{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Plan of action: Preform all the visualization from what I did in attempt 1; take that info and then ultimately reduce \n",
    "#the dimensions from the original review based on positive, negative and negation (not) words... Lemmatize that and \n",
    "#then run machine learning on that option... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Packages needed in this file: \n",
    "#To interact with the operating system \n",
    "import os \n",
    "\n",
    "# To create and manipulate dfs \n",
    "import pandas as pd \n",
    "\n",
    "#To create a wordcloud/graphs\n",
    "import numpy as np \n",
    "from wordcloud import WordCloud, ImageColorGenerator\n",
    "from PIL import Image\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt \n",
    "from matplotlib import cm \n",
    "from colorspacious import cspace_converter\n",
    "import seaborn as sns\n",
    "#Allows for randomization, you can set a seed to have reproducable results\n",
    "import random\n",
    "\n",
    "#from PIL import Image\n",
    "from PIL import ImageFilter\n",
    "import numpy as np\n",
    "#Allows for several values for the same dictionary key \n",
    "import multidict\n",
    "\n",
    "#To get a count of words (used in the term_frequency)\n",
    "from collections import Counter \n",
    "\n",
    "#To process text using nltk (remove stopwords, lemmatize, tokenize...)\n",
    "from nltk.corpus import stopwords\n",
    "import nltk\n",
    "from nltk.stem import WordNetLemmatizer \n",
    "#Porter stemmer \n",
    "from nltk.stem.porter import PorterStemmer \n",
    "from nltk.tokenize import word_tokenize, RegexpTokenizer\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "#A new option to nltk: SPACY \n",
    "# import spacy \n",
    "# from spacy.lang.en import English\n",
    "\n",
    "#To make the items you print look nicer and more readable \n",
    "#To make things look nicer when I print them \n",
    "from pprint import pprint \n",
    "\n",
    "#To perform machine learning in Naive Bayes I need to import the following packages \n",
    "from sklearn.model_selection import train_test_split \n",
    "# To model the Gaussian Navie Bayes classifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "# To calculate the accuracy score of the model\n",
    "from sklearn.metrics import accuracy_score\n",
    "#confusion matrix \n",
    "from sklearn.metrics import confusion_matrix, classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Functions that will be used in the file: \n",
    "\n",
    "#Function 1: \n",
    "    #What the function does: to be creating a list of reviews, then joining the reviews together to a string and \n",
    "                             #getting a count for each word in the string\n",
    "    #Input: df and column \n",
    "    #Output: a dictionary with each word and the count of the word\n",
    "def creating_freq_list_from_df_to_dict(df, column):\n",
    "    reviews = df[column].tolist() \n",
    "    review_string = \" \".join(reviews)\n",
    "    review_string = review_string.split()\n",
    "    review_dict = Counter(review_string)\n",
    "    return review_dict\n",
    "\n",
    "#Function 2: \n",
    "    #What the function does: creates a word cloud that is in the shape of the mask passed in\n",
    "    #Input: the location where the mask image is saved, the frequency word dictionary, and the max # of words to include\n",
    "            #and the title of the plot \n",
    "def create_word_cloud_with_mask(path_of_mask_image, dictionary, \n",
    "                                max_num_words, title):\n",
    "        mask = np.array(Image.open(path_of_mask_image))\n",
    "        #creating the word cloud \n",
    "        word_cloud = WordCloud(background_color = \"white\", \n",
    "                               max_words = max_num_words, \n",
    "                              mask = mask, max_font_size = 125, \n",
    "                              random_state = 1006)\n",
    "        word_cloud.generate_from_frequencies(dictionary)\n",
    "        #creating the coloring for the word cloud \n",
    "        image_colors = ImageColorGenerator(mask)\n",
    "        plt.figure(figsize = [8,8])\n",
    "        plt.imshow(word_cloud.recolor(color_func = image_colors), \n",
    "                  interpolation = \"bilinear\")\n",
    "        plt.title(title)\n",
    "        sns.set_context(\"poster\")\n",
    "        plt.axis(\"off\")\n",
    "        return plt\n",
    "    \n",
    "#Function 3: \n",
    "    #What the function does: creates a df with two columns: word and count of the top 12 words\n",
    "    #Input: the word frequency dictionary \n",
    "    #Output: a df with the top 12 words \n",
    "def word_freq_dict_to_df_top_words(dictionary, number_of_words_wanted): \n",
    "    df = pd.DataFrame.from_dict(dictionary,orient='index')\n",
    "    df.columns = [\"count\"]\n",
    "    df[\"word\"] = df.index\n",
    "    df.reset_index(drop = True, inplace = True)\n",
    "    df.sort_values(by=[\"count\"], ascending = False, inplace = True)\n",
    "    df = df[:number_of_words_wanted]\n",
    "    return(df)\n",
    "\n",
    "#Function 4: \n",
    "    #What the function does: creates a bar graph\n",
    "    #Input: the df and title of the graph \n",
    "    #Output: the bar graph\n",
    "def top_words_bar_plot(df, title): \n",
    "    graph = sns.barplot(y = \"count\", x = \"word\", data = df, \n",
    "                       palette = \"GnBu_d\")\n",
    "    sns.set_context(\"talk\")\n",
    "    plt.title(title)\n",
    "    plt.xlabel(\"Word\")\n",
    "    plt.ylabel(\"Count\")\n",
    "    sns.set_context(\"talk\")\n",
    "    plt.xticks(rotation = 90)\n",
    "    return plt\n",
    "\n",
    "#Function 5: \n",
    "    #What the function does: creates a df with two columns: word and count \n",
    "    #Input: the word frequency dictionary \n",
    "    #Output: a df\n",
    "def word_freq_dict_to_df_all_words(dictionary): \n",
    "    df = pd.DataFrame.from_dict(dictionary,orient='index')\n",
    "    df.columns = [\"count\"]\n",
    "    df[\"word\"] = df.index\n",
    "    df.reset_index(drop = True, inplace = True)\n",
    "    df.sort_values(by=[\"count\"], ascending = False, inplace = True)\n",
    "    return(df)\n",
    "\n",
    "#Function 6: \n",
    "    #What the function does: Returns 2 statements: One with the total number of words and the other with the number \n",
    "                            #of unique words \n",
    "        #Input: the frequency count dictionary \n",
    "        #output: 2 statements \n",
    "def total_words_unique_words(dictionary): \n",
    "    eda_reviews_all_words = word_freq_dict_to_df_all_words(dictionary)\n",
    "    print(\"The total number of words is\", sum(eda_reviews_all_words[\"count\"]))\n",
    "    print(\"The total number of unique words is\", len(dictionary)) \n",
    "\n",
    "#Function 7: removing stopwords\n",
    "    #What the function does: Removes stopwords \n",
    "    #Input: the item that you want to remove stopwords in \n",
    "    #Output: the same item type back with the stopwords removed. \n",
    "def stop_word_removal(item_that_you_want_to_remove_stopwords_in): \n",
    "    removed_stopwords = [] \n",
    "    stop_words = stopwords.words(\"english\")\n",
    "    for word in item_that_you_want_to_remove_stopwords_in: \n",
    "        if word in stop_words: \n",
    "            continue\n",
    "        if word not in stop_words: \n",
    "            removed_stopwords.append(word)\n",
    "    return(removed_stopwords)\n",
    "\n",
    "#Function 8: \n",
    "    #What the function does: It takes the tokens from the df and joins it into a string, then replaces the \",\" with a space\n",
    "    #Input: the df and column to be changed \n",
    "    #Output: the data untokenized \n",
    "def getting_data_ready_for_freq(df, column): \n",
    "    df[column] = df[column].apply(\",\".join)\n",
    "    df[column] = df[column].str.replace(\",\", \" \")\n",
    "    return(df[column])\n",
    "\n",
    "#Function 9: \n",
    "    #What the function does: It uses the Porter stemmer to stem each word in the column \n",
    "    #Input: the item that you want to be stemmed \n",
    "    #Output: the same item type back with the words stemmed \n",
    "def stem_fun(item_that_you_want_to_be_stemmed):     \n",
    "    stemmer = PorterStemmer() \n",
    "    stemmed = [stemmer.stem(token) for token in item_that_you_want_to_be_stemmed]\n",
    "    return(stemmed)\n",
    "\n",
    "#Function 10: \n",
    "    #What the function does: It lemmatizes the data without using pos, meaning that it will not be as efficient\n",
    "    #Input: item to be lemmatized (the column)\n",
    "    #Output: the column lemmatized \n",
    "def lemma_func(item_to_lemmatize):\n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "    lemmatized_review = []\n",
    "    for token in item_to_lemmatize: \n",
    "        word = lemmatizer.lemmatize(token)\n",
    "        lemmatized_review.append(word)\n",
    "    return lemmatized_review\n",
    "\n",
    "#Function 11: \n",
    "    #What the function does: Creates bigrams from a tokenized column in a dataframe\n",
    "    #Input: the column that you want to create a ngram with \n",
    "    #Output: a list of ngrams\n",
    "def creating_ngrams(item_to_be_ngrammed, number_of_ngram):\n",
    "    # zip function helps generate ngrams\n",
    "    ngrams = zip(*[item_to_be_ngrammed[i:] for i in range(number_of_ngram)])\n",
    "    # Concatentate the tokens into ngrams and return\n",
    "    return [\"_\".join(ngram) for ngram in ngrams]\n",
    "\n",
    "#Function 12: \n",
    "    #What the function does: Create a bag of words from a column in a df... \n",
    "    #Input: df and column to be transformed \n",
    "    #Output: A list of dictionaries for each row in the df that contains the word as a key and the count as the value \n",
    "def bag_of_words(df, column_to_be_bagged):\n",
    "    bag_of_words = [] \n",
    "    from collections import Counter \n",
    "    for word in df[column_to_be_bagged]: \n",
    "        bag_of_words.append(Counter(word))\n",
    "    return bag_of_words\n",
    "\n",
    "#Function 13: \n",
    "    #What the function does: Takes the bag of words and makes it into a giant sparse matrix df, with 0s where nas are\n",
    "    #Input: bag of words \n",
    "    #Output: Giant df with the words as column names and counts as row entries \n",
    "def bow_to_df(bag_of_words): \n",
    "    df = pd.DataFrame.from_records(bag_of_words)\n",
    "    df = df.fillna(0).astype(int)\n",
    "    return(df)\n",
    "\n",
    "#Function 14: \n",
    "    #What the function does: Takes the words in a column and uses the SentimentInstensityAnalyzer from nltk and \n",
    "                             #gets the sentiment score for every word in the column. If the word has a sentiment \n",
    "                             #score greater than or equal to .3 (max is 1) or less than or equal to -.3 (-1 is min)\n",
    "                             #the word is added to the keep_words list if not the word will be removed. \n",
    "def pos_neg_words(column):\n",
    "    sid = SentimentIntensityAnalyzer()\n",
    "    keep_words = []\n",
    "\n",
    "    for word in column:\n",
    "        if (sid.polarity_scores(word)['compound']) >= 0.1:\n",
    "            keep_words.append(word)\n",
    "        elif (sid.polarity_scores(word)['compound']) <= -0.1:\n",
    "            keep_words.append(word)\n",
    "        elif word == \"not\": \n",
    "            keep_words.append(word)\n",
    "        else:\n",
    "            continue               \n",
    "    return keep_words\n",
    "\n",
    "#Function 15: \n",
    "    #What the function does: It normalizing the df by getting the sum of each row and then dividing every entry by \n",
    "                             #the sum, resulting in the percentage make-up of each word\n",
    "    #Input: dataframe to be normalized \n",
    "    #Output: normalized dataframe \n",
    "def normalize_df(df):\n",
    "    names = df.columns \n",
    "    df[\"total\"] = df.sum(axis = 1)\n",
    "    for name in names: \n",
    "        df[name] = df[name]/df[\"total\"]\n",
    "    return(df)\n",
    "\n",
    "#Function 16: \n",
    "    #What the function does: Creates a confusion matrix graph \n",
    "    #Input: the confusion matrix, accuracy_label, and type of df \n",
    "    #Output: Confusion matrix graph\n",
    "def confusion_matrix_graph (cm, accuracy_label, type_of_df): \n",
    "    g = plt.figure(figsize=(8, 8))\n",
    "    g = sns.heatmap(cm, annot=True, fmt=\".3f\", linewidths=.5, square = True, cmap = 'Blues_r', cbar = False);\n",
    "    g = plt.ylabel('Actual');\n",
    "    g = plt.xlabel('Predicted');\n",
    "    g = all_sample_title = type_of_df +' Accuracy Score: {0}'.format(round(accuracy_label, 4))\n",
    "    g = plt.title(all_sample_title, size = 12);\n",
    "    return(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading in the data \n",
    "movies = pd.read_csv(\"data//moviereviewRAW.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>reviewclass</th>\n",
       "      <th>Unnamed: 2</th>\n",
       "      <th>Unnamed: 3</th>\n",
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       "      <th>Unnamed: 168</th>\n",
       "      <th>Unnamed: 169</th>\n",
       "      <th>Unnamed: 170</th>\n",
       "      <th>Unnamed: 171</th>\n",
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       "      <th>Unnamed: 173</th>\n",
       "      <th>Unnamed: 174</th>\n",
       "      <th>Unnamed: 175</th>\n",
       "      <th>Unnamed: 176</th>\n",
       "      <th>Unnamed: 177</th>\n",
       "    </tr>\n",
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       "      <td>0</td>\n",
       "      <td>'plot : two teen couples go to a church party</td>\n",
       "      <td>drink and then drive . \\nthey get into an acc...</td>\n",
       "      <td>but his girlfriend continues to see him in he...</td>\n",
       "      <td>and has nightmares . \\nwhat\\'s the deal ? \\nw...</td>\n",
       "      <td>but presents it in a very bad package . \\nwhi...</td>\n",
       "      <td>since i generally applaud films which attempt...</td>\n",
       "      <td>mess with your head and such ( lost highway &amp;...</td>\n",
       "      <td>but there are good and bad ways of making all...</td>\n",
       "      <td>and these folks just didn\\'t snag this one co...</td>\n",
       "      <td>but executed it terribly . \\nso what are the ...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>'the happy bastard\\'s quick movie review \\ndam...</td>\n",
       "      <td>virus still feels very empty</td>\n",
       "      <td>like a movie going for all flash and no subst...</td>\n",
       "      <td>we don\\'t know the origin of what took over t...</td>\n",
       "      <td>and</td>\n",
       "      <td>of course</td>\n",
       "      <td>we don\\'t know why donald sutherland is stumb...</td>\n",
       "      <td>it\\'s just \\\" hey</td>\n",
       "      <td>let\\'s chase these people around with some ro...</td>\n",
       "      <td>even from the likes of curtis . \\nyou\\'re mor...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>'it is movies like these that make a jaded mov...</td>\n",
       "      <td>the mod squad tells the tale of three reforme...</td>\n",
       "      <td>things go wrong as evidence gets stolen and t...</td>\n",
       "      <td>the ads make it seem like so much more . \\nqu...</td>\n",
       "      <td>cool music</td>\n",
       "      <td>claire dane\\'s nice hair and cute outfits</td>\n",
       "      <td>car chases</td>\n",
       "      <td>stuff blowing up</td>\n",
       "      <td>and the like . \\nsounds like a cool movie</td>\n",
       "      <td>does it not ? \\nafter the first fifteen minutes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>' \\\" quest for camelot \\\" is warner bros . \\' ...</td>\n",
       "      <td>fully-animated attempt to steal clout from di...</td>\n",
       "      <td>but the mouse has no reason to be worried . \\...</td>\n",
       "      <td>if flawed</td>\n",
       "      <td>20th century fox production \\\" anastasia</td>\n",
       "      <td>\\\" but disney\\'s \\\" hercules</td>\n",
       "      <td>\\\" with its lively cast and colorful palate</td>\n",
       "      <td>had her beat hands-down when it came time to ...</td>\n",
       "      <td>it\\'s no contest</td>\n",
       "      <td>as \\\" quest for camelot \\\" is pretty much dea...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>'synopsis : a mentally unstable man undergoing...</td>\n",
       "      <td>a fledgling restauranteur . \\nunsuccessfully ...</td>\n",
       "      <td>he takes pictures of her and kills a number o...</td>\n",
       "      <td>both theatrical and direct-to-video . \\ntheir...</td>\n",
       "      <td>no big name stars ) and serve as vehicles to ...</td>\n",
       "      <td>he\\'s rejected rather quickly ( the psycho ty...</td>\n",
       "      <td>ex-wife</td>\n",
       "      <td>or ex-husband ) . \\nother than that</td>\n",
       "      <td>stalked is just another redundant entry doome...</td>\n",
       "      <td>though that is what it sets out to do . \\nint...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "</table>\n",
       "<p>5 rows × 178 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  \\\n",
       "0     'plot : two teen couples go to a church party    \n",
       "1  'the happy bastard\\'s quick movie review \\ndam...   \n",
       "2  'it is movies like these that make a jaded mov...   \n",
       "3  ' \\\" quest for camelot \\\" is warner bros . \\' ...   \n",
       "4  'synopsis : a mentally unstable man undergoing...   \n",
       "\n",
       "                                         reviewclass  \\\n",
       "0   drink and then drive . \\nthey get into an acc...   \n",
       "1                      virus still feels very empty    \n",
       "2   the mod squad tells the tale of three reforme...   \n",
       "3   fully-animated attempt to steal clout from di...   \n",
       "4   a fledgling restauranteur . \\nunsuccessfully ...   \n",
       "\n",
       "                                          Unnamed: 2  \\\n",
       "0   but his girlfriend continues to see him in he...   \n",
       "1   like a movie going for all flash and no subst...   \n",
       "2   things go wrong as evidence gets stolen and t...   \n",
       "3   but the mouse has no reason to be worried . \\...   \n",
       "4   he takes pictures of her and kills a number o...   \n",
       "\n",
       "                                          Unnamed: 3  \\\n",
       "0   and has nightmares . \\nwhat\\'s the deal ? \\nw...   \n",
       "1   we don\\'t know the origin of what took over t...   \n",
       "2   the ads make it seem like so much more . \\nqu...   \n",
       "3                                         if flawed    \n",
       "4   both theatrical and direct-to-video . \\ntheir...   \n",
       "\n",
       "                                          Unnamed: 4  \\\n",
       "0   but presents it in a very bad package . \\nwhi...   \n",
       "1                                               and    \n",
       "2                                        cool music    \n",
       "3          20th century fox production \\\" anastasia    \n",
       "4   no big name stars ) and serve as vehicles to ...   \n",
       "\n",
       "                                          Unnamed: 5  \\\n",
       "0   since i generally applaud films which attempt...   \n",
       "1                                         of course    \n",
       "2         claire dane\\'s nice hair and cute outfits    \n",
       "3                      \\\" but disney\\'s \\\" hercules    \n",
       "4   he\\'s rejected rather quickly ( the psycho ty...   \n",
       "\n",
       "                                          Unnamed: 6  \\\n",
       "0   mess with your head and such ( lost highway &...   \n",
       "1   we don\\'t know why donald sutherland is stumb...   \n",
       "2                                        car chases    \n",
       "3       \\\" with its lively cast and colorful palate    \n",
       "4                                           ex-wife    \n",
       "\n",
       "                                          Unnamed: 7  \\\n",
       "0   but there are good and bad ways of making all...   \n",
       "1                                 it\\'s just \\\" hey    \n",
       "2                                  stuff blowing up    \n",
       "3   had her beat hands-down when it came time to ...   \n",
       "4               or ex-husband ) . \\nother than that    \n",
       "\n",
       "                                          Unnamed: 8  \\\n",
       "0   and these folks just didn\\'t snag this one co...   \n",
       "1   let\\'s chase these people around with some ro...   \n",
       "2         and the like . \\nsounds like a cool movie    \n",
       "3                                  it\\'s no contest    \n",
       "4   stalked is just another redundant entry doome...   \n",
       "\n",
       "                                          Unnamed: 9  ... Unnamed: 168  \\\n",
       "0   but executed it terribly . \\nso what are the ...  ...          NaN   \n",
       "1   even from the likes of curtis . \\nyou\\'re mor...  ...          NaN   \n",
       "2   does it not ? \\nafter the first fifteen minutes   ...          NaN   \n",
       "3   as \\\" quest for camelot \\\" is pretty much dea...  ...          NaN   \n",
       "4   though that is what it sets out to do . \\nint...  ...          NaN   \n",
       "\n",
       "  Unnamed: 169 Unnamed: 170 Unnamed: 171 Unnamed: 172 Unnamed: 173  \\\n",
       "0          NaN          NaN          NaN          NaN          NaN   \n",
       "1          NaN          NaN          NaN          NaN          NaN   \n",
       "2          NaN          NaN          NaN          NaN          NaN   \n",
       "3          NaN          NaN          NaN          NaN          NaN   \n",
       "4          NaN          NaN          NaN          NaN          NaN   \n",
       "\n",
       "  Unnamed: 174 Unnamed: 175 Unnamed: 176 Unnamed: 177  \n",
       "0          NaN          NaN          NaN          NaN  \n",
       "1          NaN          NaN          NaN          NaN  \n",
       "2          NaN          NaN          NaN          NaN  \n",
       "3          NaN          NaN          NaN          NaN  \n",
       "4          NaN          NaN          NaN          NaN  \n",
       "\n",
       "[5 rows x 178 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Taking a quick look at the df \n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2000, 178)\n"
     ]
    }
   ],
   "source": [
    "print(movies.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Okay, I need to figure out how to combine all the columns into 1 column \n",
    "movies[\"review\"] = movies[movies.columns[0:]].apply(lambda row: ' '.join(row.dropna().astype(str)), axis =1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2000, 179)\n"
     ]
    }
   ],
   "source": [
    "print(movies.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating a new data frame with only the review column in it... \n",
    "movies_clean = pd.DataFrame(movies[\"review\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>'plot : two teen couples go to a church party ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>'the happy bastard\\'s quick movie review \\ndam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>'it is movies like these that make a jaded mov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>' \\\" quest for camelot \\\" is warner bros . \\' ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>'synopsis : a mentally unstable man undergoing...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              review\n",
       "0  'plot : two teen couples go to a church party ...\n",
       "1  'the happy bastard\\'s quick movie review \\ndam...\n",
       "2  'it is movies like these that make a jaded mov...\n",
       "3  ' \\\" quest for camelot \\\" is warner bros . \\' ...\n",
       "4  'synopsis : a mentally unstable man undergoing..."
