\n",
       " 'way expens',\n",
       " 'sure order dessert even need pack go tiramisu cannoli die',\n",
       " 'first time wait next',\n",
       " 'bartend also nice',\n",
       " 'everyth good tasti',\n",
       " 'place two thumb way',\n",
       " 'best place vega breakfast check sat sun',\n",
       " 'love authent mexican food want whole bunch interest yet delici meat choos need tri place',\n",
       " 'terribl manag',\n",
       " 'excel new restaur experienc frenchman',\n",
       " 'zero star would give zero star',\n",
       " 'great steak great side great wine amaz dessert',\n",
       " 'worst martini ever',\n",
       " 'steak shrimp opinion best entre gc',\n",
       " 'opportun today sampl amaz pizza',\n",
       " 'wait thirti minut seat although vacant tabl folk wait',\n",
       " 'yellowtail carpaccio melt mouth fresh',\n",
       " 'tri go back even empti',\n",
       " 'go eat potato found stranger hair',\n",
       " 'spici enough perfect actual',\n",
       " 'last night second time dine happi decid go back',\n",
       " 'even hello right',\n",
       " 'dessert bit strang',\n",
       " 'boyfriend came first time recent trip vega could pleas qualiti food servic',\n",
       " 'realli recommend place go wrong donut place',\n",
       " 'nice ambianc',\n",
       " 'would recommend save room',\n",
       " 'guess mayb went night disgrac',\n",
       " 'howev recent experi particular locat good',\n",
       " 'know like restaur someth',\n",
       " 'avoid establish',\n",
       " 'think restaur suffer tri hard enough',\n",
       " 'tapa dish delici',\n",
       " 'heart place',\n",
       " 'salad bland vinegrett babi green heart palm',\n",
       " 'two felt disgust',\n",
       " 'good time',\n",
       " 'believ place great stop huge belli hanker sushi',\n",
       " 'gener portion great tast',\n",
       " 'never go back place never ever recommend place anyon',\n",
       " 'server went back forth sever time even much help',\n",
       " 'food delici',\n",
       " 'hour serious',\n",
       " 'consid theft',\n",
       " 'eew locat need complet overhaul',\n",
       " 'recent wit poor qualiti manag toward guest well',\n",
       " 'wait wait wait',\n",
       " 'also came back check us regularli excel servic',\n",
       " 'server super nice check us mani time',\n",
       " 'pizza tast old super chewi good way',\n",
       " 'swung give tri deepli disappoint',\n",
       " 'servic good compani better',\n",
       " 'staff also friendli effici',\n",
       " 'servic fan quick serv nice folk',\n",
       " 'boy sucker dri',\n",
       " 'rate',\n",
       " 'look authent thai food go els',\n",
       " 'steak recommend',\n",
       " 'pull car wait anoth minut acknowledg',\n",
       " 'great food great servic clean friendli set',\n",
       " 'assur back',\n",
       " 'hate thing much cheap qualiti black oliv',\n",
       " 'breakfast perpar great beauti present giant slice toast lightli dust powder sugar',\n",
       " 'kid play area nasti',\n",
       " 'great place fo take eat',\n",
       " 'waitress friendli happi accomod vegan veggi option',\n",
       " 'omg felt like never eaten thai food dish',\n",
       " 'extrem crumbi pretti tasteless',\n",
       " 'pale color instead nice char flavor',\n",
       " 'crouton also tast homemad extra plu',\n",
       " 'got home see driest damn wing ever',\n",
       " 'regular stop trip phoenix',\n",
       " 'realli enjoy crema caf expand even told friend best breakfast',\n",
       " 'good money',\n",
       " 'miss wish one philadelphia',\n",
       " 'got sit fairli fast end wait minut place order anoth minut food arriv',\n",
       " 'also best chees crisp town',\n",
       " 'good valu great food great servic',\n",
       " 'ask satisfi meal',\n",
       " 'food good',\n",
       " 'awesom',\n",
       " 'want leav',\n",
       " 'made drive way north scottsdal one bit disappoint',\n",
       " 'eat',\n",
       " 'owner realli realli need quit soooooo cheap let wrap freak sandwich two paper one',\n",
       " 'check place coupl year ago impress',\n",
       " 'chicken got definit reheat ok wedg cold soggi',\n",
       " 'sorri get food anytim soon',\n",
       " 'absolut must visit',\n",
       " 'cow tongu cheek taco amaz',\n",
       " 'friend like bloodi mari',\n",
       " 'despit hard rate busi actual rare give star',\n",
       " 'realli want make experi good one',\n",
       " 'return',\n",
       " 'chicken pho tast bland',\n",
       " 'disappoint',\n",
       " 'grill chicken tender yellow saffron season',\n",
       " 'drive thru mean want wait around half hour food somehow end go make us wait wait',\n",
       " 'pretti awesom place',\n",
       " 'ambienc perfect',\n",
       " 'best luck rude non custom servic focus new manag',\n",
       " 'grandmoth make roast chicken better one',\n",
       " 'ask multipl time wine list time ignor went hostess got one',\n",
       " 'staff alway super friendli help especi cool bring two small boy babi',\n",
       " 'four star food guy blue shirt great vibe still let us eat',\n",
       " 'roast beef sandwich tast realli good',\n",
       " 'even drastic sick',\n",
       " 'high qualiti chicken chicken caesar salad',\n",
       " 'order burger rare came done',\n",
       " 'promptli greet seat',\n",
       " 'tri go lunch madhous',\n",
       " 'proven dead wrong sushi bar qualiti great servic fast food impecc',\n",
       " 'wait hour seat greatest mood',\n",
       " 'good joint',\n",
       " 'macaron insan good',\n",
       " 'eat',\n",
       " 'waiter attent friendli inform',\n",
       " 'mayb cold would somewhat edibl',\n",
       " 'place lot promis fail deliv',\n",
       " 'bad experi',\n",
       " 'mistak',\n",
       " 'food averag best',\n",
       " 'great food',\n",
       " 'go back anytim soon',\n",
       " 'disappoint order big bay plater',\n",
       " 'great place relax awesom burger beer',\n",
       " 'perfect sit famili meal get togeth friend',\n",
       " 'much flavor poorli construct',\n",
       " 'patio seat comfort',\n",
       " 'fri rice dri well',\n",
       " 'hand favorit italian restaur',\n",
       " 'scream legit book somethat also pretti rare vega',\n",
       " 'fun experi',\n",
       " 'atmospher great love duo violinist play song request',\n",
       " 'person love hummu pita baklava falafel baba ganoush amaz eggplant',\n",
       " 'conveni sinc stay mgm',\n",
       " 'owner super friendli staff courteou',\n",
       " 'great',\n",
       " 'eclect select',\n",
       " 'sweet potato tot good onion ring perfect close',\n",
       " 'staff attent',\n",
       " 'chef gener time even came around twice take pictur',\n",
       " 'owner use work nobu place realli similar half price',\n",
       " 'googl mediocr imagin smashburg pop',\n",
       " 'dont go',\n",
       " 'promis disappoint',\n",
       " 'sushi lover avoid place mean',\n",
       " 'great doubl cheeseburg',\n",
       " 'awesom servic food',\n",
       " 'fantast neighborhood gem',\n",
       " 'wait go back',\n",
       " 'plantain worst ever tast',\n",
       " 'great place highli recommend',\n",
       " 'servic slow attent',\n",
       " 'gave star give star',\n",
       " 'staff spend time talk',\n",
       " 'dessert panna cotta amaz',\n",
       " 'good food great atmospher',\n",
       " 'damn good steak',\n",
       " 'total brunch fail',\n",
       " 'price reason flavor spot sauc home made slaw drench mayo',\n",
       " 'decor nice piano music soundtrack pleasant',\n",
       " 'steak amaz rge fillet relleno best seafood plate ever',\n",
       " 'good food good servic',\n",
       " 'absolut amaz',\n",
       " 'probabl back honest',\n",
       " 'definit back',\n",
       " 'sergeant pepper beef sandwich auju sauc excel sandwich well',\n",
       " 'hawaiian breez mango magic pineappl delight smoothi tri far good',\n",
       " 'went lunch servic slow',\n",
       " 'much say place walk expect amaz quickli disappoint',\n",
       " 'mortifi',\n",
       " 'needless say never back',\n",
       " 'anyway food definit fill price pay expect',\n",
       " 'chip came drip greas mostli edibl',\n",
       " 'realli impress strip steak',\n",
       " 'go sinc everi meal awesom',\n",
       " 'server nice attent serv staff',\n",
       " 'cashier friendli even brought food',\n",
       " 'work hospit industri paradis valley refrain recommend cibo longer',\n",
       " 'atmospher fun',\n",
       " 'would recommend other',\n",
       " 'servic quick even go order like like',\n",
       " 'mean realli get famou fish chip terribl',\n",
       " 'said mouth belli still quit pleas',\n",
       " 'thing',\n",
       " 'thumb',\n",
       " 'read pleas go',\n",
       " 'love grill pizza remind legit italian pizza',\n",
       " 'pro larg seat area nice bar area great simpl drink menu best brick oven pizza homemad dough',\n",
       " 'realli nice atmospher',\n",
       " 'tonight elk filet special suck',\n",
       " 'one bite hook',\n",
       " 'order old classic new dish go time sore disappoint everyth',\n",
       " 'cute quaint simpl honest',\n",
       " 'chicken delici season perfect fri outsid moist chicken insid',\n",
       " 'food great alway compliment chef',\n",
       " 'special thank dylan recommend order yummi tummi',\n",
       " 'awesom select beer',\n",
       " 'great food awesom servic',\n",
       " 'one nice thing ad gratuiti bill sinc parti larger expect tip',\n",
       " 'fli appl juic fli',\n",
       " 'han nan chicken also tasti',\n",
       " 'servic thought good',\n",
       " 'food bare lukewarm must sit wait server bring us',\n",
       " 'ryan bar definit one edinburgh establish revisit',\n",
       " 'nicest chines restaur',\n",
       " 'overal like food servic',\n",
       " 'also serv indian naan bread hummu spici pine nut sauc world',\n",
       " 'probabl never come back recommend',\n",
       " 'friend pasta also bad bare touch',\n",
       " 'tri airport experi tasti food speedi friendli servic',\n",
       " 'love decor chines calligraphi wall paper',\n",
       " 'never anyth complain',\n",
       " 'restaur clean famili restaur feel',\n",
       " 'way fri',\n",
       " 'sure long stood long enough begin feel awkwardli place',\n",
       " 'open sandwich impress good way',\n",
       " 'back',\n",
       " 'warm feel servic felt like guest special treat',\n",
       " 'extens menu provid lot option breakfast',\n",
       " 'alway order vegetarian menu dinner wide array option choos',\n",
       " 'watch price inflat portion get smaller manag attitud grow rapidli',\n",
       " 'wonder lil tapa ambienc made feel warm fuzzi insid',\n",
       " 'got enjoy seafood salad fabul vinegrett',\n",
       " 'wonton thin thick chewi almost melt mouth',\n",
       " 'level spici perfect spice whelm soup',\n",
       " 'sat right time server get go fantast',\n",
       " 'main thing enjoy crowd older crowd around mid',\n",
       " 'side town definit spot hit',\n",
       " 'wait minut get drink longer get arepa',\n",
       " 'great place eat',\n",
       " 'jalapeno bacon soooo good',\n",
       " 'servic poor that nice',\n",
       " 'food good servic good price good',\n",
       " 'place clean food oh stale',\n",
       " 'chicken dish ok beef like shoe leather',\n",
       " 'servic beyond bad',\n",
       " 'happi',\n",
       " 'tast like dirt',\n",
       " 'one place phoenix would defin go back',\n",
       " 'block amaz',\n",
       " 'close hous low key non fanci afford price good food',\n",
       " 'hot sour egg flower soup absolut star',\n",
       " 'sashimi poor qualiti soggi tasteless',\n",
       " 'great time famili dinner sunday night',\n",
       " 'food tasti say real tradit hunan style',\n",
       " 'bother slow servic',\n",
       " 'flair bartend absolut amaz',\n",
       " 'frozen margarita way sugari tast',\n",
       " 'good order twice',\n",
       " 'nutshel restaraunt smell like combin dirti fish market sewer',\n",
       " 'girlfriend veal bad',\n",
       " 'unfortun good',\n",
       " 'pretti satifi experi',\n",
       " 'join club get awesom offer via email',\n",
       " 'perfect someon like beer ice cold case even colder',\n",
       " 'bland flavorless good way describ bare tepid meat',\n",
       " 'chain fan beat place easili',\n",
       " 'nacho must',\n",
       " 'come back',\n",
       " 'mani word say place everyth pretti well',\n",
       " 'staff super nice quick even crazi crowd downtown juri lawyer court staff',\n",
       " 'great atmospher friendli fast servic',\n",
       " 'receiv pita huge lot meat thumb',\n",
       " 'food arriv meh',\n",
       " 'pay hot dog fri look like came kid meal wienerschnitzel idea good meal',\n",
       " 'classic main lobster roll fantast',\n",
       " 'brother law work mall ate day guess sick night',\n",
       " 'good go review place twice herea tribut place tribut event held last night',\n",
       " 'chip salsa realli good salsa fresh',\n",
       " 'place great',\n",
       " 'mediocr food',\n",
       " 'get insid impress place',\n",
       " 'super pissd',\n",
       " 'servic super friendli',\n",
       " 'sad littl veget overcook',\n",
       " 'place nice surpris',\n",
       " 'golden crispi delici',\n",
       " 'high hope place sinc burger cook charcoal grill unfortun tast fell flat way flat',\n",
       " 'could eat bruschetta day devin',\n",
       " 'singl employe came see ok even need water refil final serv us food',\n",
       " 'lastli mozzarella stick best thing order',\n",
       " 'first time ever came amaz experi still tell peopl awesom duck',\n",
       " 'server neglig need made us feel unwelcom would suggest place',\n",
       " 'servic terribl though',\n",
       " 'place overpr consist boba realli overpr',\n",
       " 'pack',\n",
       " 'love place',\n",
       " 'say dessert yummi',\n",
       " 'food terribl',\n",
       " 'season fruit fresh white peach pure',\n",
       " 'kept get wors wors offici done',\n",
       " 'place honestli blown',\n",
       " 'definit would eat',\n",
       " 'wast money',\n",
       " 'love put food nice plastic contain oppos cram littl paper takeout box',\n",
       " 'cr pe delic thin moist',\n",
       " 'aw servic',\n",
       " 'ever go',\n",
       " 'food qualiti horribl',\n",
       " 'price think place would much rather gone',\n",
       " 'servic fair best',\n",
       " 'love sushi found kabuki price hip servic',\n",
       " 'favor stay away dish',\n",
       " 'poor servic',\n",
       " 'one tabl thought food averag worth wait',\n",
       " 'best servic food ever maria server good friendli made day',\n",
       " 'excel',\n",
       " 'paid bill tip felt server terribl job',\n",
       " 'lunch great experi',\n",
       " 'never bland food surpris consid articl read focus much spice flavor',\n",
       " 'food way overpr portion fuck small',\n",
       " 'recent tri caballero back everi week sinc',\n",
       " 'buck head realli expect better food',\n",
       " 'food came good pace',\n",
       " 'ate twice last visit especi enjoy salmon salad',\n",
       " 'back',\n",
       " 'could believ dirti oyster',\n",
       " 'place deserv star',\n",
       " 'would recommend place',\n",
       " 'fact go round star awesom',\n",
       " 'disbelief dish qualifi worst version food ever tast',\n",
