22.NLP Bag of Words Model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bag of Words \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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_text</th>\n",
       "      <th>Review_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A very, very, very slow-moving, aimless movie ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Not sure who was more lost - the flat characte...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Attempting artiness with black &amp; white and cle...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Very little music or anything to speak of.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The best scene in the movie was when Gerardo i...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>I think food should have flavor and texture an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Appetite instantly gone.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Overall I was not impressed and would not go b...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>The whole experience was underwhelming, and I ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Then, as if I hadn't wasted enough of my life ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2748 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Review_text  Review_class\n",
       "0    A very, very, very slow-moving, aimless movie ...             0\n",
       "1    Not sure who was more lost - the flat characte...             0\n",
       "2    Attempting artiness with black & white and cle...             0\n",
       "3         Very little music or anything to speak of.               0\n",
       "4    The best scene in the movie was when Gerardo i...             1\n",
       "..                                                 ...           ...\n",
       "995  I think food should have flavor and texture an...             0\n",
       "996                           Appetite instantly gone.             0\n",
       "997  Overall I was not impressed and would not go b...             0\n",
       "998  The whole experience was underwhelming, and I ...             0\n",
       "999  Then, as if I hadn't wasted enough of my life ...             0\n",
       "\n",
       "[2748 rows x 2 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_imdb = pd.read_csv(\"imdb_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_imdb.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data_amazon = pd.read_csv(\"amazon_cells_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_amazon.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data_yelp = pd.read_csv(\"yelp_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_yelp.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data = pd.concat([data_imdb, data_amazon, data_yelp])\n",
    "data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1000, 2), (748, 2), (1000, 2))"
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_amazon.shape,data_imdb.shape, data_yelp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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_text</th>\n",
       "      <th>Review_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A very, very, very slow-moving, aimless movie ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Not sure who was more lost - the flat characte...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Attempting artiness with black &amp; white and cle...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Very little music or anything to speak of.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The best scene in the movie was when Gerardo i...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>I think food should have flavor and texture an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Appetite instantly gone.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Overall I was not impressed and would not go b...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>The whole experience was underwhelming, and I ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Then, as if I hadn't wasted enough of my life ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2748 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Review_text  Review_class\n",
       "0    A very, very, very slow-moving, aimless movie ...             0\n",
       "1    Not sure who was more lost - the flat characte...             0\n",
       "2    Attempting artiness with black & white and cle...             0\n",
       "3         Very little music or anything to speak of.               0\n",
       "4    The best scene in the movie was when Gerardo i...             1\n",
       "..                                                 ...           ...\n",
       "995  I think food should have flavor and texture an...             0\n",
       "996                           Appetite instantly gone.             0\n",
       "997  Overall I was not impressed and would not go b...             0\n",
       "998  The whole experience was underwhelming, and I ...             0\n",
       "999  Then, as if I hadn't wasted enough of my life ...             0\n",
       "\n",
       "[2748 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.concat([data_imdb,data_amazon,data_yelp])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import nltk\n",
    "import string\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import PorterStemmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['slowmov aimless movi distress drift young man',\n",
       " 'not sure lost flat charact audienc nearli half walk',\n",
       " 'attempt arti black white clever camera angl movi disappoint becam even ridicul act poor plot line almost nonexist',\n",
       " 'littl music anyth speak',\n",
       " 'best scene movi gerardo tri find song keep run head',\n",
       " 'rest movi lack art charm mean empti work guess empti',\n",
       " 'wast two hour',\n",
       " 'saw movi today thought good effort good messag kid',\n",
       " 'bit predict',\n",
       " 'love cast jimmi buffet scienc teacher',\n",
       " 'babi owl ador',\n",
       " 'movi show lot florida best made look appeal',\n",
       " 'song best muppet hilari',\n",
       " 'cool',\n",
       " 'right case movi deliv everyth almost right face',\n",
       " 'averag act main person low budget clearli see',\n",
       " 'review long overdu sinc consid tale two sister singl greatest film ever made',\n",
       " 'put gem movi term screenplay cinematographi act postproduct edit direct aspect filmmak',\n",
       " 'practic perfect true masterpiec sea faux masterpiec',\n",
       " 'structur film easili tightli construct histori cinema think film someth vital import occur everi minut word content level film enough easili fill dozen film anyon right mind ask anyth movi quit simpli highest superl form cinema imagin ye film requir rather signific amount puzzlesolv piec fit togeth creat beauti pictur short film certainli pull punch graphic far best part game number one best th game seri deserv strong love insan game massiv level massiv unlock charact massiv game wast money game kind money wast properli actual graphic good time today graphic crap say canada fun game aye game rock buy play enjoy love pure brillianc flick doom concept idea lame take minor charact mediocr film make complet nonsequel chang tone pgrate famili movi nt least bit interest not confirm film would unfunni gener also manag give away entir movi not exagger everi moment everi plot point everi joke told trailer not funni even talent carrel ca nt save costar nt fare much better peopl like morgan freeman jonah hill ed helm wast stori predict lazi real effect work presenc anim integr scene worst obviou bluegreenscreen work ever seen whatev cost much nt translat qualiti sure film succe despit perhap obvious meagr budget glad film nt go obviou choic lesser film certainli would addit one love song ever written french cancan also boast one cutest lead ladi ever grace screen hard not fall headoverheel love girl neg insipid enough caus regret anoth hour life wast front screen long whini pointless recommend wait futur effort let one go excel cast stori line perform total believ ann hech utterli convinc sam shepard portray gung ho marin sober sat rivet tv screen give one resound think tom hank good actor enjoy read book children littl disappoint movi one charact total annoy voic give feel fingernail chalkboard total unnecessari trainrol coaster scene absolut warmth charm scene charact movi total grate nerv perform not improv improvis actor twice much worri not whether deliv line well whether line good quit honestli often not good often dialogu nt realli follow one line anoth fit surround crackl unpredict youth energi honestli found hard follow concentr meander badli gener great thing would nt say worth hour time though suspens builder good cross line g pg especi like nonclich choic parent movi could predict dialog verbatim write movi made better select want movi not gross give chill great choic alexand nevski great film amaz film artist one import whoever live glad pretenti piec nt plan dodg stratu big shot gon na help movi maker nt restrain movi busi québec']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def clean_text(df):\n",
    "    all_reviews = list()\n",
    "    lines = df['Review_text'].values.tolist()\n",
    "    for text in lines:\n",
    "        text = text.lower()\n",
    "        \n",
    "        # removing the urls \n",
    "        pattern = re.compile('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+')\n",
    "        text = pattern.sub('',text)\n",
    "        text = re.sub(r\"[,.\\\"!@#$%^&*(){}?/;`~:<>+=-]\",\"\",text) # removing punctuations\n",
    "        \n",
    "        tokens = word_tokenize(text) # word_tokenize--> returns the list and .split ---> returns as string\n",
    "        \n",
    "        table = str.maketrans('','',string.punctuation)\n",
    "        stripped = [w.translate(table) for w in tokens]\n",
    "        \n",
    "        words = [word for word in stripped if word.isalpha()]\n",
    "        stop_words = set(stopwords.words('english'))\n",
    "        stop_words.discard(\"not\") # discard the not word coz it may be necessary for our algorithim in sentiment analysis\n",
    "        ps = PorterStemmer()\n",
    "        \n",
    "        words = [ps.stem(w) for w in words if w not in stop_words]\n",
    "        words = ' '.join(words)\n",
    "        all_reviews.append(words)\n",
    "        \n",
    "    return all_reviews\n",
    "        \n",
    "\n",
    "all_reviews = clean_text(data)\n",
    "all_reviews[0:20]\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2748, 1192), (2748,))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "cv = CountVectorizer(min_df=3) # taking words occured atleast 3 times in the corpus\n",
    "x = cv.fit_transform(all_reviews).toarray()\n",
    "y = data['Review_class']\n",
    "np.shape(x) , np.shape(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test ,  y_train, y_test = train_test_split(x,y,test_size=0.2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GaussianNB()"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "model  = GaussianNB()\n",
    "model.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6618181818181819\n",
      "0.7038216560509554\n",
      "0.6314285714285715\n",
      "0.6603496614473128\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score, f1_score, precision_score , roc_auc_score , roc_curve, auc\n",
    "print(accuracy_score(y_pred,y_test))\n",
    "print(f1_score(y_test,y_pred))\n",
    "print(precision_score(y_test,y_pred))\n",
    "print(roc_auc_score(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "fpr , tpr, threshold = roc_curve(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6603496614473128"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auc_crve = auc(fpr, tpr)\n",
    "auc_crve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr,tpr,linestyle='--',label='auc score')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Text Cleaning and Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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_text</th>\n",
       "      <th>Review_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A very, very, very slow-moving, aimless movie ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Not sure who was more lost - the flat characte...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Attempting artiness with black &amp; white and cle...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Very little music or anything to speak of.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The best scene in the movie was when Gerardo i...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>I think food should have flavor and texture an...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Appetite instantly gone.</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Overall I was not impressed and would not go b...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>The whole experience was underwhelming, and I ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Then, as if I hadn't wasted enough of my life ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2748 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Review_text  Review_class\n",
       "0    A very, very, very slow-moving, aimless movie ...             0\n",
       "1    Not sure who was more lost - the flat characte...             0\n",
       "2    Attempting artiness with black & white and cle...             0\n",
       "3         Very little music or anything to speak of.               0\n",
       "4    The best scene in the movie was when Gerardo i...             1\n",
       "..                                                 ...           ...\n",
       "995  I think food should have flavor and texture an...             0\n",
       "996                           Appetite instantly gone.             0\n",
       "997  Overall I was not impressed and would not go b...             0\n",
       "998  The whole experience was underwhelming, and I ...             0\n",
       "999  Then, as if I hadn't wasted enough of my life ...             0\n",
       "\n",
       "[2748 rows x 2 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_imdb = pd.read_csv(\"imdb_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_imdb.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data_amazon = pd.read_csv(\"amazon_cells_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_amazon.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data_yelp = pd.read_csv(\"yelp_labelled.txt\", delimiter='\\t', header=None)\n",
    "data_yelp.columns = [\"Review_text\", \"Review_class\"]\n",
    "\n",
    "data = pd.concat([data_imdb, data_amazon, data_yelp])\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import nltk\n",
    "import string\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import PorterStemmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_text(df):\n",
    "    all_reviews = []\n",
    "    lines = df['Review_text'].values.tolist()\n",
    "    for text in lines :\n",
    "        text = text.lower()\n",
    "        pattern = re.compile('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+')\n",
    "        text = pattern.sub('',text)\n",
    "        \n",
    "        emoji = re.compile(\"[\"\n",
    "                           u\"\\U0001F600-\\U0001FFFF\"  # emoticons\n",
    "                           u\"\\U0001F300-\\U0001F5FF\"  # symbols & pictographs\n",
    "                           u\"\\U0001F680-\\U0001F6FF\"  # transport & map symbols\n",