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Looking at the first couple of rows to make sure we only have 1 column for each review\n",
    "movies_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2000, 1)\n"
     ]
    }
   ],
   "source": [
    "print(movies_clean.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#new issue is that we need to extract the rating which is the last 3 characters for each review \n",
    "movies_clean[\"label\"] = movies_clean[\"review\"].str[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>review</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>'plot : two teen couples go to a church party ...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>'the happy bastard\\'s quick movie review \\ndam...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>'it is movies like these that make a jaded mov...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>' \\\" quest for camelot \\\" is warner bros . \\' ...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>'synopsis : a mentally unstable man undergoing...</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              review label\n",
       "0  'plot : two teen couples go to a church party ...   neg\n",
       "1  'the happy bastard\\'s quick movie review \\ndam...   neg\n",
       "2  'it is movies like these that make a jaded mov...   neg\n",
       "3  ' \\\" quest for camelot \\\" is warner bros . \\' ...   neg\n",
       "4  'synopsis : a mentally unstable man undergoing...   neg"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking to make sure that it worked \n",
    "movies_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2000, 2)\n"
     ]
    }
   ],
   "source": [
    "print(movies_clean.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now I need to remove the last three characters from the review column as it contains the label \n",
    "movies_clean[\"review\"] = movies_clean[\"review\"].str[:-3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pos    1000\n",
       "neg    1000\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Looking to see the number of positive and negative reviews in the dataframe \n",
    "movies_clean.label.value_counts()\n",
    "#There are 1000 reviews that are positive and 1000 reviews that are negative "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'the': 68199, '.': 65876, 'a': 37078, 'and': 33723, 'of': 33694, 'to': 31466, 'is': 25014, 'in': 19943, '\\\\\"': 17612, 'that': 14765, ')': 11781, '(': 11664, 'it': 10509, 'as': 10401, 'with': 10393, 'for': 9409, 'his': 9008, 'film': 8842, 'this': 7919, '\\\\nthe': 7810, 'on': 6974, 'are': 6904, 'but': 6798, 'he': 6190, 'be': 6051, 'by': 6033, 'an': 5607, 'i': 5488, 'movie': 5417, 'who': 5304, 'not': 5190, 'one': 5008, 'was': 4903, 'have': 4869, 'from': 4819, 'has': 4704, 'at': 4582, 'her': 4321, 'you': 4038, 'all': 3961, '?': 3771, 'they': 3627, 'about': 3500, 'out': 3419, 'like': 3384, 'more': 3278, 'so': 3128, 'which': 3098, 'up': 3084, ':': 3042, 'their': 2973, 'or': 2958, 'just': 2764, 'some': 2759, 'him': 2628, 'into': 2609, 'what': 2596, 'when': 2519, 'than': 2435, 'only': 2395, \"it\\\\'s\": 2391, 'good': 2287, 'time': 2270, 'its': 2207, 'can': 2204, 'she': 2195, 'even': 2184, 'no': 2163, 'most': 2123, 'will': 2117, 'story': 2106, 'been': 2045, 'if': 2033, 'would': 2022, \"\\\\n'\": 2000, 'much': 1951, 'we': 1925, '\\\\ni': 1903, 'character': 1895, 'get': 1889, 'there': 1880, 'them': 1873, 'other': 1853, ';': 1850, 'very': 1843, 'do': 1830, 'characters': 1800, '\\\\nbut': 1778, '\\\\n': 1769, 'two': 1759, 'also': 1753, '\\\\nit': 1743, '!': 1713, 'see': 1679, 'way': 1661, 'first': 1657, '\\\\nand': 1617, '\\\\nthis': 1595, 'because': 1581, '\\\\nin': 1579, 'make': 1576, 'really': 1537, 'does': 1526, 'any': 1525, 'had': 1522, 'films': 1499, 'too': 1494, 'little': 1442, 'life': 1440, 'where': 1417, 'off': 1416, '\\\\nhe': 1416, 'well': 1400, 'me': 1395, 'plot': 1385, 'people': 1384, 'could': 1381, 'scene': 1370, 'bad': 1354, 'how': 1342, '-': 1331, 'never': 1329, 'being': 1308, 'after': 1301, 'best': 1285, 'over': 1278, \"\\\\nit\\\\'s\": 1277, 'new': 1264, \"doesn\\\\'t\": 1262, 'man': 1251, 'scenes': 1242, 'my': 1242, 'were': 1212, 'know': 1200, 'many': 1183, 'such': 1170, 'then': 1158, 'movies': 1151, 'through': 1142, 'great': 1125, '--': 1122, 'these': 1109, 'while': 1108, \"don\\\\'t\": 1103, 'love': 1079, 'us': 1062, 'action': 1054, '*': 1054, 'go': 1046, 'end': 1042, 'seems': 1029, 'something': 1020, 'made': 1018, 'back': 1008, 'work': 1005, 'makes': 989, 'here': 987, 'another': 976, 'world': 957, 'few': 954, 'big': 950, 'between': 945, 'those': 944, \"he\\\\'s\": 934, 'before': 932, 'still': 931, '\\\\nas': 916, 'enough': 899, 'better': 896, 'around': 892, 'performance': 885, 'director': 883, 'seen': 883, 'audience': 874, 'down': 863, 'going': 862, 'role': 862, 'same': 861, 'gets': 858, 'should': 855, 'may': 853, \"isn\\\\'t\": 852, '\\\\nthere': 847, 'every': 847, 'though': 844, 'real': 841, 'take': 840, 'years': 830, 'your': 829, 'think': 826, 'funny': 814, 'own': 813, '\\\\na': 811, 'last': 803, 'say': 800, 'look': 798, 'things': 797, 'thing': 794, 'fact': 794, 'comedy': 792, 'both': 791, 'actually': 788, 'played': 781, 'find': 778, 'almost': 771, 'script': 755, 'right': 752, 'plays': 751, 'come': 751, 'nothing': 748, 'cast': 747, 'long': 738, 'comes': 731, 'young': 727, 'ever': 726, 'did': 725, '\\\\nif': 723, 'old': 719, 'why': 700, 'show': 698, 'original': 696, 'john': 695, '\\\\nwhen': 691, 'now': 690, 'actors': 681, 'acting': 675, 'least': 674, 'lot': 674, 'part': 672, 'takes': 668, 'point': 666, 'himself': 656, 'since': 653, 'away': 650, 'without': 650, '\\\\nthey': 648, 'again': 646, 'course': 645, 'star': 644, 'goes': 642, 'quite': 641, 'each': 635, 'interesting': 632, 'minutes': 631, \"can\\\\'t\": 630, 'effects': 627, 'screen': 624, 'might': 623, 'guy': 616, 'family': 616, 'day': 609, 'anything': 608, 'place': 607, 'three': 601, 'must': 600, 'far': 598, 'year': 592, 'rather': 588, \"that\\\\'s\": 579, \"film\\\\'s\": 578, 'watch': 575, \"there\\\\'s\": 575, 'seem': 574, 'during': 572, \"didn\\\\'t\": 565, 'always': 565, 'fun': 565, 'times': 563, 'bit': 562, 'trying': 561, 'our': 561, '\\\\nhis': 558, 'want': 555, 'sense': 553, 'special': 551, 'making': 550, 'job': 550, 'give': 548, 'kind': 547, 'wife': 547, 'picture': 543, 'home': 540, 'help': 530, 'series': 528, 'becomes': 526, '\\\\nhowever': 523, 'set': 523, 'pretty': 516, 'yet': 515, 'woman': 513, 'probably': 512, 'dialogue': 510, 'become': 509, 'hollywood': 507, 'gives': 505, 'actor': 503, 'men': 500, 'having': 498, 'money': 496, 'whole': 494, 'hard': 493, 'together': 491, '\\\\nshe': 490, 'american': 489, 'black': 487, '\\\\nfor': 486, 'once': 486, 'high': 484, 'given': 480, '\\\\none': 478, 'wants': 475, 'although': 471, 'got': 467, 'however': 463, 'music': 459, '\\\\nwhat': 456, 'feel': 456, 'done': 452, 'along': 448, 'less': 445, '\\\\nso': 443, 'play': 442, 'everything': 441, 'especially': 440, 'death': 440, 'looks': 439, 'watching': 438, 'next': 438, 'sex': 438, 'moments': 437, 'completely': 436, 'reason': 435, 'whose': 434, '\\\\nafter': 430, '\\\\nwe': 429, 'rest': 427, 'different': 426, 'horror': 426, 'sure': 425, 'looking': 425, 'performances': 425, 'city': 425, '\\\\nwhile': 420, 'ending': 419, 'couple': 417, 'case': 414, 'father': 413, 'put': 413, 'simply': 412, 'shows': 409, \"i\\\\'m\": 409, 'left': 408, 'entire': 406, 'evil': 406, 'itself': 406, 'night': 406, 'mind': 403, 'until': 403, 'human': 403, 'humor': 402, 'small': 401, \"\\\\nthere\\\\'s\": 398, 'main': 397, 'found': 396, 'girl': 395, 'lost': 394, 'use': 394, 'getting': 394, 'line': 392, 'turns': 392, 'begins': 391, 'several': 390, 'friends': 388, 'problem': 386, 'anyone': 384, 'half': 383, 'james': 383, 'everyone': 382, 'idea': 378, 'mother': 376, 'name': 374, 'school': 374, '\\\\nat': 373, 'town': 373, 'true': 372, '\\\\nwith': 371, 'stars': 371, 'else': 371, 'thought': 371, 'comic': 370, 'final': 369, 'tries': 369, 'friend': 369, '\\\\nyou': 369, '\\\\neven': 367, 'group': 367, 'used': 364, 'wrong': 363, 'sequence': 363, 'against': 361, 'instead': 360, 'house': 360, 'relationship': 359, 'works': 358, 'called': 356, 'either': 355, 'keep': 353, 'named': 353, 'dead': 352, 'alien': 352, 'turn': 350, 'behind': 350, 'michael': 350, 'said': 350, 'someone': 349, 'head': 348, 'often': 348, '2': 345, 'written': 345, \"they\\\\'re\": 343, 'later': 343, 'believe': 343, 'war': 343, 'doing': 342, 'second': 342, 'able': 339, 'tell': 339, '\\\\nthat': 337, 'finds': 337, 'under': 336, 'playing': 335, \"she\\\\'s\": 335, 'certainly': 334, 'hand': 332, 'past': 332, 'perfect': 332, 'book': 329, 'person': 326, 'including': 325, 'nice': 324, '\\\\nnot': 323, 'david': 323, 'supposed': 322, 'camera': 322, 'days': 322, 'lives': 322, '\\\\nalthough': 322, 'shot': 321, 'seeing': 321, 'live': 320, 'lines': 317, 'moment': 317, 'starts': 314, 'side': 313, 'entertaining': 312, 'car': 312, 'run': 311, 'style': 311, 'need': 310, 'based': 310, 'soon': 310, 'game': 310, 'boy': 308, 'fight': 307, \"i\\\\'ve\": 307, 'tv': 306, 'start': 305, 'matter': 305, \"you\\\\'re\": 305, 'full': 305, 'worth': 303, 'face': 303, 'care': 302, 'summer': 302, 'running': 301, 'son': 301, 'worst': 300, 'opening': 298, 'try': 298, 'hour': 296, 'video': 295, 'daughter': 295, 'example': 295, 'kids': 294, 'exactly': 294, 'violence': 293, 's': 293, 'problems': 292, 'major': 292, 'sequences': 291, 'short': 290, 'version': 290, 'directed': 290, 'title': 289, 'beautiful': 289, 'nearly': 288, '\\\\nto': 288, 'dark': 288, 'obvious': 286, \"wasn\\\\'t\": 286, '\\\\nnow': 285, 'top': 285, 'classic': 284, 'order': 282, 'kill': 282, '\\\\nall': 282, 'team': 282, 'direction': 282, 'themselves': 281, \"who\\\\'s\": 281, 'perhaps': 281, 'production': 280, 'drama': 280, 'finally': 280, 'screenplay': 280, 'already': 279, 'roles': 279, 'early': 279, 'hit': 278, 'knows': 276, 'upon': 276, '\\\\nunfortunately': 275, 'act': 275, 'simple': 275, 'children': 274, 'mr': 274, 'question': 274, 'eyes': 273, 'sort': 273, 'supporting': 273, '\\\\nof': 272, 'truly': 272, 'fine': 272, 'white': 270, 'review': 267, 'others': 267, 'throughout': 267, 'earth': 267, 'save': 266, 'boring': 263, 'beginning': 262, '\\\\non': 262, 'guys': 261, 'kevin': 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232, 'close': 232, 'mostly': 232, 'hours': 232, 'tom': 232, 'fall': 232, 'fiction': 231, \"movie\\\\'s\": 231, 'brother': 230, 'leads': 230, 'dog': 230, 'worse': 230, 'experience': 229, 'sound': 228, 'bring': 228, 'peter': 228, 'taking': 227, 'battle': 226, 'interest': 226, 'meet': 225, 'enjoy': 225, 'jack': 225, 'alone': 225, 'husband': 224, 'power': 223, 'laughs': 223, 'laugh': 223, 'jackie': 223, 'despite': 222, 'needs': 221, 'happen': 220, 'talent': 220, 'living': 220, 'feeling': 219, 'across': 219, 'late': 219, 'chance': 219, 'guess': 218, 'single': 218, 'king': 218, 'attempts': 218, 'deal': 217, 'taken': 217, 'mean': 217, 'number': 217, 'forced': 217, 'fans': 216, 'success': 216, 'theater': 216, 'features': 216, 'de': 216, 'killed': 215, \"\\\\nhe\\\\'s\": 215, 'history': 215, 'feels': 214, 'wonderful': 214, 'premise': 214, 'easy': 213, 'feature': 213, 'within': 212, 'tale': 212, 'science': 212, '\\\\nalso': 212, 'form': 212, 'girls': 212, '\\\\nsome': 212, 'impressive': 212, 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\"person\\\\'s\": 20, 'glimpses': 20, 'hilariously': 20, 'anticipation': 20, 'gauge': 20, 'desired': 20, 'deuce': 20, 'jacques': 20, 'voyage': 20, 'walsh': 20, 'pressure': 20, 'mcgowan': 20, 'fraser': 20, 'scores': 20, 'shopping': 20, 'accepted': 20, 'literature': 20, 'risky': 20, 'loyalty': 20, 'respects': 20, 'select': 20, 'subtitles': 20, 'locked': 20, 'sums': 20, 'resolved': 20, 'salma': 20, 'duty': 20, '200': 20, 'dracula': 20, 'overwhelming': 20, 'zellweger': 20, 'unfold': 20, 'maid': 20, 'wet': 20, '\\\\nback': 20, 'complain': 20, 'rita': 20, 'landing': 20, 'contract': 20, 'map': 20, 'chainsaw': 20, 'riot': 20, 'trait': 20, 'gigantic': 20, 'conditions': 20, 'affect': 20, 'tag': 20, 'citizen': 20, 'boxer': 20, 'counting': 20, 'fills': 20, 'kidnap': 20, 'well-written': 20, 'europe': 20, 'sneak': 20, 'resembling': 20, 'monkeys': 20, 'definition': 20, 'grab': 20, 'musicals': 20, 'altered': 20, 'lemmon': 20, 'toronto': 20, '$100': 20, 'liz': 20, 'dear': 20, 'excess': 20, 'mamet': 20, 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20, 'matilda': 20, 'lambeau': 20, 'donkey': 20, 'rounders': 20, 'meantime': 19, 'dig': 19, '10/10': 19, 'stretched': 19, 'considers': 19, 'anastasia': 19, 'kingdom': 19, 'rejected': 19, 'collect': 19, 'custody': 19, 'advances': 19, 'seedy': 19, 'coat': 19, 'hence': 19, '\\\\nover': 19, '60': 19, 'wounded': 19, 'sand': 19, 'cancer': 19, 'simplistic': 19, 'moody': 19, 'taught': 19, 'stilted': 19, 'atrocious': 19, 'tiger': 19, 'regard': 19, 'associate': 19, 'seeks': 19, 'politically': 19, 'wig': 19, 'bubble': 19, \"wife\\\\'s\": 19, 'pretends': 19, 'fields': 19, '\\\\nnobody': 19, 'performs': 19, \"summer\\\\'s\": 19, 'catching': 19, 'muster': 19, 'entering': 19, 'cared': 19, 'examination': 19, 'panic': 19, 'ex': 19, 'witnesses': 19, 'heavy-handed': 19, \"town\\\\'s\": 19, 'conveniently': 19, 'supply': 19, 'guaranteed': 19, 'reward': 19, 'signed': 19, 'rudy': 19, 'depends': 19, 'patterns': 19, 'maurice': 19, 'noted': 19, 'resonance': 19, 'hotshot': 19, 'warden': 19, 'colleagues': 19, 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19, 'laurence': 19, '\\\\nreally': 19, 'mixture': 19, 'daily': 19, 'claiming': 19, 'abusive': 19, 'reflects': 19, 'alike': 19, 'sylvester': 19, 'clash': 19, 'contempt': 19, 'endure': 19, 'saint': 19, 'repeat': 19, 'cigarettes': 19, '1/2': 19, 'intentionally': 19, 'awaiting': 19, 'gather': 19, 'screenwriting': 19, 'face/off': 19, 'admits': 19, 'entirety': 19, 'attendant': 19, '\\\\nwilliam': 19, 'obstacles': 19, 'stated': 19, 'compliment': 19, \"it\\\\'ll\": 19, 'weary': 19, 'corporate': 19, 'literary': 19, 'breakfast': 19, 'cabin': 19, 'modern-day': 19, \"jack\\\\'s\": 19, 'bartender': 19, 'unfair': 19, 'peculiar': 19, 'dropping': 19, 'rapid': 19, 'yard': 19, 'health': 19, 'relevant': 19, 'countries': 19, 'celluloid': 19, 'dumped': 19, 'tendency': 19, 'valley': 19, 'communication': 19, 'careful': 19, 'banter': 19, 'vibrant': 19, 'first-rate': 19, 'penis': 19, 'pushed': 19, 'screw': 19, 'forty': 19, 'millennium': 19, 'transition': 19, 'overlooked': 19, 'tagline': 19, 'requisite': 19, 'horrors': 19, 'article': 19, 'well-known': 19, 'approached': 19, 'resurrection': 19, 'portion': 19, 'fought': 19, 'observations': 19, 'variation': 19, 'crashing': 19, 'traffic': 19, 'lush': 19, 'grip': 19, 'outsider': 19, 'extensive': 19, 'fitting': 19, 'petty': 19, 'dramatically': 19, 'affecting': 19, 'blacks': 19, 'aaron': 19, 'forrest': 19, 'ramsey': 19, 've': 19, 'inherent': 19, 'degrees': 19, 'tin': 19, 'bedroom': 19, 'sings': 19, 'animators': 19, 'april': 19, 'goals': 19, 'lighthearted': 19, 'thrust': 19, 'estella': 19, 'revolutionary': 19, 'ourselves': 19, 'fidelity': 19, 'osment': 19, 'fei-hong': 19, '\\\\nspielberg': 19, 'camille': 19, 'suspicion': 18, 'span': 18, 'ribisi': 18, 'throne': 18, 'enthusiastic': 18, 'contrary': 18, 'admittedly': 18, 'tones': 18, 'exploits': 18, 'bookstore': 18, 'commitment': 18, 'pairing': 18, 'charlotte': 18, 'neurotic': 18, 'vows': 18, '\\\\ntim': 18, 'stretches': 18, 'musketeers': 18, 'plagued': 18, 'ireland': 18, 'bathtub': 18, 'seriousness': 18, 'unfamiliar': 18, 'exposition': 18, 'meaningless': 18, 'shattered': 18, 'flowers': 18, 'upside': 18, 'miraculously': 18, 'babysitter': 18, 'apollo': 18, 'placement': 18, 'phrases': 18, 'diabolical': 18, 'shoulder': 18, 'chills': 18, 'spooky': 18, 'goods': 18, '\\\\nhey': 18, 'granted': 18, '\\\\nset': 18, 'ryder': 18, 'witches': 18, 'thereafter': 18, 'convenience': 18, 'nails': 18, 'comparing': 18, 'bars': 18, 'pal': 18, 'marlon': 18, 'minimum': 18, '101': 18, 'mimic': 18, 'milk': 18, 'planets': 18, 'dud': 18, 'predecessors': 18, 'lolita': 18, 'informs': 18, 'gangsters': 18, 'pattern': 18, 'clark': 18, 'remove': 18, 'lambs': 18, 'alley': 18, 'propaganda': 18, 'camerawork': 18, '1977': 18, 'brink': 18, 'icon': 18, 'patricia': 18, 'jewel': 18, 'forlani': 18, 'understands': 18, 'dimensional': 18, 'fury': 18, 'disappeared': 18, 'mentor': 18, 'sentimentality': 18, 'mia': 18, 'rescued': 18, 'childish': 18, 'notices': 18, '\\\\nrichard': 18, 'partially': 18, 'brooklyn': 18, 'marvel': 18, 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1, 'chief-of-stafff': 1, 'downgrade': 1, \"'truman\": 1, 'true-man': 1, 'overflying': 1, 'paneled': 1, 'vainly': 1, 'all-seeing': 1, \"robots\\\\'\": 1, 'cage-world': 1, \"\\\\ncarrey\\\\'s\": 1, '\\\\nsight': 1, 'snoots': 1, 'obstructions': 1, 'obscuring': 1, 'tangerine': 1, 'timbre': 1, \"glass\\\\'\": 1, 'powaqqatsi': 1, 'keyboardist': 1, 'capitalized': 1})\n"
     ]
    }
   ],
   "source": [
    "#EDA the movie reviews\n",
    "#First, I need to make the reviews all one big string. The first step in this is taking the review column and turning \n",
    "#it into a list \n",
    "review_dict = creating_freq_list_from_df_to_dict(movies_clean, \"review\")\n",
    "print(review_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#mask from http://clipart-library.com/clipart/1517256.htm \n",
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", review_dict, 750, \"Word Cloud Pre-Cleaning\")\n",
    "\n",
    "#Without any preprocessing you can see the words that have the highest frequency count are not beneficial to the \n",
    "#understanding about what the review is about or the sentiment. The wordcloud shows that punctuation needs to be \n",
    "#removed as the common characters are ., \\, /, \", ), ', \\n, ?,. The most common words are the, a, to, and, is, in, of... \n",
    "#these words are not helpful and should be removed during the processing and cleaning of the data. My first step is \n",
    "#to remove punctuation and anything that is not a word. the words \\nthe and \\ni is there, which shows that I need to \n",
    "#remove the new line character as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>68199</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>65876</td>\n",
       "      <td>.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>37078</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>33723</td>\n",
       "      <td>and</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>33694</td>\n",
       "      <td>of</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>31466</td>\n",
       "      <td>to</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>25014</td>\n",
       "      <td>is</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>19943</td>\n",
       "      <td>in</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>17612</td>\n",
       "      <td>\\\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>14765</td>\n",
       "      <td>that</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88</td>\n",
       "      <td>11781</td>\n",
       "      <td>)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83</td>\n",
       "      <td>11664</td>\n",
       "      <td>(</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    count  word\n",
       "22  68199   the\n",
       "14  65876     .\n",
       "7   37078     a\n",
       "11  33723   and\n",
       "21  33694    of\n",
       "6   31466    to\n",
       "60  25014    is\n",
       "31  19943    in\n",
       "41  17612    \\\"\n",
       "49  14765  that\n",
       "88  11781     )\n",
       "83  11664     ("
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(review_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Items Prior to Cleaning\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 1418867\n",
      "The total number of unique words is 56785\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(review_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#need to remove the newline character \\n\n",
    "movies_clean[\"review\"] = movies_clean[\"review\"].str.replace(r'\\\\n', ' ', regex = True)\n",