       " 'bad day low toler rude custom servic peopl job nice polit wash dish otherwis',\n",
       " 'potato great biscuit',\n",
       " 'probabl would go',\n",
       " 'flavor perfect amount heat',\n",
       " 'price reason servic great',\n",
       " 'wife hate meal coconut shrimp friend realli enjoy meal either',\n",
       " 'fella got huevo ranchero look appeal',\n",
       " 'went happi hour great list wine',\n",
       " 'may say buffet pricey think get pay place get quit lot',\n",
       " 'probabl come back',\n",
       " 'worst food servic',\n",
       " 'place pretti good nice littl vibe restaur',\n",
       " 'talk great custom servic cours back',\n",
       " 'hot dish hot cold dish close room temp watch staff prepar food bare hand glove everyth deep fri oil',\n",
       " 'love fri bean',\n",
       " 'alway pleasur deal',\n",
       " 'plethora salad sandwich everyth tri get seal approv',\n",
       " 'place awesom want someth light healthi summer',\n",
       " 'sushi strip place go',\n",
       " 'servic great even manag came help tabl',\n",
       " 'feel dine room colleg cook cours high class dine servic slow best',\n",
       " 'start review two star edit give one',\n",
       " 'worst sushi ever eat besid costco',\n",
       " 'excel restaur highlight great servic uniqu menu beauti set',\n",
       " 'boyfriend sat bar complet delight experi',\n",
       " 'weird vibe owner',\n",
       " 'hardli meat',\n",
       " 'better bagel groceri store',\n",
       " 'go place gyro',\n",
       " 'love owner chef one authent japanes cool dude',\n",
       " 'burger good pizza use amaz doughi flavorless',\n",
       " 'found six inch long piec wire salsa',\n",
       " 'servic terribl food mediocr',\n",
       " 'defin enjoy',\n",
       " 'order albondiga soup warm tast like tomato soup frozen meatbal',\n",
       " 'three differ occas ask well done medium well three time got bloodiest piec meat plate',\n",
       " 'two bite refus eat anymor',\n",
       " 'servic extrem slow',\n",
       " 'minut wait got tabl',\n",
       " 'serious killer hot chai latt',\n",
       " 'allergi warn menu waitress absolut clue meal contain peanut',\n",
       " 'boyfriend tri mediterranean chicken salad fell love',\n",
       " 'rotat beer tap also highlight place',\n",
       " 'price bit concern mellow mushroom',\n",
       " 'worst thai ever',\n",
       " 'stay vega must get breakfast least',\n",
       " 'want first say server great perfect servic',\n",
       " 'pizza select good',\n",
       " 'strawberri tea good',\n",
       " 'highli unprofession rude loyal patron',\n",
       " 'overal great experi',\n",
       " 'spend money elsewher',\n",
       " 'regular toast bread equal satisfi occasion pat butter mmmm',\n",
       " 'buffet bellagio far anticip',\n",
       " 'drink weak peopl',\n",
       " 'order correct',\n",
       " 'also feel like chip bought made hous',\n",
       " 'disappoint dinner went elsewher dessert',\n",
       " 'chip sal amaz',\n",
       " 'return',\n",
       " 'new fav vega buffet spot',\n",
       " 'serious cannot believ owner mani unexperienc employe run around like chicken head cut',\n",
       " 'sad',\n",
       " 'felt insult disrespect could talk judg anoth human like',\n",
       " 'call steakhous properli cook steak understand',\n",
       " 'impress concept food',\n",
       " 'thing crazi guacamol like pur ed',\n",
       " 'realli noth postino hope experi better',\n",
       " 'got food poison buffet',\n",
       " 'brought fresh batch fri think yay someth warm',\n",
       " 'hilari yummi christma eve dinner rememb biggest fail entir trip us',\n",
       " 'needless say go back anytim soon',\n",
       " 'place disgust',\n",
       " 'everi time eat see care teamwork profession degre',\n",
       " 'ri style calamari joke',\n",
       " 'howev much garlic fondu bare edibl',\n",
       " 'could bare stomach meal complain busi lunch',\n",
       " 'bad lost heart finish',\n",
       " 'also took forev bring us check ask',\n",
       " 'one make scene restaur get definit lost love one',\n",
       " 'disappoint experi',\n",
       " 'food par denni say good',\n",
       " 'want wait mediocr food downright terribl servic place',\n",
       " 'waaaaaayyyyyyyyyi rate say',\n",
       " 'go back',\n",
       " 'place fairli clean food simpli worth',\n",
       " 'place lack style',\n",
       " 'sangria half glass wine full ridicul',\n",
       " 'bother come',\n",
       " 'meat pretti dri slice brisket pull pork',\n",
       " 'build seem pretti neat bathroom pretti trippi eat',\n",
       " 'equal aw',\n",
       " 'probabl hurri go back',\n",
       " 'slow seat even reserv',\n",
       " 'good stretch imagin',\n",
       " 'cashew cream sauc bland veget undercook',\n",
       " 'chipolt ranch dip saus tasteless seem thin water heat',\n",
       " 'bit sweet realli spici enough lack flavor',\n",
       " 'disappoint',\n",
       " 'place horribl way overpr',\n",
       " 'mayb vegetarian fare twice thought averag best',\n",
       " 'busi know',\n",
       " 'tabl outsid also dirti lot time worker alway friendli help menu',\n",
       " 'ambianc feel like buffet set douchey indoor garden tea biscuit',\n",
       " 'con spotti servic',\n",
       " 'fri hot neither burger',\n",
       " 'came back cold',\n",
       " 'food came disappoint ensu',\n",
       " 'real disappoint waiter',\n",
       " 'husband said rude even apolog bad food anyth',\n",
       " 'reason eat would fill night bing drink get carb stomach',\n",
       " 'insult profound deuchebaggeri go outsid smoke break serv solidifi',\n",
       " 'someon order two taco think may part custom servic ask combo ala cart',\n",
       " 'quit disappoint although blame need place door',\n",
       " 'rave review wait eat disappoint',\n",
       " 'del taco pretti nasti avoid possibl',\n",
       " 'hard make decent hamburg',\n",
       " 'like',\n",
       " 'hell go back',\n",
       " 'gotten much better servic pizza place next door servic receiv restaur',\n",
       " 'know big deal place back ya',\n",
       " 'immedi said want talk manag want talk guy shot firebal behind bar',\n",
       " 'ambianc much better',\n",
       " 'unfortun set us disapppoint entre',\n",
       " 'food good',\n",
       " 'server suck wait correct server heimer suck',\n",
       " 'happen next pretti put',\n",
       " 'bad caus know famili own realli want like place',\n",
       " 'overpr get',\n",
       " 'vomit bathroom mid lunch',\n",
       " 'kept look time soon becom minut yet still food',\n",
       " 'place eat circumst would ever return top list',\n",
       " 'start tuna sashimi brownish color obvious fresh',\n",
       " 'food averag',\n",
       " 'sure beat nacho movi would expect littl bit come restaur',\n",
       " 'ha long bay bit flop',\n",
       " 'problem charg sandwich bigger subway sub offer better amount veget',\n",
       " 'shrimp unwrap live mile brushfir liter ice cold',\n",
       " 'lack flavor seem undercook dri',\n",
       " 'realli impress place close',\n",
       " 'would avoid place stay mirag',\n",
       " 'refri bean came meal dri crusti food bland',\n",
       " 'spend money time place els',\n",
       " 'ladi tabl next us found live green caterpillar salad',\n",
       " 'present food aw',\n",
       " 'tell disappoint',\n",
       " 'think food flavor textur lack',\n",
       " 'appetit instantli gone',\n",
       " 'overal impress would go back',\n",
       " 'whole experi underwhelm think go ninja sushi next time',\n",
       " 'wast enough life pour salt wound draw time took bring check']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoding of textual data \n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "cv = CountVectorizer()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = cv.fit_transform(corpus).toarray()\n",
    "y = df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
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     },
     "execution_count": 61,
     "metadata": {},
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      "c:\\Users\\khale\\anaconda3\\lib\\site-packages\\sklearn\\utils\\deprecation.py:87: FutureWarning: Function get_feature_names is deprecated; get_feature_names is deprecated in 1.0 and will be removed in 1.2. Please use get_feature_names_out instead.\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>absolutley</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accommod</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accomod</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yukon</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yum</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yummi</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zero</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Target</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1566 rows × 1000 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0    1    2    3    4    5    6    7    8    9    ...  990  991  \\\n",
       "absolut       0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "absolutley    0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "accid         0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "accommod      0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "accomod       0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "...         ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "yukon         0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "yum           0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "yummi         0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "zero          0    0    0    0    0    0    0    0    0    0  ...    0    0   \n",
       "Target        1    0    0    1    1    0    0    0    1    1  ...    0    0   \n",
       "\n",
       "            992  993  994  995  996  997  998  999  \n",
       "absolut       0    0    0    0    0    0    0    0  \n",
       "absolutley    0    0    0    0    0    0    0    0  \n",
       "accid         0    0    0    0    0    0    0    0  \n",
       "accommod      0    0    0    0    0    0    0    0  \n",
       "accomod       0    0    0    0    0    0    0    0  \n",
       "...         ...  ...  ...  ...  ...  ...  ...  ...  \n",
       "yukon         0    0    0    0    0    0    0    0  \n",
       "yum           0    0    0    0    0    0    0    0  \n",
       "yummi         0    0    0    0    0    0    0    0  \n",
       "zero          0    0    0    0    0    0    0    0  \n",
       "Target        0    0    0    0    0    0    0    0  \n",
       "\n",
       "[1566 rows x 1000 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xdf = pd.DataFrame(data = X,columns=cv.get_feature_names())\n",
    "ydf = pd.DataFrame( data = y.values,columns = [\"Target\"])\n",
    "df1 = pd.concat([Xdf,ydf] , axis = 1)\n",
    "df1.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df1.iloc[:,0:-1]\n",
    "y = df1.iloc[:,-1]\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,train_size = 0.8 ,random_state=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data modeling using random forest \n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "model = RandomForestClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "572 ms ± 34.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit model.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.755"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[91, 17],\n",
       "       [32, 60]], dtype=int64)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.00038115626816196253\n",
      "0.00015253328637155632\n",
      "0.00042542452101422356\n",
      "4.5687383385060825e-05\n",
      "2.4294608609436113e-06\n",
      "0.0009771298236109058\n",
      "7.342456769016752e-05\n",
      "0.0\n",
      "7.533709331323903e-05\n",
      "0.00033743537034553204\n",
      "0.00011249128573771239\n",
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      "0.0\n",
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      "0.0\n",
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      "0.0\n",
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      "0.00021388957350472885\n",
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      "1.8214994427506416e-06\n",
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      "0.0\n",
      "0.0007668384085126311\n",
      "0.0009387291536788666\n",
      "0.0009205262228957744\n",
      "0.00047175159695715164\n",
      "2.7889467450542792e-05\n",
      "7.984774901344463e-05\n",
      "4.987257513652937e-05\n",
      "6.784596038522008e-05\n",
      "0.0010833185516978983\n",
      "0.00017530717212816636\n",
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      "0.0005392924456209456\n",
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      "0.00011338814183857335\n",
      "0.002503222136882046\n",
      "0.0007474105367702993\n",
      "0.00048089392252868125\n",
      "0.0030610053852230677\n",
      "0.0\n",
      "5.5243212941913844e-05\n",
      "0.00019476829762403737\n",
      "0.0002946232589684433\n",
      "0.0010254591724018739\n",
      "1.386404727407616e-05\n",
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      "0.0003377540451766993\n",
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      "0.0027228642674420505\n",
      "0.0\n",
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      "0.0\n",
      "0.00010113877001757068\n",
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      "4.9949642520999024e-05\n",
      "4.3646629023571784e-05\n",
      "0.0\n",
      "8.256398440151454e-05\n",
      "1.082232862842658e-06\n",
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      "0.0006398833358269593\n",
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       " None,\n",
       " None,\n",
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       " None,\n",
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       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
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       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " None,\n",
       " ...]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "[print(value) for value in model.feature_importances_]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variable: great                Importance: 0.04\n",
      "Variable: amaz                 Importance: 0.02\n",
      "Variable: delici               Importance: 0.02\n",
      "Variable: good                 Importance: 0.02\n",
      "Variable: love                 Importance: 0.02\n",
      "Variable: awesom               Importance: 0.01\n",
      "Variable: back                 Importance: 0.01\n",
      "Variable: bad                  Importance: 0.01\n",
      "Variable: definit              Importance: 0.01\n",
      "Variable: disappoint           Importance: 0.01\n",
      "Variable: excel                Importance: 0.01\n",
      "Variable: fantast              Importance: 0.01\n",
      "Variable: food                 Importance: 0.01\n",
      "Variable: friendli             Importance: 0.01\n",
      "Variable: go                   Importance: 0.01\n",
      "Variable: happi                Importance: 0.01\n",
      "Variable: impress              Importance: 0.01\n",
      "Variable: minut                Importance: 0.01\n",