    "                           u\"\\U0001F1E0-\\U0001F1FF\"  # flags (iOS)\n",
    "                           u\"\\U00002702-\\U000027B0\"\n",
    "                           u\"\\U000024C2-\\U0001F251\"\n",
    "                           \"]+\", flags=re.UNICODE)\n",
    "        text = emoji.sub(r'',text)\n",
    "        \n",
    "        text = re.sub(r\"i'm\", \"i am\", text)\n",
    "        text = re.sub(r\"he's\", \"he is\", text)\n",
    "        text = re.sub(r\"she's\", \"she is\", text)\n",
    "        text = re.sub(r\"that's\", \"that is\", text)        \n",
    "        text = re.sub(r\"what's\", \"what is\", text)\n",
    "        text = re.sub(r\"where's\", \"where is\", text) \n",
    "        text = re.sub(r\"\\'ll\", \" will\", text)  \n",
    "        text = re.sub(r\"\\'ve\", \" have\", text)  \n",
    "        text = re.sub(r\"\\'re\", \" are\", text)\n",
    "        text = re.sub(r\"\\'d\", \" would\", text)\n",
    "        text = re.sub(r\"\\'ve\", \" have\", text)\n",
    "        text = re.sub(r\"won't\", \"will not\", text)\n",
    "        text = re.sub(r\"don't\", \"do not\", text)\n",
    "        text = re.sub(r\"did't\", \"did not\", text)\n",
    "        text = re.sub(r\"can't\", \"can not\", text)\n",
    "        text = re.sub(r\"it's\", \"it is\", text)\n",
    "        text = re.sub(r\"couldn't\", \"could not\", text)\n",
    "        text = re.sub(r\"have't\", \"have not\", text)\n",
    "        \n",
    "        text = re.sub(r\"[,.\\\"!@#$%^&*(){}?/;`~:<>+=-]\",'',text)\n",
    "        \n",
    "        tokens = nltk.word_tokenize(text)\n",
    "        \n",
    "        tbl = str.maketrans('','',string.punctuation)\n",
    "        tokens = [t.translate(tbl) for t in tokens]\n",
    "        \n",
    "        words = [w for w in tokens if w.isalpha()]\n",
    "        words = ' '.join(words)\n",
    "        \n",
    "        all_reviews.append(words)\n",
    "    return all_reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['a very very very slowmoving aimless movie about a distressed drifting young man',\n",
       " 'not sure who was more lost the flat characters or the audience nearly half of whom walked out',\n",
       " 'attempting artiness with black white and clever camera angles the movie disappointed became even more ridiculous as the acting was poor and the plot and lines almost nonexistent',\n",
       " 'very little music or anything to speak of',\n",
       " 'the best scene in the movie was when gerardo is trying to find a song that keeps running through his head',\n",
       " 'the rest of the movie lacks art charm meaning if it is about emptiness it works i guess because it is empty',\n",
       " 'wasted two hours',\n",
       " 'saw the movie today and thought it was a good effort good messages for kids',\n",
       " 'a bit predictable',\n",
       " 'loved the casting of jimmy buffet as the science teacher',\n",
       " 'and those baby owls were adorable',\n",
       " 'the movie showed a lot of florida at it is best made it look very appealing',\n",
       " 'the songs were the best and the muppets were so hilarious',\n",
       " 'it was so cool',\n",
       " 'this is a very right on case movie that delivers everything almost right in your face',\n",
       " 'it had some average acting from the main person and it was a low budget as you clearly can see',\n",
       " 'this review is long overdue since i consider a tale of two sisters to be the single greatest film ever made',\n",
       " 'i will put this gem up against any movie in terms of screenplay cinematography acting postproduction editing directing or any other aspect of filmmaking',\n",
       " 'it is practically perfect in all of them a true masterpiece in a sea of faux masterpieces',\n",
       " 'the structure of this film is easily the most tightly constructed in the history of cinema i can think of no other film where something vitally important occurs every other minute in other words the content level of this film is enough to easily fill a dozen other films how can anyone in their right mind ask for anything more from a movie than this it is quite simply the highest most superlative form of cinema imaginable yes this film does require a rather significant amount of puzzlesolving but the pieces fit together to create a beautiful picture this short film certainly pulls no punches graphics is far from the best part of the game this is the number one best th game in the series it deserves strong love it is an insane game there are massive levels massive unlockable characters it is just a massive game waste your money on this game this is the kind of money that is wasted properly actually the graphics were good at the time today the graphics are crap as they say in canada this is the fun game aye this game rocks buy it play it enjoy it love it it is pure brilliance this was a flick doomed from its conception the very idea of it was lame take a minor character from a mediocre film and make a complete nonsequel while changing its tone to a pgrated family movie i was nt the least bit interested not only did it only confirm that the film would be unfunny and generic but it also managed to give away the entire movie and i am not exaggerating every moment every plot point every joke is told in the trailer but it is just not funny but even the talented carrell can not save this his costars do not fare much better with people like morgan freeman jonah hill and ed helms just wasted the story itself is just predictable and lazy the only real effects work is the presence of all the animals and the integration of those into the scenes is some of the worst and most obvious bluegreenscreen work i have ever seen but whatever it was that cost them so much it did nt translate to quality that is for sure the film succeeds despite or perhaps because of an obviously meagre budget i am glad the film did nt go for the most obvious choice as a lesser film certainly would have in addition to having one of the most lovely songs ever written french cancan also boasts one of the cutest leading ladies ever to grace the screen it is hard not to fall headoverheels in love with that girl on the negative it is insipid enough to cause regret for another hours of life wasted in front of the screen long whiny and pointless but i recommend waiting for their future efforts let this one go excellent cast story line performances totally believable anne heche was utterly convincing sam shepard s portrayal of a gung ho marine was sobering i sat riveted to the tv screen all in all i give this one a resounding out of i do think tom hanks is a good actor i enjoyed reading this book to my children when they were little i was very disappointed in the movie one character is totally annoying with a voice that gives me the feeling of fingernails on a chalkboard there is a totally unnecessary trainroller coaster scene there was absolutely no warmth or charm to these scenes or characters this movie totally grates on my nerves the performances are not improved by improvisation because the actors now have twice as much to worry about not only whether they are delivering the line well but whether the line itself is any good and quite honestly often its not very good often the dialogue does nt really follow from one line to another or fit the surroundings it crackles with an unpredictable youthful energy but honestly i found it hard to follow and concentrate on it meanders so badly there are some generally great things in it i would nt say they are worth hours of your time though the suspense builders were good just cross the line from g to pg i especially liked the noncliche choices with the parents in other movies i could predict the dialog verbatim but the writing in this movie made better selections if you want a movie that is not gross but gives you some chills this is a great choice alexander nevsky is a great film he is an amazing film artist one of the most important whoever lived i am glad this pretentious piece of s did nt do as planned by the dodge stratus big shots it is gon na help movie makers who are nt in the very restrained movie business of québec',\n",
       " 'this if the first movie i have given a to in years',\n",
       " 'if there was ever a movie that needed wordofmouth to promote this is it',\n",
       " 'overall the film is interesting and thoughtprovoking',\n",
       " 'plus it was wellpaced and suited its relatively short run time',\n",
       " 'give this one a look',\n",
       " 'i gave it a',\n",
       " 'the wind and the lion is well written and superbly acted',\n",
       " 'it is a true classic',\n",
       " 'it actually turned out to be pretty decent as far as blist horrorsuspense films go',\n",
       " 'definitely worth checking out',\n",
       " 'the problem was the script',\n",
       " 'it was horrendous',\n",
       " 'there was nothing believable about it at all',\n",
       " 'the only suspense i was feeling was the frustration at just how retarded the girls were',\n",
       " 'manna from heaven is a terrific film that is both predictable and unpredictable at the same time',\n",
       " 'the scenes are often funny and occasionally touching as the characters evaluate their lives and where they are going',\n",
       " 'the cast of veteran actors are more than just a nostalgia trip',\n",
       " 'ursula burton s portrayal of the nun is both touching and funny at the same time with out making fun of nuns or the church',\n",
       " 'if you are looking for a movie with a terrific cast some good musicincluding a shirley jones rendition of the way you look tonight and an uplifting ending give this one a try',\n",
       " 'i do not think you will be disappointed',\n",
       " 'frankly after cotton club and unfaithful it was kind of embarrassing to watch lane and gere in this film because it is bad',\n",
       " 'the acting was bad the dialogs were extremely shallow and insincere',\n",
       " 'it was too predictable even for a chick flick',\n",
       " 'too politically correct',\n",
       " 'very disappointing',\n",
       " 'the only thing really worth watching was the scenery and the house because it is beautiful',\n",
       " 'i love lane but i have never seen her in a movie this lousy',\n",
       " 'an hour and a half i wish i could bring back',\n",
       " 'but in terms of the writing it is very fresh and bold',\n",
       " 'the acting helps the writing along very well maybe the idiotsavant sister could have been played better and it is a real joy to watch',\n",
       " 'the directing and the cinematography are nt quite as good',\n",
       " 'the movie was so boring that i sometimes found myself occupied peaking in the paper instead of watching never happened during a columbo movie before',\n",
       " 'and sometimes it was so embarrassing that i had to look away',\n",
       " 'the directing seems too pretentious',\n",
       " 'the scenes with the ohsomature neighbourgirl are a misplace',\n",
       " 'and generally the lines and plot is weaker than the average episode',\n",
       " 'then scene where they debated whether or not to sack the trumpeter who falsely was accused for the murder is pure horror really stupid',\n",
       " 'some applause should be given to the prelude however',\n",
       " 'i really liked that',\n",
       " 'a great film by a great director',\n",
       " 'the movie had you on the edge of your seat and made you somewhat afraid to go to your car at the end of the night',\n",
       " 'the music in the film is really nice too',\n",
       " 'i would advise anyone to go and see it',\n",
       " 'brilliant',\n",
       " '',\n",
       " 'i liked this movie way too much',\n",
       " 'my only problem is i thought the actor playing the villain was a low rent michael ironside',\n",
       " 'it rocked my world and is certainly a must see for anyone with no social or physical outlets',\n",
       " 'however this did nt make up for the fact that overall this was a tremendously boring movie',\n",
       " 'there was no chemistry between ben affleck and sandra bullock in this film and i could not understand why he would consider even leaving his wifetobe for this chick that he supposedly was knocked out by',\n",
       " 'there were several moments in the movie that just did nt need to be there and were excruciatingly slow moving',\n",
       " 'this was a poor remake of my best friends wedding',\n",
       " 'all in all a great disappointment',\n",
       " 'i can not believe that the actors agreed to do this film',\n",
       " 'i could not stand to even watch it for very long for fear of losing iq',\n",
       " 'i guess that nobody at the network that aired this dribble watched it before putting it on',\n",
       " 'imdb ratings only go as low for awful it is time to get some negative numbers in there for cases such as these',\n",
       " 'i saw mirrormask last night and it was an unsatisfactory experience',\n",
       " 'unfortunately inexperience of direction meant that scene after scene passed with little in the way of dramatic tension or conflict',\n",
       " 'these are the central themes of the film and they are handled ineptly stereotypically and with no depth of imagination',\n",
       " 'all the pretty pictures in the world can not make up for a piece of work that is flawed at the core',\n",
       " 'it is an hour and half waste of time following a bunch of very pretty high schoolers whine and cry about life',\n",
       " 'you can not relate with them hell you barely can understand them',\n",
       " 'this is definitely a cult classic well worth viewing and sharing with others',\n",
       " 'this movie is a pure disaster the story is stupid and the editing is the worst i have seen it confuses you incredibly',\n",
       " 'the fish is badly made and some of its underwater shots are repeated a thousand times in the film',\n",
       " 'a truly truly bad film',\n",
       " 'the acting is terrible and the writing is worse',\n",
       " 'the only possible way this movie could be redeemed would be as fodder',\n",
       " 'i paid too much',\n",
       " 'also it is a real treat to see anthony quinn playing crazy horse',\n",
       " 'it was so boring',\n",
       " 'no plot whatsoever',\n",
       " 'again no plot at all',\n",
       " 'horrible',\n",
       " 'worst hour and a half of my lifeoh my gosh',\n",
       " 'i had to walk out of the theatre for a few minutes just to get some relief',\n",
       " 'i hate movies like that',\n",
       " 'yeah the movie pretty much sucked',\n",
       " 'there is no plot or storyline',\n",
       " 'if you do go see this movie bring a pillow or a girlfriendboyfriend to keep you occupied through out',\n",
       " 'awful',\n",
       " 'i do not think i have ever gone to a movie and disliked it as much',\n",
       " 'it was a good thing that the tickets only cost five dollars because i would be mad if i would have paid to see this crap',\n",
       " 'nobody identifies with these characters because they are all cardboard cutouts and stereotypes or predictably reversestereotypes',\n",
       " 'this is a bad film with bad writing and good actorsan ugly cartoon crafted by paul haggis for people who can not handle anything but the bold strokes in storytellinga picture painted with crayons',\n",
       " 'crash is a depressing little nothing that provokes emotion but teaches you nothing if you already know racism and prejudice are bad things',\n",
       " 'still i do like this movie for it is empowerment of women there s not enough movies out there like this one',\n",
       " 'your brain will attempt to shutdown as part of a primal impulse of selfpreservation',\n",