    "#Changing all n't to not \n",
    "movies_clean[\"review\"] = movies_clean[\"review\"].str.replace(\"n't\",\" not\")\n",
    "#Removing punctuation and making everything lowercase \n",
    "movies_clean[\"review\"] = movies_clean[\"review\"].str.replace('[^\\w^\\s]', \"\").str.lower()\n",
    "#Need to tokenize \n",
    "movies_clean[\"review_tokenize\"] = movies_clean.apply(lambda row: nltk.word_tokenize(row[\"review\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Removing stopwords \n",
    "movies_clean[\"review_no_stopwords\"] = movies_clean.apply(lambda row: stop_word_removal(row[\"review_tokenize\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing the data without the stopwords \n",
    "viz = pd.DataFrame()\n",
    "viz[\"no_stopwords\"] = movies_clean[\"review_no_stopwords\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                                        no_stopwords\n",
       "0  [plot, two, teen, couples, go, church, party, ...\n",
       "1  [happy, bastards, quick, movie, review, damn, ...\n",
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     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "viz.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'film': 8858, 'one': 5520, 'movie': 5438, 'like': 3553, 'even': 2555, 'good': 2320, 'time': 2283, 'story': 2117, 'films': 2105, 'would': 2041, 'much': 2023, 'also': 1965, 'characters': 1947, 'get': 1921, 'character': 1906, 'two': 1824, 'first': 1768, 'see': 1730, 'well': 1695, 'way': 1668, 'make': 1590, 'really': 1556, 'little': 1490, 'life': 1469, 'plot': 1451, 'people': 1419, 'movies': 1416, 'could': 1395, 'bad': 1373, 'scene': 1373, 'never': 1363, 'best': 1301, 'new': 1277, 'doesnt': 1271, 'many': 1267, 'man': 1266, 'scenes': 1265, 'dont': 1211, 'know': 1207, 'hes': 1150, 'great': 1140, 'another': 1111, 'love': 1089, 'action': 1078, 'go': 1075, 'us': 1065, 'director': 1056, 'something': 1048, 'end': 1047, 'still': 1037, 'back': 1034, 'seems': 1032, 'made': 1026, 'work': 1007, 'theres': 994, 'makes': 992, 'however': 986, 'big': 970, 'years': 968, 'world': 963, 'every': 945, 'though': 936, 'better': 914, 'enough': 907, 'seen': 902, 'around': 896, 'take': 893, 'performance': 885, 'audience': 878, 'going': 871, 'isnt': 871, 'gets': 864, 'role': 863, 'may': 854, 'real': 853, 'things': 849, 'think': 842, 'actually': 834, 'last': 830, 'look': 829, 'funny': 829, 'almost': 811, 'say': 802, 'thing': 801, 'nothing': 800, 'comedy': 800, 'although': 795, 'fact': 795, 'thats': 790, 'played': 788, 'right': 782, 'find': 779, 'john': 772, 'come': 769, 'since': 768, 'script': 762, 'cast': 760, 'plays': 753, 'long': 750, 'young': 738, 'ever': 737, 'comes': 733, 'old': 728, 'actors': 716, 'part': 703, 'original': 703, 'show': 699, 'without': 695, 'acting': 689, 'star': 675, 'least': 675, 'lot': 674, 'point': 670, 'takes': 668, 'quite': 656, 'away': 650, 'course': 647, 'goes': 646, 'cant': 645, 'minutes': 639, 'interesting': 633, 'im': 630, 'effects': 629, 'three': 628, 'screen': 626, 'might': 624, 'rather': 620, 'guy': 620, 'family': 620, 'anything': 617, 'day': 612, 'far': 611, 'place': 610, 'must': 604, 'watch': 601, 'yet': 600, 'year': 594, 'didnt': 576, 'seem': 574, 'always': 574, 'fun': 571, 'times': 566, 'trying': 565, 'instead': 565, 'special': 565, 'bit': 564, 'making': 563, 'give': 561, 'want': 557, 'sense': 553, 'picture': 550, 'job': 550, 'kind': 549, 'wife': 548, 'set': 545, 'home': 543, 'probably': 538, 'series': 537, 'help': 532, 'along': 529, 'becomes': 526, 'pretty': 523, 'everything': 522, 'hollywood': 522, 'sure': 518, 'dialogue': 516, 'american': 515, 'men': 515, 'together': 515, 'woman': 515, 'actor': 513, 'become': 509, 'gives': 507, 'hard': 503, 'given': 501, 'money': 501, 'high': 498, 'black': 495, 'whole': 494, 'watching': 490, 'got': 486, 'music': 475, 'wants': 475, 'feel': 461, 'perhaps': 458, 'done': 458, 'especially': 454, 'death': 453, 'less': 452, 'next': 452, 'moments': 449, 'sex': 447, 'everyone': 445, 'play': 445, 'looks': 443, 'completely': 439, 'city': 437, 'looking': 436, 'reason': 435, 'whose': 434, 'horror': 433, 'shows': 432, 'rest': 431, 'performances': 430, 'different': 429, 'simply': 428, 'james': 426, 'father': 422, 'ending': 421, 'friends': 421, 'couple': 420, 'put': 420, 'case': 419, 'several': 417, 'mind': 416, 'theyre': 414, 'evil': 413, 'left': 412, 'anyone': 411, 'michael': 411, 'human': 408, 'night': 408, 'shes': 407, 'entire': 406, 'small': 406, 'humor': 405, 'getting': 404, 'girl': 404, 'lost': 403, 'turns': 402, 'line': 401, 'main': 399, 'found': 397, '2': 396, 'use': 396, 'problem': 394, 'half': 393, 'begins': 392, 'true': 388, 'either': 385, 'stars': 383, 'unfortunately': 382, 'mother': 382, 'soon': 382, 'later': 381, 'ive': 381, 'final': 379, 'idea': 378, 'name': 376, 'someone': 375, 'school': 375, 'comic': 375, 'town': 374, 'wrong': 372, 'thought': 372, 'else': 371, 'based': 370, 'friend': 370, 'tries': 369, 'group': 367, 'alien': 366, 'written': 365, 'house': 365, 'david': 365, 'sequence': 364, 'used': 364, 'keep': 364, 'often': 361, 'second': 361, 'dead': 360, 'certainly': 360, 'works': 359, 'relationship': 359, 'believe': 357, 'called': 356, 'said': 353, 'named': 353, 'playing': 351, 'despite': 351, 'behind': 351, 'head': 350, 'turn': 350, 'finally': 350, 'war': 348, 'maybe': 345, 'days': 342, 'tell': 341, 'kids': 339, 'able': 339, 'finds': 337, 'nice': 336, 'seeing': 336, 'youre': 335, 'perfect': 334, 'past': 333, 'hand': 332, 'book': 330, 'including': 330, 'mr': 327, 'shot': 326, 'person': 326, 'lives': 325, 'boy': 324, 'camera': 323, 'run': 323, 'supposed': 322, 'lines': 321, 'live': 321, 'moment': 318, 'side': 317, 'directed': 317, 'starts': 316, 'need': 316, 'fight': 315, 'entertaining': 313, 'running': 313, 'car': 313, 'style': 313, 'game': 313, 'summer': 313, 'full': 312, 'worth': 311, 'tv': 310, 'dark': 309, 'face': 307, 'worst': 307, 'start': 306, 'matter': 305, 'kevin': 305, 'try': 305, 'upon': 305, 'others': 303, 'nearly': 303, 'care': 302, 'son': 302, 'opening': 301, 'throughout': 300, 'example': 299, 'violence': 298, 'exactly': 297, 'video': 296, 'hour': 296, 'daughter': 296, 'early': 295, 'major': 294, 'review': 293, 'problems': 293, 'beautiful': 292, 'sequences': 291, 'short': 291, 'wasnt': 291, 'production': 290, 'title': 290, 'version': 290, 'whos': 289, 'robert': 288, 'let': 288, 'obvious': 287, 'joe': 287, 'classic': 286, 'top': 286, 'screenplay': 286, 'already': 285, 'guys': 284, 'kill': 283, 'drama': 283, 'fine': 283, 'direction': 283, 'order': 282, 'eyes': 282, 'team': 282, 'children': 281, 'roles': 281, 'simple': 281, 'hit': 280, 'knows': 278, 'act': 277, 'question': 277, 'earth': 276, 'sort': 276, 'white': 275, 'supporting': 275, 'truly': 274, 'deep': 272, 'save': 271, 'sometimes': 269, 'boring': 269, 'jack': 269, 'known': 266, 'women': 264, 'beginning': 264, 'coming': 261, 'wont': 261, 'hell': 261, 'attempt': 260, 'jokes': 260, 'killer': 260, 'arent': 259, 'strong': 259, 'tom': 259, 'four': 259, 'space': 259, 'body': 258, 'happens': 258, 'room': 257, 'ends': 257, 'says': 256, 'york': 256, 'jackie': 256, 'tells': 255, 'heart': 255, 'novel': 254, 'hope': 254, 'possible': 253, 'peter': 253, 'scream': 253, 'yes': 252, 'saw': 252, 'quickly': 251, 'stupid': 251, 'five': 249, 'genre': 249, 'extremely': 248, 'lead': 248, 'manages': 248, 'girls': 247, 'wonder': 246, 'lee': 245, 'murder': 245, 'particularly': 245, 'ship': 244, 'stop': 244, 'romantic': 244, 'appears': 243, 'level': 243, 'future': 243, 'career': 242, 'involving': 242, 'worse': 242, 'voice': 241, 'mostly': 241, 'thriller': 241, 'involved': 241, 'sets': 240, 'eventually': 240, 'police': 239, 'falls': 239, 'sound': 239, 'hours': 239, 'taking': 238, 'attention': 238, 'emotional': 238, 'dr': 237, 'material': 237, 'result': 237, 'elements': 236, 'planet': 236, 'ones': 236, 'hero': 236, 'lack': 235, 'close': 235, 'bring': 235, 'whats': 234, 'piece': 234, 'child': 234, 'meet': 234, 'none': 233, 'note': 233, 'brother': 232, 'experience': 232, 'fall': 232, 'van': 232, 'fans': 231, 'fiction': 231, 'leads': 231, 'dog': 230, 'living': 229, 'wild': 229, 'de': 228, 'battle': 227, 'enjoy': 227, 'theater': 227, 'alone': 227, 'obviously': 226, 'guess': 226, 'paul': 226, 'interest': 226, 'taken': 225, 'feeling': 225, 'late': 225, 'youll': 225, 'usually': 225, 'among': 225, 'husband': 224, 'laughs': 224, 'laugh': 224, 'power': 223, 'george': 223, 'parents': 223, 'mean': 222, 'king': 222, 'aliens': 222, 'needs': 221, 'attempts': 221, 'happen': 220, 'within': 220, 'number': 220, 'chance': 220, 'talent': 220, 'across': 219, 'deal': 218, 'single': 218, 'chris': 218, 'brothers': 218, 'williams': 217, 'forced': 217, '1': 217, 'talk': 217, 'feels': 216, 'whether': 216, 'easy': 216, 'god': 216, 'success': 216, 'wonderful': 216, 'features': 216, 'expect': 215, 'killed': 215, 'history': 215, 'television': 214, 'words': 214, 'feature': 214, 'premise': 214, 'word': 214, 'leave': 213, 'science': 213, 'mission': 213, 'impressive': 213, 'giving': 212, 'tale': 212, 'except': 212, 'poor': 212, 'form': 212, 'seemed': 211, 'recent': 211, 'call': 211, 'score': 210, 'disney': 210, 'basically': 210, 'meets': 210, 'oscar': 210, 'surprise': 210, 'apparently': 209, 'serious': 209, 'told': 208, 'important': 208, 'filmmakers': 208, 'crew': 207, 'parts': 206, 'stuff': 206, 'somehow': 206, 'released': 206, 'entertainment': 206, 'easily': 206, 'robin': 205, 'computer': 205, 'happy': 204, 'change': 204, 'brings': 202, 'credits': 201, 'events': 201, 'local': 201, 'art': 201, 'hilarious': 201, 'release': 200, 'difficult': 200, 'went': 200, 'remember': 200, 'working': 200, 'ago': 199, 'crime': 199, 'sequel': 199, 'oh': 198, 'lets': 198, 'certain': 198, 'using': 198, 'middle': 197, 'complete': 197, 'wouldnt': 197, 'cool': 196, 'william': 196, 'audiences': 196, 'girlfriend': 195, 'due': 195, 'batman': 195, 'runs': 195, 'ryan': 195, '3': 194, 'return': 194, 'turned': 194, 'effective': 194, 'ben': 194, 'viewer': 193, 'suspense': 193, 'ill': 193, 'smith': 193, 'flick': 192, 'presence': 192, 'reality': 192, 'quality': 192, 'uses': 191, 'popular': 191, 'anyway': 190, 'surprisingly': 189, 'personal': 189, 'dramatic': 189, 'begin': 189, 'mystery': 189, 'decides': 188, 'figure': 188, 'die': 188, 'youve': 188, 'ways': 187, 'somewhat': 187, 'annoying': 187, 'writing': 187, 'viewers': 187, 'previous': 186, 'business': 186, 'light': 186, 'similar': 186, 'shots': 186, 'absolutely': 186, 'blood': 186, 'came': 185, 'couldnt': 185, 'strange': 184, 'read': 184, 'gone': 184, 'sexual': 183, 'latest': 183, 'means': 183, 'project': 183, 'former': 183, 'excellent': 183, 'towards': 182, 'successful': 182, 'rich': 182, 'familiar': 181, 'intelligent': 181, 'visual': 181, 'amazing': 181, 'leaves': 181, 'predictable': 180, 'beyond': 180, 'following': 180, 'romance': 180, 'leaving': 180, 'clear': 179, 'questions': 179, 'jim': 179, 'cut': 179, 'present': 179, 'wars': 179, 'starring': 178, 'type': 178, 'kid': 178, 'talking': 177, 'definitely': 177, 'message': 177, 'party': 176, 'nature': 176, 'powerful': 176, 'brilliant': 176, 'add': 176, 'situation': 176, 'secret': 175, 'opens': 175, 'felt': 175, 'stories': 175, 'office': 175, 'giant': 175, 'clever': 175, 'create': 175, 'villain': 175, 'red': 174, 'bunch': 174, 'usual': 174, 'straight': 174, 'cop': 173, 'scary': 173, 'actress': 173, 'cinema': 173, 'id': 173, 'third': 173, 'smart': 173, 'company': 173, 'learn': 172, 'prison': 172, 'large': 172, 'bill': 172, 'doubt': 172, 'age': 172, 'rock': 171, 'thinking': 171, 'solid': 171, 'move': 171, 'water': 171, 'follows': 170, 'jones': 170, 'saying': 170, 'bob': 170, 'writer': 169, 'effect': 169, 'potential': 169, 'seriously': 169, 'america': 169, 'huge': 168, 'near': 168, 'plan': 168, 'unlike': 167, 'million': 167, '4': 165, 'general': 165, 'realize': 165, 'animated': 165, 'took': 164, 'decent': 164, 'likely': 164, 'follow': 164, 'understand': 164, 'motion': 164, 'martin': 164, 'perfectly': 164, 'immediately': 163, 'subject': 163, 'married': 163, 'sam': 163, 'mark': 163, 'happened': 163, 'enjoyable': 163, 'moving': 163, 'agent': 162, 'created': 162, 'heard': 162, 'stay': 161, 'fails': 161, 'filled': 161, 'force': 160, 'points': 160, 'sweet': 160, 'country': 160, 'merely': 160, 'exciting': 160, 'break': 159, 'overall': 159, 'wanted': 159, 'slow': 159, 'ultimately': 158, 'dream': 158, 'neither': 158, 'bruce': 158, 'appear': 158, 'impossible': 158, 'mess': 157, 'escape': 157, 'private': 157, 'directors': 157, 'brought': 157, 'richard': 157, 'inside': 156, 'trouble': 156, 'r': 155, '10': 155, 'favorite': 155, 'tim': 155, 'wedding': 155, 'murphy': 155, 'otherwise': 154, 'musical': 154, 'liked': 154, 'scott': 154, 'political': 154, 'fan': 154, 'various': 154, 'trek': 154, 'pay': 154, 'particular': 154, 'ten': 153, 'keeps': 153, 'dumb': 153, 'chase': 151, 'steve': 151, 'situations': 151, 'spend': 150, 'members': 150, 'harry': 150, 'talented': 150, 'studio': 149, 'element': 149, 'bond': 149, 'society': 149, 'truth': 149, 'effort': 149, 'biggest': 148, 'rating': 148, 'slightly': 148, 'earlier': 148, 'silly': 148, 'focus': 148, 'showing': 147, 'offers': 147, 'havent': 147, 'open': 147, 'purpose': 147, 'drug': 147, 'soundtrack': 146, 'memorable': 146, 'park': 146, 'mars': 145, 'eye': 145, 'english': 145, 'totally': 145, 'cold': 145, 'fast': 145, 'frank': 145, 'ideas': 144, 'view': 144, 'state': 144, 'gun': 144, 'ask': 143, 'credit': 143, 'waste': 143, 'box': 143, 'wait': 143, 'government': 143, 'aspect': 143, 'subplot': 143, 'eddie': 143, 'entirely': 142, 'l': 142, 'actual': 142, 'law': 142, 'hands': 142, 'constantly': 142, 'terrible': 141, 'fear': 141, 'moves': 141, 'british': 141, 'gave': 141, 'west': 141, 'e': 140, 'convincing': 140, 'ability': 140, 'female': 139, 'ridiculous': 139, 'cinematography': 139, 'typical': 139, 'thinks': 139, 'atmosphere': 139, 'setting': 139, 'spent': 139, 'animation': 138, 'fairly': 138, 'air': 138, 'lots': 138, 'carter': 138, 'expected': 137, 'control': 137, 'depth': 137, 'killing': 137, 'suddenly': 137, 'background': 137, 'humans': 136, 'sees': 136, 'army': 136, 'critics': 136, 'greatest': 136, 'sit': 136, 'tension': 136, 'beauty': 135, 'brief': 135, 'complex': 135, 'violent': 135, 'amusing': 135, 'dull': 134, 'indeed': 134, 'modern': 134, 'steven': 134, 'tone': 134, 'impact': 134, 'willis': 134, 'whatever': 133, 'sounds': 133, 'boys': 133, 'seven': 133, 'cinematic': 133, 'outside': 133, 'wish': 133, 'mary': 133, 'list': 133, 'meanwhile': 133, 'subtle': 133, 'recently': 132, 'free': 132, 'disaster': 132, 'clearly': 132, 'class': 132, 'master': 132, 'ii': 132, 'amount': 132, 'approach': 132, 'truman': 132, 'minor': 131, 'reasons': 131, 'allen': 131, 'woody': 131, 'hear': 131, 'awful': 130, 'sight': 130, 'island': 130, 'hate': 130, 'queen': 130, 'believable': 130, 'hold': 130, 'cheap': 130, 'godzilla': 130, 'sister': 130, 'chemistry': 130, 'street': 129, 'quick': 129, 'shown': 129, 'front': 129, 'budget': 129, 'possibly': 129, 'nick': 129, 'song': 129, 'plenty': 129, 'screenwriter': 129, 'theme': 129, 'stone': 129, 'key': 129, 'longer': 129, 'dreams': 128, 'highly': 128, 'common': 128, 'max': 128, 'joke': 128, 'stand': 128, 'carry': 128, 'charm': 128, 'imagine': 128, 'realistic': 128, 'cameron': 128, 'somewhere': 127, 'writers': 127, 'leader': 127, 'slowly': 127, 'choice': 127, 'college': 127, 'fire': 127, 'teen': 126, 'telling': 126, 'six': 126, 'provide': 126, 'trailer': 126, 'sean': 126, 'puts': 126, 'miss': 126, 'scifi': 126, 'delivers': 126, 'asks': 126, 'okay': 125, 'cute': 125, 'flat': 125, 'casting': 125, 'development': 125, 'ride': 125, 'appearance': 125, 'etc': 125, 'proves': 125, 'pictures': 124, 'french': 124, 'decide': 124, 'sent': 124, 'detective': 124, 'incredibly': 124, 'club': 124, 'images': 124, 'member': 123, 'basic': 123, 'u': 123, 'considering': 123, 'opportunity': 123, 'thanks': 123, 'remains': 123, 'wrote': 123, 'language': 123, 'songs': 122, 'intelligence': 122, 'caught': 122, 'j': 122, 'leading': 122, 'knew': 122, 'interested': 122, 'lies': 122, 'forget': 122, 'titanic': 122, 'mike': 122, 'provides': 121, 'road': 121, 'energy': 121, 'climax': 121, 'central': 121, 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'countrysides': 1, 'chiefofstafff': 1, 'downgrade': 1, 'trueman': 1, 'overflying': 1, 'paneled': 1, 'vainly': 1, 'allseeing': 1, 'cageworld': 1, 'snoots': 1, 'obstructions': 1, 'obscuring': 1, 'tangerine': 1, 'timbre': 1, 'powaqqatsi': 1, 'keyboardist': 1, 'capitalized': 1})\n"
     ]
    }
   ],
   "source": [
    "viz[\"no_stopwords\"] = getting_data_ready_for_freq(viz, \"no_stopwords\")\n",
    "no_stopwords_dict = creating_freq_list_from_df_to_dict(viz, \"no_stopwords\")\n",
    "print(no_stopwords_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", no_stopwords_dict, 750, \"Word Cloud Stopwords Removed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>104</td>\n",
       "      <td>8858</td>\n",
       "      <td>film</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>5520</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>5438</td>\n",
       "      <td>movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87</td>\n",
       "      <td>3553</td>\n",
       "      <td>like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>2555</td>\n",
       "      <td>even</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>2320</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>275</td>\n",
       "      <td>2283</td>\n",
       "      <td>time</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>276</td>\n",
       "      <td>2117</td>\n",
       "      <td>story</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>2105</td>\n",
       "      <td>films</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>189</td>\n",
       "      <td>2041</td>\n",
       "      <td>would</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>342</td>\n",
       "      <td>2023</td>\n",
       "      <td>much</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>233</td>\n",
       "      <td>1965</td>\n",
       "      <td>also</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count   word\n",
       "104   8858   film\n",
       "11    5520    one\n",
       "22    5438  movie\n",
       "87    3553   like\n",
       "36    2555   even\n",
       "51    2320   good\n",
       "275   2283   time\n",
       "276   2117  story\n",
       "42    2105  films\n",
       "189   2041  would\n",
       "342   2023   much\n",
       "233   1965   also"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(no_stopwords_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Words Stopwords and Punctuation Removed\")\n",
    "sns.set_context(\"talk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 710273\n",
      "The total number of unique words is 47627\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(no_stopwords_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using the Porter Stemmer to tokenize \n",
    "#stemming using the porter stemmer. \n",
    "stemmed_movies = pd.DataFrame()\n",
    "stemmed_movies[\"stemmed_review\"] = movies_clean.apply(lambda row: stem_fun(row[\"review_no_stopwords\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>stemmed_review</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>[plot, two, teen, coupl, go, church, parti, dr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>[happi, bastard, quick, movi, review, damn, y2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>[movi, like, make, jade, movi, viewer, thank, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>[quest, camelot, warner, bro, first, featurele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>[synopsi, mental, unstabl, man, undergo, psych...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      stemmed_review\n",
       "0  [plot, two, teen, coupl, go, church, parti, dr...\n",
       "1  [happi, bastard, quick, movi, review, damn, y2...\n",
       "2  [movi, like, make, jade, movi, viewer, thank, ...\n",
       "3  [quest, camelot, warner, bro, first, featurele...\n",
       "4  [synopsi, mental, unstabl, man, undergo, psych..."