      "Variable: never                Importance: 0.01\n",
      "Variable: nice                 Importance: 0.01\n",
      "Variable: one                  Importance: 0.01\n",
      "Variable: perfect              Importance: 0.01\n",
      "Variable: place                Importance: 0.01\n",
      "Variable: restaur              Importance: 0.01\n",
      "Variable: servic               Importance: 0.01\n",
      "Variable: slow                 Importance: 0.01\n",
      "Variable: terribl              Importance: 0.01\n",
      "Variable: think                Importance: 0.01\n",
      "Variable: vega                 Importance: 0.01\n",
      "Variable: wait                 Importance: 0.01\n",
      "Variable: worst                Importance: 0.01\n",
      "Variable: would                Importance: 0.01\n",
      "Variable: absolut              Importance: 0.0\n",
      "Variable: absolutley           Importance: 0.0\n",
      "Variable: accid                Importance: 0.0\n",
      "Variable: accommod             Importance: 0.0\n",
      "Variable: accomod              Importance: 0.0\n",
      "Variable: accordingli          Importance: 0.0\n",
      "Variable: account              Importance: 0.0\n",
      "Variable: ach                  Importance: 0.0\n",
      "Variable: acknowledg           Importance: 0.0\n",
      "Variable: across               Importance: 0.0\n",
      "Variable: actual               Importance: 0.0\n",
      "Variable: ad                   Importance: 0.0\n",
      "Variable: afford               Importance: 0.0\n",
      "Variable: afternoon            Importance: 0.0\n",
      "Variable: ago                  Importance: 0.0\n",
      "Variable: ahead                Importance: 0.0\n",
      "Variable: airlin               Importance: 0.0\n",
      "Variable: airport              Importance: 0.0\n",
      "Variable: ala                  Importance: 0.0\n",
      "Variable: albondiga            Importance: 0.0\n",
      "Variable: allergi              Importance: 0.0\n",
      "Variable: almond               Importance: 0.0\n",
      "Variable: almost               Importance: 0.0\n",
      "Variable: alon                 Importance: 0.0\n",
      "Variable: also                 Importance: 0.0\n",
      "Variable: although             Importance: 0.0\n",
      "Variable: alway                Importance: 0.0\n",
      "Variable: ambianc              Importance: 0.0\n",
      "Variable: ambienc              Importance: 0.0\n",
      "Variable: amount               Importance: 0.0\n",
      "Variable: ampl                 Importance: 0.0\n",
      "Variable: andddd               Importance: 0.0\n",
      "Variable: angri                Importance: 0.0\n",
      "Variable: annoy                Importance: 0.0\n",
      "Variable: anoth                Importance: 0.0\n",
      "Variable: anticip              Importance: 0.0\n",
      "Variable: anymor               Importance: 0.0\n",
      "Variable: anyon                Importance: 0.0\n",
      "Variable: anyth                Importance: 0.0\n",
      "Variable: anytim               Importance: 0.0\n",
      "Variable: anyway               Importance: 0.0\n",
      "Variable: apart                Importance: 0.0\n",
      "Variable: apolog               Importance: 0.0\n",
      "Variable: app                  Importance: 0.0\n",
      "Variable: appal                Importance: 0.0\n",
      "Variable: appar                Importance: 0.0\n",
      "Variable: appeal               Importance: 0.0\n",
      "Variable: appet                Importance: 0.0\n",
      "Variable: appetit              Importance: 0.0\n",
      "Variable: appl                 Importance: 0.0\n",
      "Variable: approv               Importance: 0.0\n",
      "Variable: area                 Importance: 0.0\n",
      "Variable: arepa                Importance: 0.0\n",
      "Variable: aria                 Importance: 0.0\n",
      "Variable: around               Importance: 0.0\n",
      "Variable: array                Importance: 0.0\n",
      "Variable: arriv                Importance: 0.0\n",
      "Variable: articl               Importance: 0.0\n",
      "Variable: ask                  Importance: 0.0\n",
      "Variable: assur                Importance: 0.0\n",
      "Variable: ate                  Importance: 0.0\n",
      "Variable: atmospher            Importance: 0.0\n",
      "Variable: atroci               Importance: 0.0\n",
      "Variable: attach               Importance: 0.0\n",
      "Variable: attack               Importance: 0.0\n",
      "Variable: attent               Importance: 0.0\n",
      "Variable: attitud              Importance: 0.0\n",
      "Variable: auju                 Importance: 0.0\n",
      "Variable: authent              Importance: 0.0\n",
      "Variable: averag               Importance: 0.0\n",
      "Variable: avocado              Importance: 0.0\n",
      "Variable: avoid                Importance: 0.0\n",
      "Variable: aw                   Importance: 0.0\n",
      "Variable: away                 Importance: 0.0\n",
      "Variable: awkward              Importance: 0.0\n",
      "Variable: awkwardli            Importance: 0.0\n",
      "Variable: ayc                  Importance: 0.0\n",
      "Variable: az                   Importance: 0.0\n",
      "Variable: baba                 Importance: 0.0\n",
      "Variable: babi                 Importance: 0.0\n",
      "Variable: bachi                Importance: 0.0\n",
      "Variable: bacon                Importance: 0.0\n",
      "Variable: bagel                Importance: 0.0\n",
      "Variable: bakeri               Importance: 0.0\n",
      "Variable: baklava              Importance: 0.0\n",
      "Variable: ball                 Importance: 0.0\n",
      "Variable: bamboo               Importance: 0.0\n",
      "Variable: banana               Importance: 0.0\n",
      "Variable: bank                 Importance: 0.0\n",
      "Variable: bar                  Importance: 0.0\n",
      "Variable: bare                 Importance: 0.0\n",
      "Variable: bargain              Importance: 0.0\n",
      "Variable: bartend              Importance: 0.0\n",
      "Variable: base                 Importance: 0.0\n",
      "Variable: basebal              Importance: 0.0\n",
      "Variable: basic                Importance: 0.0\n",
      "Variable: batch                Importance: 0.0\n",
      "Variable: bathroom             Importance: 0.0\n",
      "Variable: batter               Importance: 0.0\n",
      "Variable: bay                  Importance: 0.0\n",
      "Variable: bbq                  Importance: 0.0\n",
      "Variable: bean                 Importance: 0.0\n",
      "Variable: beat                 Importance: 0.0\n",
      "Variable: beateou              Importance: 0.0\n",
      "Variable: beauti               Importance: 0.0\n",
      "Variable: becom                Importance: 0.0\n",
      "Variable: beef                 Importance: 0.0\n",
      "Variable: beer                 Importance: 0.0\n",
      "Variable: begin                Importance: 0.0\n",
      "Variable: behind               Importance: 0.0\n",
      "Variable: believ               Importance: 0.0\n",
      "Variable: bellagio             Importance: 0.0\n",
      "Variable: belli                Importance: 0.0\n",
      "Variable: besid                Importance: 0.0\n",
      "Variable: best                 Importance: 0.0\n",
      "Variable: better               Importance: 0.0\n",
      "Variable: beyond               Importance: 0.0\n",
      "Variable: big                  Importance: 0.0\n",
      "Variable: bigger               Importance: 0.0\n",
      "Variable: biggest              Importance: 0.0\n",
      "Variable: bill                 Importance: 0.0\n",
      "Variable: bing                 Importance: 0.0\n",
      "Variable: bird                 Importance: 0.0\n",
      "Variable: biscuit              Importance: 0.0\n",
      "Variable: bisqu                Importance: 0.0\n",
      "Variable: bit                  Importance: 0.0\n",
      "Variable: bitch                Importance: 0.0\n",
      "Variable: bite                 Importance: 0.0\n",
      "Variable: black                Importance: 0.0\n",
      "Variable: blah                 Importance: 0.0\n",
      "Variable: blame                Importance: 0.0\n",
      "Variable: bland                Importance: 0.0\n",
      "Variable: blandest             Importance: 0.0\n",
      "Variable: blanket              Importance: 0.0\n",
      "Variable: block                Importance: 0.0\n",
      "Variable: bloddi               Importance: 0.0\n",
      "Variable: bloodi               Importance: 0.0\n",
      "Variable: bloodiest            Importance: 0.0\n",
      "Variable: blow                 Importance: 0.0\n",
      "Variable: blown                Importance: 0.0\n",
      "Variable: blue                 Importance: 0.0\n",
      "Variable: boba                 Importance: 0.0\n",
      "Variable: bode                 Importance: 0.0\n",
      "Variable: boil                 Importance: 0.0\n",
      "Variable: bone                 Importance: 0.0\n",
      "Variable: book                 Importance: 0.0\n",
      "Variable: boot                 Importance: 0.0\n",
      "Variable: bore                 Importance: 0.0\n",
      "Variable: bother               Importance: 0.0\n",
      "Variable: bottom               Importance: 0.0\n",
      "Variable: bouchon              Importance: 0.0\n",
      "Variable: bought               Importance: 0.0\n",
      "Variable: bowl                 Importance: 0.0\n",
      "Variable: box                  Importance: 0.0\n",
      "Variable: boy                  Importance: 0.0\n",
      "Variable: boyfriend            Importance: 0.0\n",
      "Variable: bread                Importance: 0.0\n",
      "Variable: break                Importance: 0.0\n",
      "Variable: breakfast            Importance: 0.0\n",
      "Variable: breez                Importance: 0.0\n",
      "Variable: brick                Importance: 0.0\n",
      "Variable: bring                Importance: 0.0\n",
      "Variable: brisket              Importance: 0.0\n",
      "Variable: brother              Importance: 0.0\n",
      "Variable: brought              Importance: 0.0\n",
      "Variable: brownish             Importance: 0.0\n",
      "Variable: brunch               Importance: 0.0\n",
      "Variable: bruschetta           Importance: 0.0\n",
      "Variable: brushfir             Importance: 0.0\n",
      "Variable: bu                   Importance: 0.0\n",
      "Variable: buck                 Importance: 0.0\n",
      "Variable: buffet               Importance: 0.0\n",
      "Variable: bug                  Importance: 0.0\n",
      "Variable: build                Importance: 0.0\n",
      "Variable: buldogi              Importance: 0.0\n",
      "Variable: bunch                Importance: 0.0\n",
      "Variable: burger               Importance: 0.0\n",
      "Variable: burn                 Importance: 0.0\n",
      "Variable: burritto             Importance: 0.0\n",
      "Variable: busi                 Importance: 0.0\n",
      "Variable: bussel               Importance: 0.0\n",
      "Variable: butter               Importance: 0.0\n",
      "Variable: buy                  Importance: 0.0\n",
      "Variable: bye                  Importance: 0.0\n",
      "Variable: caballero            Importance: 0.0\n",
      "Variable: caesar               Importance: 0.0\n",
      "Variable: caf                  Importance: 0.0\n",
      "Variable: cafe                 Importance: 0.0\n",
      "Variable: cake                 Importance: 0.0\n",
      "Variable: calamari             Importance: 0.0\n",
      "Variable: call                 Importance: 0.0\n",
      "Variable: calligraphi          Importance: 0.0\n",
      "Variable: came                 Importance: 0.0\n",
      "Variable: camelback            Importance: 0.0\n",
      "Variable: cannoli              Importance: 0.0\n",
      "Variable: cannot               Importance: 0.0\n",
      "Variable: cant                 Importance: 0.0\n",
      "Variable: cape                 Importance: 0.0\n",
      "Variable: caper                Importance: 0.0\n",
      "Variable: car                  Importance: 0.0\n",
      "Variable: carb                 Importance: 0.0\n",
      "Variable: care                 Importance: 0.0\n",
      "Variable: carli                Importance: 0.0\n",
      "Variable: carpaccio            Importance: 0.0\n",
      "Variable: cart                 Importance: 0.0\n",
      "Variable: cartel               Importance: 0.0\n",
      "Variable: case                 Importance: 0.0\n",
      "Variable: cash                 Importance: 0.0\n",
      "Variable: cashew               Importance: 0.0\n",
      "Variable: cashier              Importance: 0.0\n",
      "Variable: casino               Importance: 0.0\n",
      "Variable: caterpillar          Importance: 0.0\n",
      "Variable: caught               Importance: 0.0\n",
      "Variable: caus                 Importance: 0.0\n",
      "Variable: cavier               Importance: 0.0\n",
      "Variable: certainli            Importance: 0.0\n",
      "Variable: chai                 Importance: 0.0\n",
      "Variable: chain                Importance: 0.0\n",
      "Variable: chang                Importance: 0.0\n",
      "Variable: char                 Importance: 0.0\n",
      "Variable: charcoal             Importance: 0.0\n",
      "Variable: charg                Importance: 0.0\n",
      "Variable: charm                Importance: 0.0\n",
      "Variable: cheap                Importance: 0.0\n",
      "Variable: cheat                Importance: 0.0\n",
      "Variable: check                Importance: 0.0\n",
      "Variable: cheek                Importance: 0.0\n",
      "Variable: chees                Importance: 0.0\n",
      "Variable: cheeseburg           Importance: 0.0\n",
      "Variable: cheesecurd           Importance: 0.0\n",
      "Variable: chef                 Importance: 0.0\n",
      "Variable: chewi                Importance: 0.0\n",
      "Variable: chicken              Importance: 0.0\n",
      "Variable: chines               Importance: 0.0\n",
      "Variable: chip                 Importance: 0.0\n",
      "Variable: chipolt              Importance: 0.0\n",
      "Variable: chipotl              Importance: 0.0\n",
      "Variable: chocol               Importance: 0.0\n",
      "Variable: choos                Importance: 0.0\n",
      "Variable: choux                Importance: 0.0\n",
      "Variable: chow                 Importance: 0.0\n",
      "Variable: christma             Importance: 0.0\n",
      "Variable: cibo                 Importance: 0.0\n",
      "Variable: circumst             Importance: 0.0\n",
      "Variable: claim                Importance: 0.0\n",
      "Variable: class                Importance: 0.0\n",
      "Variable: classi               Importance: 0.0\n",
      "Variable: classic              Importance: 0.0\n",
      "Variable: clean                Importance: 0.0\n",
      "Variable: climb                Importance: 0.0\n",
      "Variable: close                Importance: 0.0\n",