       " 'i was left shattered from the experience of watching this film and i took a good two hours to fully recover',\n",
       " 'this movie now joins revenge of the boogeyman and zombiez as part of the hellish trinity of horror films',\n",
       " 'i certainly do not mean this distinction in a good way',\n",
       " 'i mean this in a terrible way',\n",
       " 'this film has no redeeming features',\n",
       " 'everything is appalling',\n",
       " 'artless camerawork endlessly presents us with the ugliest setting imaginable ie',\n",
       " 'the story is beyond stupid',\n",
       " 'the script is was there a script',\n",
       " 'the kids are annoying',\n",
       " 'the lead man is charismafree',\n",
       " 'utterly without merit on any level this is akin to torture',\n",
       " 'i will even say it again this is torture',\n",
       " 'maybe there would be a reasonable explanation for this atrocity',\n",
       " 'not a pleasant voyage of selfdiscovery',\n",
       " 'highly unrecommended',\n",
       " 'if this premise sound stupid that is because it is',\n",
       " 'yes it is that bad',\n",
       " 'nothing at all to recommend',\n",
       " 'an excellent performance from ms',\n",
       " 'garbo who showed right off the bat that her talents could carry over from the silent era i wanted to see some of her silent work but netflix does nt seem to be stocking them',\n",
       " 'it is also great to see that renowned silent screenwriter frances marion has nt missed a step going from silent to sound',\n",
       " 'this movie suffered because of the writing it needed more suspense',\n",
       " 'there were too many close ups',\n",
       " 'but other than that the movie seemed to drag and the heroes did nt really work for their freedom',\n",
       " 'but this movie is definitely a below average rent',\n",
       " 'you will love it this movie is bad so bad the film is way too long this is definitely one of the bad ones the movie i received was a great quality film for it is age john wayne did an incredible job for being so young in the movie industry his on screen presence shined thought even though there were other senior actors on the screen with him i think that it is a must see older john wayne film i really do not see how anyone could enjoy this movie i do not think i have ever seen a movie half as boring as this selfindulgent piece of junk it probably would have been better if the director had nt spent most of the movie showcasing his own art work which really is nt that noteworthy another thing i did nt really like is when a character got punched in the face a gallon of blood would spew forth soon after jamie foxx absolutely is ray charles his performance is simply genius he owns the film just as spacek owned coal miner s daughter and quaid owned great balls of fire',\n",
       " 'in fact it is hard to remember that the part of ray charles is being acted and not played by the man himself ray charles is legendary ray charles life provided excellent biographical material for the film which goes well beyond being just another movie about a musician hitchcock is a great director ironically i mostly find his films a total waste of time to watch secondly hitchcock pretty much perfected the thriller and chase movie it is this pandering to the audience that sabotages most of his films hence the whole story lacks a certain energy the plot simply rumbles on like a machine desperately depending on the addition of new scenes there are the usual hitchcock logic flaws mishima is extremely uninteresting this is a chilly unremarkable movie about an author livingworking in a chilly abstruse culture the flat reenactments do not hold your attention because they are emotionally adrift and stagy and the rest of it just sits there being awful with soldiers singing songs about the masculinity they pledge themselves to hairsplitting about purity the admiration of swords etc he can bore you to pieces and kill the momentum of a movie quicker than anyone else schrader has made a resume full of lousy amateurish films when i first watched this movie in the i loved it i was totally fascinated by the music the dancing everything however i recently watched the whole thing again on dvd and i was completely struck by how extremely stupid the storyline was how it contained holes inconsistencies and frankly a whole lot of crap and how horrid the dancing was i mean in a realistic world she would never have gotten into that ballet repertory the whole thing was quite pathetic the character developments also lacked in depth woa talk about awful do not waste your time it was just too horrible the worst sappiest dialogue i could go on and on but what really made it unwatchable was the direction the poor actors you can not even tell if they have any talent because they not only have pathetic lines to speak but the director gave them no action if you check the director s filmography on this site you will see why this film did nt have a chance this would not even be good as a made for tv flick if good intentions made a film great then this film might be one of the greatest films ever made the film has great actors a master director a significant themeat least a wouldbe significant theme undertone of fifties existential worldweariness aerial scenes that ought to have thrilled both senses and imagination and characters about which one might deeply care regrettably the film fails the movie lacks visual interest drama expression of feeling and celebration of the very patriotism that underlines the narrative no actress has been worse used that june allison in this movie yet i enjoy watching it unfortunately this is a bad movie that is just plain bad bad script bad direction and horrible acting make this one plain bad the dialogue sucked the cinematographyif it can be called thatsucked the soundtrack sucked the acting sucked the concert sequences just sucked that was nice that was funny it was so funny overall this movie was cheap trash but this movie is not funny considering the ridiculousness of it i came out of it feeling angry spoilers whatever else can or can not be said about it surface is superbly crafted the cinematography is simply stunning to say the least and the fx are nothing if not stateoftheart conceptually the show offers a little bit of everything and for just about everybody parents kids fantasy andor fx fans and there was nt a single sour note struck actingwise either some surprisingly solid casting here all things considered a job very well done thanks good a movie like this was done and released one of the best mexican movies ever and one of the less understood even by mexican themselves no matter how identified the should have felt with it it ranks highly as a great noircrimedrama incredible performances by belmondo and lino ventura the attention given to every character and complex psychological portrayals detailing loyalty treachery love and hope are tremendous it is an excellent drama an excellent thriller and an excellent film up there with the best of melville everything about this film is simply incredible you truly take this journey through the eyes and soul of a child black water is a thriller that manages to completely transcend it is limitations it is an indie flick by continually subverting expectations to emerge as an intense experience the performances are real and gripping the crocdodile is extremely well done indeed if the black water website is to be believed that is because they used real crocs and the swamp location is fabulous i thoroughly enjoyed it when christopher eccleston took control of the tardis and the continuation of the series i am not sure what he was trying to do with this film if it was to turn my good day feeling into a night of disturbing memories than i guess he succeeded there is a lot of beautiful places it was forced like everything in this movie again lame here s where the movie really pied me off and do not even get me started on the jerky camerawork when i saw it in the theater i thought i was going to be sick summary the witticisms were nt witty the plot well i said i would let that one go the acting was bad really bad even billy bob could not rise above the script which was worse camerawork again bad rating out of an amazing finale to possibly the best trilogy of all time kieslowski never ceases to amaze me he is one of my favourite directors and one of the most talented directors in the history of cinema his use of the colours of the french flag in the three films was nothing short of incredible every shot every scene was like a work of art three of the most visually appealing movies i have ever seen and his subtle connections between the three films are awesome i have to mention this and it is a huge spoiler i loved the ending how all the characters of the three films were the remaining survivors of the ferry disaster with valentine and the young judge together and the old man watching it on her tv solidifying his happiness over the suffering which he dealt with for those many years i could not think of a better way to end the film but a smile on my face great way to wrap up an amazing film and trilogy i recommend this for everyone who loves film movies anythinga work of art out of for both the movie and trilogy i literally vomited while watching this film i think i was one of the people who found this another one of roth s pearls his performance as awarded was stunning the story which was told so eloquently by francis ford coppola years earlier really unfolds gradually and leaves room for the characters to develop in a most wonderful location lies a story of contrast all in all a beautiful directed film from nicola s roeg wih a sublime cast i am translating movies for a living and this is the first movie in my working experience that i found offensive to my intelligence but when someone strives for greatness and poetry but delivers a muddled and often ridiculous story a bunch of disparate scenes pretentious dialogue then you get the worst kind of a movie that some other reviewer very accurately defined as pretentious crap',\n",
       " 'to those who find this movie intelligent or even masterful i can only say it is your intelligence and your imagination you obviously used to try and make some sense of this pitiful attempt it is in our human nature to try and make sense of things',\n",
       " 'one more thing i can tolerate political incorrectness very well i am all for artistic freedom and suspension of disbelief but the slavic female character was just too much',\n",
       " 'this is such a fun and funny movie',\n",
       " 'highly entertaining at all angles',\n",
       " 'it features an outlandish array of memorable psychotic but lovable nuts',\n",
       " 'so for our enjoyment we get to see them run around play games and be dangerous',\n",
       " 'it even has its sweet moments',\n",
       " 'the telephone repair man was really funny and his reactions to the nuts and bitchy boss were truly genuine',\n",
       " 'all the characters in this film are tremendously well played',\n",
       " 'and i really did find them funny',\n",
       " 'this is actually a very smart movie',\n",
       " 'there is a brilliant twist ending',\n",
       " 'i love it the ending is so so perfect you will shed a tear i am so thrilled after seeing a movie like this i will never forget it now it is not just a cult it is a cult classic which has more depth and character than the man underneath it the malta settings are as dry and as barren as the dialogue this movie is terrible the hockey scenes are terrible defensemen playing like they are years old goalies diving at shots that are feet wide of the net etc for those that have nt seen it do not waste your time to call this movie a drama is ridiculous started watching this but did nt believe in any of the characters in particular the relationship between the bakery assistant and the waitress just did nt work for me at all it was a very superficial movie and it gave me the feeling that i was watching play rather than a film the characters were very stagey and the storyline was a lot like a stage farce by the time the pyromaniac waylaid the assistant i was bored and did nt care what happened next and so i switched off glad i did nt pay to see it did nt laugh or even smile once but it was nt anything at all just one big yawn it is a really good show to watch it is very educational for children to years old barney is definitely super de duper is pretty funny babie bop is very cute the kids are very cool too but storm trooper is not even bad enough to make it to the list of wonderfully terrible movies',\n",
       " 'it is just lame',\n",
       " 'the guy who said he is had better dialogue with his potted plants has it right',\n",
       " 'everything about this movie is stupid',\n",
       " 'even if you love bad movies do not watch this movie',\n",
       " 'it is shameful',\n",
       " 'i would give this television series a plus if i could',\n",
       " 'the writers were smack on and i think the best actors and actresses were a bonus to the showthese characters were so real',\n",
       " 'i must say i have taped most of the episodes and i find myself watching them over and over again',\n",
       " 'now you know why i gave it a',\n",
       " 'i do not know exactly what it is about this movie but we latched on to this endearing movie and it has become a special part of our family s memories',\n",
       " 'i totally and absolutely recommend this movie to anyone who likes good wholesome family movies because that is exactly what this is',\n",
       " 'the things that the four kids get themselves into is absolutely hilarious to watch',\n",
       " 'this is one of the best movies out there that shows such strong sibling bond for each other',\n",
       " 'much more interesting more action more suspense and less of the unneeded controversy',\n",
       " 'everything from acting to cinematography was solid',\n",
       " 'definitely worth checking out',\n",
       " 'damian is so talented and versatile in so many ways of writing and portraying different characters on screen',\n",
       " 'this movie has a cutting edge to it',\n",
       " 'i am so pleased to know such a modern day genius is out there letting is passion for art drive him and taking us as an audience with him',\n",
       " 'the new characters were nt all that memorable and i found myself forgetting who was who',\n",
       " 'i felt as though her going to ireland did absolutely nothing whatsoever',\n",
       " 'it did nt make me scared horrified or make me sympathetic towards the characters it was simply annoying',\n",
       " 'the jerky camera movements were also annoying',\n",
       " 'the plot was the same as pretty much every other cheap horror',\n",
       " 'there was a few pathetic attempts to give the characters some depth but it did nt really work into the rest of the plot',\n",
       " 'i guess it was supposed to be clever twist then shed some light on the situation but it was just stupid',\n",
       " 'if you see it you should probably just leave it on the shelf',\n",
       " 'elias koteasjack palance play good roles angelina is hot and gets nakedbilly drago appears in this and is cool as usual a cameo by sven ole thorsen helps make this a very enjoyable movie with good acting and a decent budget',\n",
       " 'this was such an awesome movie that i bought it off of ebay',\n",
       " 'i really loved the story line and the poler bear was kinda cutebut if anyone has a question about fort steele just ask away',\n",