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the stemmed_movies df\n",
    "stemmed_movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing the data without the stopwords \n",
    "viz = pd.DataFrame()\n",
    "viz[\"stemmed_review\"] = stemmed_movies[\"stemmed_review\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'film': 11108, 'movi': 6855, 'one': 5758, 'like': 3997, 'charact': 3855, 'get': 3189, 'make': 3152, 'time': 2902, 'scene': 2638, 'even': 2602, 'good': 2383, 'play': 2361, 'stori': 2319, 'see': 2202, 'would': 2041, 'much': 2024, 'also': 1965, 'go': 1954, 'way': 1855, 'seem': 1834, 'look': 1825, 'end': 1825, 'two': 1824, 'take': 1799, 'first': 1769, 'come': 1765, 'well': 1756, 'work': 1693, 'thing': 1650, 'year': 1562, 'realli': 1556, 'plot': 1553, 'know': 1548, 'perform': 1522, 'littl': 1493, 'life': 1482, 'peopl': 1460, 'love': 1412, 'could': 1395, 'bad': 1382, 'never': 1364, 'man': 1353, 'tri': 1340, 'show': 1339, 'best': 1304, 'give': 1280, 'new': 1277, 'doesnt': 1271, 'mani': 1267, 'star': 1266, 'want': 1231, 'say': 1230, 'actor': 1229, 'director': 1217, 'dont': 1211, 'watch': 1206, 'find': 1201, 'great': 1176, 'action': 1172, 'use': 1163, 'becom': 1153, 'think': 1152, 'he': 1150, 'role': 1144, 'anoth': 1119, 'act': 1103, 'audienc': 1074, 'us': 1065, 'effect': 1064, 'back': 1062, 'someth': 1052, 'still': 1043, 'world': 1029, 'made': 1026, 'turn': 1025, 'interest': 1002, 'there': 996, 'actual': 989, 'howev': 986, 'feel': 984, 'big': 970, 'day': 954, 'live': 951, 'set': 948, 'everi': 945, 'though': 936, 'better': 922, 'part': 917, 'cast': 914, 'enough': 907, 'guy': 904, 'seen': 902, 'around': 896, 'comedi': 886, 'point': 882, 'isnt': 871, 'origin': 870, 'last': 867, 'name': 854, 'may': 854, 'real': 853, 'begin': 849, 'direct': 845, 'fact': 843, 'run': 833, 'script': 832, 'right': 831, 'funni': 829, 'final': 820, 'lot': 812, 'almost': 811, 'noth': 800, 'although': 795, 'john': 795, 'friend': 791, 'that': 790, 'place': 790, 'long': 778, 'moment': 775, 'sinc': 768, 'start': 767, 'minut': 755, 'person': 745, 'old': 742, 'young': 739, 'ever': 738, 'line': 730, 'kill': 730, 'tell': 722, 'happen': 719, 'screen': 718, 'help': 718, 'call': 704, 'famili': 698, 'without': 695, 'wonder': 695, 'quit': 691, 'problem': 687, 'believ': 681, 'pictur': 678, 'least': 675, 'open': 669, 'complet': 667, 'appear': 659, 'sequenc': 655, 'need': 652, 'music': 652, 'away': 651, 'girl': 651, 'cours': 649, 'goe': 646, 'cant': 645, 'human': 644, 'involv': 635, 'three': 633, 'im': 630, 'reason': 628, 'might': 624, 'rather': 620, 'alien': 620, 'anyth': 618, 'laugh': 618, 'includ': 616, 'bit': 613, 'enjoy': 613, 'far': 611, 'entertain': 610, 'put': 608, 'keep': 604, 'must': 604, 'job': 602, 'sens': 601, 'lead': 601, 'yet': 600, 'kind': 597, 'follow': 597, 'gener': 583, 'differ': 580, 'special': 579, 'sure': 577, 'didnt': 576, 'alway': 575, 'leav': 574, 'fun': 571, 'attempt': 570, 'american': 567, 'wife': 567, 'instead': 565, 'home': 565, 'featur': 563, 'hollywood': 560, 'woman': 557, 'fall': 556, 'expect': 556, 'entir': 549, 'hand': 543, 'probabl': 543, 'move': 538, 'seri': 537, 'creat': 536, 'hour': 535, 'war': 532, 'let': 531, 'along': 529, 'kid': 527, 'meet': 527, 'power': 525, 'everyth': 525, 'men': 524, 'pretti': 523, 'idea': 522, 'dialogu': 522, 'night': 521, 'black': 521, 'head': 520, 'bring': 517, 'togeth': 515, 'forc': 515, 'shot': 512, 'hard': 511, 'mean': 509, 'high': 509, 'emot': 506, 'question': 503, 'money': 503, 'humor': 502, 'hope': 502, 'given': 501, 'mind': 497, 'care': 495, 'save': 494, 'whole': 494, 'surpris': 488, 'got': 487, 'success': 486, 'fight': 483, 'everyon': 482, 'talk': 479, 'death': 479, 'beauti': 478, 'anim': 478, 'manag': 476, 'father': 474, 'coupl': 472, 'citi': 472, 'face': 469, 'talent': 468, 'thought': 466, 'sever': 463, 'case': 460, 'review': 458, 'perhap': 458, 'done': 458, 'boy': 457, 'die': 454, 'especi': 454, 'sex': 454, 'horror': 453, 'less': 452, 'next': 452, 'brother': 450, 'relationship': 449, 'releas': 445, 'unfortun': 444, 'murder': 444, 'possibl': 442, 'rest': 440, 'product': 435, 'whose': 434, 'nice': 433, 'second': 433, 'chang': 432, 'comic': 432, 'evil': 430, 'ask': 430, 'eye': 430, 'simpli': 429, 'decid': 429, 'word': 428, 'jame': 426, 'mr': 424, 'anyon': 424, 'base': 422, 'mother': 422, 'michael': 421, 'suppos': 416, 'present': 414, 'theyr': 414, 'william': 413, 'sound': 413, 'left': 412, 'book': 412, 'lack': 411, 'main': 408, 'she': 407, 'small': 406, 'group': 406, 'lost': 403, 'bore': 403, 'found': 403, 'town': 403, 'usual': 399, 'impress': 399, 'develop': 399, 'school': 398, 'learn': 397, 'someon': 396, '2': 396, 'hit': 396, 'hous': 396, 'joke': 395, 'filmmak': 395, 'half': 393, 'matter': 393, 'except': 393, 'wrong': 392, 'game': 392, 'true': 388, 'perfect': 387, 'either': 386, 'element': 385, 'fan': 385, 'realiz': 384, 'els': 384, 'support': 384, 'soon': 383, 'later': 381, 'ive': 381, 'viewer': 380, 'david': 380, 'produc': 379, 'provid': 376, 'car': 375, 'return': 372, 'credit': 367, 'robert': 367, 'deal': 365, 'written': 365, 'camera': 364, 'side': 363, 'rate': 362, 'tv': 362, 'often': 361, 'dead': 360, 'certainli': 360, 'dark': 359, 'result': 357, 'natur': 356, 'consid': 354, 'stop': 353, 'said': 353, 'despit': 351, 'behind': 351, 'visual': 351, 'fail': 349, 'scream': 349, 'close': 348, 'hero': 345, 'order': 345, 'mayb': 345, 'son': 345, 'voic': 344, 'basic': 344, 'classic': 344, 'team': 344, 'recent': 343, 'titl': 343, 'past': 342, 'experi': 341, 'summer': 340, 'abl': 339, 'major': 339, 'miss': 338, 'write': 337, 'critic': 337, 'your': 335, 'killer': 334, 'children': 333, 'exampl': 332, 'mysteri': 332, 'style': 331, 'extrem': 330, 'piec': 330, 'view': 330, 'situat': 330, 'offer': 329, 'event': 324, 'sort': 324, 'video': 323, 'theater': 323, 'daughter': 321, 'intellig': 321, 'kevin': 321, 'note': 321, 'offic': 319, 'stand': 318, 'joe': 317, 'top': 314, 'bodi': 313, 'version': 313, 'full': 312, 'worth': 311, 'drama': 310, 'figur': 309, 'appar': 309, 'plan': 309, 'worst': 307, 'upon': 305, 'other': 304, 'discov': 304, 'nearli': 303, 'thriller': 303, 'deliv': 302, 'heart': 302, 'read': 302, 'dream': 301, 'ship': 301, 'dog': 301, 'screenplay': 301, 'throughout': 300, 'room': 300, 'break': 298, 'short': 298, 'violenc': 298, 'exactli': 297, 'writer': 296, 'earth': 295, 'earli': 295, 'stupid': 293, 'art': 293, 'carri': 292, 'wasnt': 291, 'white': 290, 'jack': 290, 'clich': 289, 'who': 289, 'wast': 288, 'fine': 288, 'spend': 287, 'obviou': 287, 'add': 287, 'guess': 286, 'imagin': 286, 'level': 286, 'alreadi': 285, 'state': 284, 'prove': 283, 'battl': 283, 'wait': 283, 'toward': 282, 'simpl': 281, 'sometim': 280, 'disney': 279, 'king': 279, 'cut': 278, 'predict': 278, 'pull': 278, 'space': 278, 'allow': 277, 'convinc': 277, 'explain': 276, 'novel': 276, 'women': 276, 'understand': 275, 'number': 275, 'cop': 274, 'suspens': 274, 'twist': 274, 'truli': 274, 'portray': 274, 'touch': 273, 'member': 273, 'flick': 273, 'genr': 273, 'deep': 272, 'form': 272, 'jacki': 272, 'walk': 271, 'light': 271, 'tom': 270, 'detail': 270, 'career': 269, 'fill': 268, 'chase': 267, 'hell': 267, 'known': 266, 'peter': 266, 'hold': 265, 'york': 265, 'lee': 264, 'fiction': 264, 'age': 264, 'continu': 263, 'rememb': 263, 'import': 262, 'stay': 262, 'prison': 262, 'wont': 261, 'villain': 261, 'sequel': 261, 'four': 261, 'planet': 260, 'husband': 260, 'parent': 260, 'arent': 259, 'strong': 259, 'child': 259, 'charm': 259, 'remain': 259, 'eventu': 258, 'sit': 257, 'ye': 257, 'saw': 255, 'romant': 253, 'materi': 253, 'marri': 253, 'tale': 252, 'score': 252, 'god': 252, 'quickli': 251, 'song': 251, 'project': 251, 'disappoint': 251, 'five': 250, 'escap': 250, 'attent': 250, 'excit': 249, 'respect': 249, 'unlik': 249, 'chanc': 247, 'late': 246, 'particularli': 245, 'sexual': 245, 'definit': 244, 'futur': 244, 'happi': 243, 'harri': 243, 'troubl': 243, 'build': 242, 'polit': 242, 'wors': 242, 'thank': 241, 'mostli': 241, 'speak': 241, 'polic': 240, 'lose': 240, 'qualiti': 240, 'wild': 239, 'mention': 238, 'paul': 238, 'confus': 237, 'apart': 237, 'dr': 237, 'hilari': 237, 'total': 236, 'drug': 236, 'strang': 235, 'ultim': 235, 'van': 235, 'imag': 235, 'larg': 235, 'what': 234, 'win': 234, 'gun': 234, 'oscar': 234, 'mark': 234, 'smith': 234, 'none': 233, 'televis': 232, 'pain': 232, 'local': 232, 'obvious': 231, 'subject': 231, 'comput': 231, 'de': 231, 'type': 230, 'crime': 230, 'georg': 229, 'dramat': 229, 'absolut': 229, 'alon': 227, 'annoy': 226, 'pay': 226, 'reveal': 226, 'pace': 226, 'taken': 225, 'singl': 225, 'youll': 225, 'busi': 225, 'among': 225, 'amaz': 225, 'caus': 224, 'pass': 224, 'popular': 224, 'premis': 223, 'bill': 222, 'aspect': 222, 'flaw': 221, 'within': 220, 'incred': 220, 'drive': 219, 'across': 219, 'serv': 219, 'mission': 219, 'theme': 219, 'hate': 219, 'girlfriend': 218, 'secret': 218, 'actress': 218, 'chri': 218, 'histori': 218, 'screenwrit': 217, '1': 217, 'scienc': 216, 'whether': 216, 'easi': 216, 'similar': 216, 'wit': 216, 'crew': 215, 'teenag': 215, 'effort': 215, 'ill': 214, 'rock': 213, 'shoot': 213, 'fear': 212, 'exist': 212, 'hear': 212, 'poor': 212, 'america': 212, 'contain': 212, 'deserv': 211, 'grow': 211, 'attack': 211, 'studio': 209, 'robin': 209, 'agent': 209, 'subplot': 209, 'water': 209, 'doubt': 209, 'seriou': 209, 'master': 209, 'cool': 208, 'design': 208, 'pick': 208, 'stuff': 208, 'potenti': 208, 'told': 208, 'messag': 208, 'realiti': 208, 'million': 208, 'excel': 207, 'mere': 207, 'somehow': 206, 'lie': 206, 'wish': 206, 'easili': 206, 'ryan': 204, 'cover': 203, 'vampir': 203, 'richard': 203, 'ad': 202, 'batman': 202, 'approach': 201, 'parti': 200, 'street': 200, 'difficult': 200, 'introduc': 200, 'went': 200, 'angel': 200, 'ago': 199, 'middl': 199, 'color': 199, 'ben': 199, 'oh': 198, 'certain': 198, 'wed': 198, 'terribl': 197, 'wouldnt': 197, 'appeal': 197, 'rare': 196, 'due': 196, 'answer': 196, 'presenc': 196, 'investig': 196, 'compani': 196, 'romanc': 195, 'suffer': 195, '3': 194, 'ridicul': 194, 'box': 194, 'attract': 194, 'familiar': 193, 'anyway': 193, 'motion': 193, 'rich': 193, 'control': 192, 'throw': 192, 'inspir': 192, 'clear': 191, 'promis': 191, 'adult': 191, 'accept': 191, 'immedi': 190, 'destroy': 190, 'share': 189, 'surprisingli': 189, 'blood': 189, 'countri': 189, 'fire': 189, 'rule': 188, 'notic': 188, 'youv': 188, 'rise': 188, 'fli': 188, 'arriv': 187, 'desper': 187, 'somewhat': 187, 'train': 187, 'serious': 187, 'clever': 187, 'abil': 187, 'previou': 186, 'edit': 186, 'date': 186, 'came': 185, 'huge': 185, 'jim': 185, 'choic': 185, 'couldnt': 185, 'cinema': 184, 'gone': 184, 'latest': 183, 'former': 183, 'bob': 183, 'slow': 183, 'near': 182, 'park': 181, 'red': 181, 'giant': 181, 'student': 181, 'victim': 180, 'beyond': 180, 'mari': 180, 'amus': 179, 'smart': 179, 'sister': 179, 'sam': 179, 'purpos': 179, 'occasion': 178, 'trailer': 178, 'la': 178, 'martin': 177, 'sweet': 177, 'shock': 176, 'brilliant': 176, 'truth': 176, 'third': 176, 'murphi': 176, 'bunch': 175, 'felt': 175, 'refer': 175, 'straight': 175, 'suspect': 175, 'scari': 174, 'artist': 174, 'travel': 174, 'id': 174, 'solid': 173, 'captur': 173, 'aw': 172, 'insid': 172, 'reach': 172, 'mess': 171, 'equal': 171, 'favorit': 171, 'danc': 171, 'imposs': 171, 'stone': 171, 'teen': 170, 'engag': 170, 'describ': 170, 'steal': 170, 'jone': 170, 'law': 170, 'treat': 170, 'handl': 170, 'ride': 170, 'land': 170, 'adventur': 169, 'bond': 169, 'complex': 169, 'track': 169, 'decent': 168, 'adapt': 168, 'search': 168, 'amount': 168, 'typic': 167, 'join': 166, 'stage': 166, 'execut': 165, '4': 165, 'tone': 165, 'grace': 165, 'took': 164, 'requir': 164, 'suggest': 164, 'hunt': 164, 'catch': 164, 'innoc': 164, 'perfectli': 164, 'achiev': 164, 'cameron': 164, 'sign': 163, 'posit': 163, 'genuin': 163, 'strike': 163, 'truman': 163, 'toy': 162, 'heard': 162, 'wear': 162, 'overal': 161, 'surviv': 161, 'privat': 161, 'scott': 161, 'bruce': 161, 'silli': 161, 'dumb': 161, 'monster': 160, 'issu': 160, 'intens': 160, 'forget': 160, 'particular': 160, 'remind': 159, 'neither': 159, 'express': 159, 'outsid': 159, 'trek': 159, 'chan': 159, 'detect': 159, 'carter': 159, 'frank': 159, 'compar': 158, 'door': 158, 'mar': 158, 'gag': 158, 'blue': 158, 'danger': 157, 'ten': 157, 'depth': 157, 'brought': 157, 'struggl': 157, '10': 156, 'sight': 156, 'tim': 156, 'mix': 156, 'allen': 156, 'class': 156, 'recommend': 156, 'wood': 156, 'r': 155, 'inform': 155, 'societi': 155, 'govern': 155, 'moral': 155, 'atmospher': 155, 'otherwis': 154, 'race': 154, 'skill': 154, 'variou': 154, 'opportun': 154, 'memor': 153, 'air': 153, 'player': 153, 'soundtrack': 152, 'step': 152, 'armi': 152, 'list': 152, 'haunt': 151, 'explor': 151, 'steve': 151, 'willi': 151, 'magic': 150, 'univers': 150, 'week': 150, 'occur': 150, 'club': 150, 'thrill': 149, 'kiss': 149, 'roll': 149, 'combin': 149, 'respons': 149, 'west': 149, 'rais': 149, 'biggest': 148, 'avoid': 148, 'slightli': 148, 'episod': 148, 'femal': 148, 'earlier': 148, 'modern': 148, 'steven': 148, 'machin': 148, 'focu': 148, 'today': 148, 'eddi': 148, 'minor': 147, 'havent': 147, 'creatur': 147, 'cold': 147, 'admit': 147, 'suit': 146, 'send': 146, 'rescu': 146, 'background': 146, 'woodi': 146, 'hank': 146, 'fast': 146, 'horribl': 145, 'max': 145, 'month': 145, 'english': 145, 'term': 145, 'tension': 145, 'drop': 145, 'normal': 144, 'costum': 144, 'cinemat': 144, 'simon': 144, 'free': 144, 'leader': 144, 'disast': 144, 'concern': 144, 'hill': 144, 'delight': 144, 'jump': 143, 'bare': 143, 'pop': 143, 'formula': 143, 'odd': 143, 'impact': 143, 'beat': 142, 'dull': 142, 'fit': 142, 'plenti': 142, 'l': 142, 'violent': 142, 'british': 142, 'constantli': 142, 'soldier': 142, 'commun': 142, 'doctor': 141, 'pleas': 141, 'intent': 141, 'ape': 141, 'sing': 141, 'gave': 141, 'babi': 141, 'enter': 140, 'rush': 140, 'period': 140, 'e': 140, 'scare': 140, 'island': 140, 'nick': 140, 'queen': 140, 'remark': 140, 'presid': 140, 'lover': 140, 'consist': 140, 'realist': 140, 'front': 139, 'menac': 139, 'manner': 139, 'standard': 139, 'adam': 139, 'cinematographi': 139, 'agre': 139, 'command': 139, 'author': 139, 'spent': 139, 'obsess': 138, 'ground': 138, 'budget': 138, 'fairli': 138, 'fantasi': 137, 'pair': 137, 'grant': 137, '90': 137, 'disturb': 137, 'suddenli': 137, 'appropri': 137, 'connect': 137, 'godzilla': 137, 'brown': 137, 'virtual': 137, 'cute': 136, 'count': 136, 'brief': 136, 'cultur': 136, 'store': 136, 'trip': 136, 'fascin': 136, 'greatest': 136, 'cameo': 136, 'key': 136, 'bug': 135, 'addit': 135, 'satir': 135, 'whatev': 134, 'seven': 134, 'inde': 134, 'mike': 134, 'dollar': 133, 'common': 133, 'road': 133, 'iron': 133, 'partner': 133, 'physic': 133, 'buy': 133, 'ii': 133, 'meanwhil': 133, 'subtl': 133, 'concept': 132, 'stereotyp': 132, 'tradit': 132, 'clearli': 132, 'decad': 132, 'appreci': 132, 'frighten': 132, 'crimin': 131, 'weak': 131, 'climax': 131, 'intrigu': 131, 'fashion': 131, 'colleg': 131, 'titan': 131, 'eat': 131, 'quick': 130, 'memori': 130, 'warn': 130, 'cheap': 130, 'crash': 130, 'initi': 130, 'public': 130, 'chemistri': 130, 'shown': 129, 'conclus': 129, 'receiv': 129, 'band': 129, 'limit': 129, 'sean': 129, 'encount': 129, 'terrif': 129, 'uniqu': 129, 'longer': 129, 'asid': 128, 'highli': 128, 'protagonist': 128, 'billi': 128, 'storylin': 128, 'juli': 128, 'frame': 128, 'scientist': 128, 'lawyer': 128, 'dress': 128, 'spirit': 128, 'somewher': 127, 'cross': 127, 'narrat': 127, 'draw': 127, 'low': 127, 'jerri': 127, 'slowli': 127, 'affect': 127, 'languag': 127, 'camp': 127, 'individu': 127, 'six': 126, 'determin': 126, 'flat': 126, 'scifi': 126, 'display': 126, 'sad': 125, 'okay': 125, 'devic': 125, 'system': 125, 'technic': 125, 'etc': 125, 'award': 125, 'carrey': 125, 'valu': 124, 'hire': 124, 'french': 124, 'rob': 124, 'sent': 124, 'buddi': 124, 'report': 124, 'jackson': 124, 'liter': 123, 'u': 123, 'green': 123, 'visit': 123, 'boss': 123, 'spielberg': 123, 'wrote': 123, 'spot': 123, 'arm': 123, 'intend': 123, 'energi': 122, 'hang': 122, 'caught': 122, 'j': 122, 'knew': 122, 'claim': 122, 'decis': 122, 'tarzan': 122, 'witch': 121, 'flashback': 121, 'cage': 121, 'test': 121, 'male': 121, 'kidnap': 121, '1998': 121, 'central': 121, 'aliv': 121, 'edward': 121, 'famou': 121, 'studi': 121, 'target': 120, 'collect': 120, 'commit': 120, 'admir': 120, 'fair': 120, 'distract': 120, 'possess': 120, 'tough': 120, 'legend': 120, 'damn': 119, 'onto': 119, 'judg': 119, 'pure': 119, 'desir': 119, 'hardli': 119, 'oper': 119, 'thu': 119, 'motiv': 119, 'accent': 118, 'soul': 118, 'readi': 118, 'bizarr': 118, 'led': 118, 'current': 118, 'relat': 118, 'seemingli': 117, 'affair': 117, 'ghost': 117, 'conflict': 117, 'match': 117, 'tarantino': 117, 'social': 117, 'center': 117, 'travolta': 117, 'teacher': 117, 'opinion': 117, 'kick': 116, 'centuri': 116, 'confront': 116, 'root': 116, 'contact': 116, 'hole': 116, 'mouth': 116, 'julia': 116, 'singer': 115, 'industri': 115, 'roger': 115, 'mad': 115, 'guard': 115, 'brain': 114, 'challeng': 114, 'satisfi': 114, 'smile': 114, 'thrown': 114, 'christoph': 114, 'matthew': 114, 'accomplish': 114, 'surround': 114, 'accid': 113, 'mental': 113, 'heavi': 113, 'thin': 113, 'unit': 113, 'assist': 113, 'ladi': 113, 'stick': 112, 'blow': 112, 'independ': 112, 'speech': 112, 'b': 112, 'danni': 112, 'faith': 112, 'weird': 111, '1997': 111, 'weapon': 111, 'drag': 111, 'debut': 111, 'vega': 111, 'gay': 111, 'averag': 110, 'replac': 110, 'depress': 110, 'field': 110, 'fellow': 110, 'record': 110, 'locat': 110, 'news': 110, 'celebr': 110, 'weve': 109, 'fox': 109, 'threaten': 109, 'blade': 109, 'lame': 109, 'fortun': 109, 'burn': 109, 'parodi': 109, 'embarrass': 109, '1999': 109, 'becam': 109, 'evid': 108, 'inevit': 108, 'terror': 108, 'superior': 108, 'dude': 108, 'sell': 108, 'phone': 108, 'practic': 108, 'remak': 108, 'jason': 108, 'refus': 108, 'food': 108, 'henri': 108, 'anderson': 108, 'nomin': 108, 'jennif': 108, 'hair': 107, 'task': 107, 'attitud': 107, '80': 107, 'gang': 107, 'establish': 107, 'elizabeth': 107, 'explos': 107, 'shine': 107, 'pulp': 107, 'nation': 107, 'character': 107, 'rel': 106, 'progress': 106, 'frequent': 106, 'convent': 106, 'will': 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'guarante': 44, 'jesu': 44, 'ventur': 44, 'profan': 44, 'fonda': 44, 'sneak': 44, 'damag': 44, 'everywher': 44, 'reallif': 44, 'crucial': 44, 'hostag': 44, 'snipe': 44, 'legendari': 44, 'session': 44, '1994': 44, 'charisma': 44, 'grown': 44, 'reduc': 44, 'buri': 44, 'thompson': 44, 'millionair': 44, 'heat': 44, 'grab': 44, 'malkovich': 44, 'resolut': 44, 'robocop': 44, 'courag': 44, '1990': 43, 'turkey': 43, '8mm': 43, 'puzzl': 43, 'california': 43, 'inject': 43, 'voiceov': 43, 'handsom': 43, 'glanc': 43, 'portrait': 43, 'bathroom': 43, 'standout': 43, 'grade': 43, 'computergener': 43, 'nonsens': 43, 'cauldron': 43, 'spell': 43, 'urg': 43, 'trend': 43, 'swear': 43, 'spring': 43, 'split': 43, 'pg': 43, 'bandera': 43, 'reluct': 43, 'promin': 43, 'lethal': 43, 'pitch': 43, 'hackman': 43, 'glori': 43, '40': 43, 'mildli': 43, 'albert': 43, 'stanley': 43, 'psychot': 43, 'jeffrey': 43, 'carol': 43, 'wallac': 43, 'lesbian': 43, 'profess': 43, 'denis': 43, 'grave': 43, 'palma': 43, 'gloria': 43, 'ingredi': 43, 'birthday': 43, 'lang': 43, 'flubber': 43, 'homosexu': 43, 'diaz': 43, 'genet': 43, 'craven': 43, 'jami': 42, 'recycl': 42, 'mystic': 42, 'ambiti': 42, 'realism': 42, 'fu': 42, 'blend': 42, 'pam': 42, 'lock': 42, 'drown': 42, 'paxton': 42, 'compet': 42, 'eeri': 42, 'dazzl': 42, 'garbag': 42, 'uncov': 42, 'section': 42, 'recruit': 42, 'conneri': 42, 'resolv': 42, 'chair': 42, 'wildli': 42, 'doll': 42, 'pool': 42, 'southern': 42, 'token': 42, 'braveheart': 42, 'acclaim': 42, 'invad': 42, 'leo': 42, 'legal': 42, 'gere': 42, 'colonel': 42, 'quentin': 42, 'till': 42, 'subsequ': 42, 'prostitut': 42, 