      "Variable: club                 Importance: 0.0\n",
      "Variable: clue                 Importance: 0.0\n",
      "Variable: cocktail             Importance: 0.0\n",
      "Variable: coconut              Importance: 0.0\n",
      "Variable: cod                  Importance: 0.0\n",
      "Variable: coffe                Importance: 0.0\n",
      "Variable: cold                 Importance: 0.0\n",
      "Variable: colder               Importance: 0.0\n",
      "Variable: colleg               Importance: 0.0\n",
      "Variable: color                Importance: 0.0\n",
      "Variable: combin               Importance: 0.0\n",
      "Variable: combo                Importance: 0.0\n",
      "Variable: come                 Importance: 0.0\n",
      "Variable: comfort              Importance: 0.0\n",
      "Variable: common               Importance: 0.0\n",
      "Variable: compani              Importance: 0.0\n",
      "Variable: companion            Importance: 0.0\n",
      "Variable: complain             Importance: 0.0\n",
      "Variable: complaint            Importance: 0.0\n",
      "Variable: complet              Importance: 0.0\n",
      "Variable: compliment           Importance: 0.0\n",
      "Variable: con                  Importance: 0.0\n",
      "Variable: concept              Importance: 0.0\n",
      "Variable: concern              Importance: 0.0\n",
      "Variable: conclus              Importance: 0.0\n",
      "Variable: condiment            Importance: 0.0\n",
      "Variable: connisseur           Importance: 0.0\n",
      "Variable: connoisseur          Importance: 0.0\n",
      "Variable: consid               Importance: 0.0\n",
      "Variable: consist              Importance: 0.0\n",
      "Variable: construct            Importance: 0.0\n",
      "Variable: contain              Importance: 0.0\n",
      "Variable: continu              Importance: 0.0\n",
      "Variable: conveni              Importance: 0.0\n",
      "Variable: cook                 Importance: 0.0\n",
      "Variable: cool                 Importance: 0.0\n",
      "Variable: corn                 Importance: 0.0\n",
      "Variable: corpor               Importance: 0.0\n",
      "Variable: correct              Importance: 0.0\n",
      "Variable: cost                 Importance: 0.0\n",
      "Variable: costco               Importance: 0.0\n",
      "Variable: cotta                Importance: 0.0\n",
      "Variable: could                Importance: 0.0\n",
      "Variable: count                Importance: 0.0\n",
      "Variable: coupl                Importance: 0.0\n",
      "Variable: coupon               Importance: 0.0\n",
      "Variable: cours                Importance: 0.0\n",
      "Variable: court                Importance: 0.0\n",
      "Variable: courteou             Importance: 0.0\n",
      "Variable: cover                Importance: 0.0\n",
      "Variable: cow                  Importance: 0.0\n",
      "Variable: cozi                 Importance: 0.0\n",
      "Variable: cr                   Importance: 0.0\n",
      "Variable: crab                 Importance: 0.0\n",
      "Variable: cram                 Importance: 0.0\n",
      "Variable: cranberri            Importance: 0.0\n",
      "Variable: crave                Importance: 0.0\n",
      "Variable: crawfish             Importance: 0.0\n",
      "Variable: crazi                Importance: 0.0\n",
      "Variable: cream                Importance: 0.0\n",
      "Variable: creami               Importance: 0.0\n",
      "Variable: crema                Importance: 0.0\n",
      "Variable: crepe                Importance: 0.0\n",
      "Variable: crisp                Importance: 0.0\n",
      "Variable: crispi               Importance: 0.0\n",
      "Variable: crostini             Importance: 0.0\n",
      "Variable: crouton              Importance: 0.0\n",
      "Variable: crowd                Importance: 0.0\n",
      "Variable: crumbi               Importance: 0.0\n",
      "Variable: crust                Importance: 0.0\n",
      "Variable: crusti               Importance: 0.0\n",
      "Variable: crystal              Importance: 0.0\n",
      "Variable: cuisin               Importance: 0.0\n",
      "Variable: curri                Importance: 0.0\n",
      "Variable: custom               Importance: 0.0\n",
      "Variable: cut                  Importance: 0.0\n",
      "Variable: cute                 Importance: 0.0\n",
      "Variable: daili                Importance: 0.0\n",
      "Variable: damn                 Importance: 0.0\n",
      "Variable: dark                 Importance: 0.0\n",
      "Variable: date                 Importance: 0.0\n",
      "Variable: daughter             Importance: 0.0\n",
      "Variable: day                  Importance: 0.0\n",
      "Variable: dead                 Importance: 0.0\n",
      "Variable: deal                 Importance: 0.0\n",
      "Variable: decent               Importance: 0.0\n",
      "Variable: decid                Importance: 0.0\n",
      "Variable: decis                Importance: 0.0\n",
      "Variable: decor                Importance: 0.0\n",
      "Variable: dedic                Importance: 0.0\n",
      "Variable: deep                 Importance: 0.0\n",
      "Variable: deepli               Importance: 0.0\n",
      "Variable: def                  Importance: 0.0\n",
      "Variable: defin                Importance: 0.0\n",
      "Variable: degre                Importance: 0.0\n",
      "Variable: del                  Importance: 0.0\n",
      "Variable: delic                Importance: 0.0\n",
      "Variable: delicioso            Importance: 0.0\n",
      "Variable: delight              Importance: 0.0\n",
      "Variable: delish               Importance: 0.0\n",
      "Variable: deliv                Importance: 0.0\n",
      "Variable: deliveri             Importance: 0.0\n",
      "Variable: denni                Importance: 0.0\n",
      "Variable: describ              Importance: 0.0\n",
      "Variable: descript             Importance: 0.0\n",
      "Variable: deserv               Importance: 0.0\n",
      "Variable: desir                Importance: 0.0\n",
      "Variable: despic               Importance: 0.0\n",
      "Variable: despit               Importance: 0.0\n",
      "Variable: dessert              Importance: 0.0\n",
      "Variable: deuchebaggeri        Importance: 0.0\n",
      "Variable: devin                Importance: 0.0\n",
      "Variable: die                  Importance: 0.0\n",
      "Variable: differ               Importance: 0.0\n",
      "Variable: dime                 Importance: 0.0\n",
      "Variable: dine                 Importance: 0.0\n",
      "Variable: dinner               Importance: 0.0\n",
      "Variable: dip                  Importance: 0.0\n",
      "Variable: dirt                 Importance: 0.0\n",
      "Variable: dirti                Importance: 0.0\n",
      "Variable: disagre              Importance: 0.0\n",
      "Variable: disapppoint          Importance: 0.0\n",
      "Variable: disast               Importance: 0.0\n",
      "Variable: disbelief            Importance: 0.0\n",
      "Variable: discount             Importance: 0.0\n",
      "Variable: disgrac              Importance: 0.0\n",
      "Variable: disgust              Importance: 0.0\n",
      "Variable: dish                 Importance: 0.0\n",
      "Variable: dispens              Importance: 0.0\n",
      "Variable: disrespect           Importance: 0.0\n",
      "Variable: divers               Importance: 0.0\n",
      "Variable: do                   Importance: 0.0\n",
      "Variable: dog                  Importance: 0.0\n",
      "Variable: dollar               Importance: 0.0\n",
      "Variable: done                 Importance: 0.0\n",
      "Variable: dont                 Importance: 0.0\n",
      "Variable: donut                Importance: 0.0\n",
      "Variable: door                 Importance: 0.0\n",
      "Variable: doubl                Importance: 0.0\n",
      "Variable: doubt                Importance: 0.0\n",
      "Variable: douchey              Importance: 0.0\n",
      "Variable: dough                Importance: 0.0\n",
      "Variable: doughi               Importance: 0.0\n",
      "Variable: downright            Importance: 0.0\n",
      "Variable: downsid              Importance: 0.0\n",
      "Variable: downtown             Importance: 0.0\n",
      "Variable: drag                 Importance: 0.0\n",
      "Variable: drastic              Importance: 0.0\n",
      "Variable: draw                 Importance: 0.0\n",
      "Variable: dream                Importance: 0.0\n",
      "Variable: drench               Importance: 0.0\n",
      "Variable: dress                Importance: 0.0\n",
      "Variable: dri                  Importance: 0.0\n",
      "Variable: driest               Importance: 0.0\n",
      "Variable: drink                Importance: 0.0\n",
      "Variable: drip                 Importance: 0.0\n",
      "Variable: drive                Importance: 0.0\n",
      "Variable: drop                 Importance: 0.0\n",
      "Variable: drunk                Importance: 0.0\n",
      "Variable: duck                 Importance: 0.0\n",
      "Variable: dude                 Importance: 0.0\n",
      "Variable: due                  Importance: 0.0\n",
      "Variable: duo                  Importance: 0.0\n",
      "Variable: dust                 Importance: 0.0\n",
      "Variable: dylan                Importance: 0.0\n",
      "Variable: easili               Importance: 0.0\n",
      "Variable: eat                  Importance: 0.0\n",
      "Variable: eaten                Importance: 0.0\n",
      "Variable: eclect               Importance: 0.0\n",
      "Variable: ed                   Importance: 0.0\n",
      "Variable: edibl                Importance: 0.0\n",
      "Variable: edinburgh            Importance: 0.0\n",
      "Variable: edit                 Importance: 0.0\n",
      "Variable: eel                  Importance: 0.0\n",
      "Variable: eew                  Importance: 0.0\n",
      "Variable: effici               Importance: 0.0\n",
      "Variable: effort               Importance: 0.0\n",
      "Variable: egg                  Importance: 0.0\n",
      "Variable: eggplant             Importance: 0.0\n",
      "Variable: either               Importance: 0.0\n",
      "Variable: elegantli            Importance: 0.0\n",
      "Variable: elk                  Importance: 0.0\n",
      "Variable: els                  Importance: 0.0\n",
      "Variable: elsewher             Importance: 0.0\n",
      "Variable: email                Importance: 0.0\n",
      "Variable: employe              Importance: 0.0\n",
      "Variable: empti                Importance: 0.0\n",
      "Variable: end                  Importance: 0.0\n",
      "Variable: english              Importance: 0.0\n",
      "Variable: enjoy                Importance: 0.0\n",
      "Variable: enough               Importance: 0.0\n",
      "Variable: ensu                 Importance: 0.0\n",
      "Variable: enthusiast           Importance: 0.0\n",
      "Variable: entir                Importance: 0.0\n",
      "Variable: entre                Importance: 0.0\n",
      "Variable: equal                Importance: 0.0\n",
      "Variable: especi               Importance: 0.0\n",
      "Variable: establish            Importance: 0.0\n",
      "Variable: etc                  Importance: 0.0\n",
      "Variable: ethic                Importance: 0.0\n",
      "Variable: eve                  Importance: 0.0\n",
      "Variable: even                 Importance: 0.0\n",
      "Variable: event                Importance: 0.0\n",
      "Variable: ever                 Importance: 0.0\n",
      "Variable: everi                Importance: 0.0\n",
      "Variable: everyon              Importance: 0.0\n",
      "Variable: everyth              Importance: 0.0\n",
      "Variable: everywher            Importance: 0.0\n",
      "Variable: exactli              Importance: 0.0\n",
      "Variable: excalibur            Importance: 0.0\n",
      "Variable: exceed               Importance: 0.0\n",
      "Variable: except               Importance: 0.0\n",
      "Variable: excus                Importance: 0.0\n",
      "Variable: expand               Importance: 0.0\n",
      "Variable: expect               Importance: 0.0\n",
      "Variable: expens               Importance: 0.0\n",
      "Variable: experi               Importance: 0.0\n",
      "Variable: experienc            Importance: 0.0\n",
      "Variable: expert               Importance: 0.0\n",
      "Variable: exquisit             Importance: 0.0\n",
      "Variable: extens               Importance: 0.0\n",
      "Variable: extra                Importance: 0.0\n",
      "Variable: extraordinari        Importance: 0.0\n",
      "Variable: extrem               Importance: 0.0\n",
      "Variable: eye                  Importance: 0.0\n",
      "Variable: fabul                Importance: 0.0\n",
      "Variable: fact                 Importance: 0.0\n",
      "Variable: fail                 Importance: 0.0\n",
      "Variable: fair                 Importance: 0.0\n",
      "Variable: fairli               Importance: 0.0\n",
      "Variable: falafel              Importance: 0.0\n",
      "Variable: fall                 Importance: 0.0\n",
      "Variable: famili               Importance: 0.0\n",
      "Variable: familiar             Importance: 0.0\n",
      "Variable: famou                Importance: 0.0\n",
      "Variable: fan                  Importance: 0.0\n",
      "Variable: fanci                Importance: 0.0\n",
      "Variable: far                  Importance: 0.0\n",
      "Variable: fare                 Importance: 0.0\n",
      "Variable: fast                 Importance: 0.0\n",
      "Variable: fat                  Importance: 0.0\n",
      "Variable: fav                  Importance: 0.0\n",
      "Variable: favor                Importance: 0.0\n",
      "Variable: favorit              Importance: 0.0\n",
      "Variable: fear                 Importance: 0.0\n",
      "Variable: feel                 Importance: 0.0\n",
      "Variable: fell                 Importance: 0.0\n",
      "Variable: fella                Importance: 0.0\n",
      "Variable: fellow               Importance: 0.0\n",
      "Variable: felt                 Importance: 0.0\n",
      "Variable: fianc                Importance: 0.0\n",
      "Variable: figur                Importance: 0.0\n",
      "Variable: filet                Importance: 0.0\n",
      "Variable: fill                 Importance: 0.0\n",
      "Variable: fillet               Importance: 0.0\n",
      "Variable: final                Importance: 0.0\n",
      "Variable: find                 Importance: 0.0\n",
      "Variable: fine                 Importance: 0.0\n",
      "Variable: finger               Importance: 0.0\n",
      "Variable: finish               Importance: 0.0\n",
      "Variable: firebal              Importance: 0.0\n",
      "Variable: firehous             Importance: 0.0\n",
      "Variable: first                Importance: 0.0\n",
      "Variable: fish                 Importance: 0.0\n",
      "Variable: five                 Importance: 0.0\n",
      "Variable: flair                Importance: 0.0\n",
      "Variable: flat                 Importance: 0.0\n",