       " 'this totally unfunny movie is so over the top and pathetic and unrealistic that throughout the whole minutes of utter torture i probably looked at my watch about times',\n",
       " 'lucy bell is so much higher than this crap and for her to sink this low is quite depressing',\n",
       " 'all this movie does is make you sick watching all these slackers make excuses for their stupid actions for minutes',\n",
       " 'god and i can never get that minutes back',\n",
       " 'i think the most wonderful parts literally full of wonder are the excerpts from his works',\n",
       " 'the sets especially designed to work with the camera are amazingstylized beautiful and effective',\n",
       " 'they could be used as exemplars for any set designer',\n",
       " 'the stories were powerful explorations of the nature of man and of art',\n",
       " 'after watching this film i wanted to learn more about the works of this artist',\n",
       " 'i highly recommend this movie for anyone interested in art poetry theater politics or japanese history',\n",
       " 'here in the wind and the lion we see a wonderful rendering of america s own imperial age',\n",
       " 'what makes this story different are the terrific production values faultless photography composition and editing the terrific casting the underappreciated brian keith playing a bully teddy and vivid history',\n",
       " 'though the wind and the lion is told largely through the eyes of the son every member of the family can identify with one of the characters whether it be sean connery s noble brigand candace bergen s feisty heroine john huston s wily john hay or steve kanaly s spiffy radiant ruthless cando lieutenant roosevelt s big stick',\n",
       " 'this is high adventure at its best',\n",
       " 'i think it was robert ryans best film because he portrayed someone like my father and he was a schizophrenic in real lifemy father although he never murdered anyone but was affected more so during the second world war which made him worse',\n",
       " 'having to humour him just to get by and get through the day was so apt',\n",
       " 'my mother and brother had to do thiswhen i saw robert ryan portraying this type of man it was a very good imitation of this type of individual and i was impressed',\n",
       " 'almost all of the songs in cover girl are oldfashioned and not very tuneful',\n",
       " 'the most annoying thing about cover girl is the way in which rita hayworth is put up on a pedestal',\n",
       " 'unfortunately cover girl is an example of how hollywood used to exploit women for financial gain',\n",
       " 'nonlinear narration thus many flashbacks and every part are articulated quite well',\n",
       " 'the good cinematography also makes her and monica bellucci look very beautiful',\n",
       " 'a good commentary of today s love and undoubtedly a film worth seeing',\n",
       " 'for people who are first timers in film making i think they did an excellent job',\n",
       " 'it was very popular when i was in the cinema a good house and very good reactions and plenty of laughs',\n",
       " 'it is a feelgood film and that is how i felt when i came out of the cinema',\n",
       " 'it has northern humour and positive about the community it represents',\n",
       " 'i rather enjoyed it',\n",
       " 'i liked it',\n",
       " 'i could not take them seriously',\n",
       " 'it really created a unique feeling though',\n",
       " 'vivian schilling did an excellent job with the script',\n",
       " 'a world better than of the garbage in the theatres today',\n",
       " 'her role was played well',\n",
       " 'not too screamy not to masculine but just right',\n",
       " 'the camera really likes her in this movie',\n",
       " 'i would have casted her in that role after ready the script',\n",
       " 'as a european the movie is a nice throwback to my time as a student in the s and the experiences i had living abroad and interacting with other nationalities although the circumstances were slightly different',\n",
       " 'i am a fan of his this movie sucked really bad',\n",
       " 'even worse than ticker',\n",
       " 'that movie was bad',\n",
       " 'only like or buildings used a couple of locations maybe poor hummh',\n",
       " 'it just blew',\n",
       " 'this movie is excellentangel is beautiful and scamp is adorablehis little yelps when hes scaredand the funniest parts are whenscamp is caught under the curtain and when angel and scamp are singing ive never had this feeling before i totally recommend this movieits coming out on special edition on june cover has scamp on a garbage can and angel underneath the lid',\n",
       " 'i just cant explain this movie more than romanticcharminghilariousand adorablethe junkyard scenes are funnyall the junkyard dogs have something specialtoo funny i laughedkids will love itbuy it when it comes outit has new features',\n",
       " 'now we were chosen to be tortured with this disgusting piece of blatant american propaganda',\n",
       " 'this show is made for americans it is too stupid and full with hatred and clichés to be admitted elsewhere',\n",
       " 'almost everyone involved must be return to school acting is utterly predictable and bad script is pile of garbage all round',\n",
       " 'i wish i could enter negative values admins',\n",
       " 'the sets are so bad they would nt look out of place on a thunderbirds episode',\n",
       " 'the use of slowmotion needlessly repeats itself throughout the movie but is well backed up by bad acting and bad is a kind word here no continuity scenes that are thrown in for no reason whatsoever vehicles that looked like they were made from a corn flakes box and a directorial style that bordered on stupidity',\n",
       " 'oh yeah and the storyline was pathetic too',\n",
       " 'i hate writing bad reviews about films especially those in which i really like the star but this film is so bad i do not believe for one second that anyone could have been proud of it',\n",
       " 'i am not a filmmaker nor am i a director but i would hide my head in the sand if i would spent whatever amount of money and time on this movie',\n",
       " 'in short this was a monumental waste of time and energy and i would not recommend anyone to ever see this film',\n",
       " 'it came free with a dvd player i bought but i still turned the thing off halfway through because i was embarrassed for howell',\n",
       " 'and only because there is no setting for',\n",
       " 'an interesting premise and billy drago is always good as a dangerous nutbag side note i would love to see drago stephen mchattie and lance hendrikson in a flick together talk about raging cheekbones',\n",
       " 'the soundtrack was nt terrible either',\n",
       " 'but the actingeven that of such professionals as drago and debbie rochonwas terrible the directing worse perhaps contributory to the former the dialog chimplike and the camera work barely tolerable',\n",
       " 'still it was the sets that got a big on my oyvey scale',\n",
       " 'yes i am simplifying things here for the sake of brevity for this really is at the core of the problems with this film it has too much going on without any real fulfilling explanation',\n",
       " 'both do good jobs and are quite amusing',\n",
       " 'but the convoluted plot just did nt convince me and much of the film was watched with a weird questioning glance',\n",
       " 'i let my girlfriend talk me into seeing this bad idea we both hated it',\n",
       " 'the last minutes of movie are also not bad as well',\n",
       " 'bela lugosi was totally extraneous intoning odd lines',\n",
       " 'the acting was decidely wooden though no worse than a period universal b movie',\n",
       " 'i like armand assante my cable company s summary sounded interesting so i watched it twice already and probably will again',\n",
       " 'i believe the screenwriter did a good job of tying up the loose ends',\n",
       " 'my score is mostly for the plot',\n",
       " 'i will not say any more i do not like spoilers so i do not want to be one but i believe this film is worth your time',\n",
       " 'wow what a bad film',\n",
       " 'not frightening in the least and barely comprehensible',\n",
       " 'the plot does nt hang together at all and the acting is absolutely appalling',\n",
       " 'not even good for camp value',\n",
       " 'i was nt expecting oscar material but this',\n",
       " 'you would have to have the iq of particularly stupid mollusk not to see that one coming',\n",
       " 'this film and i use that word loosely is an insult to the moviegoing public',\n",
       " 'if only someone involved with it knew how to string together narrative',\n",
       " 'this gets a out of simply because there s nothing lower',\n",
       " 'this is one i did not have but i watched it recently on fox movie channel and was very disappointed',\n",
       " 'i know he was a contract player with little control over his scripts but the acting was as bad as the script',\n",
       " 'victor mclaglen was even bad and brian donlevy was almost unrecognizable',\n",
       " 'considering the relations off screen between taylor and stanwyck it was surprising how little chemistry there was on screen between the two of them',\n",
       " 'but the premise of the film was so ridiculous that the president of the us',\n",
       " 'the death row scenes were entirely unmoving',\n",
       " 'the only thing worse than taylor s acting was stanwyck s singing',\n",
       " 'whatever the producer was going for he missed entirely',\n",
       " 'i was deeply impressed with the character he played',\n",
       " 'i knew when i saw the film that more great things were to come from this gifted actor',\n",
       " 'a cheap and cheerless heist movie with poor characterisation lots of underbite style stoic emoting think chow yun fat in a better tomorrow and some cheesy clichés thrown into an abandoned factory ready for a few poorly executed flying judo rolls a la john woo',\n",
       " 'even the squibs look awful',\n",
       " 'at no point in the proceedings does it look remotely like america',\n",
       " 'the plot such as it is is so derivative and predictable that the ending is like a mercy killing',\n",
       " 'the awful dialogue and hopeless overacting by everyone who gets shot top off a real waste of space and time',\n",
       " 'i was very uneasy with how bad this movie was but not scared at all',\n",
       " 'the dialogue is composed of things that make little sense',\n",
       " 'about minutes of footage is wasted to show mediocre elderly actors awkwardly babbling overwrought pseudosatanic gibberish corny enough to make a teen goth blush almost always in olde english and sometimes in latin that may or may not be made up words',\n",
       " 'the directing is sloppy at best',\n",
       " 'hackneyed writing certainly but made even worse by the bad directing',\n",
       " 'of course the acting is blah',\n",
       " 'the acting by the whole cast could be put on a scale and balanced perfectly between overacting and underacting',\n",
       " 'and finally after all that we get to an ending that would have been great had it been handled by competent people and not jerry falwell',\n",
       " 'i loved this movie it was a great portrayal of a family who had it is share of ups and down but in the end they knew that special love they had for each other',\n",
       " 'i have seen many movies starring jaclyn smith but my god this was one of her best though it came out years ago',\n",
       " 'this movie contained an allstar cast and what i loved the most was that it opened my eyes to see other actors who i have nt seen before',\n",
       " 'this movie was kind of long in length but i enjoyed every minute of it',\n",
       " 'overall i rate this movie a out of a scale',\n",
       " 'lifetime does not air it enough so if anyone knows what store sells it let me know because this is a musthave',\n",
       " 'i particularly remember my senses being assaulted by strident cords of music that would blare out with very little warning and even less meaning',\n",
       " 'it is just the sort of pap that is screened in the afternoon to punish the unemployed for not having jobs',\n",
       " 'totally different with loads of understatement and black comedy this is a film few get to see but those who do will remember it',\n",
       " 'this movie creates its own universe and is fascinating in every way',\n",
       " 'but this movie really got to me',\n",
       " 'see it',\n",
       " 'i really hope the team behind this movie makes more movies and that they will continue to do so in their own some kinda weird style',\n",
       " 'and i forgot the casting here i superb with trond fausa aurvåg being perfect in the role as the bothersome man who does nt understand where he is what he is doing and why',\n",
       " 'this movie is a good and humorous comment on life in',\n",
       " 'i found this move beautiful enjoyable and uplifting',\n",
       " 'initially the local sites in the film which was filmed here in buffalo intrigued me',\n",
       " 'later i found myself lost in the power of the film',\n",
       " 'the entire audience applauded at the conclusion of the film',\n",
       " 'i left the theater with a lilt in my step joy in my heart and hope for the human race',\n",
       " 'duris has a wholesome appearance and gives a fine performance',\n",
       " 'the rest of the cast also play well',\n",
       " 'cinematography noteworthy including fine views of barcelona and its famed gaudi towers',\n",
       " 'about ten minutes into this film i started having second thoughts',\n",
       " 'about half way through this film i started to dislike it',\n",
       " 'by the time the film ended i not only disliked it i despised it',\n",
       " 'what this film lacks is a convincing script',\n",
       " 'the script looks as if only a rough draft was written and shooting began before a finished script was completed',\n",
       " 'things happen characters personalities change plot twists occur for no real reason other than that script calls for it',\n",
       " 'the cast is good',\n",
       " 'for that it is worth checking out',\n",
       " 'this is probably the most irritating show i have ever seen in my entire life',\n",
       " 'it is indescribably the most annoying and idiotic show i have ever seen',\n",
       " 'everything about it is just bad',\n",
       " 'i could not understand what kind of idiot would produce this mess in the first place not to mention several season',\n",
       " 'the script is bad very bad it contains both cheesiness and unethical joke that you normally see in rated r or movie',\n",
       " 'the casting is also horrible cause all you see is a really really bad actors period',\n",
       " 'final word this show is a real torture',\n",
       " 'it is zillion times away from reality',\n",
       " 'watching washing machine twirling around would nt hurt your eyes as much as this show',\n",
       " 'rating grade z note the show is so bad that even mother of the cast pull her daughter out of the show',\n",
       " 'century fox s road house is not only quite a silly noir but is an implausible unmitigated bore of a movie',\n",
       " 'full of unconvincing cardboard characters it is blandly written by edward chodorov who also produced and is surprisingly directed by jean negulesco from whom one would expect a great deal more',\n",
       " 'from here on the widmark character turns unintentionally comical',\n",
       " 'his losing his marbles so early in the proceedings is totally implausible and unconvincing',\n",