'corpor': 42, 'wahlberg': 42, 'companion': 42, 'castl': 42, 'finn': 42, 'packag': 41, 'flashi': 41, 'squad': 41, 'slick': 41, 'instantli': 41, 'ironi': 41, 'ear': 41, 'oppos': 41, 'altman': 41, 'ripoff': 41, 'kung': 41, 'imageri': 41, 'bmovi': 41, 'supernatur': 41, 'print': 41, 'eager': 41, 'pen': 41, 'ashley': 41, 'chose': 41, 'straightforward': 41, 'combat': 41, 'battlefield': 41, 'silenc': 41, 'cousin': 41, 'blast': 41, 'discoveri': 41, 'fanci': 41, 'fix': 41, 'hawk': 41, 'nativ': 41, 'duke': 41, 'passeng': 41, 'astonish': 41, 'tour': 41, 'assembl': 41, 'buscemi': 41, 'thug': 41, 'liber': 41, 'viciou': 41, 'mate': 41, 'soft': 41, 'declar': 41, 'await': 41, 'implaus': 41, 'gordon': 41, 'clone': 41, 'thurman': 41, 'uncomfort': 41, 'pun': 41, 'robbin': 41, 'resist': 41, 'gattaca': 41, 'dig': 40, 'rank': 40, 'pan': 40, 'bubbl': 40, 'inspector': 40, 'emperor': 40, 'dub': 40, 'sinis': 40, 'pg13': 40, 'larger': 40, 'shoulder': 40, 'clown': 40, 'suppli': 40, 'flee': 40, 'shell': 40, 'wire': 40, 'ador': 40, 'wisecrack': 40, 'analyz': 40, 'poke': 40, 'rachel': 40, 'post': 40, 'reviv': 40, 'lay': 40, 'cave': 40, 'defeat': 40, 'brand': 40, 'emili': 40, 'griffith': 40, 'arrog': 40, 'awesom': 40, 'pat': 40, 'martha': 40, 'react': 40, 'piti': 40, 'ambigu': 40, 'attach': 40, 'friendli': 40, 'fargo': 40, 'blown': 40, 'ricki': 40, 'duti': 40, 'sleepi': 40, 'frankenstein': 40, 'sensit': 40, 'clerk': 40, 'charismat': 40, 'loyal': 40, 'trace': 40, 'heather': 40, 'felix': 40, 'flawless': 40, 'tremend': 40, 'kudrow': 40, 'philosophi': 40, 'watson': 40, 'magnific': 40, 'absorb': 40, 'antz': 40, 'sutherland': 39, 'melodrama': 39, 'chick': 39, 'increas': 39, 'easier': 39, 'martian': 39, 'sleazi': 39, 'toilet': 39, 'respond': 39, 'dinosaur': 39, 'worthwhil': 39, 'kay': 39, 'spread': 39, 'inner': 39, 'competit': 39, 'plant': 39, 'somebodi': 39, 'inexplic': 39, 'bud': 39, 'hurrican': 39, 'confess': 39, 'antic': 39, 'primarili': 39, 'context': 39, 'victori': 39, 'bulli': 39, 'educ': 39, 'h': 39, 'rebel': 39, 'shall': 39, 'fund': 39, 'lou': 39, 'resort': 39, 'plausibl': 39, 'meat': 39, 'farm': 39, 'lion': 39, 'upset': 39, 'strand': 39, 'joseph': 39, 'glad': 39, 'unpredict': 39, 'reserv': 39, 'cromwel': 39, 'proclaim': 39, 'bottl': 39, 'craze': 39, 'slide': 39, 'newcom': 39, 'mcgregor': 39, 'anakin': 39, 'liam': 39, 'topic': 39, 'disc': 39, 'translat': 39, 'rat': 39, 'malcolm': 39, 'institut': 39, 'profit': 39, 'harrison': 39, 'alfr': 39, 'theyll': 39, 'data': 39, 'ellen': 39, 'porter': 39, 'enterpris': 39, 'courtney': 39, 'ant': 39, 'donald': 38, 'gear': 38, 'showdown': 38, 'admittedli': 38, 'client': 38, 'super': 38, 'aint': 38, 'torn': 38, 'broad': 38, 'wouldb': 38, 'grier': 38, 'trademark': 38, 'crook': 38, 'teeth': 38, 'label': 38, 'fell': 38, 'pattern': 38, 'hokey': 38, 'ali': 38, 'schindler': 38, 'nurs': 38, 'sloppi': 38, 'molli': 38, 'delici': 38, 'moron': 38, 'heck': 38, 'hadnt': 38, 'carl': 38, 'alec': 38, 'fianc': 38, 'showgirl': 38, 'comet': 38, 'internet': 38, 'address': 38, 'lightheart': 38, 'k': 38, 'flame': 38, 'holi': 38, 'secretli': 38, 'darth': 38, 'restor': 38, 'subtitl': 38, 'uncl': 38, 'altogeth': 38, 'massiv': 38, 'honestli': 38, 'overwhelm': 38, 'iren': 38, 'bumbl': 38, 'melodramat': 38, 'fourth': 38, 'updat': 38, 'galaxi': 38, 'employe': 38, 'philip': 38, 'beverli': 38, 'geoffrey': 38, 'krippendorf': 38, 'resurrect': 38, 'angela': 38, 'poker': 38, 'ton': 37, 'lazi': 37, 'ponder': 37, 'savag': 37, 'tag': 37, 'unpleas': 37, 'nervou': 37, 'spoken': 37, 'metaphor': 37, 'degener': 37, 'roman': 37, 'smash': 37, 'choreograph': 37, 'briefli': 37, 'helm': 37, 'superhero': 37, 'quinn': 37, 'sorvino': 37, 'boil': 37, 'fabl': 37, 'bang': 37, 'nail': 37, 'casino': 37, 'par': 37, 'mansion': 37, 'vinc': 37, 'insert': 37, 'wacki': 37, 'colleagu': 37, 'heartbreak': 37, 'descript': 37, 'leonard': 37, 'volcano': 37, 'sinist': 37, 'twister': 37, 'jessica': 37, 'bay': 37, 'warren': 37, 'sketch': 37, 'monti': 37, 'illeg': 37, 'lyric': 37, 'debat': 37, 'linda': 37, 'ricci': 37, 'elect': 37, 'greatli': 37, 'sharon': 37, 'seduc': 37, 'elev': 37, 'dynam': 37, 'firm': 37, 'ace': 37, 'boot': 37, 'libbi': 37, 'lean': 37, 'hyster': 37, 'perri': 37, 'curti': 36, 'outfit': 36, 'coat': 36, 'render': 36, 'senat': 36, 'revers': 36, 'realm': 36, 'shoe': 36, 'redempt': 36, 'stale': 36, 'equip': 36, 'nichola': 36, 'coher': 36, 'upcom': 36, 'harsh': 36, 'kinda': 36, 'ambit': 36, 'toler': 36, 'icon': 36, 'africa': 36, 'particip': 36, 'collabor': 36, 'jerk': 36, 'naiv': 36, 'seduct': 36, 'launch': 36, 'connor': 36, 'crude': 36, 'granger': 36, 'breakdown': 36, 'bowfing': 36, 'obiwan': 36, 'canadian': 36, 'inher': 36, 'complaint': 36, 'east': 36, 'owe': 36, 'ned': 36, 'hat': 36, 'underground': 36, 'devast': 36, 'leigh': 36, 'proper': 36, 'sweep': 36, 'mermaid': 36, 'aveng': 36, 'poison': 36, 'deniro': 36, 'duchovni': 36, 'virgin': 36, 'shortli': 36, 'mulder': 36, 'luc': 36, 'rebecca': 36, 'regardless': 36, 'dose': 36, 'indulg': 36, 'argento': 36, 'wisdom': 35, 'shake': 35, 'strive': 35, 'han': 35, 'musket': 35, 'linger': 35, 'extent': 35, 'clumsi': 35, 'strictli': 35, 'theron': 35, 'sheen': 35, 'exagger': 35, 'inconsist': 35, 'shaw': 35, 'encourag': 35, 'elderli': 35, 'poignant': 35, 'photo': 35, 'startl': 35, 'chao': 35, 'antonio': 35, 'recov': 35, 'shane': 35, 'hopper': 35, 'be': 35, 'robberi': 35, 'deliber': 35, 'ross': 35, 'mindless': 35, 'jew': 35, 'tall': 35, 'code': 35, 'medium': 35, 'garden': 35, 'psychlo': 35, 'safeti': 35, 'dancer': 35, 'nostalgia': 35, 'dislik': 35, 'premier': 35, 'mail': 35, 'perpetu': 35, 'backdrop': 35, 'distant': 35, 'nearbi': 35, 'unhappi': 35, 'channel': 35, 'dreamwork': 35, 'slight': 35, 'advoc': 35, 'march': 35, 'voight': 35, 'ga': 35, 'heist': 35, 'ransom': 35, 'amistad': 35, 'mcconaughey': 35, 'homer': 35, 'contest': 34, 'enthusiast': 34, 'reel': 34, 'august': 34, 'ebert': 34, 'happili': 34, 'appli': 34, 'cindi': 34, 'crawford': 34, 'outing': 34, '200': 34, 'wow': 34, 'sappi': 34, 'diseas': 34, 'grim': 34, 'bate': 34, 'grasp': 34, 'repli': 34, 'imit': 34, 'godfath': 34, 'embrac': 34, 'waitress': 34, 'clark': 34, 'provok': 34, 'elimin': 34, 'lovabl': 34, 'butcher': 34, 'essenc': 34, 'underr': 34, 'dogma': 34, '_the': 34, 'proud': 34, 'jewish': 34, 'musician': 34, 'flair': 34, 'spite': 34, 'macho': 34, 'mock': 34, 'whisper': 34, 'bell': 34, 'sustain': 34, 'socal': 34, 'scratch': 34, 'tackl': 34, 'funnier': 34, 'weaver': 34, 'hammer': 34, 'butt': 34, 'raw': 34, 'contract': 34, 'comedian': 34, 'cure': 34, 'mamet': 34, 'dora': 34, 'existenz': 34, 'insurrect': 34, 'obscur': 34, 'calm': 34, 'attorney': 34, 'hedwig': 34, 'harder': 33, 'oldman': 33, 'automat': 33, 'walker': 33, 'territori': 33, 'chamber': 33, 'fade': 33, 'marin': 33, 'jealou': 33, 'philosoph': 33, 'plagu': 33, 'egg': 33, 'conclud': 33, 'skywalk': 33, 'dunn': 33, 'ran': 33, 'carlito': 33, 'hed': 33, 'lip': 33, 'divers': 33, 'neck': 33, 'intric': 33, 'rumbl': 33, 'humili': 33, 'row': 33, 'bump': 33, 'aris': 33, '13th': 33, 'alli': 33, 'etern': 33, 'tiresom': 33, 'aggress': 33, 'dant': 33, 'pour': 33, 'unconvinc': 33, 'incompet': 33, 'sympath': 33, 'eugen': 33, 'plotlin': 33, 'funer': 33, 'needless': 33, 'gal': 33, 'resourc': 33, 'runner': 33, 'fright': 33, 'selfish': 33, 'lifestyl': 33, 'sadist': 33, 'tendenc': 33, 'nose': 33, 'stylist': 33, 'bought': 33, 'overdon': 33, 'crawl': 33, 'portman': 33, 'pod': 33, 'pressur': 33, 'advis': 33, 'unsatisfi': 33, 'digniti': 33, 'cloud': 33, 'forgot': 33, 'slightest': 33, 'strongli': 33, 'thoughtprovok': 33, 'bullock': 33, 'aboard': 33, 'kathi': 33, 'evok': 33, 'uma': 33, 'craig': 33, 'duo': 33, 'lower': 33, 'insur': 33, 'verbal': 33, 'creep': 33, 'chucki': 33, 'sli': 33, 'yard': 33, 'overlook': 33, 'upper': 33, 'rout': 33, 'eastwood': 33, 'blake': 33, 'margaret': 33, 'x': 33, 'neat': 32, 'repris': 32, 'coloni': 32, 'beneath': 32, 'widow': 32, 'everyday': 32, 'simultan': 32, 'vow': 32, 'franklin': 32, 'garofalo': 32, 'greas': 32, 'hapless': 32, 'uneven': 32, 'preced': 32, 'dismiss': 32, 'swing': 32, 'guilt': 32, 'lust': 32, 'shi': 32, 'access': 32, 'candid': 32, 'eas': 32, 'le': 32, 'everett': 32, 'useless': 32, 'reson': 32, 'curiou': 32, 'decidedli': 32, 'flirt': 32, 'chew': 32, 'pierc': 32, 'lanc': 32, 'lopez': 32, 'struck': 32, 'australian': 32, 'behold': 32, 'corps': 32, 'pursuit': 32, 'rough': 32, 'dawson': 32, 'electr': 32, 'emmerich': 32, 'squar': 32, 'transit': 32, 'cliff': 32, 'payback': 32, 'factori': 32, 'vietnam': 32, 'snow': 32, 'kline': 32, 'montag': 32, 'nicol': 32, 'kidman': 32, 'conceiv': 32, 'samuel': 32, 'coffe': 32, 'exclus': 32, 'dawn': 32, 'grew': 32, 'fond': 32, 'barbara': 32, 'miami': 32, 'paranoid': 32, 'vast': 32, 'phoni': 32, 'trail': 32, 'watchabl': 32, 'oz': 32, 'cope': 32, 'byrn': 32, 'engross': 32, 'sid': 32, 'jock': 32, 'mobster': 32, 'elfman': 32, 'treasur': 32, 'rico': 32, 'uplift': 32, 'nelson': 32, 'raider': 32, 'gladiat': 32, 'thirteenth': 32, 'hamlet': 32, 'guido': 32, 'fed': 31, 'dane': 31, 'transfer': 31, 'convolut': 31, 'indic': 31, 'climb': 31, 'lane': 31, 'goldblum': 31, 'loath': 31, 'indi': 31, 'notch': 31, 'rehash': 31, 'variat': 31, 'obstacl': 31, 'kennedi': 31, 'slap': 31, 'nifti': 31, 'clip': 31, 'bigbudget': 31, 'awak': 31, 'bene': 31, 'integr': 31, 'schneider': 31, 'raimi': 31, 'slaughter': 31, 'rudi': 31, 'parol': 31, 'laid': 31, 'dud': 31, 'mayor': 31, 'iii': 31, 'christina': 31, 'platt': 31, 'swim': 31, 'frantic': 31, 'enlist': 31, 'habit': 31, 'shannon': 31, 'liner': 31, 'clash': 31, 'ha': 31, 'homicid': 31, 'dimens': 31, 'asleep': 31, 'gruesom': 31, 'invas': 31, 'gimmick': 31, 'victor': 31, 'barn': 31, 'quigon': 31, 'natali': 31, 'walsh': 31, 'weav': 31, 'virtu': 31, 'text': 31, 'propos': 31, 'boxoffic': 31, 'mexico': 31, 'marc': 31, 'sale': 31, 'josh': 31, 'innov': 31, 'payoff': 31, 'fiona': 31, 'racism': 31, 'christ': 31, 'witherspoon': 31, 'candi': 31, 'christin': 31, 'futurist': 31, 'omin': 31, 'cab': 31, 'effici': 31, 'dizzi': 31, 'mistaken': 31, 'brenner': 31, 'wcw': 31, 'mercuri': 31, 'brosnan': 31, 'jawbreak': 31, 'egoyan': 31, 'jude': 31, 'chronicl': 31, 'frequenc': 31, 'leila': 31, 'highway': 30, 'where': 30, 'joblo': 30, 'forgett': 30, 'snuff': 30, 'nicola': 30, 'pivot': 30, 'champion': 30, 'exit': 30, 'nude': 30, 'theyd': 30, 'asian': 30, 'margin': 30, 'cardboard': 30, 'awaken': 30, 'absent': 30, 'miracul': 30, 'friday': 30, 'dispos': 30, 'flood': 30, 'nerv': 30, 'retriev': 30, 'per': 30, 'attribut': 30, 'richardson': 30, 'format': 30, 'properti': 30, 'sunday': 30, 'marti': 30, 'distinguish': 30, 'wash': 30, 'com': 30, 'dilemma': 30, 'bicker': 30, 'vari': 30, '1992': 30, 'arguabl': 30, 'bunni': 30, 'deck': 30, 'profound': 30, 'rap': 30, 'minim': 30, 'suzi': 30, 'heroic': 30, 'brave': 30, 'defi': 30, 'darn': 30, 'misguid': 30, 'maniac': 30, 'harm': 30, 'insecur': 30, 'werewolf': 30, 'hewitt': 30, 'rave': 30, 'spectacl': 30, 'bless': 30, 'foley': 30, 'pimp': 30, 'drift': 30, 'greed': 30, 'hayek': 30, 'layer': 30, 'landscap': 30, '1984': 30, 'rene': 30, 'butler': 30, 'redman': 30, 'nois': 30, 'dian': 30, 'bean': 30, 'popcorn': 30, 'weather': 30, 'mesmer': 30, 'newman': 30, 'cia': 30, 'patriot': 30, 'imperson': 30, 'properli': 30, 'swallow': 30, 'devito': 30, 'lemmon': 30, 'percept': 30, 'mill': 30, 'consum': 30, 'videotap': 30, 'heston': 30, 'gwyneth': 30, 'exhibit': 30, 'troop': 30, 'smooth': 30, 'interrupt': 30, 'mummi': 30, 'spike': 30, 'nielsen': 30, 'webb': 30, 'juliann': 30, 'fuller': 30, 'benigni': 30, 'matilda': 30, 'sweetback': 30, 'span': 29, 'norm': 29, 'impli': 29, 'proce': 29, 'psychologist': 29, 'sand': 29, 'shed': 29, 'zone': 29, 'miscast': 29, 'beg': 29, 'shirt': 29, 'adolesc': 29, 'boston': 29, 'nod': 29, 'imprison': 29, 'crisp': 29, 'breed': 29, 'gate': 29, 'theresa': 29, 'underdevelop': 29, 'prologu': 29, 'wheel': 29, 'pump': 29, 'rid': 29, 'chapter': 29, 'gritti': 29, 'pal': 29, 'flop': 29, 'facial': 29, 'milk': 29, 'zani': 29, 'fishburn': 29, 'joker': 29, 'journalist': 29, 'ralph': 29, 'brood': 29, 'transcend': 29, 'airport': 29, 'weir': 29, 'throat': 29, 'spontan': 29, 'thick': 29, 'vanish': 29, 'nolt': 29, 'walken': 29, 'revolut': 29, 'understood': 29, 'newspap': 29, 'tip': 29, 'confirm': 29, 'hudson': 29, 'undermin': 29, 'reluctantli': 29, 'metro': 29, 'introduct': 29, 'dave': 29, 'arrang': 29, 'daddi': 29, 'sgt': 29, 'winter': 29, 'monica': 29, 'reunion': 29, 'twilight': 29, 'steel': 29, 'flip': 29, 'spaceship': 29, 'cain': 29, 'tad': 29, 'shue': 29, 'boyl': 29, 'blatant': 29, 'juliet': 29, 'trait': 29, 'peel': 29, 'bont': 29, 'gordi': 29, 'publish': 29, 'sold': 29, 'fuck': 29, 'conscienc': 29, 'liz': 29, 'dimwit': 29, 'pale': 29, 'poster': 29, 'sphere': 29, 'cue': 29, 'suffic': 29, 'grisham': 29, 'del': 29, '17': 29, 'senior': 29, 'leonardo': 29, 'magoo': 29, 'vital': 29, 'fundament': 29, 'businessman': 29, 'solut': 29, 'rumor': 29, 'pride': 29, 'von': 29, 'destini': 29, 'winslet': 29, 'cynthia': 29, 'redford': 29, 'lambeau': 29, 'arrow': 28, 'undercov': 28, 'stake': 28, 'document': 28, 'banal': 28, 'psychiatrist': 28, 'henc': 28, 'coast': 28, 'cring': 28, 'preciou': 28, 'thread': 28, 'royal': 28, 'confin': 28, 'paradis': 28, 'er': 28, 'pound': 28, 'lesser': 28, 'stamp': 28, 'australia': 28, 'suspend': 28, 'secretari': 28, 'irrelev': 28, 'hesit': 28, 'absenc': 28, 'unbear': 28, 'chow': 28, 'nightclub': 28, 'detract': 28, 'ash': 28, 'florida': 28, 'stahl': 28, 'compens': 28, 'incorpor': 28, 'moviemak': 28, 'denzel': 28, 'smaller': 28, 'regret': 28, 'palmetto': 28, 'tea': 28, 'co': 28, 'ruthless': 28, 'broke': 28, 'nineti': 28, 'inabl': 28, 'brandi': 28, 'overbear': 28, 'outcom': 28, 'unrealist': 28, 'dealt': 28, 'alexand': 28, 'tender': 28, 'powder': 28, 'grate': 28, 'amongst': 28, 'commend': 28, 'thornton': 28, 'sail': 28, 'extens': 28, 'psychic': 28, 'lacklust': 28, 'bachelor': 28, 'opt': 28, 'characterist': 28, 'catchi': 28, 'phillipp': 28, 'judi': 28, 'relish': 28, 'elit': 28, 'relev': 28, 'abyss': 28, 'lesli': 28, 'nobl': 28, 'courtesi': 28, 'casablanca': 28, 'junk': 28, 'maci': 28, 'resent': 28, 'nonstop': 28, 'jakob': 28, 'judith': 28, 'oppress': 28, 'embodi': 28, 'strict': 28, 'wright': 28, 'vocal': 28, '25': 28, 'inch': 28, 'shield': 28, 'mohr': 28, 'vader': 28, 'mallori': 28, 'jeopardi': 27, '20th': 27, 'moder': 27, 'phoenix': 27, 'propel': 27, 'birch': 27, 'substanti': 27, 'cap': 27, 'ethic': 27, 'indiana': 27, 'shatter': 27, 'recur': 27, 'pant': 27, 'proven': 27, 'horrif': 27, 'counterpart': 27, 'depalma': 27, 'whine': 27, 'foolish': 27, 'jeanclaud': 27, 'fabul': 27, 'frenzi': 27, 'puppi': 27, 'dalmatian': 27, 'bull': 27, 'spanish': 27, 'reign': 27, 'unsettl': 27, 'curs': 27, 'prize': 27, 'potent': 27, 'lousi': 27, 'demis': 27, 'mute': 27, 'explicit': 27, 'rapidli': 27, '1900': 27, 'piano': 27, 'salli': 27, 'couldv': 27, 'ta': 27, 'horni': 27, 'mankind': 27, 'pray': 27, 'zetajon': 27, 'azaria': 27, 'velvet': 27, 'sieg': 27, 'fri': 27, 'qualifi': 27, 'nasa': 27, 'horner': 27, 'saga': 27, 'midst': 27, 'knife': 27, 'slaveri': 27, 'cowrit': 27, 'debt': 27, 'wherea': 27, 'cooki': 27, 'postman': 27, 'geek': 27, 'rodriguez': 27, 'beer': 27, 'cartoonish': 27, 'georgia': 27, 'jacob': 27, 'sylvest': 27, 'lili': 27, 'momentum': 27, 'cigarett': 27, 'robinson': 27, 'amazingli': 27, 'tunnel': 27, 'garner': 27, 'hannah': 27, 'hopelessli': 27, 'reynold': 27, 'recognit': 27, 'item': 27, 'detach': 27, 'quarter': 27, 'egypt': 27, 'lui': 27, 'incident': 27, 'kinnear': 27, 'ewan': 27, 'protest': 27, 'racist': 27, 'hereaft': 27, 'themat': 27, 'monologu': 27, 'offbeat': 27, 'gu': 27, 'stark': 27, 'tango': 27, 'chad': 27, 'mold': 26, 'underworld': 26, 'tank': 26, 'convincingli': 26, 'appl': 26, 'tower': 26, 'restraint': 26, 'grandmoth': 26, 'fluff': 26, 'val': 26, 'reader': 26, 'underwat': 26, 'annett': 26, 'amidst': 26, 'overus': 26, 'stern': 26, 'liveact': 26, 'ratio': 26, 'manic': 26, 'demeanor': 26, 'hotshot': 26, 'height': 26, 'stomach': 26, 'outer': 26, 'uniform': 26, 'uninvolv': 26, 'ward': 26, 'maguir': 26, 'realis': 26, 'sara': 26, 'tongu': 26, 'concert': 26, 'spill': 26, 'farc': 26, 'roy': 26, 'beaten': 26, 'loui': 26, 'relax': 26, 'domest': 26, 'wick': 26, 'vaniti': 26, 'itll': 26, 'bust': 26, 'dreari': 26, 'eszterha': 26, 'concoct': 26, 'oil': 26, 'proport': 26, 'beau': 26, 'staff': 26, 'snap': 26, 'manufactur': 26, 'deuc': 26, 'lifetim': 26, 'inmat': 26, 'mcgowan': 26, 'repeatedli': 26, 'mild': 26, 'heartfelt': 26, 'warrant': 26, 'acknowledg': 26, 'acid': 26, 'ooz': 26, 'kathleen': 26, 'throwaway': 26, 'elicit': 26, 'tax': 26, 'superman': 26, 'equival': 26, 'coppola': 26, 'gothic': 26, 'cup': 26, 'gentl': 26, 'havoc': 26, 'judgment': 26, 'jeremi': 26, 'unforgett': 26, '18': 26, 'insect': 26, 'mcdonald': 26, 'daisi': 26, 'underneath': 26, '1950': 26, 'reed': 26, 'topnotch': 26, 'caan': 26, 'stress': 26, 'skull': 26, 'memphi': 26, 'wag': 26, 'holocaust': 26, 'irresist': 26, 'muse': 26, 'sacrific': 26, 'poetri': 26, 'feat': 26, 'notori': 26, 'gavin': 26, 'dreyfuss': 26, 'immers': 26, 'museum': 26, 'traci': 26, 'taran': 26, '910': 25, 'bro': 25, 'contrari': 25, 'behav': 25, 'groan': 25, 'restrain': 25, 'underst': 25, 'curios': 25, 'phenomenon': 25, 'monoton': 25, 'andor': 25, 'muddl': 25, 'melani': 25, 'closest': 25, 'odyssey': 25, 'v': 25, 'regist': 25, 'charliz': 25, 'plight': 25, 'fart': 25, 'cheerlead': 25, 'africanamerican': 25, 'partli': 25, 'pot': 25, 'undeni': 25, 'incomprehens': 25, 'ritual': 25, 'armor': 25, 'ol': 25, 'bitch': 25, 'followup': 25, 'boxer': 25, 'politician': 25, 'brillianc': 25, 'wrestler': 25, 'bridget': 25, 'lab': 25, 'lengthi': 25, 'robber': 25, 'minni': 25, 'wealth': 25, 'mayhem': 25, 'blatantli': 25, 'jazz': 25, '1988': 25, 'partial': 25, 'maximum': 25, 'parad': 25, 'col': 25, 'vessel': 25, 'web': 25, 'tool': 25, 'kiki': 25, 'nerd': 25, 'buff': 25, 'worm': 25, 'glare': 25, 'lectur': 25, 'madonna': 25, 'elliot': 25, 'newli': 25, 'underli': 25, 'voyag': 25, 'instrument': 25, 'leder': 25, 'decemb': 25, 'unawar': 25, 'grandfath': 25, 'foul': 25, 'wouldv': 25, 'feed': 25, 'orphan': 25, 'riot': 25, 'ivi': 25, 'shit': 25, 'vice': 25, 'divid': 25, 'compliment': 25, 'dive': 25, 'triangl': 25, 'decept': 25, 'deed': 25, 'joey': 25, 'japan': 25, 'signal': 25, 'turner': 25, 'pleasantvil': 25, 'mose': 25, 'ghetto': 25, 'extraterrestri': 25, 'emphasi': 25, 'edgi': 25, 'ephron': 25, 'miseri': 25, 'harold': 25, 'diner': 25, 'liar': 25, 'articl': 25, 'zane': 25, 'doublecross': 25, 'leon': 25, 'ramsey': 25, 'hech': 25, 'clint': 25, 'loung': 25, 'taxi': 25, 'momma': 25, 'nello': 25, 'skinhead': 25, 'apostl': 25, 'maximu': 25, 'suspicion': 24, 'ribisi': 24, 'puls': 24, 'dust': 24, 'daryl': 24, 'ensur': 24, 'condemn': 24, 'european': 24, 'delv': 24, 'pronounc': 24, 'oppon': 24, 'stray': 24, 'ken': 24, 'pad': 24, 'lambert': 24, 'wig': 24, 'huh': 24, 'disastr': 24, 'cheadl': 24, 'honesti': 24, 'healthi': 24, 'norman': 24, 'ex': 24, 'rug': 24, 'glow': 24, 'moon': 24, 'spotlight': 24, 'dash': 24, 'nowaday': 24, 'newest': 24, 'fisher': 24, 'kit': 24, 'peer': 24, 'astound': 24, 'stiff': 24, 'em': 24, 'jacket': 24, 'counselor': 24, 'psychopath': 24, 'jewel': 24, 'nc17': 24, 'arc': 24, 'unorigin': 24, 'daili': 24, 'bigg': 24, 'smell': 24, 'downhil': 24, 'preposter': 24, 'slater': 24, 'dubiou': 24, 'ho': 24, 'assort': 24, 'secondari': 24, 'clock': 24, 'duck': 24, 'giggl': 24, 'sweetheart': 24, 'arizona': 24, 'pepper': 24, 'evolv': 24, '11': 24, 'reliabl': 24, 'shore': 24, 'asteroid': 24, 'underwritten': 24, 'spader': 24, 'warp': 24, 'puppet': 24, '1985': 24, 'syndrom': 24, 'wan': 24, 'nonexist': 24, 'contend': 24, 'manhattan': 24, 'seattl': 24, 'fraser': 24, 'wardrob': 24, 'injuri': 24, 'jess': 24, 'drill': 24, 'kingsley': 24, 'gerard': 24, 'levi': 24, 'reappear': 24, 'stroke': 24, 'fastpac': 24, 'map': 24, 'boiler': 24, 'id4': 24, 'kane': 24, 'steam': 24, 'skit': 24, 'yearn': 24, 'mercenari': 24, 'plastic': 24, '1981': 24, 'dien': 24, 'wreak': 24, 'jersey': 24, 'fanat': 24, 'perman': 24, 