      "Variable: flavor               Importance: 0.0\n",
      "Variable: flavorless           Importance: 0.0\n",
      "Variable: flavour              Importance: 0.0\n",
      "Variable: fli                  Importance: 0.0\n",
      "Variable: flirt                Importance: 0.0\n",
      "Variable: flop                 Importance: 0.0\n",
      "Variable: flower               Importance: 0.0\n",
      "Variable: fluffi               Importance: 0.0\n",
      "Variable: fo                   Importance: 0.0\n",
      "Variable: focus                Importance: 0.0\n",
      "Variable: folk                 Importance: 0.0\n",
      "Variable: fondu                Importance: 0.0\n",
      "Variable: foot                 Importance: 0.0\n",
      "Variable: forev                Importance: 0.0\n",
      "Variable: forget               Importance: 0.0\n",
      "Variable: forth                Importance: 0.0\n",
      "Variable: forti                Importance: 0.0\n",
      "Variable: forward              Importance: 0.0\n",
      "Variable: found                Importance: 0.0\n",
      "Variable: four                 Importance: 0.0\n",
      "Variable: francisco            Importance: 0.0\n",
      "Variable: freak                Importance: 0.0\n",
      "Variable: free                 Importance: 0.0\n",
      "Variable: freez                Importance: 0.0\n",
      "Variable: frenchman            Importance: 0.0\n",
      "Variable: fresh                Importance: 0.0\n",
      "Variable: fri                  Importance: 0.0\n",
      "Variable: friday               Importance: 0.0\n",
      "Variable: friend               Importance: 0.0\n",
      "Variable: front                Importance: 0.0\n",
      "Variable: frozen               Importance: 0.0\n",
      "Variable: fruit                Importance: 0.0\n",
      "Variable: frustrat             Importance: 0.0\n",
      "Variable: fs                   Importance: 0.0\n",
      "Variable: fuck                 Importance: 0.0\n",
      "Variable: full                 Importance: 0.0\n",
      "Variable: fun                  Importance: 0.0\n",
      "Variable: funni                Importance: 0.0\n",
      "Variable: furthermor           Importance: 0.0\n",
      "Variable: fuzzi                Importance: 0.0\n",
      "Variable: ga                   Importance: 0.0\n",
      "Variable: ganoush              Importance: 0.0\n",
      "Variable: garden               Importance: 0.0\n",
      "Variable: garlic               Importance: 0.0\n",
      "Variable: gave                 Importance: 0.0\n",
      "Variable: gc                   Importance: 0.0\n",
      "Variable: gem                  Importance: 0.0\n",
      "Variable: gener                Importance: 0.0\n",
      "Variable: genuin               Importance: 0.0\n",
      "Variable: get                  Importance: 0.0\n",
      "Variable: giant                Importance: 0.0\n",
      "Variable: girlfriend           Importance: 0.0\n",
      "Variable: give                 Importance: 0.0\n",
      "Variable: given                Importance: 0.0\n",
      "Variable: glad                 Importance: 0.0\n",
      "Variable: glanc                Importance: 0.0\n",
      "Variable: glass                Importance: 0.0\n",
      "Variable: glove                Importance: 0.0\n",
      "Variable: gluten               Importance: 0.0\n",
      "Variable: goat                 Importance: 0.0\n",
      "Variable: godfath              Importance: 0.0\n",
      "Variable: gold                 Importance: 0.0\n",
      "Variable: golden               Importance: 0.0\n",
      "Variable: gone                 Importance: 0.0\n",
      "Variable: googl                Importance: 0.0\n",
      "Variable: gooodd               Importance: 0.0\n",
      "Variable: gordon               Importance: 0.0\n",
      "Variable: got                  Importance: 0.0\n",
      "Variable: gotten               Importance: 0.0\n",
      "Variable: gourmet              Importance: 0.0\n",
      "Variable: grab                 Importance: 0.0\n",
      "Variable: grain                Importance: 0.0\n",
      "Variable: grandmoth            Importance: 0.0\n",
      "Variable: gratitud             Importance: 0.0\n",
      "Variable: gratuiti             Importance: 0.0\n",
      "Variable: greas                Importance: 0.0\n",
      "Variable: greasi               Importance: 0.0\n",
      "Variable: greatest             Importance: 0.0\n",
      "Variable: greedi               Importance: 0.0\n",
      "Variable: greek                Importance: 0.0\n",
      "Variable: green                Importance: 0.0\n",
      "Variable: greet                Importance: 0.0\n",
      "Variable: grill                Importance: 0.0\n",
      "Variable: gringo               Importance: 0.0\n",
      "Variable: gristl               Importance: 0.0\n",
      "Variable: groceri              Importance: 0.0\n",
      "Variable: gross                Importance: 0.0\n",
      "Variable: ground               Importance: 0.0\n",
      "Variable: group                Importance: 0.0\n",
      "Variable: grow                 Importance: 0.0\n",
      "Variable: guacamol             Importance: 0.0\n",
      "Variable: guess                Importance: 0.0\n",
      "Variable: guest                Importance: 0.0\n",
      "Variable: guy                  Importance: 0.0\n",
      "Variable: gyro                 Importance: 0.0\n",
      "Variable: ha                   Importance: 0.0\n",
      "Variable: hair                 Importance: 0.0\n",
      "Variable: half                 Importance: 0.0\n",
      "Variable: halibut              Importance: 0.0\n",
      "Variable: hamburg              Importance: 0.0\n",
      "Variable: han                  Importance: 0.0\n",
      "Variable: hand                 Importance: 0.0\n",
      "Variable: handl                Importance: 0.0\n",
      "Variable: handmad              Importance: 0.0\n",
      "Variable: hanker               Importance: 0.0\n",
      "Variable: happen               Importance: 0.0\n",
      "Variable: happier              Importance: 0.0\n",
      "Variable: hard                 Importance: 0.0\n",
      "Variable: hardest              Importance: 0.0\n",
      "Variable: hardli               Importance: 0.0\n",
      "Variable: hate                 Importance: 0.0\n",
      "Variable: haunt                Importance: 0.0\n",
      "Variable: hawaiian             Importance: 0.0\n",
      "Variable: head                 Importance: 0.0\n",
      "Variable: healthi              Importance: 0.0\n",
      "Variable: heard                Importance: 0.0\n",
      "Variable: heart                Importance: 0.0\n",
      "Variable: heat                 Importance: 0.0\n",
      "Variable: heimer               Importance: 0.0\n",
      "Variable: held                 Importance: 0.0\n",
      "Variable: hell                 Importance: 0.0\n",
      "Variable: hella                Importance: 0.0\n",
      "Variable: hello                Importance: 0.0\n",
      "Variable: help                 Importance: 0.0\n",
      "Variable: herea                Importance: 0.0\n",
      "Variable: hi                   Importance: 0.0\n",
      "Variable: high                 Importance: 0.0\n",
      "Variable: highli               Importance: 0.0\n",
      "Variable: highlight            Importance: 0.0\n",
      "Variable: hilari               Importance: 0.0\n",
      "Variable: hip                  Importance: 0.0\n",
      "Variable: hiro                 Importance: 0.0\n",
      "Variable: hit                  Importance: 0.0\n",
      "Variable: hole                 Importance: 0.0\n",
      "Variable: holiday              Importance: 0.0\n",
      "Variable: home                 Importance: 0.0\n",
      "Variable: homemad              Importance: 0.0\n",
      "Variable: honeslti             Importance: 0.0\n",
      "Variable: honest               Importance: 0.0\n",
      "Variable: honestli             Importance: 0.0\n",
      "Variable: honor                Importance: 0.0\n",
      "Variable: hook                 Importance: 0.0\n",
      "Variable: hope                 Importance: 0.0\n",
      "Variable: horribl              Importance: 0.0\n",
      "Variable: hospit               Importance: 0.0\n",
      "Variable: host                 Importance: 0.0\n",
      "Variable: hostess              Importance: 0.0\n",
      "Variable: hot                  Importance: 0.0\n",
      "Variable: hottest              Importance: 0.0\n",
      "Variable: hour                 Importance: 0.0\n",
      "Variable: hous                 Importance: 0.0\n",
      "Variable: howev                Importance: 0.0\n",
      "Variable: huevo                Importance: 0.0\n",
      "Variable: huge                 Importance: 0.0\n",
      "Variable: human                Importance: 0.0\n",
      "Variable: humili               Importance: 0.0\n",
      "Variable: hummu                Importance: 0.0\n",
      "Variable: hunan                Importance: 0.0\n",
      "Variable: hungri               Importance: 0.0\n",
      "Variable: hurri                Importance: 0.0\n",
      "Variable: husband              Importance: 0.0\n",
      "Variable: hut                  Importance: 0.0\n",
      "Variable: ian                  Importance: 0.0\n",
      "Variable: ice                  Importance: 0.0\n",
      "Variable: idea                 Importance: 0.0\n",
      "Variable: ignor                Importance: 0.0\n",
      "Variable: im                   Importance: 0.0\n",
      "Variable: imagin               Importance: 0.0\n",
      "Variable: immedi               Importance: 0.0\n",
      "Variable: impecc               Importance: 0.0\n",
      "Variable: inch                 Importance: 0.0\n",
      "Variable: includ               Importance: 0.0\n",
      "Variable: inconsider           Importance: 0.0\n",
      "Variable: incred               Importance: 0.0\n",
      "Variable: indian               Importance: 0.0\n",
      "Variable: indic                Importance: 0.0\n",
      "Variable: indoor               Importance: 0.0\n",
      "Variable: industri             Importance: 0.0\n",
      "Variable: inexpens             Importance: 0.0\n",
      "Variable: inflat               Importance: 0.0\n",
      "Variable: inform               Importance: 0.0\n",
      "Variable: ingredi              Importance: 0.0\n",
      "Variable: insan                Importance: 0.0\n",
      "Variable: insid                Importance: 0.0\n",
      "Variable: inspir               Importance: 0.0\n",
      "Variable: instantli            Importance: 0.0\n",
      "Variable: instead              Importance: 0.0\n",
      "Variable: insult               Importance: 0.0\n",
      "Variable: interest             Importance: 0.0\n",
      "Variable: interior             Importance: 0.0\n",
      "Variable: invit                Importance: 0.0\n",
      "Variable: ironman              Importance: 0.0\n",
      "Variable: italian              Importance: 0.0\n",
      "Variable: item                 Importance: 0.0\n",
      "Variable: jalapeno             Importance: 0.0\n",
      "Variable: jamaican             Importance: 0.0\n",
      "Variable: japanes              Importance: 0.0\n",
      "Variable: jeff                 Importance: 0.0\n",
      "Variable: jenni                Importance: 0.0\n",
      "Variable: jerk                 Importance: 0.0\n",
      "Variable: jewel                Importance: 0.0\n",
      "Variable: job                  Importance: 0.0\n",
      "Variable: joey                 Importance: 0.0\n",
      "Variable: join                 Importance: 0.0\n",
      "Variable: joint                Importance: 0.0\n",
      "Variable: joke                 Importance: 0.0\n",
      "Variable: joy                  Importance: 0.0\n",
      "Variable: judg                 Importance: 0.0\n",
      "Variable: juic                 Importance: 0.0\n",
      "Variable: juri                 Importance: 0.0\n",
      "Variable: kabuki               Importance: 0.0\n",
      "Variable: kept                 Importance: 0.0\n",
      "Variable: key                  Importance: 0.0\n",
      "Variable: khao                 Importance: 0.0\n",
      "Variable: kid                  Importance: 0.0\n",
      "Variable: kiddo                Importance: 0.0\n",
      "Variable: killer               Importance: 0.0\n",
      "Variable: kind                 Importance: 0.0\n",
      "Variable: kitchen              Importance: 0.0\n",
      "Variable: know                 Importance: 0.0\n",
      "Variable: known                Importance: 0.0\n",
      "Variable: la                   Importance: 0.0\n",
      "Variable: lack                 Importance: 0.0\n",
      "Variable: ladi                 Importance: 0.0\n",
      "Variable: larg                 Importance: 0.0\n",
      "Variable: larger               Importance: 0.0\n",
      "Variable: last                 Importance: 0.0\n",
      "Variable: lastli               Importance: 0.0\n",
      "Variable: late                 Importance: 0.0\n",
      "Variable: later                Importance: 0.0\n",
      "Variable: latt                 Importance: 0.0\n",
      "Variable: law                  Importance: 0.0\n",
      "Variable: lawyer               Importance: 0.0\n",
      "Variable: lb                   Importance: 0.0\n",
      "Variable: least                Importance: 0.0\n",
      "Variable: leather              Importance: 0.0\n",
      "Variable: leav                 Importance: 0.0\n",
      "Variable: left                 Importance: 0.0\n",
      "Variable: leftov               Importance: 0.0\n",
      "Variable: leg                  Importance: 0.0\n",
      "Variable: legit                Importance: 0.0\n",
      "Variable: lemon                Importance: 0.0\n",
      "Variable: less                 Importance: 0.0\n",
      "Variable: let                  Importance: 0.0\n",
      "Variable: letdown              Importance: 0.0\n",
      "Variable: lettuc               Importance: 0.0\n",
      "Variable: level                Importance: 0.0\n",
      "Variable: life                 Importance: 0.0\n",
      "Variable: light                Importance: 0.0\n",
      "Variable: lighter              Importance: 0.0\n",
      "Variable: lightli              Importance: 0.0\n",
      "Variable: like                 Importance: 0.0\n",
      "Variable: lil                  Importance: 0.0\n",
      "Variable: limit                Importance: 0.0\n",
      "Variable: line                 Importance: 0.0\n",
      "Variable: list                 Importance: 0.0\n",
      "Variable: liter                Importance: 0.0\n",
      "Variable: littl                Importance: 0.0\n",
      "Variable: live                 Importance: 0.0\n",
      "Variable: lobster              Importance: 0.0\n",
      "Variable: locat                Importance: 0.0\n",
      "Variable: long                 Importance: 0.0\n",
      "Variable: longer               Importance: 0.0\n",
      "Variable: look                 Importance: 0.0\n",
      "Variable: lordi                Importance: 0.0\n",
      "Variable: lost                 Importance: 0.0\n",