       " 'and if that is nt enough of a mess of a movie for you the picture is also marred with a constant use of studio sets and indoor exteriors',\n",
       " 'whatever prompted such a documentary is beyond me',\n",
       " 'very serious spoilers this movie was a huge disappointment',\n",
       " 'there are so many problems i dont know where to start',\n",
       " 'the cast was great',\n",
       " 'steve martin delivers a really funny performance of a middleaged upper class uptight white guy',\n",
       " 'add betty white and jean smart and you have a great cast everyone played their parts really well',\n",
       " 'but the movie makes a lot of serious mistakes',\n",
       " 'first of all there are enough racial stereotypes and racial jokes to offend everyone',\n",
       " 'the movie is littered with overt racial slurs towards the black cast members and in return the whites are depicted as morons and boobs',\n",
       " 'putting the race card aside lets look at the major flaw in the film they destroy latifa s character',\n",
       " 'there is no real plot',\n",
       " 'i wouldnt see this movie again for free',\n",
       " 'steamboat willie is an amazingly important film to our cinema history',\n",
       " 'this second appearance of mickey mouse following the silent plane crazy earlier that year is probably his most famous filmmostly because it was so groundbreaking',\n",
       " 'while you do not yet hear mickey speak there are tons of sound effects and music throughout the filmsomething we take for granted now but which was a huge crowd pleaser in',\n",
       " 'however after seeing the short again after about years i was amazed at how timeless the film actually is',\n",
       " 'it is just adorable seeing mickey playing turkey in the straw in a highly imaginative if occasionally cruel way',\n",
       " 'clever and a real crowdpleaserthis film still ranks among mickey s best films even after wonderful years',\n",
       " 'the bipolarity of the ruthless thug one minute a ruthless killer the next minute a luv s diaper commercial is completely unconvincing',\n",
       " 'i am terribly disappointed that this film would receive so many awards and accolades especially when there are far more deserving works of film out there',\n",
       " 'the original body and soul is a masterpiece',\n",
       " 'john garfield ann revere lilli plmer william conrad canada leeand filmed by one of the greatest cinematographers to ever grace the screenjames wong howe',\n",
       " 'i do not think there are any redeeming qualities in this remake',\n",
       " 'this may be the only bad film he ever made',\n",
       " 'so badwellit is just bad',\n",
       " 'this movie is a solid example of a bad plot and a very very bad idea all the way',\n",
       " 'it is a shame to see good actors like thomerson and james make a living in a mess like this',\n",
       " 'i thought it was bad',\n",
       " 'both films are terrible but to the credit of the version it was watchable',\n",
       " 'let s start with all the acting especially from the lead professor was very very bad',\n",
       " 'the script is a big flawed mess',\n",
       " 'the best example of how dumb the writing is when it is established that you can turn the zombiestudents back into humans by removing a necklace containing a piece of the meteorite',\n",
       " 'director paul matthews who also wrotedirected the weak monster movie grim clearly does nt know how to pace his films',\n",
       " 'the movie is terribly boring in places',\n",
       " 'the lighting is awful',\n",
       " 'the film looks cheap and bland',\n",
       " 'one of the most disappointing aspects is the lack of notable gore',\n",
       " 'this convention never worked well in the past and certainly does nt work here',\n",
       " 'the visual effects were awful',\n",
       " 'the cg opening sequence in space looked like it could have been created on microsoft slideshow for god s sake',\n",
       " 'the explosion of the gas tanks at the end was just as awful',\n",
       " 'okay i like to consider myself a fair critic so i will give credit where credit is duethe creature effects were actually pretty cool',\n",
       " 'got ta love those closeups of slimy drooling teeth',\n",
       " 'to sum the film up breeders is a terrible cheaply made horror movie that should be avoided like the ebola virus',\n",
       " 'not recommended',\n",
       " 'he is almost unbearable to watch on screen he has little to no charisma and terrible comedic timing',\n",
       " 'aside from it is terrible lead this film has loads of other debits',\n",
       " 'i understand that it is supposed to be a cheap popcorn comedy but that does nt mean that it has to completely insult our intelligence and have writing so incredibly hackneyed that it borders on offensive',\n",
       " 'lewis black s considerable talent is wasted here too as he is at his most incendiary when he is unrestrained which the rating certainly will not allow',\n",
       " 'the film s sole bright spot was jonah hill who will look almost unrecognizable to fans of the recent superbad due to the amount of weight he lost in the interim',\n",
       " 'with the originality and freshness of the first movie now spent this remake had little else to offer',\n",
       " 'the budget was evidently very limited',\n",
       " 'this was reflected not only in the cast but also in the belowpar script which borrowed much from the earlier classic',\n",
       " 'however here there was no decent acting action or location work to balance things up',\n",
       " 'filmiing was less expansive',\n",
       " 'it failed to convey the broad sweep of landscapes that were a great part of the original',\n",
       " 'generally it just lacked imagination',\n",
       " 'not recommended',\n",
       " 'is it possible for a movie to get any worse than this',\n",
       " 'there is no plot here to keep you going in the first place',\n",
       " 'even when the women finally show up there is no sign of improvement the most expected things happen and by the time the film is over you might be far asleep',\n",
       " 'beware this is not a trashy cult movie this is trash period',\n",
       " 'i can not believe there s even a sequel to this',\n",
       " 'which is precisely why i am giving it such a bad review',\n",
       " 'being a s child i truly enjoyed this show and i can proudly say that i enjoyed it big time and even more than the classical wb cartoons',\n",
       " 'but tiny toons kept the s vibe and delivered one of the most popular funny and underrated cartoons ever created',\n",
       " 'the memories are murky but i can only say that i enjoyed every single episode and product related to the show',\n",
       " 'easily none other cartoon made me laugh in a tender way before getting into dark sitcoms oriented for teenagers',\n",
       " 'the characters were all funny and had the peculiarity of not having a true lead character',\n",
       " 'every single character was hilarious and deserved to be called a lead',\n",
       " 'every element of this story was so over the top excessively phony and contrived that it was painful to sit through',\n",
       " 'her lines seem to have been written by a fifteen year old though they are trying oh so so hard to sound like how a fifteen year old would really um you know well talk',\n",
       " 'perabo has a nice energy level and is obviously very comfortable in front of a camera',\n",
       " 'there is simply no excuse for something this poorly done',\n",
       " 'i saw this movie and i thought this is a stupid movie',\n",
       " 'what is even more stupid is that who had thought an idea that there should be a volcano in los angeles',\n",
       " 'to be honest with you this is unbelievable nonsense and very foolish',\n",
       " 'in conclusion i will not bother with this movie because a volcano in los angeles is nothing but nonsense',\n",
       " 'the story line is just awful',\n",
       " 'it is just painful',\n",
       " 'and the accents are absolutely abysmal',\n",
       " 'there s also enough hypocrisy in this film to make me vomit',\n",
       " 'do not waste your time watching this rubbish nonresearched film',\n",
       " 'i believe that pitch black was done well',\n",
       " 'the characters are interesting and you want to find out more about them the longer the movie goes on and i think people will be surprised by who does and does nt make it',\n",
       " 'go watch it',\n",
       " 'omit watching this',\n",
       " 'very funny',\n",
       " 'my rating just out of',\n",
       " 'the characters are interesting and you really care for them',\n",
       " 'an instant classic with a great soundtrack and a catchy song during the ending credits',\n",
       " 'do not miss it',\n",
       " 'this is a masterful piece of filmmaking with many themes simmering and occasionally boiling over in this warts and all study of the poet s bohemian selfindulgent wartime years that span the aerial bombardments of london and the outward tranquillity of a welsh coastal retreat the borderlines between friendship lust and love dedication to art and experience versus practical concerns jealousy rivalry cowardice and egotism versus heroism and selfsacrifice and more',\n",
       " 'a mature subtle script that suggests and occasionally brings into dramatic focus the underlying tensions is well served by perfect performances apart from the odd inappropriate smiling that keira knightley is prone to though perhaps under direction this time as the other characters themselves often mention it',\n",
       " 'but above all the exquisite visual composition of each moment with inventive and elegant use of closeup camera angle and lighting including pointillistic faux home movie footage is a wonder and joy to behold',\n",
       " 'it is as continuously beautiful to look at as a bertolucci but the relationships here are more convincing and the narrative more engaging than some of that master s work',\n",
       " 'the basic premise is wasted since it is sidelined by the inexplicable focus on the documentary crew',\n",
       " 'regardless the film fails on most levels',\n",
       " 'avoid at all costs',\n",
       " 'i saw this film over christmas and what a great film it was',\n",
       " 'i thought errol flynn was brilliant as custer and has since become my favourite actor',\n",
       " 'his acting alongside olivia de havilland was brilliant and the ending was fantastic',\n",
       " 'i had always known that errol flynn was a brilliant actor as he was my dads favourite actor and i grew up watching his films as a child',\n",
       " 'but it was nt until i watched this film that i realised how great he actually was',\n",
       " 'i will give this film out of',\n",
       " 'i know that jim oconnor was very energetic and that nobody could be as much as him but george was well dull',\n",
       " 'he really did nt seem to want to be hosting his voiceovers were monotonous did nt get involved with the guests',\n",
       " 'lovely little thriller from hitchcock with lots of nice shenanigans surrounding a murdered spy a kidnapped child a nasty church a foreign plot and some random taxidermists',\n",
       " 'jimmy stewart is as ever a great hero for hitchcock the story rips along to its cool climax at an embassy function but it lacks the brooding menace of hitchcock s black and white lowbudget original',\n",
       " 'nevertheless yet another wonderful film from the great master s stable',\n",
       " 'i have to say that this film was excellently produced and tops the ratings as a typical sci fi film',\n",
       " 'excellently produced by one of scifi s best producers scot vandiver',\n",
       " 'but it is entertaining nonetheless',\n",
       " 'it is a campy sort of film that is a joy to watch',\n",
       " 'there s barely a boring moment in the film and there are plenty of humorous parts',\n",
       " 'the cast is always entertaining as usual',\n",
       " 'overall a delight',\n",
       " 'this movie is so mindbendingly awful it could not have even been created',\n",
       " 'the film lacks any real scares or tension some of the medical terminology used throughout is a bit iffy to say the least i say that as an insulin dependant diabetic myself',\n",
       " 'the least said about the acting the better',\n",
       " 'this movie does an excellent job of revealing the complexity of the task and the incredible challenges facing south africa',\n",
       " 'i believe every one should see this movie as i think few people outside of south africa understand its past and what is being attempted in the truth and reconciliation process',\n",
       " 'nothing short of magnificent photographycinematography in this film',\n",
       " 'the acting is fantastic the stories are seamlessly woven together and the dogs are splendid a must rent view or see',\n",
       " 'do not be afraid of subtitles its worth a little aversion therapy',\n",
       " 'excellent performance',\n",
       " 'there still are good actors around',\n",
       " 'also great directing and photography',\n",
       " 'very true to shakespear and a must for all shakespear fans',\n",
       " 'macbeth jason connery moved me to tears with his final monolog out brief candle outhe gave the sphere of moral decay and dark forces a human face which makes it the more interesting',\n",
       " 'helen baxendale is a very credible lady macbeth who can be very cheerfull at times and sometimes she just looks like a naughty girl but deadly in her taste for blood and evil',\n",
       " 'if you love death and decay and shakespears lyrics this is the one',\n",
       " 'this is a witty and delightful adaptation of the dr seuss book brilliantly animated by upa s finest and thoroughly deserving of its academy award',\n",
       " 'special mention should be made of the superb music score and sound effects which are an integral element in helping to make this such a memorable and enjoyable cartoon',\n",
       " 'however paul schrader has indeed made a film about mishima that is both superb complex',\n",
       " 'also notable is john bailey s fine crisp beautifully colored cinematography and the great production design costumes by eiko ishioka who went on to do the memorable costumes for coppola s dracula for which she received a well deserved oscar',\n",
       " 'even allowing for poor production values for the time and the format some kind of miniseries this is baaaaaad',\n",
       " 'unless you are just out to visually collect all extant films of austen s work you can skip this one',\n",
       " 'if you do watch it however there are small consolations the actresses playing anne s sisters each do a wonderful job with their roles',\n",
       " 'it is not good',\n",
       " 'speaking of the music it is unbearably predictably and kitchy',\n",
       " 'then the film just dropped the ball',\n",
       " 'this is a stunning movie',\n",
       " 'raw and sublimely moving',\n",
       " 'it felt like a very gripping intelligent stage play but without the overly theatrical feeling one actually gets from watching people on a stage which plays on everyone s terror of a white lie escalating to monstrous consequences',\n",
       " 'all of the main players are mesmerising',\n",
       " 'tom wilkinson broke my heart at the end and everyone else s judging by the amount of fumbling for hankies and hands going up to faces among males and females alike',\n",
       " 'julian fellowes has triumphed again',\n",
       " 'he is a national treasure',\n",
       " 'go and see it',\n",
       " 'this is an excellent film',\n",
       " 'the aerial scenes were welldone',\n",
       " 'it was also the right balance of war and love',\n",