'unexpectedli': 24, 'harbor': 24, 'botch': 24, 'vote': 24, 'frog': 24, 'st': 24, 'sensat': 24, 'oldfashion': 24, 'despair': 24, 'messeng': 24, 'travi': 24, 'conrad': 24, 'violin': 24, 'crichton': 24, 'newton': 24, 'feelgood': 24, 'darren': 24, 'picard': 24, 'outlin': 24, 'stigmata': 24, 'meaning': 24, 'expand': 24, 'forrest': 24, 'gale': 24, 'bold': 24, 'effortlessli': 24, 'veronica': 24, 'blah': 24, 'lola': 24, 'prom': 24, 'apt': 24, 'colour': 24, 'gilliam': 24, 'tribut': 24, 'wilder': 24, 'farquaad': 24, 'donkey': 24, 'neighborhood': 23, 'pink': 23, 'idl': 23, 'stink': 23, 'spout': 23, 'sue': 23, 'buildup': 23, 'obscen': 23, 'charlott': 23, '14': 23, 'tiger': 23, 'temptat': 23, 'goldberg': 23, 'janean': 23, 'piss': 23, 'turmoil': 23, 'flower': 23, 'proverbi': 23, 'impos': 23, 'letdown': 23, 'greet': 23, 'banter': 23, 'deem': 23, 'mug': 23, 'bibl': 23, 'forti': 23, '1991': 23, 'alley': 23, 'resum': 23, 'tactic': 23, 'tempt': 23, 'paramount': 23, 'principl': 23, 'undoubtedli': 23, 'twelv': 23, 'mia': 23, 'detroit': 23, 'exot': 23, 'matthau': 23, 'merci': 23, 'entitl': 23, 'nomi': 23, 'glamor': 23, 'overlong': 23, 'sore': 23, 'reno': 23, 'awri': 23, 'psych': 23, 'dismal': 23, 'rant': 23, 'francisco': 23, 'ration': 23, 'bounc': 23, 'departur': 23, 'apolog': 23, 'greedi': 23, 'salma': 23, 'bail': 23, 'griffin': 23, 'prospect': 23, 'dracula': 23, 'zellweg': 23, 'chuck': 23, 'compromis': 23, 'mythic': 23, 'saint': 23, 'hail': 23, 'longtim': 23, 'contempl': 23, 'obtain': 23, 'blackmail': 23, 'shadi': 23, 'weari': 23, 'emphas': 23, 'hooker': 23, 'casper': 23, 'ventura': 23, 'salesman': 23, 'whip': 23, 'cream': 23, 'similarli': 23, 'varsiti': 23, 'skeptic': 23, 'dumber': 23, 'rapid': 23, 'clinic': 23, 'casual': 23, 'fuel': 23, 'judgement': 23, 'tomorrow': 23, 'mib': 23, 'anonym': 23, 'heap': 23, 'heal': 23, 'gilbert': 23, 'baku': 23, 'kenobi': 23, 'juri': 23, 'milton': 23, 'kati': 23, 'distribut': 23, 'mors': 23, 'famk': 23, 'potter': 23, 'exorcist': 23, 'rivet': 23, 'rosi': 23, 'jeann': 23, 'malick': 23, 'vike': 23, 'goodfella': 23, 'abraham': 23, 'thrust': 23, 'estella': 23, 'fidel': 23, 'feihong': 23, 'lama': 23, 'chop': 22, 'juvenil': 22, 'anastasia': 22, 'error': 22, 'unsuccess': 22, 'daylight': 22, 'decapit': 22, 'culmin': 22, 'mundan': 22, 'fabric': 22, 'illus': 22, 'atroci': 22, 'leari': 22, 'bulk': 22, 'kombat': 22, 'mimic': 22, 'saddl': 22, 'overshadow': 22, 'stapl': 22, 'yawn': 22, 'placement': 22, 'entranc': 22, 'underus': 22, 'cape': 22, 'polish': 22, 'calib': 22, 'harmless': 22, 'gestur': 22, 'patienc': 22, 'rooki': 22, 'earnest': 22, 'soviet': 22, 'difficulti': 22, 'penni': 22, 'claw': 22, 'mauric': 22, 'slim': 22, 'nostalg': 22, 'inferior': 22, 'boredom': 22, 'janet': 22, 'forlani': 22, 'appal': 22, 'lumet': 22, 'enthusiasm': 22, 'sammi': 22, 'recit': 22, 'stardom': 22, 'wesley': 22, 'rewrit': 22, 'sunk': 22, 'kingpin': 22, 'shade': 22, 'noteworthi': 22, 'confidenti': 22, 'vivid': 22, 'testament': 22, 'chest': 22, 'household': 22, 'firsttim': 22, 'atom': 22, 'naboo': 22, 'hideou': 22, 'thumb': 22, 'jacqu': 22, 'morrison': 22, 'hugo': 22, 'improvis': 22, 'basement': 22, 'loyalti': 22, 'devoid': 22, 'nicki': 22, 'descend': 22, 'outset': 22, 'stood': 22, 'ark': 22, 'motorcycl': 22, 'evolut': 22, 'harlem': 22, 'nemesi': 22, 'maid': 22, 'wet': 22, 'immort': 22, 'glover': 22, 'hitman': 22, 'orang': 22, 'faceoff': 22, 'beam': 22, 'spencer': 22, 'pete': 22, 'bigscreen': 22, 'fiance': 22, 'conduct': 22, 'reservoir': 22, 'peculiar': 22, 'lester': 22, 'harvey': 22, 'dylan': 22, 'glen': 22, 'valley': 22, 'chocol': 22, 'irv': 22, 'distress': 22, 'nora': 22, 'heckerl': 22, 'trunk': 22, 'toro': 22, 'navi': 22, 'incarn': 22, 'forster': 22, 'guidanc': 22, 'gellar': 22, 'klein': 22, 'patric': 22, 'unseen': 22, 'nuanc': 22, 'erupt': 22, 'hypnot': 22, 'carlyl': 22, 'flourish': 22, 'montana': 22, 'retain': 22, 'mpaa': 22, 'revolutionari': 22, 'erin': 22, 'camil': 22, 'rounder': 22, 'kudo': 21, 'shelv': 21, 'keener': 21, 'plod': 21, 'simplist': 21, 'gray': 21, 'kasdan': 21, 'justin': 21, 'halfhour': 21, 'youngster': 21, 'scandal': 21, 'instant': 21, 'watcher': 21, 'exposit': 21, 'luxuri': 21, 'femm': 21, 'faster': 21, 'paragraph': 21, 'bath': 21, 'apollo': 21, 'anticlimact': 21, 'lure': 21, 'muster': 21, 'slam': 21, 'eras': 21, 'atlant': 21, 'bruno': 21, 'vignett': 21, 'reindeer': 21, 'sampl': 21, 'compris': 21, 'therapi': 21, 'taglin': 21, 'fist': 21, 'heighten': 21, 'belt': 21, 'infinit': 21, 'lamb': 21, 'misstep': 21, 'worn': 21, 'repuls': 21, 'flavor': 21, 'stellar': 21, 'dafo': 21, 'hackney': 21, 'sixti': 21, 'meal': 21, 'quirk': 21, 'option': 21, 'afternoon': 21, 'dune': 21, 'request': 21, 'romp': 21, 'contempt': 21, 'chees': 21, 'missil': 21, 'sarcast': 21, 'leoni': 21, '1989': 21, 'slimi': 21, 'lauren': 21, 'revisit': 21, 'rubber': 21, 'lightn': 21, 'paranoia': 21, 'venic': 21, 'kurt': 21, 'collaps': 21, 'enforc': 21, 'therebi': 21, 'laurenc': 21, 'farmer': 21, '35': 21, 'blanchett': 21, 'forewarn': 21, 'favourit': 21, 'neglect': 21, 'uncertain': 21, 'rita': 21, 'instruct': 21, 'grin': 21, 'chainsaw': 21, 'suav': 21, 'comeback': 21, 'plug': 21, 'declin': 21, 'smarter': 21, 'subdu': 21, 'senseless': 21, 'darryl': 21, 'europ': 21, 'expedit': 21, 'clan': 21, 'junki': 21, 'dear': 21, 'simpson': 21, 'pervers': 21, 'torment': 21, 'lieuten': 21, 'array': 21, 'liberti': 21, 'hush': 21, 'blossom': 21, 'dustin': 21, 'stephan': 21, 'suprem': 21, 'shandl': 21, 'crusad': 21, 'enchant': 21, 'tomb': 21, 'lara': 21, 'janssen': 21, 'petti': 21, 'andrea': 21, 'templ': 21, 'diari': 21, 'gap': 21, 'bargain': 21, 'hammond': 21, 'lauri': 21, 'bedroom': 21, 'doug': 21, 'sant': 21, 'preach': 21, 'net': 21, 'spoon': 21, 'hatr': 21, 'april': 21, 'strongest': 21, 'rereleas': 21, 'meteor': 21, 'surpass': 21, 'cannib': 21, 'ideolog': 21, 'osment': 21, 'carver': 21, 'lumumba': 21, 'niccol': 21, 'gile': 21, 'occupi': 20, 'kingdom': 20, 'ogr': 20, 'bronson': 20, 'seedi': 20, 'hardcor': 20, 'dement': 20, 'bookstor': 20, 'automobil': 20, 'scottish': 20, 'grownup': 20, 'ireland': 20, 'awhil': 20, 'succumb': 20, 'billion': 20, 'shootout': 20, 'silverston': 20, 'babysitt': 20, 'preserv': 20, 'mastermind': 20, 'asset': 20, 'spooki': 20, 'idol': 20, 'ryder': 20, 'envis': 20, 'minimum': 20, 'abound': 20, 'evan': 20, 'lindo': 20, 'swinger': 20, 'warden': 20, 'calcul': 20, 'equat': 20, 'camerawork': 20, 'churn': 20, 'brink': 20, 'worthless': 20, 'vengeanc': 20, 'jenni': 20, 'patricia': 20, 'headlin': 20, 'reunit': 20, 'mentor': 20, 'shrink': 20, 'warmth': 20, 'admiss': 20, 'meander': 20, 'hopeless': 20, 'athlet': 20, 'deputi': 20, 'lush': 20, 'arkin': 20, '19th': 20, 'restless': 20, 'unrel': 20, 'persuad': 20, 'insipid': 20, 'tourist': 20, 'traffic': 20, 'denver': 20, 'rogu': 20, 'dutch': 20, 'kyle': 20, 'goon': 20, 'kitchen': 20, 'enlighten': 20, 'helicopt': 20, 'illog': 20, 'furiou': 20, 'bruckheim': 20, 'dispatch': 20, 'gaug': 20, 'raymond': 20, 'maria': 20, 'claudia': 20, 'holli': 20, 'amidala': 20, 'stuf': 20, 'macdonald': 20, 'germani': 20, 'turturro': 20, 'dirt': 20, 'literatur': 20, 'riski': 20, 'patron': 20, 'banana': 20, 'mode': 20, 'madsen': 20, 'beck': 20, 'elsewher': 20, 'zoom': 20, 'helpless': 20, 'simul': 20, 'mixtur': 20, 'scientif': 20, 'exec': 20, 'eighti': 20, 'elisabeth': 20, 'provoc': 20, 'melt': 20, 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'_54_': 8, 'tripl': 8, 'identif': 8, 'coup': 8, 'aura': 8, 'carefre': 8, 'bake': 8, 'hasid': 8, 'shirley': 8, '1963': 8, 'hawn': 8, 'crise': 8, 'hartnett': 8, 'spectacularli': 8, 'woke': 8, 'mcelhon': 8, 'infiltr': 8, 'hisher': 8, 'turbul': 8, 'intrud': 8, 'felic': 8, 'fischer': 8, 'caravan': 8, 'impromptu': 8, 'garish': 8, 'andr': 8, 'calvin': 8, '23': 8, 'seldom': 8, 'coolest': 8, 'startlingli': 8, 'schoolteach': 8, 'sacr': 8, 'fuss': 8, 'notr': 8, 'tentacl': 8, 'stutter': 8, 'sociolog': 8, 'maud': 8, 'sullen': 8, 'jjak': 8, '_is_': 8, 'imax': 8, 'tub': 8, 'spree': 8, 'bolt': 8, 'versa': 8, 'lapaglia': 8, 'muchneed': 8, 'miniatur': 8, 'effortless': 8, 'cranki': 8, 'illiter': 8, 'whoa': 8, 'pardon': 8, 'blob': 8, 'ridden': 8, 'dictat': 8, 'errat': 8, 'outworld': 8, 'kahn': 8, 'puriti': 8, 'rocker': 8, 'booti': 8, 'swipe': 8, 'korda': 8, 'egyptian': 8, 'baron': 8, 'mcconnel': 8, 'squid': 8, 'buyer': 8, 'unbreak': 8, 'poverti': 8, 'underton': 8, 'inhuman': 8, 'uk': 8, 'backbon': 8, 'hardnos': 8, 'hairdo': 8, 'nba': 8, 'authoritarian': 8, 'peckinpah': 8, 'incest': 8, 'concret': 8, 'skyrocket': 8, 'taboo': 8, 'midget': 8, 'inferno': 8, 'bluntli': 8, 'craftsmanship': 8, 'whirlwind': 8, 'wholeheartedli': 8, 'indign': 8, 'enigma': 8, 'sledgehamm': 8, 'tumbl': 8, 'jb': 8, 'wh': 8, 'survey': 8, 'liken': 8, 'prosecut': 8, 'underscor': 8, 'raptor': 8, 'orlean': 8, 'grandios': 8, 'remors': 8, 'rodney': 8, 'alma': 8, 'skeet': 8, 'averi': 8, 'gimmicki': 8, 'bumpi': 8, 'attir': 8, 'inconsequenti': 8, 'regan': 8, 'underplay': 8, 'jitteri': 8, 'laud': 8, 'credenti': 8, 'isabel': 8, 'undercut': 8, 'rekindl': 8, 'vicious': 8, 'embed': 8, 'oprah': 8, 'brothel': 8, 'peek': 8, 'peski': 8, '1600': 8, 'tighter': 8, 'plimpton': 8, 'pickup': 8, 'salut': 8, 'boob': 8, 'pimpl': 8, 'panther': 8, 'utopia': 8, 'gym': 8, 'freeway': 8, 'skew': 8, 'cherish': 8, 'welldeserv': 8, 'christi': 8, 'prone': 8, 'palett': 8, 'devlin': 8, 'foibl': 8, 'retali': 8, 'rariti': 8, 'regrett': 8, 'bystand': 8, 'shorten': 8, 'cowardli': 8, 'alcott': 8, 'shatner': 8, 'fearless': 8, 'bing': 8, 'suburb': 8, 'juxtapos': 8, 'hartley': 8, 'immin': 8, 'childer': 8, 'cheech': 8, 'behindthescen': 8, 'aweinspir': 8, 'overlap': 8, 'adversari': 8, 'temporarili': 8, 'beetl': 8, 'columbu': 8, 'unheard': 8, 'stylishli': 8, 'bike': 8, 'liman': 8, 'shelter': 8, 'alison': 8, 'hyper': 8, 'jovial': 8, 'intuit': 8, 'madden': 8, 'wellpac': 8, 'widespread': 8, 'beforehand': 8, 'eloqu': 8, 'brokedown': 8, 'franz': 8, 'rebellion': 8, 'salari': 8, 'disdain': 8, 'mcdowal': 8, 'tatyana': 8, 'snowbal': 8, 'schmidt': 8, 'bloodsh': 8, 'actionpack': 8, '180': 8, 'outgo': 8, 'birdi': 8, 'applaus': 8, 'thrive': 8, 'granddaught': 8, '1947': 8, 'rigg': 8, 'messiah': 8, 'descent': 8, 'worf': 8, 'montoya': 8, 'canva': 8, 'nefari': 8, 'feud': 8, 'acut': 8, 'censor': 8, 'bullshit': 8, 'lori': 8, 'aquarium': 8, 'prentic': 8, 'midlif': 8, 'segu': 8, 'obrien': 8, 'donovan': 8, 'suitor': 8, 'tristen': 8, 'audaci': 8, 'coyl': 8, 'devereaux': 8, 'gospel': 8, 'sprite': 8, 'disintegr': 8, 'diatrib': 8, 'subtli': 8, 'posess': 8, 'pascal': 8, 'scrutini': 8, 'ness': 8, 'mcdermott': 8, 'bethani': 8, 'c3po': 8, 'jarmusch': 8, 'bias': 8, 'burnham': 8, 'rainmak': 8, 'shanta': 8, 'freed': 8, 'orlock': 8, 'hutter': 8, 'tint': 8, 'architectur': 8, 'centr': 8, 'permit': 8, 'pei': 8, 'embeth': 8, 'davidtz': 8, 'fourstar': 8, 'leeloo': 8, 'catalyst': 8, 'marqui': 8, 'drumlin': 8, 'irvin': 8, 'buren': 8, 'romulu': 8, 'bala': 8, 'snub': 8, 'dewitt': 8, 'hockley': 8, 'cappi': 8, 'wilkinson': 8, 'goldwyn': 8, 'abolitionist': 8, 'curri': 8, 'lovett': 8, 'massag': 8, 'rumpo': 8, 'furtwangl': 8, 'odin': 8, 'doe': 8, 'castro': 8, 'herzog': 8, 'wai': 8, 'leuchter': 8, 'alchemi': 8, 'chon': 8, 'uhf': 8, 'fantin': 8, 'eilonwi': 8, 'worral': 8, 'barlow': 8, 'niagara': 8, 'kerrigan': 8, '_shaft_': 8, 'apparit': 7, 'mir': 7, 'h20': 7, 'winston': 7, 'rash': 7, 'freespirit': 7, 'fledgl': 7, 'latenight': 7, 'exhusband': 7, 'overdo': 7, 'twothird': 7, 'pa': 7, 'rot': 7, 'coke': 7, 'twitch': 7, 'lumin': 7, 'mcdormand': 7, 'morbid': 7, 'cite': 7, 'shenanigan': 7, 'wiseass': 7, 'reelect': 7, 'oshea': 7, 'veng': 7, 'slain': 7, 'overthrow': 7, 'spier': 7, 'coo': 7, '17th': 7, 'tournament': 7, 'stanc': 7, 'hess': 7, 'sonya': 7, 'empor': 7, 'mope': 7, 'incarcer': 7, 'weaponri': 7, 'stupidli': 7, 'hiss': 7, 'ninth': 7, 'bellow': 7, 'wynn': 7, '_really_': 7, 'wimp': 7, 'steadicam': 7, 'halfass': 7, 'crucibl': 7, 'abigail': 7, 'inexor': 7, 'overzeal': 7, 'prick': 7, 'ck': 7, 'incrimin': 7, 'captor': 7, 'alist': 7, 'amiabl': 7, 'labori': 7, 'depardieu': 7, 'pierr': 7, 'wail': 7, 'furri': 7, 'finess': 7, 'solar': 7, 'cesar': 7, 'kerri': 7, 'nutshel': 7, 'maddeningli': 7, 'ownership': 7, 'valiant': 7, 'aimless': 7, 'schooler': 7, 'renfro': 7, 'predominantli': 7, '110': 7, 'bgrade': 7, 'fahey': 7, 'godaw': 7, 'worship': 7, 'mcbeal': 7, 'humankind': 7, 'stupidest': 7, 'wwii': 7, 'skewer': 7, 'earthl': 7, 'arsen': 7, 'thewli': 7, 'stint': 7, 'abod': 7, 'nil': 7, 'dope': 7, 'downer': 7, 'pushi': 7, 'pego': 7, 'verdict': 7, 'eden': 7, 'nypd': 7, 'lib': 7, 'geri': 7, 'sporti': 7, 'largest': 7, 'cod': 7, 'snobbish': 7, 'beacon': 7, 'oscarcalib': 7, 'furlong': 7, 'rotat': 7, 'threw': 7, 'corman': 7, 'hastili': 7, 'soccer': 7, 'lass': 7, 'ranch': 7, 'ny': 7, 'austen': 7, 'uturn': 7, 'tarantula': 7, 'drone': 7, 'suitcas': 7, 'scummi': 7, 'jawdrop': 7, 'hmmm': 7, 'neglig': 7, 'dorian': 7, 'curli': 7, 'steroid': 7, 'esqu': 7, 'disclos': 7, 'extinct': 7, 'missouri': 7, 'beguil': 7, 'unquestion': 7, 'freshman': 7, 'kri': 7, 'spartacu': 7, 'lapd': 7, 'darci': 7, 'breakout': 7, 'radar': 7, 'artistri': 7, 'snatcher': 7, 'reptilian': 7, 'tokyo': 7, 'contradictori': 7, 'hallway': 7, 'viggo': 7, 'shifti': 7, 'norvil': 7, 'bon': 7, 'klump': 7, 'weitz': 7, 'expertis': 7, 'tyrel': 7, 'karaok': 7, 'housekeep': 7, 'storyboard': 7, 'tecton': 7, 'undeserv': 7, 'rethink': 7, 'raft': 7, 'docudrama': 7, 'historian': 7, 'slack': 7, 'egotist': 7, 'mania': 7, 'overdu': 7, 'bankrupt': 7, 'danza': 7, 'stair': 7, 'beatl': 7, 'rejoic': 7, 'schell': 7, 'gungho': 7, '29': 7, 'databas': 7, 'romania': 7, 'downward': 7, 'ling': 7, 'northwest': 7, 'rapist': 7, 'loi': 7, 'otool': 7, 'scissorhand': 7, 'spurt': 7, '18th': 7, 'backwood': 7, 'telepath': 7, 'plotwis': 7, 'ustinov': 7, 'claus': 7, 'brewster': 7, 'wellington': 7, 'elain': 7, 'coolidg': 7, 'bass': 7, 'swore': 7, 'underway': 7, 'twodimension': 7, 'lusti': 7, 'artwork': 7, 'btw': 7, 'slime': 7, 'tripplehorn': 7, 'enola': 7, 'deacon': 7, 'disk': 7, 'stepfath': 7, 'razzi': 7, 'kumbl': 7, 'bignam': 7, 'mathilda': 7, 'plaster': 7, 'dorki': 7, 'leblanc': 7, 'ivori': 7, 'sidewalk': 7, 'virtuoso': 7, 'sailor': 7, 'cruiser': 7, 'transmiss': 7, 'masculin': 7, 'eaten': 7, 'machineri': 7, 'unscrupul': 7, '96': 7, 'cloak': 7, 'fathom': 7, 'nielson': 7, 'russo': 7, 'veneer': 7, 'nsa': 7, 'chariti': 7, 'sahara': 7, 'untal': 7, 'erb': 7, 'bogu': 7, 'tamara': 7, 'arthous': 7, 'hubbi': 7, 'proudli': 7, 'butter': 7, 'connot': 7, 'kennesaw': 7, 'rooker': 7, 'selfproclaim': 7, 'wrath': 7, 'getaway': 7, 'magnifi': 7, 'hover': 7, 'golf': 7, 'atyp': 7, 'exce': 7, '1966': 7, 'flake': 7, 'selfcent': 7, 'rhode': 7, 'voodoo': 7, 'moan': 7, 'cuddli': 7, 'howser': 7, 'slinki': 7, 'lovemak': 7, 'chainsmok': 7, 'thinli': 7, 'autobiographi': 7, 'blain': 7, 'manual': 7, 'soda': 7, 'spook': 7, 'culprit': 7, 'shouldv': 7, 'olin': 7, 'sciorra': 7, 'wrench': 7, 'glitter': 7, 'rainbow': 7, 'evidenc': 7, 'physician': 7, 'straightlac': 7, 'squirrel': 7, 'sherlock': 7, 'turpin': 7, 'glib': 7, 'entangl': 7, 'yearold': 7, 'albino': 7, 'gallagh': 7, 'sketchi': 7, 'complac': 7, 'interplay': 7, 'bori': 7, 'crackl': 7, 'moros': 7, 'fatherson': 7, 'overs': 7, 'rub': 7, 'mammoth': 7, 'pre': 7, 'olymp': 7, 'fastforward': 7, 'morton': 7, 'sworn': 7, 'muck': 7, 'ogl': 7, 'overtli': 7, 'deliri': 7, 'seamlessli': 7, 'swordfish': 7, '10yearold': 7, 'align': 7, 'catharin': 7, 'hobbi': 7, 'merciless': 7, 'mindnumb': 7, 'financ': 7, 'compil': 7, 'patsi': 7, 'pooch': 7, 'wager': 7, 'stripteas': 7, 'ignit': 7, 'filmgoer': 7, 'inexcus': 7, 'reliev': 7, 'willing': 7, 'becker': 7, 'muellerstahl': 7, 'recollect': 7, 'penguin': 7, 'uphold': 7, 'secreci': 7, 'magnitud': 7, 'fleme': 7, 'converg': 7, 'frasier': 7, 'fullblown': 7, 'reciev': 7, 'bureaucrat': 7, 'programm': 7, 'miko': 7, 'cart': 7, 'frontier': 7, 'granni': 7, 'eater': 7, 'facinelli': 7, 'larson': 7, 'enamor': 7, 'howler': 7, 'satur': 7, 'exam': 7, 'antisemit': 7, 'goldi': 7, 'hustl': 7, 'mishandl': 7, 'sleaz': 7, 'straw': 7, 'deaf': 7, 'noel': 7, 'momentarili': 7, 'offthewal': 7, 'caretak': 7, 'carrieann': 7, 'unreason': 7, 'multipli': 7, 'earthi': 7, 'cecil': 7, 'vibrat': 7, 'inventor': 7, 'weaker': 7, 'merced': 7, 'setback': 7, 'unintellig': 7, 'champ': 7, 'finnegan': 7, 'sommer': 7, 'vent': 7, 'volunt': 7, 'careen': 7, 'charmless': 7, 'loveabl': 7, 'folklor': 7, 'quicker': 7, 'woefulli': 7, 'loopi': 7, 'rivalri': 7, 'wolfgang': 7, 'petersen': 7, 'allstar': 7, 'scotti': 7, 'heed': 7, 'renaiss': 7, 'makeov': 7, 'pois': 7, 'grandpa': 7, 'appoint': 7, 'hellrais': 7, 'lipstick': 7, 'richi': 7, 'landi': 7, 'wine': 7, 'delpi': 7, 'spunk': 7, 'zoe': 7, 'mustach': 7, 'borderlin': 7, 'sixyear': 7, 'troma': 7, 'afterlif': 7, 'addam': 7, 'levin': 7, 'wheelchair': 7, 'hellbent': 7, 'settler': 7, '66': 7, 'twentysometh': 7, 'devout': 7, 'resound': 7, 'pigeon': 7, 'risqu': 7, 'duquett': 7, 'hayn': 7, 'farrel': 7, 'allan': 7, 'revisionist': 7, 'insincer': 7, 'stump': 7, 'disabl': 7, 'fiasco': 7, 'loudli': 7, 'triumphant': 7, 'misha': 7, 'scriptur': 7, 'brighten': 7, 'spine': 7, 'panick': 7, 'richli': 7, 'snicker': 7, 'haul': 7, 'broadli': 7, 'wyom': 7, 'muscular': 7, 'glee': 7, 'embri': 7, 'dens': 7, 'chockful': 7, 'rappaport': 7, 'kiefer': 7, 'shelli': 7, 'log': 7, 'dous': 7, 'latch': 7, 'shelmikedmu': 7, 'ennio': 7, 'jacobi': 7, 'steril': 7, 'helgeland': 7, 'blather': 7, 'council': 7, 'tangl': 7, 'overt': 7, 'dilapid': 7, '1939': 7, 'xavier': 7, 'skinni': 7, 'seventeen': 7, 'landlord': 7, 'sydow': 7, 'aftermath': 7, 'solitud': 7, 'divulg': 7, 'fulci': 7, 'ubiquit': 7, 'ronald': 7, 'subscrib': 7, 'cavanaugh': 7, 'pratfal': 7, 'welltodo': 7, 'expend': 7, 'latex': 7, 'connick': 7, 'hampshir': 7, 'glossi': 7, 'maddi': 7, 'quip': 7, 'fatherinlaw': 7, '27': 7, 'pollak': 7, 'auction': 7, 'villaini': 7, 'neighbour': 7, 'migrat': 7, 'bundl': 7, 'meatloaf': 7, 'fraud': 7, 'scout': 7, 'sunhil': 7, 'seventh': 7, 'jen': 7, 'recipi': 7, 'saron': 7, 'ravag': 7, 'postmodern': 7, 'grimac': 7, 'handgun': 7, 'outrun': 7, 'rhetor': 7, 'tact': 7, 'chronolog': 7, 'piston': 7, 'tutor': 7, 'unresolv': 7, 'dorothi': 7, 'hawaii': 7, 'prelud': 7, 'tirad': 7, 'thirst': 7, 'cabaret': 7, 'domain': 7, 'kramer': 7, 'glue': 7, 'global': 7, 'scumbal': 7, 'constitut': 7, 'dissatisfact': 7, 'cassandra': 7, 'recut': 7, 'gecko': 7, 'terrain': 7, 'unavoid': 7, 'brock': 7, 'madelin': 7, 'holden': 7, 'shrew': 7, 'prototyp': 7, 'kilgor': 7, 'kirsten': 7, 'bava': 7, 'seam': 7, 'shack': 7, 'len': 7, 'trauma': 7, 'bolster': 7, 'pep': 7, 'unflatt': 7, 'extern': 7, 'feather': 7, 'wednesday': 7, 'opportunist': 7, 'danson': 7, 'penthous': 7, 'katana': 7, 'potenc': 7, 'unrequit': 7, 'sweetest': 7, 'pip': 7, 'dinsmoor': 7, 'roddi': 7, 'precari': 7, 'dropout': 7, 'scrutin': 7, 'nurtur': 7, 'triedandtru': 7, 'symphoni': 7, 'transmit': 7, 'dolli': 7, 'bigwig': 7, 'purpl': 7, 'gena': 7, 'frederick': 7, 'breillat': 7, 'psychosi': 7, 'shudder': 7, 'faction': 7, 'tyrann': 7, 'paulina': 7, 'herbert': 7, 'salon': 7, 'jeter': 7, 'sung': 7, 'hav': 7, 'walltowal': 7, 'runofthemil': 7, 'guccion': 7, 'inquir': 7, 'karl': 7, 'southwest': 7, 'teeter': 7, 'wrongdo': 7, 'apprehens': 7, 'brightest': 7, 'combo': 7, 'cutthroat': 7, 'disrupt': 7, 'oneil': 7, 'notwithstand': 7, 'courtesan': 7, 'banker': 7, 'rhett': 7, 'fastest': 7, 'sonia': 7, 'brightli': 7, 'bravura': 7, 'katrina': 7, 'recoveri': 7, 'comicbook': 7, 'incomplet': 7, 'librarian': 7, 'deftli': 7, '_election_': 7, 'clees': 7, 'duan': 7, 'morpheu': 7, 'shakur': 7, 'disclaim': 7, 'showi': 7, 'droll': 7, 'giorgio': 7, 'schlesing': 7, 'carolyn': 7, 'groov': 7, 'hindu': 7, 'kite': 7, 'shang': 7, 'itami': 7, 'forefront': 7, 'stendhal': 7, 'dario': 7, 'caviezel': 7, 'ether': 7, 'vividli': 7, 'stealer': 7, 'stain': 7, 'webber': 7, 'wellround': 7, 'antiwar': 7, 'korben': 7, 'larch': 7, 'hallstrom': 7, 'exley': 7, 'sade': 7, 'connecticut': 7, 'sagan': 7, 'isaacman': 7, 'mazzello': 7, 'indistinguish': 7, 'doren': 7, 'quinci': 7, 'sugiyama': 7, 'tranquil': 7, 'unassum': 7, 'osnard': 7, 'colqhoun': 