      "Variable: lot                  Importance: 0.0\n",
      "Variable: loudli               Importance: 0.0\n",
      "Variable: lover                Importance: 0.0\n",
      "Variable: low                  Importance: 0.0\n",
      "Variable: lox                  Importance: 0.0\n",
      "Variable: loyal                Importance: 0.0\n",
      "Variable: luck                 Importance: 0.0\n",
      "Variable: luke                 Importance: 0.0\n",
      "Variable: lukewarm             Importance: 0.0\n",
      "Variable: lunch                Importance: 0.0\n",
      "Variable: mac                  Importance: 0.0\n",
      "Variable: macaron              Importance: 0.0\n",
      "Variable: made                 Importance: 0.0\n",
      "Variable: madhous              Importance: 0.0\n",
      "Variable: madison              Importance: 0.0\n",
      "Variable: magazin              Importance: 0.0\n",
      "Variable: magic                Importance: 0.0\n",
      "Variable: main                 Importance: 0.0\n",
      "Variable: maintain             Importance: 0.0\n",
      "Variable: make                 Importance: 0.0\n",
      "Variable: mall                 Importance: 0.0\n",
      "Variable: man                  Importance: 0.0\n",
      "Variable: manag                Importance: 0.0\n",
      "Variable: mandalay             Importance: 0.0\n",
      "Variable: mango                Importance: 0.0\n",
      "Variable: mani                 Importance: 0.0\n",
      "Variable: margarita            Importance: 0.0\n",
      "Variable: mari                 Importance: 0.0\n",
      "Variable: maria                Importance: 0.0\n",
      "Variable: market               Importance: 0.0\n",
      "Variable: marrow               Importance: 0.0\n",
      "Variable: martini              Importance: 0.0\n",
      "Variable: massiv               Importance: 0.0\n",
      "Variable: may                  Importance: 0.0\n",
      "Variable: mayb                 Importance: 0.0\n",
      "Variable: mayo                 Importance: 0.0\n",
      "Variable: meal                 Importance: 0.0\n",
      "Variable: mean                 Importance: 0.0\n",
      "Variable: meat                 Importance: 0.0\n",
      "Variable: meatbal              Importance: 0.0\n",
      "Variable: meatloaf             Importance: 0.0\n",
      "Variable: mediocr              Importance: 0.0\n",
      "Variable: mediterranean        Importance: 0.0\n",
      "Variable: medium               Importance: 0.0\n",
      "Variable: meet                 Importance: 0.0\n",
      "Variable: meh                  Importance: 0.0\n",
      "Variable: mein                 Importance: 0.0\n",
      "Variable: mellow               Importance: 0.0\n",
      "Variable: melt                 Importance: 0.0\n",
      "Variable: memori               Importance: 0.0\n",
      "Variable: mention              Importance: 0.0\n",
      "Variable: menu                 Importance: 0.0\n",
      "Variable: mesquit              Importance: 0.0\n",
      "Variable: mess                 Importance: 0.0\n",
      "Variable: metro                Importance: 0.0\n",
      "Variable: mexican              Importance: 0.0\n",
      "Variable: mgm                  Importance: 0.0\n",
      "Variable: mid                  Importance: 0.0\n",
      "Variable: middl                Importance: 0.0\n",
      "Variable: might                Importance: 0.0\n",
      "Variable: mile                 Importance: 0.0\n",
      "Variable: militari             Importance: 0.0\n",
      "Variable: milk                 Importance: 0.0\n",
      "Variable: milkshak             Importance: 0.0\n",
      "Variable: min                  Importance: 0.0\n",
      "Variable: mind                 Importance: 0.0\n",
      "Variable: mirag                Importance: 0.0\n",
      "Variable: miss                 Importance: 0.0\n",
      "Variable: mistak               Importance: 0.0\n",
      "Variable: mix                  Importance: 0.0\n",
      "Variable: mmmm                 Importance: 0.0\n",
      "Variable: modern               Importance: 0.0\n",
      "Variable: moist                Importance: 0.0\n",
      "Variable: mojito               Importance: 0.0\n",
      "Variable: mom                  Importance: 0.0\n",
      "Variable: money                Importance: 0.0\n",
      "Variable: monster              Importance: 0.0\n",
      "Variable: month                Importance: 0.0\n",
      "Variable: mood                 Importance: 0.0\n",
      "Variable: mortifi              Importance: 0.0\n",
      "Variable: mostli               Importance: 0.0\n",
      "Variable: mouth                Importance: 0.0\n",
      "Variable: movi                 Importance: 0.0\n",
      "Variable: moz                  Importance: 0.0\n",
      "Variable: mozzarella           Importance: 0.0\n",
      "Variable: much                 Importance: 0.0\n",
      "Variable: muffin               Importance: 0.0\n",
      "Variable: multi                Importance: 0.0\n",
      "Variable: multipl              Importance: 0.0\n",
      "Variable: mushroom             Importance: 0.0\n",
      "Variable: music                Importance: 0.0\n",
      "Variable: mussel               Importance: 0.0\n",
      "Variable: must                 Importance: 0.0\n",
      "Variable: naan                 Importance: 0.0\n",
      "Variable: nacho                Importance: 0.0\n",
      "Variable: name                 Importance: 0.0\n",
      "Variable: nan                  Importance: 0.0\n",
      "Variable: nargil               Importance: 0.0\n",
      "Variable: nasti                Importance: 0.0\n",
      "Variable: nay                  Importance: 0.0\n",
      "Variable: nearli               Importance: 0.0\n",
      "Variable: neat                 Importance: 0.0\n",
      "Variable: need                 Importance: 0.0\n",
      "Variable: needless             Importance: 0.0\n",
      "Variable: neglig               Importance: 0.0\n",
      "Variable: neighborhood         Importance: 0.0\n",
      "Variable: neither              Importance: 0.0\n",
      "Variable: new                  Importance: 0.0\n",
      "Variable: next                 Importance: 0.0\n",
      "Variable: nicest               Importance: 0.0\n",
      "Variable: night                Importance: 0.0\n",
      "Variable: nigiri               Importance: 0.0\n",
      "Variable: ninja                Importance: 0.0\n",
      "Variable: nobu                 Importance: 0.0\n",
      "Variable: noca                 Importance: 0.0\n",
      "Variable: non                  Importance: 0.0\n",
      "Variable: none                 Importance: 0.0\n",
      "Variable: noodl                Importance: 0.0\n",
      "Variable: north                Importance: 0.0\n",
      "Variable: note                 Importance: 0.0\n",
      "Variable: noth                 Importance: 0.0\n",
      "Variable: nude                 Importance: 0.0\n",
      "Variable: number               Importance: 0.0\n",
      "Variable: nut                  Importance: 0.0\n",
      "Variable: nutshel              Importance: 0.0\n",
      "Variable: nyc                  Importance: 0.0\n",
      "Variable: obvious              Importance: 0.0\n",
      "Variable: occas                Importance: 0.0\n",
      "Variable: occasion             Importance: 0.0\n",
      "Variable: offer                Importance: 0.0\n",
      "Variable: offici               Importance: 0.0\n",
      "Variable: oh                   Importance: 0.0\n",
      "Variable: ohhh                 Importance: 0.0\n",
      "Variable: oil                  Importance: 0.0\n",
      "Variable: ok                   Importance: 0.0\n",
      "Variable: old                  Importance: 0.0\n",
      "Variable: older                Importance: 0.0\n",
      "Variable: oliv                 Importance: 0.0\n",
      "Variable: omelet               Importance: 0.0\n",
      "Variable: omg                  Importance: 0.0\n",
      "Variable: onion                Importance: 0.0\n",
      "Variable: open                 Importance: 0.0\n",
      "Variable: oper                 Importance: 0.0\n",
      "Variable: opinion              Importance: 0.0\n",
      "Variable: opportun             Importance: 0.0\n",
      "Variable: oppos                Importance: 0.0\n",
      "Variable: option               Importance: 0.0\n",
      "Variable: order                Importance: 0.0\n",
      "Variable: origin               Importance: 0.0\n",
      "Variable: other                Importance: 0.0\n",
      "Variable: otherwis             Importance: 0.0\n",
      "Variable: otto                 Importance: 0.0\n",
      "Variable: outdoor              Importance: 0.0\n",
      "Variable: outrag               Importance: 0.0\n",
      "Variable: outshin              Importance: 0.0\n",
      "Variable: outsid               Importance: 0.0\n",
      "Variable: outstand             Importance: 0.0\n",
      "Variable: outta                Importance: 0.0\n",
      "Variable: oven                 Importance: 0.0\n",
      "Variable: overal               Importance: 0.0\n",
      "Variable: overcook             Importance: 0.0\n",
      "Variable: overhaul             Importance: 0.0\n",
      "Variable: overpr               Importance: 0.0\n",
      "Variable: overwhelm            Importance: 0.0\n",
      "Variable: own                  Importance: 0.0\n",
      "Variable: owner                Importance: 0.0\n",
      "Variable: oyster               Importance: 0.0\n",
      "Variable: pace                 Importance: 0.0\n",
      "Variable: pack                 Importance: 0.0\n",
      "Variable: paid                 Importance: 0.0\n",
      "Variable: palat                Importance: 0.0\n",
      "Variable: pale                 Importance: 0.0\n",
      "Variable: palm                 Importance: 0.0\n",
      "Variable: pan                  Importance: 0.0\n",
      "Variable: pancak               Importance: 0.0\n",
      "Variable: panna                Importance: 0.0\n",
      "Variable: paper                Importance: 0.0\n",
      "Variable: par                  Importance: 0.0\n",
      "Variable: paradis              Importance: 0.0\n",
      "Variable: parent               Importance: 0.0\n",
      "Variable: part                 Importance: 0.0\n",
      "Variable: parti                Importance: 0.0\n",
      "Variable: particular           Importance: 0.0\n",
      "Variable: pass                 Importance: 0.0\n",
      "Variable: past                 Importance: 0.0\n",
      "Variable: pasta                Importance: 0.0\n",
      "Variable: pastri               Importance: 0.0\n",
      "Variable: pat                  Importance: 0.0\n",
      "Variable: patio                Importance: 0.0\n",
      "Variable: patron               Importance: 0.0\n",
      "Variable: patti                Importance: 0.0\n",
      "Variable: pay                  Importance: 0.0\n",
      "Variable: pe                   Importance: 0.0\n",
      "Variable: pea                  Importance: 0.0\n",
      "Variable: peach                Importance: 0.0\n",
      "Variable: peanut               Importance: 0.0\n",
      "Variable: pear                 Importance: 0.0\n",
      "Variable: pecan                Importance: 0.0\n",
      "Variable: penn                 Importance: 0.0\n",
      "Variable: peopl                Importance: 0.0\n",
      "Variable: pepper               Importance: 0.0\n",
      "Variable: perfectli            Importance: 0.0\n",
      "Variable: perform              Importance: 0.0\n",
      "Variable: perhap               Importance: 0.0\n",
      "Variable: perpar               Importance: 0.0\n",
      "Variable: person               Importance: 0.0\n",
      "Variable: petrifi              Importance: 0.0\n",
      "Variable: petti                Importance: 0.0\n",
      "Variable: phenomen             Importance: 0.0\n",
      "Variable: philadelphia         Importance: 0.0\n",
      "Variable: pho                  Importance: 0.0\n",
      "Variable: phoenix              Importance: 0.0\n",
      "Variable: piano                Importance: 0.0\n",
      "Variable: pictur               Importance: 0.0\n",
      "Variable: piec                 Importance: 0.0\n",
      "Variable: pile                 Importance: 0.0\n",
      "Variable: pine                 Importance: 0.0\n",
      "Variable: pineappl             Importance: 0.0\n",
      "Variable: pink                 Importance: 0.0\n",
      "Variable: pissd                Importance: 0.0\n",
      "Variable: pita                 Importance: 0.0\n",
      "Variable: pizza                Importance: 0.0\n",
      "Variable: plain                Importance: 0.0\n",
      "Variable: plantain             Importance: 0.0\n",
      "Variable: plastic              Importance: 0.0\n",
      "Variable: plate                Importance: 0.0\n",
      "Variable: plater               Importance: 0.0\n",
      "Variable: platter              Importance: 0.0\n",
      "Variable: play                 Importance: 0.0\n",
      "Variable: pleas                Importance: 0.0\n",
      "Variable: pleasant             Importance: 0.0\n",
      "Variable: pleasur              Importance: 0.0\n",
      "Variable: plethora             Importance: 0.0\n",
      "Variable: plu                  Importance: 0.0\n",
      "Variable: pneumat              Importance: 0.0\n",
      "Variable: point                Importance: 0.0\n",
      "Variable: poison               Importance: 0.0\n",
      "Variable: polit                Importance: 0.0\n",
      "Variable: poop                 Importance: 0.0\n",
      "Variable: poor                 Importance: 0.0\n",
      "Variable: poorli               Importance: 0.0\n",
      "Variable: pop                  Importance: 0.0\n",
      "Variable: pork                 Importance: 0.0\n",
      "Variable: portion              Importance: 0.0\n",
      "Variable: posit                Importance: 0.0\n",
      "Variable: possibl              Importance: 0.0\n",
      "Variable: postino              Importance: 0.0\n",
      "Variable: potato               Importance: 0.0\n",
      "Variable: pour                 Importance: 0.0\n",
      "Variable: powder               Importance: 0.0\n",
      "Variable: power                Importance: 0.0\n",
      "Variable: prefer               Importance: 0.0\n",
      "Variable: prepar               Importance: 0.0\n",
      "Variable: present              Importance: 0.0\n",
      "Variable: pretti               Importance: 0.0\n",
      "Variable: price                Importance: 0.0\n",
      "Variable: pricey               Importance: 0.0\n",
      "Variable: prime                Importance: 0.0\n",
      "Variable: privileg             Importance: 0.0\n",
      "Variable: pro                  Importance: 0.0\n",
      "Variable: probabl              Importance: 0.0\n",
      "Variable: problem              Importance: 0.0\n",
      "Variable: proclaim             Importance: 0.0\n",
      "Variable: profession           Importance: 0.0\n",
      "Variable: profiterol           Importance: 0.0\n",
      "Variable: profound             Importance: 0.0\n",