       " 'the film gives meaning to the phrase never in the history of human conflict has so much been owed by so many to so few',\n",
       " 'kris kristoffersen is good in this movie and really makes a difference',\n",
       " 'a good film by a great director',\n",
       " 'this is definitely one of the better documentaries i have seen looking at family relationships and marriage',\n",
       " 'there are many continuity errors one other user commented on different cars in the garage joe s glassesthe one that got to me the most was the fact joe s facial hair configuration seemed to change from scene to scene',\n",
       " 'this is just a great movie',\n",
       " 'out of stars',\n",
       " 'i can not see how this movie can be an inspiration to anyone to come out or overcome fear and rejection',\n",
       " 'it is so bad it is actually worth seeing just for that reason',\n",
       " 'punishment park is a brilliant piece of cinema',\n",
       " 'shot in the southern california desert using his patent faux documentary style watkins creates a film like no other',\n",
       " 'this is one of peter watkins most accessible films',\n",
       " 'i advise you to look out for it',\n",
       " 'you wont regret it',\n",
       " 'highly recommended a',\n",
       " 'well just if you keep thinking how bad it is',\n",
       " 'it is a mediocre miserable hollow laughable and predictable piece of garbage',\n",
       " 'it is a case of so bad it is laughable',\n",
       " 'very bad performance plays angela bennett a computer expert who is at home all the time',\n",
       " 'it is a film about nothing just a pretext to show ridiculous action scenes',\n",
       " 'how awful she is',\n",
       " 'but she is still a bad actress repeating her robotic face moves in each of her pictures',\n",
       " 'the results well are a shame',\n",
       " 'delete this film from your mind',\n",
       " 'one of the worst shows of all time',\n",
       " 'the show would begin with smart ass ed comments to each other that would be totally off the wall and uncalled for',\n",
       " 'the fat computer geek was unbelievable the bible thumper the badass girl who are these actors',\n",
       " 'never heard of any of them except cole who was totally unbelievable in the part',\n",
       " 'every time he opened his mouth you expect to hear you see kids pulling the plug was a mercy killing for this horrible show',\n",
       " 'the stories were as unbelievable as the actors',\n",
       " 'lame would be the best way to describe it',\n",
       " 'stanwyck and morgan are perfectly cast in what is in many ways a modern equivalent of dickens christmas carol in its sensibility',\n",
       " 'the success of the film depends on the casting of sydney greenstreet as the alexander yardley character',\n",
       " 'the attractive set used throughout most of the film is an eyepleasing gem',\n",
       " 'im big fan of rpg games too but this movie its a disgrace to any selfrespecting rpger there is',\n",
       " 'the lines the cuts the audio everything is wrong',\n",
       " 'you can find better movies at youtube',\n",
       " 'top line do not waste your time and money on this one its as bad as it comes',\n",
       " 'a lassie movie which should have been put to sleep forever',\n",
       " 'that is how i would describe this painfully dreary timewaster of a film',\n",
       " 'so mediocre in every aspect that it just becomes a dull uninteresting mess this is one of the most forgettable movies i have seen',\n",
       " 'it is nt even an achievement as a sobadit isgood or sobadit ismemorable movie',\n",
       " 'it is an empty hollow shell of a movie',\n",
       " 'seriously it is not worth wasting your or your kid s time on',\n",
       " 'avoid avoid avoid',\n",
       " 'it will drive you barking mad',\n",
       " 'the transfers are very good',\n",
       " 'very nice and relaxing late night viewing',\n",
       " 'the movie is full of wonderful dancing hence the title',\n",
       " 'some great music and terrific scenery',\n",
       " 'it handles some tough issues with dignity and grace and of course has shocking spoiler here',\n",
       " 'a happy wonderful feel good ending',\n",
       " 'the point is the journey a journey that touches every member of the family',\n",
       " 'it is one of the movies i need to see whenever it comes on tvnever mind the fact that i already have it memorized',\n",
       " 'nothing new there',\n",
       " 'that was done in the second movie',\n",
       " 'the movie has almost no action scenes in it and very little comedy',\n",
       " 'the plot has more holes than a pair of fishnet stockings and the direction and editing is astonishingly ham fisted',\n",
       " 'what on earth is irons doing in this film',\n",
       " 'i just saw this film and i recommend it',\n",
       " 'it has a very good plot it holds your complete attention the acting is superb tom wilkinson was fantastic and emily watson was also very good',\n",
       " 'a very good film indeed about great and unconditional love',\n",
       " 'tom wilkinson s character is a man who is not prepared for the ordeal that is about to begin but he takes the matter in hand as the story progresses and this great actor gives a performance that makes you feel the character s anguish and suffering',\n",
       " 'emily watson s character is very strong and she has only to give a quick glance and you understand everything',\n",
       " 'despite the pans of reviewers i liked this movie',\n",
       " 'in fact i liked it better than interview with a vampire and i liked this lestat stuart townsend better than cruise s attempt',\n",
       " 'aailiyah was pretty good as akasha in places compelling her first entrance and mini dance scene',\n",
       " 'i am a big fan of this series mostly due to anne rice s style sensitivities and treatments',\n",
       " 'i guess i liked the details of his dysfunctionhe was believable',\n",
       " 'the football scenes at the end were perplexing',\n",
       " 'but i thought his acting was skilled',\n",
       " 'meredith m was better than all right',\n",
       " 'a very charming film with wonderful sentiment and heart',\n",
       " 'it is rare when a filmmaker takes the time to tell a worthy moral tale with care and love that does nt fall into the trap of being overly syrupy or over indulgent',\n",
       " 'nine out of ten for a truly lovely film',\n",
       " 'this early film from future goremeister lucio fulci is a very good addition to the giallo subgenre',\n",
       " 'this is one of the best italian thrillers of the early s',\n",
       " 'a standout scene',\n",
       " 'this scene is very strong and unpleasant',\n",
       " 'technically the film is well made with impressive camerawork solid acting and effective music from riz ortolani particularly good is a recurring unaccompanied female vocal that sounds like it is coming from a distant hill',\n",
       " 'it is still wild stuff though and is highly recommended to fans of giallo cinema',\n",
       " 'the movie was very interesting from beginning to the end',\n",
       " 'i liked the way dustin hoffman s character was ready to do just about everything to stay with his son',\n",
       " 'this movie is also revealing',\n",
       " 'personally i think it shows that people should learn to find a compromise them self without involving other people into issue',\n",
       " 'and it was boring',\n",
       " 'i am so tired of clichés that is just lazy writing and here they come in thick and fast',\n",
       " 'ps the only scene in the movie that was cool is when the central character finds her room blown up',\n",
       " 'it is a fresh subtle and rather sublime effect',\n",
       " 'an italian reviewer called this a small great film and that is right',\n",
       " 'all the actors give a wonderful performance especially jennifer rubin as jamie harris who changes from the nervous starlet in the beginning through the strange events she is part of to the cool star',\n",
       " 'you learn a lot about the real inside emotions of people in this movie and a lot about the movie business itself',\n",
       " 'the movie in movie situations in the beginning and through the game that is played with her by the acting coach are fascinating',\n",
       " 'also the music by mark snow is possibly the best score i have ever heard',\n",
       " 'you will not forget this movie',\n",
       " 'why was this film made',\n",
       " 'the film has an ultracheap look to it',\n",
       " 'the result is a film that just do not look right',\n",
       " 'none of them are engaging or exciting',\n",
       " 'the plot is nonsense that does nt interest in the slightest way or have any uniqueness to it',\n",
       " 'the foreigner is not worth one second of your time',\n",
       " 'i saw it as a child on tv back in when it was the stranger and i loved it',\n",
       " 'but the duet between the astronaut and his doctor at the beginning of the movie is a perfect exchange if one considers that this movie was made well into the cold war and the astronaut s biggest fear is that he has crashed in the ussr',\n",
       " 'this movie is so awesome',\n",
       " 'i loved it it was really scary',\n",
       " 'i love the scream movies and all horror movies and this one ranks way up there',\n",
       " 'if you want a real scare rent this one',\n",
       " '',\n",
       " 'this is an extraordinary film',\n",
       " 'as a courtroom drama it is compelling as an indictment on the american justice system it is frightening',\n",
       " 'this film highlights the fundamental flaws of the legal process that it is not about discovering guilt or innocence but rather is about who presents better in court',\n",
       " 'the film is well paced understated and one of the best courtroom documentaries i have seen',\n",
       " 'this mostly routine factbased tv drama gets a boost from the fine performance by cole',\n",
       " 'predictable but not a bad watch',\n",
       " 'it was clear that she had the range and ability to pull off this part',\n",
       " 'she carries the movie well',\n",
       " 'constantine gives everything the right intensity and seems to have a good understanding of the underlying psychological motivations',\n",
       " 'it is wonderful and inspiring to watch and i hope that it gets released again on to video or dvd',\n",
       " 'how this piece of trash was ever released is beyond me the acting the story the characters the supposedly special effects etcit is all wrong',\n",
       " 'in fact this stinker smells like a directtovideo release',\n",
       " 'avoid at all costs',\n",
       " 'star trek v the final frontier is the worst in the series',\n",
       " 'the acting from all involved and that includes those like shatner and nimoy is bad and washed out and making them seem as old as they look in real life the special effects are tacky like when spock has to rescue kirk on a jet pack when he falls down from a mountain',\n",
       " 'the attempts at humor were pitiful and story is so awful it dose nt bear thinking about which basically involves a vulcan stealing the enterprise to find god seriously i just did nt care about any of this film and oh not to mention uhura does a belly dance to distract male guards',\n",
       " 'the only place good for this film is in the garbage',\n",
       " 'the worst one of the series',\n",
       " 'editing the editing of this film was phenomenal in my opinion',\n",
       " 'when a song could explain the emotions of the subjects better such as when jay adams unfortunate life was a subject of talk the song old man by neil young was played which evokes many emotions',\n",
       " 'cinematography the film was shot in an interesting way',\n",
       " 'of course the footage from the was grainy but that only enhanced the film',\n",
       " 'this film offers many delights and surprises',\n",
       " 'when achille and philippa beautifully sing a duet from don giovanni that perfectly describes their situation in the movie you appreciate the subtle layers of this excellent film',\n",
       " 'the story unfolds in century jutland and the use of period music played on period instruments is just one more fine touch',\n",
       " 'you share general loewenhielm s exquisite joy in his partaking of the cailles en sarcophage even though you are just watching a movie but you do wish for just a small sample to savor',\n",
       " 'but this understated film leaves a lasting impression',\n",
       " 'the warmth it generates is in contrast to its austere backdrop',\n",
       " 'you will leave the theater wanting to go out and dance under the stars',\n",
       " 'the acting as you would expect from this cast is top notch',\n",
       " 'the characters are fleshed out surprisingly well particularly grimes and blake and all the actors deliver their sharply scripted lines with just the right amount of deadpan tongue in cheek to make the dialogue both hilarious and realistic',\n",
       " 'angus scrimm also turns in a good performance in a somewhat brief but memorable role as the gently menacing violinplaying anatomist doctor quinn',\n",
       " 'conclusion i loved it',\n",
       " 'it is a long time since i was so entertained by a movie',\n",
       " 'i struggle to find anything bad to say about it',\n",
       " 'mark my words this is one of those cult films like evil dead or phantasm that people will still be discovering and falling in love with years down the line',\n",
       " 'it is pretty surprising that this wonderful film was made in as hollywood generally had its collective heads in the sand concerning black and white issues at that time',\n",
       " 'the film deserves strong kudos for taking this stand for having exceptional acting from its mostly lesserknown cast and for the superintelligent script that does nt insult the audience or take the easy way out when it comes to white racism',\n",
       " 'plus with the movie s rather modest budget and fast running time it does an amazing job',\n",
       " 'juano hernandez an exceptional actor who played supporting roles in many films of the era is a proud black man who is accused of murdering a white man in the south',\n",
       " 'trumbull on i love lucy',\n",
       " 'see it with your kids if you have a chanceit will open up some amazing dialog about how far race relations have come in the last years',\n",
       " 'see both films if you can',\n",
       " 'it was that year however that reminded us that huston was still at the top of his game as evinced by his faithful adaptation of james joyce s acclaimed novella the dead',\n",
       " 'feelings thoughtsgabriel s discomfort during the danceall these intangibles leap to life and come within the viewer s grasp in huston s portrayal',\n",
       " 'very disappointed and wondered how it could be in the oscar shortlist',\n",
       " 'it is very slow',\n",
       " 'lot of holes in the plot there s nothing about how he became the emperor nothing about where he spend years between his childhood and mature age',\n",
       " 'do not waste your time',\n",
       " 'end of days is one of the worst bigbudget action movies i have ever seen',\n",
       " 'he surely does nt know how to make a coherent action movie from the screenwriter of air force one who was only obliged to write the script just for a big sum of money',\n",
       " 'this was one of the worst films i have ever seen',\n",
       " 'i am still trying to get over how bad it was',\n",
       " 'this movie is possibly one of the most creative works of horror ever',\n",