7, 'hortens': 7, 'hauer': 7, 'monitor': 7, 'gaz': 7, 'amarcord': 7, 'skylar': 7, 'yeager': 7, 'danish': 7, '1912': 7, 'fingal': 7, 'hadden': 7, 'mckellan': 7, '_pollock_': 7, 'keyser': 7, 'soze': 7, 'bethlehem': 7, 'du': 7, 'trask': 7, 'ruafro': 7, 'tael': 7, 'tati': 7, 'stempel': 7, 'tandi': 7, 'viann': 7, 'camembert': 7, 'elw': 6, 'waver': 6, 'invari': 6, 'chock': 6, 'fistfight': 6, 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'sinyor': 2, 'superglu': 2, 'familyori': 2, 'digimon': 2, 'ment': 2, 'dubya': 2, 'pinpoint': 2, 'nix': 2, 'tampon': 2, 'travers': 2, 'portabl': 2, 'zerograv': 2, 'airlock': 2, 'unreleas': 2, 'fulltim': 2, 'consciencestricken': 2, 'cher': 2, 'everton': 2, 'halfmachin': 2, 'buckman': 2, 'disobedi': 2, 'blackwolf': 2, 'luftwaff': 2, 'submiss': 2, 'lineag': 2, 'ghandi': 2, '18yearold': 2, 'jeanmarc': 2, 'smit': 2, 'inscrib': 2, 'ultimatum': 2, 'hourandahalf': 2, 'writerproduc': 2, 'teamwork': 2, 'highspe': 2, 'chunnel': 2, 'disbeliev': 2, 'mk2': 2, 'gateway': 2, 'sindel': 2, 'kitana': 2, '1869': 2, 'legless': 2, 'stymi': 2, 'doa': 2, 'proportion': 2, 'whizbang': 2, 'traitor': 2, 'nono': 2, 'neckbrac': 2, 'jungian': 2, '607': 2, 'arcadia': 2, 'blous': 2, 'snidley': 2, 'replic': 2, 'whitlow': 2, 'titshot': 2, 'tooobviou': 2, 'pastich': 2, 'lithium': 2, 'cassavett': 2, 'housewarm': 2, 'bellami': 2, 'def': 2, 'xmen': 2, 'mosey': 2, 'revelatori': 2, 'ironclad': 2, 'kyra': 2, 'sedgwick': 2, 'finelytun': 2, 'throb': 2, 'presag': 2, 'shill': 2, 'pothol': 2, 'nastier': 2, 'hefner': 2, 'slaughterhous': 2, 'similarlythem': 2, 'macht': 2, 'reb': 2, 'pinkerton': 2, 'politicallycorrect': 2, 'roderick': 2, 'innerwork': 2, 'lambast': 2, 'ohso': 2, 'reef': 2, 'sideswip': 2, 'scrawl': 2, 'jointli': 2, 'garbl': 2, 'mentallychalleng': 2, 'jellyfish': 2, 'personnel': 2, 'mishmosh': 2, 'minisub': 2, 'disorient': 2, 'microbomb': 2, 'rectangl': 2, 'wd40': 2, 'joness': 2, 'grabbag': 2, 'altmanesqu': 2, 'kidney': 2, 'headli': 2, 'jigsaw': 2, '132': 2, 'modu': 2, 'operandi': 2, 'wellplac': 2, 'slab': 2, 'overcast': 2, 'dimli': 2, 'murmur': 2, 'curfew': 2, 'highrank': 2, '11year': 2, '26th': 2, 'fluentli': 2, 'postul': 2, 'chummi': 2, 'warburton': 2, 'ungodli': 2, 'misl': 2, 'characteris': 2, 'gs': 2, 'bulldog': 2, 'lorri': 2, 'antsi': 2, 'weirdlook': 2, 'credenc': 2, 'razorsharp': 2, '113': 2, 'pretzel': 2, 'faultless': 2, 'barrack': 2, 'hangov': 2, 'yuelin': 2, 'hunka': 2, 'surplu': 2, 'cutest': 2, 'kindest': 2, 'mobi': 2, '2017': 2, 'congression': 2, 'noseworthi': 2, 'wormer': 2, 'braeden': 2, 'hawaiian': 2, 'billionth': 2, 'hooter': 2, 'poorlystag': 2, 'puffi': 2, 'ugliest': 2, 'perus': 2, 'migrain': 2, 'illuminati': 2, 'uppercrust': 2, 'orwel': 2, 'housew': 2, 'plumet': 2, 'nutter': 2, 'punt': 2, 'fluent': 2, 'ticker': 2, 'ejogo': 2, 'limpli': 2, 'sulka': 2, '31yearold': 2, 'hamstrung': 2, 'wwf': 2, 'filmth': 2, 'lavatori': 2, 'gratifi': 2, 'custodian': 2, 'knit': 2, 'perado': 2, 'barkeep': 2, 'blondi': 2, 'jukebox': 2, 'confuciu': 2, 'unfailingli': 2, 'skitlength': 2, 'deflat': 2, 'theatergo': 2, 'cubicl': 2, 'lumbergh': 2, 'misrepres': 2, 'baileygait': 2, 'tooforgiv': 2, 'jumprop': 2, 'newsmagazin': 2, 'sleightofhand': 2, 'softtoss': 2, 'mongo': 2, 'brownle': 2, 'jerod': 2, 'mixon': 2, 'whitebread': 2, 'toopleas': 2, 'schitck': 2, 'highcalib': 2, 'geneviev': 2, 'menstruat': 2, 'voluptu': 2, 'unappreci': 2, 'lenient': 2, 'goddard': 2, 'timefram': 2, 'landslid': 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'overdramat': 2, 'popsicl': 2, 'proffer': 2, 'lucio': 2, 'dunwich': 2, 'cadav': 2, 'patchi': 2, 'completist': 2, 'hopp': 2, 'kennel': 2, 'schl': 2, 'ndorff': 2, 'freshen': 2, '_what': 2, 'come_': 2, '_brazil_': 2, 'moneygrub': 2, 'explet': 2, 'demarco': 2, 'sach': 2, 'banshe': 2, 'soliloqui': 2, 'ze': 2, 'bauchau': 2, 'succinctli': 2, 'priesthood': 2, 'ringlead': 2, 'tomfooleri': 2, 'nightspot': 2, 'sketchili': 2, 'streisand': 2, 'prissi': 2, 'overtaken': 2, 'genteel': 2, 'devious': 2, 'hudlin': 2, 'tamala': 2, 'therel': 2, 'bootsi': 2, 'propuls': 2, 'dishonor': 2, 'yamamoto': 2, 'prude': 2, 'criticallyacclaim': 2, 'faithless': 2, 'rococo': 2, 'passwordprotect': 2, 'cultish': 2, 'incens': 2, 'unerot': 2, 'dispers': 2, 'cock': 2, 'fece': 2, 'congresswoman': 2, 'moview': 2, 'notsobright': 2, 'preme': 2, 'berkshir': 2, 'yare': 2, 'sisterhood': 2, 'dramedi': 2, 'optimum': 2, 'hurriedli': 2, 'dumfound': 2, 'focker': 2, 'seminud': 2, 'shayn': 2, 'excav': 2, 'gwar': 2, 'gauntlet': 2, 'flaccid': 2, 'pc': 2, 'saffron': 2, 'cheapi': 2, 'sacha': 2, 'duffl': 2, 'walli': 2, 'mil': 2, 'fiber': 2, 'speilberg': 2, 'longabandon': 2, 'snuggl': 2, 'moviewithinamovi': 2, 'knifewield': 2, 'hishertheir': 2, 'isar': 2, 'umpteen': 2, 'laughless': 2, 'pai': 2, 'louder': 2, 'cokehead': 2, 'nicotin': 2, 'carin': 2, 'prima': 2, 'olden': 2, 'koch': 2, 'mujibur': 2, 'sirajul': 2, 'berman': 2, 'clicheridden': 2, 'thang': 2, 'ikea': 2, 'projectionist': 2, 'stakeout': 2, '22minut': 2, 'korsmo': 2, 'wedg': 2, 'bellyach': 2, 'rigeur': 2, 'quizzic': 2, 'waddl': 2, 'nm': 2, 'wesson': 2, 'thusli': 2, 'forthcom': 2, 'utopian': 2, 'waspi': 2, 'dickinson': 2, 'minstrel': 2, 'deglam': 2, 'castig': 2, 'gutwrenchingli': 2, '59': 2, 'minutia': 2, 'looni': 2, 'stipul': 2, 'transact': 2, 'peculiarli': 2, 'jibe': 2, 'fowler': 2, 'unwillingli': 2, '50000': 2, 'concious': 2, 'osha': 2, 'celeb': 2, 'warhol': 2, 'capot': 2, 'richmond': 2, 'turtletaub': 2, 'unashamedli': 2, 'gait': 2, 'seeminglyendless': 2, 'overheard': 2, 'twa': 2, '76': 2, 'suce': 2, 'rotari': 2, 'pounder': 2, 'quicktemp': 2, 'crowbar': 2, 'bluegrass': 2, 'cleophu': 2, 'pickett': 2, 'semiseri': 2, 'functionari': 2, 'firsttier': 2, 'alyson': 2, 'presold': 2, 'felin': 2, 'shirishama': 2, 'susann': 2, 'unfunniest': 2, 'imcomprehins': 2, 'html': 2, 'shae': 2, 'doofi': 2, 'pcu': 2, 'elisa': 2, 'wham': 2, 'highwaymen': 2, 'cranium': 2, 'launcher': 2, 'vela': 2, 'thornesmith': 2, 'septien': 2, 'leprechaun': 2, 'mane': 2, 'heartthrob': 2, 'bouncer': 2, '83minut': 2, 'haddaway': 2, 'overreach': 2, 'staro': 2, 'urbanit': 2, 'mid80': 2, 'illsynch': 2, 'stonefac': 2, 'postlethwait': 2, 'heavymet': 2, 'bole': 2, 'dotson': 2, 'krajeski': 2, 'lu': 2, 'blatz': 2, 'bumfuck': 2, 'rewir': 2, 'ku': 2, 'klux': 2, 'klan': 2, 'disorganis': 2, 'nuzzl': 2, 'frenchmen': 2, 'misdemeanor': 2, 'decod': 2, 'hilli': 2, 'hazel': 2, 'uncomplet': 2, 'grader': 2, 'reifsnyd': 2, 'passingli': 2, 'gangsterflick': 2, 'blindingli': 2, 'insubordin': 2, 'starstruck': 2, 'wellearn': 2, 'breadwinn': 2, 'poignantli': 2, 'wald': 2, 'rosewood': 2, 'ramboesqu': 2, 'overexposur': 2, 'brest': 2, 'redey': 2, 'expresid': 2, 'macarena': 2, 'yimou': 2, 'qu': 2, 'cheryl': 2, 'debutant': 2, 'decorum': 2, 'jeopard': 2, 'racoon': 2, 'shemp': 2, 'altruist': 2, 'garfunkel': 2, 'parsley': 2, 'smooch': 2, 'woodman': 2, 'dragonlik': 2, 'nonetoopleas': 2, 'koenig': 2, '24th': 2, 'burlesqu': 2, 'coalesc': 2, 'incant': 2, 'oracl': 2, 'torrenti': 2, 'filmand': 2, 'sitcomish': 2, 'actordirector': 2, 'satisfactorili': 2, 'demur': 2, 'md': 2, 'ostentati': 2, 'cnn': 2, 'slickest': 2, 'mash': 2, 'smoother': 2, 'daffi': 2, 'mercer': 2, 'prerequisit': 2, 'caron': 2, 'nympho': 2, 'fondli': 2, 'oneway': 2, 'allergi': 2, 'godforsaken': 2, 'mingliang': 2, 'quarantin': 2, 'damp': 2, 'nearfutur': 2, 'tak': 2, 'nonverb': 2, 'astair': 2, 'chalkboard': 2, 'flaneri': 2, 'ritzi': 2, 'aback': 2, 'gilliard': 2, 'imparti': 2, 'dribbl': 2, 'kamikaz': 2, 'placat': 2, 'nonev': 2, 'gradeschool': 2, 'dross': 2, 'erm': 2, 'ava': 2, 'genievev': 2, 'stuntman': 2, 'highris': 2, 'spiel': 2, 'cocreat': 2, 'rusnak': 2, 'quotat': 2, 'lillianna': 2, 'gruel': 2, 'xinxin': 2, 'ref': 2, 'boyishli': 2, 'doeey': 2, 'chambermaid': 2, 'tavern': 2, '106': 2, 'selfmock': 2, 'protocol': 2, 'annabel': 2, 'smutti': 2, 'fetal': 2, 'rewound': 2, 'psychoanalyst': 2, 'lonergan': 2, 'topform': 2, 'clockwatch': 2, 'rousingli': 2, 'onescen': 2, 'laughfre': 2, 'yemeni': 2, 'mow': 2, 'friedklin': 2, 'navarro': 2, 'santanico': 2, 'wichita': 2, 'buchman': 2, 'quebec': 2, 'preliminari': 2, 'drearili': 2, 'acr': 2, 'malefemal': 2, 'spector': 2, 'gingerli': 2, 'repent': 2, 'unright': 2, 'insectopia': 2, 'martialart': 2, 'dresser': 2, 'straightest': 2, 'shant': 2, 'centuryfox': 2, 'fume': 2, 'avert': 2, 'glassi': 2, 'semiautobiograph': 2, 'layout': 2, 'selfeffac': 2, 'retak': 2, 'cadaver': 2, 'mele': 2, 'hingl': 2, 'commission': 2, 'gordan': 2, 'vendela': 2, 'batarang': 2, 'dumbfound': 2, 'placard': 2, 'vaudevil': 2, 'dann': 2, 'leyland': 2, '_breakfast_of_champions_': 2, 'excrutiatingli': 2, 'celia': 2, 'luka': 2, 'haa': 2, 'apex': 2, 'similarlynam': 2, 'francin': 2, 'unfilm': 2, 'sprinkler': 2, 'tome': 2, 'harebrain': 2, 'cruso': 2, 'sturm': 2, 'und': 2, 'drang': 2, 'monthli': 2, 'inperson': 2, 'reenter': 2, 'britton': 2, 'vegasbas': 2, 'cdrom': 2, 'hypedup': 2, 'nordoffhal': 2, 'hither': 2, 'scaffold': 2, 'flamenco': 2, 'angular': 2, 'katharin': 2, 'patrolman': 2, 'drabbi': 2, 'curtolo': 2, 'duart': 2, 'strum': 2, 'cheez': 2, 'affluent': 2, 'dialoug': 2, 'neonlit': 2, 'multiti': 2, 'traffick': 2, 'nightlif': 2, 'ore': 2, 'pejor': 2, 'zimmerli': 2, 'ramona': 2, 'midgett': 2, 'enliste': 2, 'interstiti': 2, 'cretin': 2, 'dwight': 2, 'chide': 2, 'makingof': 2, 'messili': 2, 'sewag': 2, 'fanbas': 2, 'auditorium': 2, 'pueril': 2, 'scattershot': 2, 'diddli': 2, 'talli': 2, 'emax': 2, 'mailman': 2, 'submediocr': 2, 'deduc': 2, 'hammerhead': 2, 'objectifi': 2, 'absentminded': 2, 'rumba': 2, 'belloq': 2, 'asswhol': 2, 'zellwegg': 2, 'hydraul': 2, 'homemad': 2, 'edna': 2, 'surgic': 2, 'gregari': 2, 'microchip': 2, 'machinelik': 2, 'zig': 2, 'administ': 2, 'rainsoak': 2, 'banzai': 2, 'pungent': 2, 'pawnbrok': 2, '28yearold': 2, 'longingli': 2, 'bloodlin': 2, 'bathrob': 2, 'indol': 2, 'foresight': 2, 'demornay': 2, 'edson': 2, 'swindler': 2, 'cryin': 2, 'offcamera': 2, 'graph': 2, 'exponenti': 2, 'deepspac': 2, 'capitalis': 2, 'trembl': 2, 'divest': 2, 'bathgat': 2, 'pharmacist': 2, 'whitehair': 2, 'imper': 2, 'singleminded': 2, 'psychodrama': 2, 'talia': 2, 'oahu': 2, 'musclebound': 2, 'daresay': 2, 'blondhair': 2, 'bloomingdal': 2, 'trager': 2, 'pacifi': 2, 'cholera': 2, 'ohsocleverli': 2, 'purportedli': 2, 'snarki': 2, 'idli': 2, 'mccleod': 2, 'fridg': 2, 'farewel': 2, 'townfolk': 2, 'mule': 2, 'sickeningli': 2, 'ailment': 2, 'abject': 2, 'inimit': 2, 'mid70': 2, 'beauden': 2, 'vaguest': 2, 'alfonso': 2, 'francesco': 2, 'clement': 2, 'darwin': 2, 'abram': 2, 'spastic': 2, 'aha': 2, 'lughead': 2, 'schoolchildren': 2, 'drippi': 2, 'nearconst': 2, 'broom': 2, 'erickson': 2, 'hsu': 2, 'discont': 2, 'luncheon': 2, 'vienna': 2, 'inward': 2, 'expression': 2, 'freakin': 2, 'wellexecut': 2, 'reanim': 2, 'bergl': 2, 'moreu': 2, 'flau': 2, 'audiotap': 2, 'elmalogl': 2, 'filmdom': 2, 'achil': 2, 'melbourn': 2, 'slender': 2, 'uncloth': 2, 'harmonica': 2, 'barker': 2, 'shambl': 2, 'skulk': 2, 'infanc': 2, 'abdomen': 2, 'insideout': 2, 'caryhiroyuki': 2, 'tagawa': 2, 'brokerag': 2, 'fratern': 2, 'neurolog': 2, 'buis': 2, 'livelihood': 2, 'misgiv': 2, 'selfless': 2, 'foregon': 2, 'cork': 2, 'warmnfuzzi': 2, 'hiroshi': 2, 'murata': 2, '_urban_legend_': 2, 'mancini': 2, '_i_know': 2, 'slather': 2, 'backsid': 2, 'snooz': 2, 'superstit': 2, 'cultureclash': 2, 'facepaint': 2, 'sharif': 2, 'menzi': 2, 'delinqu': 2, 'portopotti': 2, 'zappa': 2, 'backstag': 2, 'saturn': 2, 'napkin': 2, 'hotter': 2, 'thirtyf': 2, 'gertz': 2, 'cowriterdirector': 2, 'midsect': 2, 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     ]
    }
   ],
   "source": [
    "viz[\"stemmed_review\"] = getting_data_ready_for_freq(viz, \"stemmed_review\")\n",
    "stemmed_dict = creating_freq_list_from_df_to_dict(viz, \"stemmed_review\")\n",
    "print(stemmed_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", stemmed_dict, 750, \"Word Cloud Stemmed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>11108</td>\n",
       "      <td>film</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>6855</td>\n",
       "      <td>movi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>5758</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83</td>\n",
       "      <td>3997</td>\n",
       "      <td>like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>3855</td>\n",
       "      <td>charact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>3189</td>\n",
       "      <td>get</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>3152</td>\n",
       "      <td>make</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>253</td>\n",
       "      <td>2902</td>\n",
       "      <td>time</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89</td>\n",
       "      <td>2638</td>\n",
       "      <td>scene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>2602</td>\n",
       "      <td>even</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>2383</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>181</td>\n",
       "      <td>2361</td>\n",
       "      <td>play</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count     word\n",
       "41   11108     film\n",
       "22    6855     movi\n",
       "11    5758      one\n",
       "83    3997     like\n",
       "77    3855  charact\n",
       "9     3189      get\n",
       "34    3152     make\n",
       "253   2902     time\n",
       "89    2638    scene\n",
       "36    2602     even\n",
       "50    2383     good\n",
       "181   2361     play"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(stemmed_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Stemmed Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 710273\n",
      "The total number of unique words is 32160\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(stemmed_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now, I am going to look at the lemmatizer \n",
    "lemma_movies = pd.DataFrame()\n",
    "lemma_movies[\"lemma_review\"] = movies_clean.apply(lambda row: lemma_func(row[\"review_no_stopwords\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "viz = pd.DataFrame() \n",
    "viz[\"lemma_reviews\"] = lemma_movies[\"lemma_review\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'film': 10963, 'movie': 6854, 'one': 5756, 'character': 3853, 'like': 3651, 'time': 2849, 'get': 2785, 'scene': 2638, 'make': 2582, 'even': 2559, 'good': 2338, 'story': 2319, 'would': 2041, 'much': 2023, 'also': 1965, 'see': 1866, 'way': 1855, 'two': 1824, 'life': 1807, 'first': 1769, 'go': 1727, 'well': 1709, 'thing': 1650, 'year': 1562, 'take': 1561, 'really': 1556, 'plot': 1510, 'come': 1502, 'little': 1493, 'know': 1485, 'people': 1459, 'could': 1395, 'bad': 1373, 'work': 1366, 'never': 1363, 'man': 1347, 'performance': 1315, 'end': 1304, 'best': 1302, 'new': 1277, 'look': 1272, 'doesnt': 1271, 'many': 1267, 'actor': 1229, 'director': 1213, 'dont': 1211, 'play': 1198, 'u': 1188, 'love': 1184, 'action': 1166, 'he': 1150, 'role': 1144, 'great': 1142, 'show': 1131, 'find': 1116, 'another': 1111, 'audience': 1074, 'give': 1068, 'star': 1058, 'say': 1058, 'something': 1048, 'back': 1043, 'still': 1042, 'seems': 1032, 'want': 1032, 'world': 1029, 'made': 1026, 'there': 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269, 'career': 269, 'hell': 267, 'battle': 266, 'beginning': 266, 'known': 266, 'peter': 266, 'lee': 264, 'york': 264, 'coming': 261, 'wont': 261, 'force': 261, 'four': 261, 'planet': 260, 'husband': 260, 'sequel': 260, 'arent': 259, 'strong': 259, 'figure': 259, 'plan': 258, 'happens': 258, 'present': 257, 'jackie': 256, 'state': 255, 'saw': 255, 'yes': 253, 'offer': 253, 'stupid': 253, 'possible': 253, 'parent': 252, 'god': 252, 'tale': 251, 'quickly': 251, 'song': 251, 'five': 250, 'form': 250, 'extremely': 248, 'manages': 248, 'close': 248, 'chance': 247, 'stand': 247, 'material': 247, 'interest': 247, 'villain': 246, 'particularly': 245, 'attention': 244, 'romantic': 244, 'future': 244, 'appears': 243, 'involving': 242, 'worse': 242, 'mostly': 241, 'involved': 241, 'eventually': 240, 'quality': 240, 'police': 239, 'taking': 238, 'paul': 238, 'emotional': 238, 'dr': 237, 'break': 235, 'cut': 235, 'bring': 235, 'van': 235, 'whats': 234, 'fiction': 234, 'image': 234, 'oscar': 234, 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'cageworld': 1, 'snoot': 1, 'obstruction': 1, 'obscuring': 1, 'tangerine': 1, 'timbre': 1, 'powaqqatsi': 1, 'keyboardist': 1, 'capitalized': 1})\n"
     ]
    }
   ],
   "source": [
    "#Getting ready to visualize the data \n",
    "viz[\"lemma_reviews\"] = getting_data_ready_for_freq(viz, \"lemma_reviews\")\n",
    "lemma_dict = creating_freq_list_from_df_to_dict(viz, \"lemma_reviews\")\n",
    "print(lemma_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", lemma_dict, 750, \"Word Cloud Stemmed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>10963</td>\n",
       "      <td>film</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>6854</td>\n",
       "      <td>movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>5756</td>\n",
       "      <td>one</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>3853</td>\n",
       "      <td>character</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86</td>\n",
       "      <td>3651</td>\n",
       "      <td>like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>266</td>\n",
       "      <td>2849</td>\n",
       "      <td>time</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>2785</td>\n",
       "      <td>get</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92</td>\n",
       "      <td>2638</td>\n",
       "      <td>scene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>2582</td>\n",
       "      <td>make</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>2559</td>\n",
       "      <td>even</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>2338</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>267</td>\n",
       "      <td>2319</td>\n",
       "      <td>story</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count       word\n",
       "42   10963       film\n",
       "22    6854      movie\n",
       "11    5756        one\n",
       "80    3853  character\n",
       "86    3651       like\n",
       "266   2849       time\n",
       "9     2785        get\n",
       "92    2638      scene\n",
       "34    2582       make\n",
       "36    2559       even\n",
       "51    2338       good\n",
       "267   2319      story"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(lemma_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Lemmatized Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 710273\n",
      "The total number of unique words is 42473\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(lemma_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing bigrams: \n",
    "lemma_bigrams = pd.DataFrame()\n",
    "lemma_bigrams[\"lemma_review_bigrams\"] = lemma_movies[\"lemma_review\"].apply(lambda row: creating_ngrams(row, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>lemma_review_bigrams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>[plot_two, two_teen, teen_couple, couple_go, g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>[happy_bastard, bastard_quick, quick_movie, mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>[movie_like, like_make, make_jaded, jaded_movi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>[quest_camelot, camelot_warner, warner_bros, b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>[synopsis_mentally, mentally_unstable, unstabl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                lemma_review_bigrams\n",
       "0  [plot_two, two_teen, teen_couple, couple_go, g...\n",
       "1  [happy_bastard, bastard_quick, quick_movie, mo...\n",
       "2  [movie_like, like_make, make_jaded, jaded_movi...\n",
       "3  [quest_camelot, camelot_warner, warner_bros, b...\n",
       "4  [synopsis_mentally, mentally_unstable, unstabl..."