      "Variable: promis               Importance: 0.0\n",
      "Variable: prompt               Importance: 0.0\n",
      "Variable: promptli             Importance: 0.0\n",
      "Variable: properli             Importance: 0.0\n",
      "Variable: proven               Importance: 0.0\n",
      "Variable: provid               Importance: 0.0\n",
      "Variable: pub                  Importance: 0.0\n",
      "Variable: public               Importance: 0.0\n",
      "Variable: publicli             Importance: 0.0\n",
      "Variable: puck                 Importance: 0.0\n",
      "Variable: pull                 Importance: 0.0\n",
      "Variable: pumpkin              Importance: 0.0\n",
      "Variable: pur                  Importance: 0.0\n",
      "Variable: pure                 Importance: 0.0\n",
      "Variable: put                  Importance: 0.0\n",
      "Variable: quaint               Importance: 0.0\n",
      "Variable: qualifi              Importance: 0.0\n",
      "Variable: qualiti              Importance: 0.0\n",
      "Variable: quantiti             Importance: 0.0\n",
      "Variable: quick                Importance: 0.0\n",
      "Variable: quickli              Importance: 0.0\n",
      "Variable: quit                 Importance: 0.0\n",
      "Variable: ramsey               Importance: 0.0\n",
      "Variable: ranch                Importance: 0.0\n",
      "Variable: ranchero             Importance: 0.0\n",
      "Variable: rapidli              Importance: 0.0\n",
      "Variable: rare                 Importance: 0.0\n",
      "Variable: raspberri            Importance: 0.0\n",
      "Variable: rate                 Importance: 0.0\n",
      "Variable: rather               Importance: 0.0\n",
      "Variable: ratio                Importance: 0.0\n",
      "Variable: rave                 Importance: 0.0\n",
      "Variable: ravoli               Importance: 0.0\n",
      "Variable: read                 Importance: 0.0\n",
      "Variable: reader               Importance: 0.0\n",
      "Variable: real                 Importance: 0.0\n",
      "Variable: realiz               Importance: 0.0\n",
      "Variable: realli               Importance: 0.0\n",
      "Variable: reason               Importance: 0.0\n",
      "Variable: recal                Importance: 0.0\n",
      "Variable: receiv               Importance: 0.0\n",
      "Variable: recent               Importance: 0.0\n",
      "Variable: recommend            Importance: 0.0\n",
      "Variable: red                  Importance: 0.0\n",
      "Variable: redeem               Importance: 0.0\n",
      "Variable: reduct               Importance: 0.0\n",
      "Variable: refil                Importance: 0.0\n",
      "Variable: refrain              Importance: 0.0\n",
      "Variable: refresh              Importance: 0.0\n",
      "Variable: refri                Importance: 0.0\n",
      "Variable: refus                Importance: 0.0\n",
      "Variable: regist               Importance: 0.0\n",
      "Variable: regular              Importance: 0.0\n",
      "Variable: regularli            Importance: 0.0\n",
      "Variable: reheat               Importance: 0.0\n",
      "Variable: relationship         Importance: 0.0\n",
      "Variable: relax                Importance: 0.0\n",
      "Variable: relleno              Importance: 0.0\n",
      "Variable: reloc                Importance: 0.0\n",
      "Variable: rememb               Importance: 0.0\n",
      "Variable: remind               Importance: 0.0\n",
      "Variable: replenish            Importance: 0.0\n",
      "Variable: request              Importance: 0.0\n",
      "Variable: reserv               Importance: 0.0\n",
      "Variable: rest                 Importance: 0.0\n",
      "Variable: restaraunt           Importance: 0.0\n",
      "Variable: return               Importance: 0.0\n",
      "Variable: review               Importance: 0.0\n",
      "Variable: revisit              Importance: 0.0\n",
      "Variable: rge                  Importance: 0.0\n",
      "Variable: ri                   Importance: 0.0\n",
      "Variable: rib                  Importance: 0.0\n",
      "Variable: ribey                Importance: 0.0\n",
      "Variable: rice                 Importance: 0.0\n",
      "Variable: rich                 Importance: 0.0\n",
      "Variable: rick                 Importance: 0.0\n",
      "Variable: ridicul              Importance: 0.0\n",
      "Variable: right                Importance: 0.0\n",
      "Variable: ring                 Importance: 0.0\n",
      "Variable: rins                 Importance: 0.0\n",
      "Variable: rip                  Importance: 0.0\n",
      "Variable: risotto              Importance: 0.0\n",
      "Variable: roast                Importance: 0.0\n",
      "Variable: rock                 Importance: 0.0\n",
      "Variable: roll                 Importance: 0.0\n",
      "Variable: room                 Importance: 0.0\n",
      "Variable: rotat                Importance: 0.0\n",
      "Variable: round                Importance: 0.0\n",
      "Variable: rowdi                Importance: 0.0\n",
      "Variable: rubber               Importance: 0.0\n",
      "Variable: rude                 Importance: 0.0\n",
      "Variable: run                  Importance: 0.0\n",
      "Variable: rush                 Importance: 0.0\n",
      "Variable: ryan                 Importance: 0.0\n",
      "Variable: sad                  Importance: 0.0\n",
      "Variable: sadli                Importance: 0.0\n",
      "Variable: saffron              Importance: 0.0\n",
      "Variable: saganaki             Importance: 0.0\n",
      "Variable: said                 Importance: 0.0\n",
      "Variable: sal                  Importance: 0.0\n",
      "Variable: salad                Importance: 0.0\n",
      "Variable: salmon               Importance: 0.0\n",
      "Variable: salsa                Importance: 0.0\n",
      "Variable: salt                 Importance: 0.0\n",
      "Variable: salti                Importance: 0.0\n",
      "Variable: sampl                Importance: 0.0\n",
      "Variable: san                  Importance: 0.0\n",
      "Variable: sandwich             Importance: 0.0\n",
      "Variable: sangria              Importance: 0.0\n",
      "Variable: sashimi              Importance: 0.0\n",
      "Variable: sat                  Importance: 0.0\n",
      "Variable: satifi               Importance: 0.0\n",
      "Variable: satisfi              Importance: 0.0\n",
      "Variable: sauc                 Importance: 0.0\n",
      "Variable: saus                 Importance: 0.0\n",
      "Variable: save                 Importance: 0.0\n",
      "Variable: say                  Importance: 0.0\n",
      "Variable: scallop              Importance: 0.0\n",
      "Variable: scene                Importance: 0.0\n",
      "Variable: scottsdal            Importance: 0.0\n",
      "Variable: scream               Importance: 0.0\n",
      "Variable: screw                Importance: 0.0\n",
      "Variable: seafood              Importance: 0.0\n",
      "Variable: seal                 Importance: 0.0\n",
      "Variable: season               Importance: 0.0\n",
      "Variable: seat                 Importance: 0.0\n",
      "Variable: second               Importance: 0.0\n",
      "Variable: section              Importance: 0.0\n",
      "Variable: see                  Importance: 0.0\n",
      "Variable: seem                 Importance: 0.0\n",
      "Variable: seen                 Importance: 0.0\n",
      "Variable: select               Importance: 0.0\n",
      "Variable: self                 Importance: 0.0\n",
      "Variable: send                 Importance: 0.0\n",
      "Variable: sens                 Importance: 0.0\n",
      "Variable: sergeant             Importance: 0.0\n",
      "Variable: serious              Importance: 0.0\n",
      "Variable: serivc               Importance: 0.0\n",
      "Variable: serv                 Importance: 0.0\n",
      "Variable: server               Importance: 0.0\n",
      "Variable: set                  Importance: 0.0\n",
      "Variable: sever                Importance: 0.0\n",
      "Variable: sewer                Importance: 0.0\n",
      "Variable: sexi                 Importance: 0.0\n",
      "Variable: shall                Importance: 0.0\n",
      "Variable: sharpli              Importance: 0.0\n",
      "Variable: shawarrrrrrma        Importance: 0.0\n",
      "Variable: shirt                Importance: 0.0\n",
      "Variable: shock                Importance: 0.0\n",
      "Variable: shoe                 Importance: 0.0\n",
      "Variable: shoot                Importance: 0.0\n",
      "Variable: shop                 Importance: 0.0\n",
      "Variable: short                Importance: 0.0\n",
      "Variable: shot                 Importance: 0.0\n",
      "Variable: show                 Importance: 0.0\n",
      "Variable: shower               Importance: 0.0\n",
      "Variable: shrimp               Importance: 0.0\n",
      "Variable: sick                 Importance: 0.0\n",
      "Variable: side                 Importance: 0.0\n",
      "Variable: sign                 Importance: 0.0\n",
      "Variable: silent               Importance: 0.0\n",
      "Variable: similar              Importance: 0.0\n",
      "Variable: similarli            Importance: 0.0\n",
      "Variable: simpl                Importance: 0.0\n",
      "Variable: simpli               Importance: 0.0\n",
      "Variable: sinc                 Importance: 0.0\n",
      "Variable: singl                Importance: 0.0\n",
      "Variable: sit                  Importance: 0.0\n",
      "Variable: six                  Importance: 0.0\n",
      "Variable: skimp                Importance: 0.0\n",
      "Variable: slaw                 Importance: 0.0\n",
      "Variable: slice                Importance: 0.0\n",
      "Variable: small                Importance: 0.0\n",
      "Variable: smaller              Importance: 0.0\n",
      "Variable: smashburg            Importance: 0.0\n",
      "Variable: smear                Importance: 0.0\n",
      "Variable: smell                Importance: 0.0\n",
      "Variable: smoke                Importance: 0.0\n",
      "Variable: smooth               Importance: 0.0\n",
      "Variable: smoothi              Importance: 0.0\n",
      "Variable: soggi                Importance: 0.0\n",
      "Variable: soi                  Importance: 0.0\n",
      "Variable: solid                Importance: 0.0\n",
      "Variable: solidifi             Importance: 0.0\n",
      "Variable: somehow              Importance: 0.0\n",
      "Variable: someon               Importance: 0.0\n",
      "Variable: someth               Importance: 0.0\n",
      "Variable: somethat             Importance: 0.0\n",
      "Variable: somewhat             Importance: 0.0\n",
      "Variable: son                  Importance: 0.0\n",
      "Variable: song                 Importance: 0.0\n",
      "Variable: soon                 Importance: 0.0\n",
      "Variable: soooo                Importance: 0.0\n",
      "Variable: sooooo               Importance: 0.0\n",
      "Variable: soooooo              Importance: 0.0\n",
      "Variable: sore                 Importance: 0.0\n",
      "Variable: sorri                Importance: 0.0\n",
      "Variable: sound                Importance: 0.0\n",
      "Variable: soundtrack           Importance: 0.0\n",
      "Variable: soup                 Importance: 0.0\n",
      "Variable: sour                 Importance: 0.0\n",
      "Variable: southwest            Importance: 0.0\n",
      "Variable: space                Importance: 0.0\n",
      "Variable: spaghetti            Importance: 0.0\n",
      "Variable: special              Importance: 0.0\n",
      "Variable: speedi               Importance: 0.0\n",
      "Variable: spend                Importance: 0.0\n",
      "Variable: spice                Importance: 0.0\n",
      "Variable: spici                Importance: 0.0\n",
      "Variable: spicier              Importance: 0.0\n",
      "Variable: spinach              Importance: 0.0\n",
      "Variable: sport                Importance: 0.0\n",
      "Variable: spot                 Importance: 0.0\n",
      "Variable: spotti               Importance: 0.0\n",
      "Variable: spring               Importance: 0.0\n",
      "Variable: sprout               Importance: 0.0\n",
      "Variable: staff                Importance: 0.0\n",
      "Variable: stale                Importance: 0.0\n",
      "Variable: standard             Importance: 0.0\n",
      "Variable: star                 Importance: 0.0\n",
      "Variable: start                Importance: 0.0\n",
      "Variable: starv                Importance: 0.0\n",
      "Variable: station              Importance: 0.0\n",
      "Variable: stay                 Importance: 0.0\n",
      "Variable: steak                Importance: 0.0\n",
      "Variable: steakhous            Importance: 0.0\n",
      "Variable: steiner              Importance: 0.0\n",
      "Variable: step                 Importance: 0.0\n",
      "Variable: steve                Importance: 0.0\n",
      "Variable: stick                Importance: 0.0\n",
      "Variable: still                Importance: 0.0\n",
      "Variable: stink                Importance: 0.0\n",
      "Variable: stir                 Importance: 0.0\n",
      "Variable: stomach              Importance: 0.0\n",
      "Variable: stood                Importance: 0.0\n",
      "Variable: stop                 Importance: 0.0\n",
      "Variable: store                Importance: 0.0\n",
      "Variable: strang               Importance: 0.0\n",
      "Variable: stranger             Importance: 0.0\n",
      "Variable: strawberri           Importance: 0.0\n",
      "Variable: street               Importance: 0.0\n",
      "Variable: stretch              Importance: 0.0\n",
      "Variable: strike               Importance: 0.0\n",
      "Variable: string               Importance: 0.0\n",
      "Variable: strip                Importance: 0.0\n",
      "Variable: struck               Importance: 0.0\n",
      "Variable: struggl              Importance: 0.0\n",
      "Variable: stuf                 Importance: 0.0\n",
      "Variable: stuff                Importance: 0.0\n",
      "Variable: stupid               Importance: 0.0\n",
      "Variable: style                Importance: 0.0\n",
      "Variable: styrofoam            Importance: 0.0\n",
      "Variable: sub                  Importance: 0.0\n",
      "Variable: subpar               Importance: 0.0\n",
      "Variable: subway               Importance: 0.0\n",
      "Variable: succul               Importance: 0.0\n",
      "Variable: suck                 Importance: 0.0\n",
      "Variable: sucker               Importance: 0.0\n",
      "Variable: suffer               Importance: 0.0\n",
      "Variable: sugar                Importance: 0.0\n",
      "Variable: sugari               Importance: 0.0\n",
      "Variable: suggest              Importance: 0.0\n",
      "Variable: summar               Importance: 0.0\n",
      "Variable: summari              Importance: 0.0\n",
      "Variable: summer               Importance: 0.0\n",
      "Variable: sun                  Importance: 0.0\n",