       " 'it has everything you could want suspense drama comedy confusing subplots native americans brain eating if you are looking for the beall endall of brainsucking movies look no further',\n",
       " 'with great sound effects and impressive special effects i can not recommend this movie enough call me a nut but i think this is one of the best movies ever great character actors telly savalas and peter boyle hour minutes of sheer tedium melodrama and horrible acting a mess of a script and a sinking feeling of good lord what were they thinking lots of holes in the script it is like a bad two hour tv movie now imagine that every single one of those decisions was made wrong the dialogue is atrocious the acting is beyond abysmal everything stinks trouble is the writing and directing make it impossible to establish those things that make a movie watchable like character story theme and so on worse there s an incredibly weak subplot thrown in that follows a little band of latterday mansonites as they go after a reporter who s working on a story on the anniversary of the killings it is dumb and pointless and a complete waste of time in short do not bother with this movie i will not spoil it but the ending in pretty amazing the best scene in the movie is at the end but i will not spoil it if there was ever an indication of a writer and a director s ability to meld two highly volatile temperaments into a seamless union of creativity then this is it the result is a powerhouse achievement made more timely now perhaps because of our culture s disturbing fascination with celebrity and it is distorted interpretations of fame a film not easily forgotten but kevin spacey is an excellent verbal tsunami as buddy ackerman and totally believable because he is a great actor the scripting of the subtle comedy is unmatched by any movie in recent years the characters are interesting even if a bit predictable highly recommended for all ages although the younger set will probably not appreciate some of the more subtle references they will certainly appreciate one galley scene in particular great movie also the story and acting were weak at around pm i bought it at around i started to watch at around i fast forwarded the remaining film to see if there was anything left watchable for a human being with a brain but there was nt either way it sucks the script is horrendously stupid the story starts too fast with absolutely no suspense or buildup in the slightest everything captain howdy says is either laughable or just plain stupid what the hell kind of crap is that then there s the plot holes you could drive a semi truck into these holes linda cardellini is the only thing good in this film she is poised and amazing dee snider just plain sucks he can not act one of the least scary villains i have ever seen he can not write did he write this damn movie in his sleep i was bored throughout the whole damn thing the acting sucks the music sucks the script sucks the pacing sucks the special fx suck the directing sucks basically this movie sucks this film tries to be a serious and sophisticated thrillerhorror flick and it fails miserably this is probably one of the least effective and utterly unoriginal films i have ever seen in my entire life a piece of cinematic garbage captured on celluloid avoid at any and all costs at any rate this film stinks its not funny and fulci should have stayed with giallo and supernatural zombie movies avoid this film at all costs i do not know what happened in season five what a mess the only consistent thread holding the series together were the amazing performances of leni parker and anita laselva as the two taelons in quiet idealogical conflict now this is a movie i really dislike it is one of the most boring horror movies from the s mainly because it starts slow and centers in a boring atmosphere the puppets look really cheesy not in a good way like in the puppet master s flicks the story is lame not interesting and never really explains the sinister origins of the puppets there are nt death scenes like in previous movies and the fx are terrible i felt asleep the first time i watched it so i can recommend it for insomniacs the fact is this film is a wonderful heartwarming tale about two people chasing their dreams the best part about nurse betty is it is unpredictability',\n",
       " 'director neil labute uses brutal violence to seperate dreams from reality and along with the touching drama and hilarious comedy you can never tell what is going to happen next',\n",
       " 'otherwise do not even waste your time on this',\n",
       " 'this one just fails to create any real suspense',\n",
       " 'as for the killer do not expect anything original or even remotely frightening',\n",
       " 'there is however some pretty good acting at least for this type of film',\n",
       " 'i am so sorry but i really can not recommend it to anyone',\n",
       " 'one of the most boringpointless movies i have ever seen',\n",
       " 'the secondary plot line is incomprehensible and its relation to the primary plot line is mystifying',\n",
       " 'hated it',\n",
       " 'this is one of the worst sandra bullock movie since speed but not quite that bad',\n",
       " 'i do not understand how this garbage got on the shelves of the movie store it is not even a real movie',\n",
       " 'i highly doubt that anyone could ever like this trash',\n",
       " 'this is not moviemaking',\n",
       " 'the acting is like watching wooden puppets moving around and reading from a book that is how bad it is',\n",
       " 'so i am here to warn youdo not rent this movie it is the dumbest thing you have never seen',\n",
       " 'i saw this short film on hbo the other day and absolutely loved it',\n",
       " 'i did nt realize how wonderful the short really is until the last two scenes',\n",
       " 'excellent short film',\n",
       " 'hopefully the director james cox can turn the short into a feature length film with the same cast or win us over with a whole new film',\n",
       " 'i agree with jessica this movie is pretty bad',\n",
       " 'characters are onedimensional even the good guys and especially the bad guys',\n",
       " 'the story line is totally predictable',\n",
       " 'not much dialogue not much music the whole film was shot as elaborately and aesthetically like a sculpture',\n",
       " 'i have seen soap operas more intelligent than this movie',\n",
       " 'bad characters bad story and bad acting',\n",
       " 'really awful',\n",
       " 'not easy to watch',\n",
       " 'funny clever hip just like pray s previous film hype',\n",
       " 'it was a long time that i did nt see a so charismatic actor on screen',\n",
       " 'paolo sorrentino has written a wonderful story about loneliness and tony has built one of the most unforgettable characters seen in movies in recent years',\n",
       " 'the movie is not completely perfect but titta di girolamo will stay with you for a long time after the vision of the movie',\n",
       " 'i rate this movie',\n",
       " 'i do not know if this was emilio estevez s directorial debut but the pacing the interplay and development of the characters as well as some clever camera work surrounding the character estevez plays all suggest a natural eye',\n",
       " 'the interplay between martin and emilio contains the same wonderful chemistry we saw in wall street with martin and charlie',\n",
       " 'kathy bates is wonderful in her characters subtle desperation and escapism a variation on her character in at play in the fields of the lord',\n",
       " 'for readers who have already seen one of miyazaki s films he is still in top form and made another worthwhile experience',\n",
       " 'it never condescends all the characters have good genuine hearts and believable problems',\n",
       " 'the two main characters may be two of the most believable children i ever saw put on screen',\n",
       " 'they are so easy to love but even more easy to identify with',\n",
       " 'this movie is greatespecially if you enjoy visual arts',\n",
       " 'the scenery that the two daughters paint and photograph are beautiful',\n",
       " 'the story is also both funny and poignant at times',\n",
       " 'people who like european films and art movies will like this movie',\n",
       " 'this is truly an art movieit actually has a lot of art in it',\n",
       " 'go rent it',\n",
       " 'however after finally watching this film i realized that not only had i had a closed mind to the brilliance it depicts i also found myself watching it over and over again',\n",
       " 'it is the one movie that never ceases to interest me simply because it keeps me alert as i try to attempt to decipher it is meanings',\n",
       " 'brilliance indeed',\n",
       " 'but if you liked movies like the matrix and better yet their sequels i think you will appreciate the thought provoking mindblowing experience this film will give you',\n",
       " 'think of the film being like a dream',\n",
       " 'simply beautiful',\n",
       " 'both rickman and stowe play their roles to the hilt in this tale of a childrens book writer who maybe has written a subversive tract',\n",
       " 'it is a gloriously fun fast paced and fairly accurate portrayal of the night of a raver',\n",
       " 'it presents a idyllic yet serious portrayal of the ups and downs of the characters lives',\n",
       " 'just whatever you do avoid groove as its the antithesis of all that is good about human traffic',\n",
       " 'it is too bad that everyone else involved did nt share crowe s level of dedication to quality for if they did we would have a far better film on our hands than this subpar mess',\n",
       " 'the movie seemed a little slow at first',\n",
       " 'but it picked up speed and got right to the point',\n",
       " 'it showed exactly how the government and the scientist argued for humanity and the reasons of the gadget',\n",
       " 'i enjoyed it',\n",
       " 'i have recommended it to friends',\n",
       " 'i was particularly pleased with the acting ability of dwight schultz',\n",
       " 'both actors truly understand and become their particular character delivering a convincing sincere performance',\n",
       " 'their onscreen chemistry critical to the entire film is genuine',\n",
       " 'the film s dialogue is natural real to life',\n",
       " 'the writer gorman bechard undoubtedly did his homework because all references are industry and characterage appropriate',\n",
       " 'the incredible soundtrack truly captures the essence of the film',\n",
       " 'each track commands sentiment actually contributing to the scenes and characters',\n",
       " 'definitely worth seeing it is the sort of thought provoking film that forces you to question your own threshold of loneliness',\n",
       " 'hayao miyazaki s latest and eighth film for studio ghibili gake no ue no ponyo ponyo on the cliff by the sea is a wonderfully fun and imaginative look at childhood',\n",
       " 'at a time when it seems that film animation has been dominated by disneypixar s cgi masterpieces it is both refreshing and comforting to know that miyazaki is still relying on traditional handdrawn animation to tell his charming and enchanting stories',\n",
       " 'enough can not be said of the remarkable animation in this film',\n",
       " 'the art style has the appearance of crayonpencil drawings and is wonderfully colorful and fanciful',\n",
       " 'if you act in such a film you should be glad that you are gon na drift away from earth as far as possible',\n",
       " 'this one wants to surf on the small wave of space movies in deep impact and armageddon and this one fails everywhere',\n",
       " 'if you have nt choked in your own vomit by the end by all the cheap drama and worthless dialogue you have must have bored yourself to death with this waste of time',\n",
       " 'still it makes up for all of this with a super ending that depicts a great sea vessel being taken out by the mighty frost',\n",
       " 'just consider the excellent story solid acting and look of the film as added bonuses',\n",
       " 'instead we got a bore fest about a whiny spoiled brat babysitting',\n",
       " 'then i watched it again two sundays ago march and i began to really enjoy it and this time i taped the entire thing',\n",
       " 'it is a very well acted and done tv movie',\n",
       " 'judith light is one of my favorite actresses and i think she does a superb job in this film',\n",
       " 'i keep watching it over and over',\n",
       " 'it is a sad movie but very good',\n",
       " 'if you have not seen this movie i definitely recommend it',\n",
       " 'she is as lovely as usual this cutie',\n",
       " 'still it is quite interesting and entertaining to follow',\n",
       " 'recommend with confidence',\n",
       " 'this movie is wellbalanced with comedy and drama and i thoroughly enjoyed myself',\n",
       " 'it was a riot to see hugo weaving play a sexobsessed gay real estate salesman who uses his clients houses for his trysts with the flaming darren tom hollander',\n",
       " 'anyway the plot flowed smoothly and the malebonding scenes were a hoot',\n",
       " 'the opening sequence of this gem is a classic and the cat n mouse games that follow are a delight to watch',\n",
       " 'fans of the genre will be in heaven',\n",
       " 'lange had become a great actress',\n",
       " 'it looked like a wonderful story',\n",
       " 'i never walked out of a movie faster',\n",
       " 'i just got bored watching jessice lange take her clothes off',\n",
       " 'unfortunately any virtue in this film s production work was lost on a regrettable script',\n",
       " 'in a word it is embarrassing',\n",
       " 'exceptionally bad',\n",
       " 'all in all its an insult to one s intelligence and a huge waste of money',\n",
       " 'so there is no way for me to plug it in here in the us unless i go by a converter',\n",
       " 'good case excellent value',\n",
       " 'great for the jawbone',\n",
       " 'tied to charger for conversations lasting more than minutesmajor problems',\n",
       " 'the mic is great',\n",
       " 'i have to jiggle the plug to get it to line up right to get decent volume',\n",
       " 'if you have several dozen or several hundred contacts then imagine the fun of sending each of them one by one',\n",
       " 'if you are razr owneryou must have this',\n",
       " 'needless to say i wasted my money',\n",
       " 'what a waste of money and time',\n",
       " 'and the sound quality is great',\n",
       " 'he was very impressed when going from the original battery to the extended battery',\n",
       " 'if the two were seperated by a mere ft i started to notice excessive static and garbled sound from the headset',\n",
       " 'very good quality though',\n",
       " 'the design is very odd as the ear clip is not very comfortable at all',\n",
       " 'highly recommend for any one who has a blue tooth phone',\n",
       " 'i advise everyone do not be fooled',\n",
       " 'so far so good',\n",
       " 'works great',\n",
       " 'it clicks into place in a way that makes you wonder how long that mechanism would last',\n",
       " 'i went on motorola s website and followed all directions but could not get it to pair again',\n",
       " 'i bought this to use with my kindle fire and absolutely loved it',\n",
       " 'the commercials are the most misleading',\n",
       " 'i have yet to run this new battery below two bars and that is three days without charging',\n",
       " 'i bought it for my mother and she had a problem with the battery',\n",
       " 'great pocket pc phone combination',\n",
       " 'i have owned this phone for months now and can say that it is the best mobile phone i have had',\n",
       " 'i did nt think that the instructions provided were helpful to me',\n",
       " 'people couldnt hear me talk and i had to pull out the earphone and talk on the phone',\n",
       " 'does nt hold charge',\n",
       " 'this is a simple little phone to use but the breakage is unacceptible',\n",
       " 'this product is ideal for people like me whose ears are very sensitive',\n",
       " 'it is unusable in a moving car at freeway speed',\n",
       " 'i have two more years left in this contract and i hate this phone',\n",
       " 'car charger as well as ac charger are included to make sure you never run out of juicehighy recommended',\n",
       " 'you need at least mins to get to your phone book from the time you first turn on the phonebattery life is short',\n",
       " 'it has kept up very well',\n",
       " 'poor talk time performance',\n",
       " 'the case is great and works fine with the',\n",
       " 'worthless product',\n",
       " 'it has a great camera thats and the pics are nice and clear with great picture quality',\n",
       " 'i was not impressed by this product',\n",
       " 'nice headset priced right',\n",
       " 'i only hear garbage for audio',\n",
       " 'excellent bluetooth headset',\n",
       " 'it has all the features i want',\n",
       " 'who in their right mind is gon na buy this battery',\n",
       " 'after arguing with verizon regarding the dropped calls we returned the phones after two days',\n",
       " 'this case seems well made',\n",
       " 'disappointed with battery',\n",
       " 'not loud enough and does nt turn on like it should',\n",
       " 'good protection and does not make phone too bulky',\n",
       " 'a usable keyboard actually turns a pda into a realworld useful machine instead of just a neat gadget',\n",
       " 'this phone is pretty sturdy and i have never had any large problems with it',\n",
       " 'i love this thing',\n",
       " 'everything about it is fine and reasonable for the price ie',\n",
       " 'very disappointed',\n",
       " 'i even dropped this phone into a stream and it was submerged for seconds and it still works great',\n",
       " 'i have been very happy with the and have had no complaints from any one regarding my sound quality on their end',\n",
       " 'the buttons for on and off are bad',\n",
       " 'essentially you can forget microsoft s tech support',\n",
       " 'i really recommend this faceplates since it looks very nice elegant and cool',\n",
       " 'these headphones were a great find and i think they are perhaps the best purchase i have made in the last several years seriously',\n",
       " 'buy a different phone but not this',\n",
       " 'you have to hold the phone at a particular angle for the other party to hear you clearly',\n",
       " 'the one big drawback of the player is that the buttons on the phone s front cover that let you pause and skip songs lock out after a few seconds',\n",
       " 'a week later after i activated it it suddenly died',\n",
       " 'it feels more comfortable than most headsets because i wear glasses and that gets in the way sometimes',\n",
       " 'great for ipods too',\n",
       " 'this device is great in several',\n",
       " 'mic does nt work',\n",
       " 'even in my bmw series which is fairly quiet i have trouble hearing what the other person is saying',\n",
       " 'great choice',\n",
       " 'nice docking station for home or work',\n",
       " 'this is a beautiful phone',\n",
       " 'love this product',\n",
       " 'do not buy for advertised for',\n",
       " 'this is a great little item',\n",
       " 'i love this phone it is very handy and has a lot of features',\n",
       " 'i purchased this and within days it was no longer working',\n",
       " 'i wear it everyday and it holds up very well',\n",
       " 'not a good bargain',\n",
       " 'well packaged arrived on time and works as intended',\n",
       " 'the battery runs down quickly',\n",
       " 'this item worked great but it broke after months of use',\n",
       " 'the headsets are easy to use and everyone loves them',\n",
       " 'this phone works great',\n",
       " 'the construction of the headsets is poor',\n",
       " 'product was excellent and works better than the verizon one and boy was it cheaper',\n",
       " 'the phone loads super',\n",
       " 'for a product that costs as much as this one does i expect it to work far better and with greater ease than this thing does',\n",
       " 'made very sturdy',\n",
       " 'worked great',\n",
       " 'the ear buds only play music in one ear',\n",
       " 'dont waste your money',\n",
       " 'will order from them again',\n",
       " 'if you plan to use this in a car forget about it',\n",
       " 'i found this product to be waaay too big',\n",
       " 'best i have found so far i have tried other bluetooths and this one has the best quality for both me and the listener as well as ease of using',\n",
       " 'i am very disappointed with my decision',\n",
       " 'integrated seamlessly with the motorola razr phone',\n",
       " 'buyer beware you could flush money right down the toilet',\n",
       " 'definitely a bargain',\n",
       " 'the price was very good and with the free shipping and all it was a good purchase',\n",
       " 'i received my supposedly new motorola and apparently there was not a match between the phone and the charger',\n",
       " 'prosgood camera very nice pictures also has cool styles like black and white and more',\n",
       " 'that is a huge design flaw unless i am not using it correctly which i do not think is the case',\n",
       " 'i love my headset my bluetooth headset is great the reception is very good and the ear piece is a comfortable fit',\n",
       " 'the camera although rated at an impressive megapixels renders images that fall well below expectations of such a relatively high resolution',\n",
       " 'i purcashed this for the car charger and it does not work',\n",
       " 'sound quality on both end is excellent i use headset to call my wife and ask my wife to use headset to call me',\n",
       " 'this phone is slim and light and the display is beautiful',\n",
       " 'its a little geeky but i think thats its sex on toast and it rocks and oozes sex right down to its battery embedded sleek stylish leather case',\n",
       " 'great product fast shipping',\n",
       " 'absolutely great',\n",
       " 'the keyboard is a nice compromise between a full qwerty and the basic cell phone number keypad',\n",
       " 'i got this phone around the end of may and i am completely unhappy with it',\n",
       " 'it is very comfortable on the ear',\n",
       " 'it has been a winner for us',\n",
       " 'setup could not have been simpler',\n",
       " 'i have tried several different earpieces for my cell phone and this jabra one is the first one i have found that fits my ear comfortably',\n",
       " 'could not get strong enough signal',\n",
       " 'iam very pleased with my purchase',\n",
       " 'bad quality',\n",
       " 'gets the job done',\n",
       " 'great audio',\n",
       " 'basically the service was very bad',\n",
       " 'it did not work in my cell phone plug i am very up set with the charger',\n",
       " 'i have only had my bluetooth for a few weeks but i really like it',\n",
       " 'the bt headset was such a disapoinment',\n",
       " 'it is so small and you do not even realize that it is there after a while of getting used to it',\n",
       " 'the accompanied software is almost brilliant',\n",
       " 'headset works great was packaged nicely to avoid any damage',\n",
       " 'i definitly recommend',\n",
       " 'buyerbe very careful',\n",
       " 'the majority of the logitech earbud headsets failed',\n",
       " 'very good stuff for the price',\n",
       " 'my headset works just peachykeen',\n",
       " 'in my house i was getting dropped coverage upstairs and no coverage in my basement',\n",
       " 'voice recognition is tremendous',\n",
       " 'what a waste',\n",
       " 'during several different minute calls i experienced drops and it was in an area that had bars',\n",
       " 'i was not happy with this item',\n",
       " 'very disappointed',\n",
       " 'the phone takes forever to charge like to hours literally',\n",
       " 'i got this phone on reccomendation from a relative and i am glad i did',\n",
       " 'what a waste of time',\n",
       " 'its reception is very very poor',\n",
       " 'items stated as included from the description are not included',\n",
       " 'after months screen just went black all of a sudden',\n",
       " 'i was hoping for more',\n",
       " 'audio quality is poor very poor',\n",
       " 'i had absolutely no problem with this headset linking to my blackberry curve',\n",
       " 'i know that sounds funny but to me it seemed like sketchy technology that would nt work wellwell this one works great',\n",
       " 'i have bought wired headphones that sound better than these',\n",
       " 'this phone is very fast with sending any kind of messages and web browsing is significantly faster than previous phones i have used',\n",
       " 'nice quality build unlike some cheap s out there',\n",
       " 'this item is fantastic and works perfectly',\n",
       " 'and i just love the colors',\n",
       " 'is just superb',\n",
       " 'all i can do is whine on the internet so here it goesthe more i use the thing the less i like it',\n",
       " 'great charger',\n",
       " 'this is essentially a communications tool that does not communicate',\n",
       " 'works like a charm it work the same as the one i got with the phone',\n",
       " 'i still maintain that monkeys should nt make headphones we just obviously do not share enough dna to copy the design over to humans',\n",
       " 'great value',\n",
       " 'does nt work at all i bougth it for my and its not working',\n",
       " 'the look of it is very sharp and the screen is nice and clear with great graphics',\n",
       " 'does nt last long',\n",
       " 'one thing i hate is the mode set button at the side',\n",
       " 'excellent service',\n",
       " 'thank you for wasting my money',\n",
       " 'how can that bethe audio quality is poor',\n",
       " 'the igo chargers and tips are really great',\n",
       " 'the file browser offers all the options that one needshandsfree is great',\n",
       " 'superb phone on a great network',\n",
       " 'i connected my wife s bluetoothmotorola to my phone and it worked like a charm whether the phone was in my pocket or the case',\n",
       " 'i put the latest os on it and it now likes to slow to a crawl and lock up every once in a while',\n",
       " 'it only recognizes the phone as its storage device',\n",
       " 'if you like a loud buzzing to override all your conversations then this phone is for you',\n",
       " 'do not buy this product',\n",
       " 'i have had this bluetoooth headset for some time now and still not comfortable with the way it fits on the ear',\n",
       " 'the sound quality is good and functionality is awesome',\n",
       " 'i have this phone and it is a thorn in my side i really abhor it',\n",
       " 'i recently had problems where i could not stay connected for more than minutes before being disconnected',\n",
       " 'incredible',\n",
       " 'design flaw',\n",
       " 'great phone',\n",
       " 'waste of bucks',\n",
       " 'but when i check voice mail at night the keypad backlight turns off a few seconds into the first message and then i am lost',\n",
       " 'the replacement died in a few weeks',\n",
       " 'any ring toneoverall good phone to buy',\n",
       " 'lately they have been extremely nice and helpful on the phone',\n",
       " 'i have had problems wit hit dropping signal and more',\n",
       " 'not impressed',\n",
       " 'light weight i hardly notice it is there',\n",
       " 'you will love how thin it is',\n",
       " 'bad choice',\n",
       " 'the pleather case does nt fit',\n",
       " 'useless phone simply deaf',\n",
       " 'the color is even prettier than i thought it would be and the graphics are incredibly sharp',\n",
       " 'all in all i think it was a good investment',\n",
       " 'it makes very strange ticking noises before it ends the call',\n",
       " 'the best electronics of the available fm transmitters',\n",
       " 'battery lasts only a few hours',\n",
       " 'great headset very impressed',\n",
       " 'the mega pixel camera being a part of a phone is reasonably',\n",
       " 'i have had this for nearly years and it has worked great for me',\n",
       " 'good transmit audio',\n",
       " 'we are sending it back',\n",
       " 'i did not bother contacting the company for few dollar product but i learned the lesson that i should not have bought this form online anyway',\n",
       " 'if you hate earbugs avoid this phone by all means',\n",
       " 'great price also',\n",
       " 'the range is very decent i have been able to roam around my house with the phone in the living room with no receptionsound quality issues',\n",
       " 'fast service',\n",
       " 'i would highly recommend this',\n",
       " 'i would recommend this',\n",
       " 'i also did nt like the on button it felt like it would crack with use',\n",
       " 'worst phone ever',\n",
       " 'i am still infatuated with this phone',\n",
       " 'freezes',\n",
       " 'it is kind of embarrassing to use because of how it looks and mostly it is embarrassing how childlike the company is',\n",
       " 'simple lightweight and great fit',\n",
       " 'all in all i would expected a better consumer experience from motorola',\n",
       " 'there s a horrible tick sound in the background on all my calls that i have never experienced before',\n",
       " 'these are certainly very comfortable and functionality is decent',\n",
       " 'i usually do not like headbands but this one is very lightweight does nt mess up my hair',\n",
       " 'i am a bit disappointed',\n",
       " 'i have had this phone for over a year now and i will tell you its not that great',\n",
       " 'i ordered this for sony ericsson but i think it only worked once thats when i first used it',\n",
       " 'the battery is completely useless to me',\n",
       " 'what a big waste of time',\n",
       " 'do not waste your on this one',\n",
       " 'great sound and service',\n",
       " 'really pleased with this product so far',\n",
       " 'one of my favorite purchases ever',\n",
       " 'best bluetooth on the market',\n",
       " 'authentic leather with nice shine and comfort i recommend you this case',\n",
       " 'i was very excited to get this headset because i thought it was really cute',\n",
       " 'do not make the same mistake as me',\n",
       " 'big disappointment with calendar sync',\n",
       " 'the phone was unusable and was not new',\n",
       " 'worst customer service ever',\n",
       " 'no additional ear gels provided and no instructions whatsoever',\n",
       " 'it defeats the purpose of a bluetooth headset',\n",
       " 'worth every penny',\n",
       " 'excellent wallet type phone case',\n",
       " 'nice headphones for the price and they work great',\n",
       " 'internet is excrutiatingly slow',\n",
       " 'it is very comfortable to wear as well which is probably the most important aspect about using a case',\n",
       " 'it is fits like a glove and is strong secure and durable',\n",
       " 'o my gosh the best phone i have ever had',\n",
       " ...]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
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