      "Variable: sunday               Importance: 0.0\n",
      "Variable: sunglass             Importance: 0.0\n",
      "Variable: super                Importance: 0.0\n",
      "Variable: suppos               Importance: 0.0\n",
      "Variable: sure                 Importance: 0.0\n",
      "Variable: surpris              Importance: 0.0\n",
      "Variable: sushi                Importance: 0.0\n",
      "Variable: sweet                Importance: 0.0\n",
      "Variable: swung                Importance: 0.0\n",
      "Variable: tabl                 Importance: 0.0\n",
      "Variable: taco                 Importance: 0.0\n",
      "Variable: tailor               Importance: 0.0\n",
      "Variable: take                 Importance: 0.0\n",
      "Variable: takeout              Importance: 0.0\n",
      "Variable: talk                 Importance: 0.0\n",
      "Variable: tap                  Importance: 0.0\n",
      "Variable: tapa                 Importance: 0.0\n",
      "Variable: tartar               Importance: 0.0\n",
      "Variable: tast                 Importance: 0.0\n",
      "Variable: tasteless            Importance: 0.0\n",
      "Variable: tasti                Importance: 0.0\n",
      "Variable: tater                Importance: 0.0\n",
      "Variable: tea                  Importance: 0.0\n",
      "Variable: teamwork             Importance: 0.0\n",
      "Variable: teeth                Importance: 0.0\n",
      "Variable: tell                 Importance: 0.0\n",
      "Variable: temp                 Importance: 0.0\n",
      "Variable: ten                  Importance: 0.0\n",
      "Variable: tender               Importance: 0.0\n",
      "Variable: tepid                Importance: 0.0\n",
      "Variable: terrif               Importance: 0.0\n",
      "Variable: textur               Importance: 0.0\n",
      "Variable: th                   Importance: 0.0\n",
      "Variable: thai                 Importance: 0.0\n",
      "Variable: thank                Importance: 0.0\n",
      "Variable: that                 Importance: 0.0\n",
      "Variable: theft                Importance: 0.0\n",
      "Variable: thick                Importance: 0.0\n",
      "Variable: thin                 Importance: 0.0\n",
      "Variable: thing                Importance: 0.0\n",
      "Variable: thinli               Importance: 0.0\n",
      "Variable: third                Importance: 0.0\n",
      "Variable: thirti               Importance: 0.0\n",
      "Variable: thoroughli           Importance: 0.0\n",
      "Variable: though               Importance: 0.0\n",
      "Variable: thought              Importance: 0.0\n",
      "Variable: three                Importance: 0.0\n",
      "Variable: thrill               Importance: 0.0\n",
      "Variable: thru                 Importance: 0.0\n",
      "Variable: thu                  Importance: 0.0\n",
      "Variable: thumb                Importance: 0.0\n",
      "Variable: tigerlilli           Importance: 0.0\n",
      "Variable: time                 Importance: 0.0\n",
      "Variable: tini                 Importance: 0.0\n",
      "Variable: tip                  Importance: 0.0\n",
      "Variable: tiramisu             Importance: 0.0\n",
      "Variable: toast                Importance: 0.0\n",
      "Variable: today                Importance: 0.0\n",
      "Variable: togeth               Importance: 0.0\n",
      "Variable: told                 Importance: 0.0\n",
      "Variable: toler                Importance: 0.0\n",
      "Variable: tomato               Importance: 0.0\n",
      "Variable: tongu                Importance: 0.0\n",
      "Variable: tonight              Importance: 0.0\n",
      "Variable: took                 Importance: 0.0\n",
      "Variable: top                  Importance: 0.0\n",
      "Variable: topic                Importance: 0.0\n",
      "Variable: toro                 Importance: 0.0\n",
      "Variable: tot                  Importance: 0.0\n",
      "Variable: total                Importance: 0.0\n",
      "Variable: touch                Importance: 0.0\n",
      "Variable: tough                Importance: 0.0\n",
      "Variable: toward               Importance: 0.0\n",
      "Variable: town                 Importance: 0.0\n",
      "Variable: track                Importance: 0.0\n",
      "Variable: tradit               Importance: 0.0\n",
      "Variable: tragedi              Importance: 0.0\n",
      "Variable: transcend            Importance: 0.0\n",
      "Variable: trap                 Importance: 0.0\n",
      "Variable: treat                Importance: 0.0\n",
      "Variable: tri                  Importance: 0.0\n",
      "Variable: tribut               Importance: 0.0\n",
      "Variable: trim                 Importance: 0.0\n",
      "Variable: trip                 Importance: 0.0\n",
      "Variable: trippi               Importance: 0.0\n",
      "Variable: truffl               Importance: 0.0\n",
      "Variable: truli                Importance: 0.0\n",
      "Variable: tucson               Importance: 0.0\n",
      "Variable: tummi                Importance: 0.0\n",
      "Variable: tuna                 Importance: 0.0\n",
      "Variable: turkey               Importance: 0.0\n",
      "Variable: turn                 Importance: 0.0\n",
      "Variable: tv                   Importance: 0.0\n",
      "Variable: twice                Importance: 0.0\n",
      "Variable: two                  Importance: 0.0\n",
      "Variable: typic                Importance: 0.0\n",
      "Variable: unbeliev             Importance: 0.0\n",
      "Variable: undercook            Importance: 0.0\n",
      "Variable: understand           Importance: 0.0\n",
      "Variable: underwhelm           Importance: 0.0\n",
      "Variable: unexperienc          Importance: 0.0\n",
      "Variable: unfortun             Importance: 0.0\n",
      "Variable: unhealthi            Importance: 0.0\n",
      "Variable: uninspir             Importance: 0.0\n",
      "Variable: uniqu                Importance: 0.0\n",
      "Variable: unless               Importance: 0.0\n",
      "Variable: unprofession         Importance: 0.0\n",
      "Variable: unreal               Importance: 0.0\n",
      "Variable: unsatisfi            Importance: 0.0\n",
      "Variable: untoast              Importance: 0.0\n",
      "Variable: unwelcom             Importance: 0.0\n",
      "Variable: unwrap               Importance: 0.0\n",
      "Variable: updat                Importance: 0.0\n",
      "Variable: upgrad               Importance: 0.0\n",
      "Variable: upload               Importance: 0.0\n",
      "Variable: us                   Importance: 0.0\n",
      "Variable: use                  Importance: 0.0\n",
      "Variable: usual                Importance: 0.0\n",
      "Variable: vacant               Importance: 0.0\n",
      "Variable: vain                 Importance: 0.0\n",
      "Variable: valley               Importance: 0.0\n",
      "Variable: valu                 Importance: 0.0\n",
      "Variable: vanilla              Importance: 0.0\n",
      "Variable: veal                 Importance: 0.0\n",
      "Variable: vegan                Importance: 0.0\n",
      "Variable: veget                Importance: 0.0\n",
      "Variable: vegetarian           Importance: 0.0\n",
      "Variable: veggi                Importance: 0.0\n",
      "Variable: veggitarian          Importance: 0.0\n",
      "Variable: velvet               Importance: 0.0\n",
      "Variable: ventil               Importance: 0.0\n",
      "Variable: ventur               Importance: 0.0\n",
      "Variable: venu                 Importance: 0.0\n",
      "Variable: verg                 Importance: 0.0\n",
      "Variable: version              Importance: 0.0\n",
      "Variable: via                  Importance: 0.0\n",
      "Variable: vibe                 Importance: 0.0\n",
      "Variable: vinaigrett           Importance: 0.0\n",
      "Variable: vinegrett            Importance: 0.0\n",
      "Variable: violinist            Importance: 0.0\n",
      "Variable: visit                Importance: 0.0\n",
      "Variable: vodka                Importance: 0.0\n",
      "Variable: vomit                Importance: 0.0\n",
      "Variable: voodoo               Importance: 0.0\n",
      "Variable: vote                 Importance: 0.0\n",
      "Variable: waaaaaayyyyyyyyyi    Importance: 0.0\n",
      "Variable: wagyu                Importance: 0.0\n",
      "Variable: waiter               Importance: 0.0\n",
      "Variable: waitress             Importance: 0.0\n",
      "Variable: walk                 Importance: 0.0\n",
      "Variable: wall                 Importance: 0.0\n",
      "Variable: want                 Importance: 0.0\n",
      "Variable: warm                 Importance: 0.0\n",
      "Variable: warmer               Importance: 0.0\n",
      "Variable: warn                 Importance: 0.0\n",
      "Variable: wash                 Importance: 0.0\n",
      "Variable: wast                 Importance: 0.0\n",
      "Variable: watch                Importance: 0.0\n",
      "Variable: water                Importance: 0.0\n",
      "Variable: wave                 Importance: 0.0\n",
      "Variable: way                  Importance: 0.0\n",
      "Variable: wayyy                Importance: 0.0\n",
      "Variable: weak                 Importance: 0.0\n",
      "Variable: websit               Importance: 0.0\n",
      "Variable: wedg                 Importance: 0.0\n",
      "Variable: week                 Importance: 0.0\n",
      "Variable: weekend              Importance: 0.0\n",
      "Variable: weekli               Importance: 0.0\n",
      "Variable: weird                Importance: 0.0\n",
      "Variable: welcom               Importance: 0.0\n",
      "Variable: well                 Importance: 0.0\n",
      "Variable: went                 Importance: 0.0\n",
      "Variable: whatsoev             Importance: 0.0\n",
      "Variable: whelm                Importance: 0.0\n",
      "Variable: whenev               Importance: 0.0\n",
      "Variable: whether              Importance: 0.0\n",
      "Variable: white                Importance: 0.0\n",
      "Variable: whole                Importance: 0.0\n",
      "Variable: wide                 Importance: 0.0\n",
      "Variable: wienerschnitzel      Importance: 0.0\n",
      "Variable: wife                 Importance: 0.0\n",
      "Variable: wildli               Importance: 0.0\n",
      "Variable: wine                 Importance: 0.0\n",
      "Variable: wing                 Importance: 0.0\n",
      "Variable: winner               Importance: 0.0\n",
      "Variable: wire                 Importance: 0.0\n",
      "Variable: wish                 Importance: 0.0\n",
      "Variable: wit                  Importance: 0.0\n",
      "Variable: without              Importance: 0.0\n",
      "Variable: wonder               Importance: 0.0\n",
      "Variable: wonton               Importance: 0.0\n",
      "Variable: word                 Importance: 0.0\n",
      "Variable: work                 Importance: 0.0\n",
      "Variable: worker               Importance: 0.0\n",
      "Variable: world                Importance: 0.0\n",
      "Variable: worri                Importance: 0.0\n",
      "Variable: wors                 Importance: 0.0\n",
      "Variable: worth                Importance: 0.0\n",
      "Variable: wound                Importance: 0.0\n",
      "Variable: wow                  Importance: 0.0\n",
      "Variable: wrap                 Importance: 0.0\n",
      "Variable: write                Importance: 0.0\n",
      "Variable: wrong                Importance: 0.0\n",
      "Variable: ya                   Importance: 0.0\n",
      "Variable: yama                 Importance: 0.0\n",
      "Variable: yay                  Importance: 0.0\n",
      "Variable: yeah                 Importance: 0.0\n",
      "Variable: year                 Importance: 0.0\n",
      "Variable: yellow               Importance: 0.0\n",
      "Variable: yellowtail           Importance: 0.0\n",
      "Variable: yelper               Importance: 0.0\n",
      "Variable: yet                  Importance: 0.0\n",
      "Variable: yucki                Importance: 0.0\n",
      "Variable: yukon                Importance: 0.0\n",
      "Variable: yum                  Importance: 0.0\n",
      "Variable: yummi                Importance: 0.0\n",
      "Variable: zero                 Importance: 0.0\n"
     ]
    },
    {
     "data": {
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       " None,\n",
       " None,\n",
       " None,\n",
       " ...]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get numerical feature importances\n",
    "importances = list(model.feature_importances_)\n",
    "# List of tuples with variable and importance\n",
    "feature_importances = [(feature, round(importance, 2)) for feature, importance in zip(df1.columns, importances)]\n",
    "# Sort the feature importances by most important first\n",
    "feature_importances = sorted(feature_importances, key = lambda x: x[1], reverse = True)\n",
    "\n",
    "# Print out the feature and importances \n",
    "[print('Variable: {:20} Importance: {}'.format(*pair) ) for pair in feature_importances]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  Tuning the model using GridsearchCV "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\" from sklearn.model_selection import cross_val_score\\nfrom sklearn.model_selection import GridSearchCV\\nparam_grid = { \\n    'n_estimators':[500,530,560],\\n\\n}\\nCV_rfc = GridSearchCV(estimator=model, param_grid=param_grid, cv= 5)\\nCV_rfc.fit(X_train, y_train) \""
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "param_grid = { \n",
    "    \n",
    "    'n_estimators':[510],\n",
    "    'max_features':['auto','log2'],\n",
    "    'min_samples_leaf':[2,3]\n",
    "}\n",
    "CV_rfc = GridSearchCV(estimator=model, param_grid=param_grid, cv= 5)\n",
    "CV_rfc.fit(X_train, y_train) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "CV_rfc.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.77"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "model_optimal = RandomForestClassifier(max_features = 'auto', min_samples_leaf = 2, n_estimators = 500)\n",
    "model_optimal.fit(X_train,y_train )\n",
    "model_optimal.score(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[91, 17],\n",
       "       [29, 63]], dtype=int64)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix(y_test,model_optimal.predict(X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_phrase = \"I love the chef, his one authentic Japanese cool dude! \"\n",
    "x_test = cv.transform([test_phrase]).toarray()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\khale\\anaconda3\\lib\\site-packages\\sklearn\\base.py:450: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([1], dtype=int64)"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_optimal.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\khale\\anaconda3\\lib\\site-packages\\sklearn\\base.py:450: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0.252628, 0.747372]])"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_optimal.predict_proba(x_test)"
   ]
  }
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