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemma_bigrams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing the bigrams \n",
    "viz = pd.DataFrame() \n",
    "viz[\"lemma_bigrams\"] = lemma_bigrams[\"lemma_review_bigrams\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting ready to visualize the data \n",
    "viz[\"lemma_bigrams\"] = getting_data_ready_for_freq(viz, \"lemma_bigrams\")\n",
    "lemma_bigram_dict = creating_freq_list_from_df_to_dict(viz, \"lemma_bigrams\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", lemma_bigram_dict, 750, \"Word Cloud Lemma Bigrams\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1048</td>\n",
       "      <td>387</td>\n",
       "      <td>special_effect</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95</td>\n",
       "      <td>257</td>\n",
       "      <td>look_like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4787</td>\n",
       "      <td>249</td>\n",
       "      <td>new_york</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1264</td>\n",
       "      <td>222</td>\n",
       "      <td>even_though</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2849</td>\n",
       "      <td>183</td>\n",
       "      <td>bad_guy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3016</td>\n",
       "      <td>178</td>\n",
       "      <td>high_school</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1782</td>\n",
       "      <td>173</td>\n",
       "      <td>film_like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1484</td>\n",
       "      <td>169</td>\n",
       "      <td>take_place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26071</td>\n",
       "      <td>166</td>\n",
       "      <td>star_war</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7142</td>\n",
       "      <td>141</td>\n",
       "      <td>one_best</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13755</td>\n",
       "      <td>139</td>\n",
       "      <td>main_character</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>169</td>\n",
       "      <td>133</td>\n",
       "      <td>movie_like</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count            word\n",
       "1048     387  special_effect\n",
       "95       257       look_like\n",
       "4787     249        new_york\n",
       "1264     222     even_though\n",
       "2849     183         bad_guy\n",
       "3016     178     high_school\n",
       "1782     173       film_like\n",
       "1484     169      take_place\n",
       "26071    166        star_war\n",
       "7142     141        one_best\n",
       "13755    139  main_character\n",
       "169      133      movie_like"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(lemma_bigram_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Lemmatized Bigrams Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 708273\n",
      "The total number of unique words is 518043\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(lemma_bigram_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing the Trigrams \n",
    "lemma_trigrams = pd.DataFrame()\n",
    "lemma_trigrams[\"lemma_review_trigrams\"] = lemma_movies[\"lemma_review\"].apply(lambda row: creating_ngrams(row, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>lemma_review_trigrams</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>[plot_two_teen, two_teen_couple, teen_couple_g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>[happy_bastard_quick, bastard_quick_movie, qui...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>[movie_like_make, like_make_jaded, make_jaded_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>[quest_camelot_warner, camelot_warner_bros, wa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>[synopsis_mentally_unstable, mentally_unstable...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               lemma_review_trigrams\n",
       "0  [plot_two_teen, two_teen_couple, teen_couple_g...\n",
       "1  [happy_bastard_quick, bastard_quick_movie, qui...\n",
       "2  [movie_like_make, like_make_jaded, make_jaded_...\n",
       "3  [quest_camelot_warner, camelot_warner_bros, wa...\n",
       "4  [synopsis_mentally_unstable, mentally_unstable..."
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemma_trigrams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualizing the trigrams \n",
    "viz = pd.DataFrame() \n",
    "viz[\"lemma_trigrams\"] = lemma_trigrams[\"lemma_review_trigrams\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting ready to visualize the data \n",
    "viz[\"lemma_trigrams\"] = getting_data_ready_for_freq(viz, \"lemma_trigrams\")\n",
    "lemma_trigram_dict = creating_freq_list_from_df_to_dict(viz, \"lemma_trigrams\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#creating an array of arrays for the mask \n",
    "word_cloud = create_word_cloud_with_mask(\"data//projector.png\", lemma_trigram_dict, 750, \"Word Cloud Lemma Trigrams\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>27739</td>\n",
       "      <td>59</td>\n",
       "      <td>know_last_summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25845</td>\n",
       "      <td>54</td>\n",
       "      <td>new_york_city</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37571</td>\n",
       "      <td>44</td>\n",
       "      <td>tommy_lee_jones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47964</td>\n",
       "      <td>43</td>\n",
       "      <td>saving_private_ryan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4442</td>\n",
       "      <td>43</td>\n",
       "      <td>ive_ever_seen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>101166</td>\n",
       "      <td>39</td>\n",
       "      <td>jay_silent_bob</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17668</td>\n",
       "      <td>36</td>\n",
       "      <td>blair_witch_project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62757</td>\n",
       "      <td>32</td>\n",
       "      <td>robert_de_niro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71008</td>\n",
       "      <td>31</td>\n",
       "      <td>wild_wild_west</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13101</td>\n",
       "      <td>30</td>\n",
       "      <td>film_take_place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13809</td>\n",
       "      <td>29</td>\n",
       "      <td>dont_get_wrong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75383</td>\n",
       "      <td>29</td>\n",
       "      <td>samuel_l_jackson</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        count                 word\n",
       "27739      59     know_last_summer\n",
       "25845      54        new_york_city\n",
       "37571      44      tommy_lee_jones\n",
       "47964      43  saving_private_ryan\n",
       "4442       43        ive_ever_seen\n",
       "101166     39       jay_silent_bob\n",
       "17668      36  blair_witch_project\n",
       "62757      32       robert_de_niro\n",
       "71008      31       wild_wild_west\n",
       "13101      30      film_take_place\n",
       "13809      29       dont_get_wrong\n",
       "75383      29     samuel_l_jackson"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(lemma_trigram_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jSE0iX0yrEtvt+T6uThAEwbTC0rgjz0tmlvXWK79CSvbjn+AeZsvg3lhv4l5Svzezu3P5Z8DdDX+Ae9lMxt08zzazPxdYr3GUxF02CIJgGmS8mc2bTSi1yU7SYHyW+tLAW3hX/lPc73173LX17kz+Afj8me3wEBz/xEOmbwIMly8HcGBB1ZsAzDPPPPMwZEg7pjQEQRD0Px599FHGjx8PU4cDK69CSjN/b8Gj/x4DHGNThmcZSC7QJR6jajs8+N/G5qEsKmvG3An8RNJtZpZfBrgZngcWHzJkCKNGjSqguCAIgv7PhhtuyOjRo6HKUEeZ3b5/iSujy8zsKMstd2xm75rZ51FqU+/o5+nnvhVllPI+BxyeflYL6xIEQRD0MaVUSJJmxkNdgIeVqYd18Mi+r5nZHVX2j8CDS64hafHWaxkEQRAUSVlNdqvh5rhXzexpSeviIWMG4uF1/mFm9+aOqXhrPFCtQDP7WNKTeAyrIXhYjyAIgqAklFUhrZI+n0sBI/fI7T9K0tXA9607GGhlca+Xeyj3FVwZDa62U9JQPAZdPYQnQxAEQYGUVSFVwpWvj4f2PxmPY/VuSjsb2An3pNsz5a2ESK+2AmuFilfHXDX2L0X38sFBEARBBymrQqqMbc0IXGhmh2X2XZ/C99+Ph/L/f2b2Ij2vcFgvY8gsiNULQ4h5SEEQBIVRVoWUXQPkgvxOM3tQ0kPA6vj6Li9mjpkznz9DZV9+jZFKucOAYfVUUNIoojcVBEFQGKX0ssN7KhVeqpGnkr5I7pgv9FDuElXKD4IgCEpAWXtID2e+DwSqrYZaWYG0Mi5UOWaNagWmJblXTj8fabWCedbZdMveMzXBvbcWujJ5EARBaSllD8nMxgL3pZ+b5PdLmg9YNf18MH3ei4cXGiRp/fwxeCy8mfBlgcPlOwiCoGSUUiElfpc+j5L0uYu1pFmBc3CHgodwRYSZTQZOStnOkbRQ5phl6J5gWyk3CIIgKBFlNdlhZjdIOhk4FLhP0n242/eawGL4xNbv2pThyk/D3cK3xecw3Yb3ijYFZgX+UFAcuyAIgqBgytxDIrl774hH9F4F+AbwMXAq8NUUoy6bfzLwTXy5iueBLXBPuIeA7xUY6TsIgiAomNL2kCqY2TXANQ3k7wLOTFsQBEEwjVDqHlIQBEEw/RAKKQiCICgFoZCCIAiCUhAKKQiCICgFoZCCIAiCUhAKKQiCICgFoZCCIAiCUhAKKQiCICgFoZCCIAiCUhAKKQiCICgFoZCCIAiCUlD6WHZBddbfZfe2lHvHiMvaUm4QBEFvRA8pCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSEAopCIIgKAWhkIIgCIJSMGNfVyAoP5vsfUjbyr7t/FPaVnYQBNMW0UMKgiAISkEopCAIgqAUhEIKgiAISkGMIQWlY8ufH9e2sv9x4pFTpW177IVtk3fDL37UtrKDoL8RPaQgCIKgFIRCCoIgCErBNKOQJB0rydJ2aA/5dpV0p6TxkiZIelDS/pKmmXMNgiCYHpkmXtKS1gB+Dlgv+c4C/gSsDtwJ3AIsC5wJXCVpQJurGgRBEDRJ6RWSpFmAYcCbwHU95NsJ2A94A/iymW1jZjsAywBPAzsAB7S9wkEQBEFTlF4hAb8FVgR+DIzvIV/FfepwM3uukmhmbwL7pp9HhOkuCIKgnJT65SxpLeAQYLiZ3dBDvkHAasAkYER+v5mNBsYCiwBrt6e2QRAEQSuUViFJmhW4FHgP+Gkv2b+aPp80s4k18jyQyxsEQRCUiDJPjP0dsBzwHTN7p5e8g9Pnyz3keSWXdyokDQWG1lm/IXXmC4IgCOqglApJ0rrAz4BrzezKOg6ZM31+1EOeCelzrh7yLAVsUIe8IAiCoGCaUkiSLgbGmdnBdeY/ERhoZj+sI+9swCXAB7jXXF0i0mePbuF1MAYYXWfeIcA8LcoLgiAIEs32kIbi7tV1KSRgF2BJoFeFBByLzx3a08z+W2f5H6bPOXvIU9n3Ya0MZjYMdzHvFUmjiN5UEARBYXTKZCfq773sAHQBe0jaI7dv+fS5r6RtgOfN7Ed4zwbgCz2Uu0T6HNNDniAIgqCPaLtCSvN+FqLn8Z08M9Bz7+OLaZs3/X4kfa4kabYannZr5PIGQZ+w4znXt6Xcv+67XVvKDYJOUZdCkjQ33S//CgMkLUH3+M1Uh6VjdgdmBR6rR5aZLdVDPYYBewCHmdnJmWNelfQwsCpuHrwsd9wGwCDczHhvPfUIgiAIOku9PaSDgKNyaQvQmPnrggbyNsNx+KTYEyTdY2bPA0haCDg75TnezLraXI8gCIKgCepVSGLKnpBRu2eUzfMB8CRwYXIYaBtmdpWkc/AwQU9IuhX4DNgEmBu4Fg+yGgRBEJSQuhSSmR0NHF35LakLeMPMFmtPtZrDzPaTdBewPz4GNQB4BrgYOCd6R0EQBOWlWaeGy4BxRVakHsxsKL1EUjCz4cDwTtQnCIIgKI6mFFJSDEEQBEFQGKUNrhoEQRBMX7Q0D0nSCsBOwMrAfMBMPWQ3M9ukFXlBEARB/6VphSTpVOBApvbAq0WrceaCIAiCfkyzwVX3x6NxAzyBLy0+FvikoHoFQVAQu11+a1vKvXy3TdtSbjD90mwPaS+8x/MHM/tZb5mDIAiCoDeadWpYNn3mozcEQRAEQVM020P6CPjEzD4osjJBEATB9EuzPaT7gLklLVhkZYIgCILpl2YV0nH4GNL/FViXIAiCYDqmKYVkZncDPwL2kXSupKWKrFQQBEEw/dGs2/eL6etk3ONuL0nv0cPy4PjE2C81Iy8IgiDo/zTr1LBUlbSBaatFTIwNgiAIatKsQtqo0FoEQRAE0z3NRvseXXRFgiAIgumbiPYdBEEQlIJQSEEQBEEpaNbLrqmQQWb222aOC4IgCPo/zTo1HE1jXnNK+UMhBUE/Z/+r2hNd/KydI7p4f6dZhXQZPSukeYDVgCWA94AbmpQTBEEQTCc062U3tJ58knYDzgf+Z2Z7NSMrCIIgmD5oaQnz3jCzyyXNAZwt6W4zG9ZOeUEQBMG0S1sVUuIy4A/Aj4FhHZAXBMF0xC9uuqUt5R679WZtKTeoTdvdvs1sIvAxsGK7ZQVBEATTLm1XSCkS+NxAV7tlBUEQBNMubTXZSVoYuAT3yHuwnbKCIAg6wQm3t8et/fCNw6292YmxF/eSZVZgELAGMDPeO/pdM7KCIAiC6YNme0hD8V6P6sj7OnCAmY1sUlYQBEEwHdCsQvpNL/v/B4wDngDuNrPJTcoJgiAIphOanRjbm0IKgiAICuD8+25rS7l7r7VJ1fQRT9zeFnm7rLJxr3ki2ncQBEFQCgrzspM0G7BA+vlOmn8UBEEQBHXRUg9J0vySjpb0FPAhMCZtH0p6StKvJc3XejWDIAiC/k7TCknSmsC/gV8By6eylLYZUtpRwL9T3iAIgiCoSbPzkBYG/g7MB7wPnAvcDryWsgwCNgH2ARYFbpK0spm92XKNgyAIgn5Js2NIP8eV0ePA5mb2Vm7/f4DbJJ0O/BNYGTgMOLTZigZBEAT9m2ZNdlvjE2P3rKKMPif1iPbEzXjbNCkrCIIgmA5oViEtCXxoZg/3ltHMHsIdHpZsUlYQBEEwHdCsQpoEzCyp19BBkmYAZkrHBEEQBEFVmlVIzwCzADvUkXcHPNjqf5qUFQRBEEwHNKuQ/oKPC50vqeayipK2A87Hx5v+3KSsIAiCYDqgWS+7M4HdgCHAPyQ9CIwExuI9py8AGwAr4YrrEeDslmsbBEEQ9FuaDa46SdLmwB+BLfB1j1bPZauML/0D2N3MYgwpCIIgqEnTsezM7B1gK0lfA3YGVgUWTLvfBh4GrjKzu1quZRAEQdDvaTm4alI4oXSCIAiClqhbIUnaEFgfn390Wp3HHAzMCdwePaUgCIKgJ+pSSJJmBS7H49J9u4HyXwWuBPaQtLyZfdZ4FYMgCILpgXrdvncCFgNGmdlV9RZuZiOA0cBS1DdnKQiCIJhOqVchfROfS3RmEzL+gHvc7dTEsUEQBMF0Qr0KabX0eWsTMirH5N3CgyAIguBz6lVIC+HODB82KsDMPsCDqy7c6LFBEATB9EO9CqmyCmyzVFaSDYIgCIKq1Ktk3gHmkDRfowLSMXOmMoIgCIKgKvUqpMfS55ZNyPhG+ny83gMkzSRpE0mnSPqXpP9KmiRprKSr0pyono7fVdKdksZLmiDpQUn7p6UwgiAIghJS7wv677jJ7ZeSZqm38JT3/3APvZsaqNcGuDPEwXig1oeAa4D3cG+9kZJ+W0PmWcCfcCeKO4FbgGVxD8GrJA1ooB5BEARBh6hXIQ0D3gCWB0ZImqu3AyTNCYxIx7wFXNpAvbqAq4H1zWxRM9vGzL5tZqsA3wEmA7+StFFO5k7AfqmuX07H7QAsAzyNz4U6oIF6BEEQBB2iLoVkZhOBffCeztbAk5IOkbRsPq+kZSUdCjyZ8nYB+6Qy6sLMbjeznc3szir7rsQVJPgSGFmOTJ+Hm9lzmWPeBPZNP48I010QBEH5qPvFbGY3AD/ClyIfBJwIPC3p4zS2M1bSx3hP5ARgiZR3bzO7vuB6P5I+B1USJA3C50tNwntm+fqPxtdrWgRYu+D6BEEQBC3SUE/BzIYBa9I9HiR8efJF0zYr3e7dNwFrm9nFhdR0SpZJn//NpH01fT7ZQ2/sgVzeIAiCoCQ0vPyEmT0BbCtpMWBDYAVgYNr9Lt5DGm1mY4uqZBZJiwBD08+rM7sGp8+Xezj8lVzefNlDM2X3xpA68wVBEAR10MoCfa8DwwusS69ImhGPOj4PcFsyI1aYM31+1EMRE9JnLaeMpXAPvyAIgqDDtLxAX4c5F9gEX9Yi79BQMRVaC+WPwaOT18MQXDEGQRAEBTDNKCRJpwM/xF26NzGzN3JZKnH25qQ2lX1VY/KlMbJhddZnFNGbCoIgKIxpwv1Z0inAgcDbuDJ6rkq2MenzCz0UtUQubxAEQVASSq+QJJ2IR2x4F9jMzJ6qkbXiCr6SpNlq5FkjlzcIgiAoCaVWSJKOBw4D3seV0WO18prZq8DDwMzALlXK2gCft/QGcG9bKhwEQRA0TWkVkqRjgMOBcbgyqqdXc1z6PEHS0pmyFgLOTj+PN7OuQisbBEEQtEwpnRokbQf8Mv18HviJVHU5pWfM7PjKDzO7StI5eJigJyTdCnyGe+bNDVxLc8uwB0EQBG2mlAoJmD/zfXVqL38+Gjg+m2Bm+0m6C9gf94IbADwDXAycE72jIAiCclJKhdSI+3WN44fT4Um7QRAEQWuUdgwpCIIgmL4IhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhRQEQRCUglBIQRAEQSkIhb6cCBwAACAASURBVBQEQRCUgn6rkCTtKulOSeMlTZD0oKT9JfXbcw6CIJiW6ZcvZ0lnAX8CVgfuBG4BlgXOBK6SNKAPqxcEQRBUod8pJEk7AfsBbwBfNrNtzGwHYBngaWAH4IA+rGIQBEFQhX6nkIAj0+fhZvZcJdHM3gT2TT+PCNNdEARBuehXL2VJg4DVgEnAiPx+MxsNjAUWAdbubO2CIAiCnuhXCgn4avp80swm1sjzQC5vEARBUAJkZn1dh8KQdCBwOnBtGjeqlud04EDgFDM7NLdvKDC0TnHrADPPM888DBkyhIcfe7zpevfEql/5ctX0R598pi3yhqy0/FRpjz37QltkAXxl2S9Nlfb4i6+0Td6Xv7jkVGlPvPLftslbZclFp0p78vV32yJrpcUGVk1/+s332yJvhYXnq5r+3NvtkbfMgtXlvfRue+QNHlhd3ivj2iNvyXmry/vvB+2Rt+jc1eW9/dG4tshbcI55AXj00UcZP348wFgzGzRFJjPrNxvwC8CAy3vI87uU57wq+45O+2KLLbbYYmvvNi7/Dp6R/oXSpzV5/BhgdJ15VwMGAO8BzzcgYwgwDzAeeLSRyjVJf5bXn88t5IW8/ipvaWBO4KWp9vR1r6bgHtKBuDK6poc8p6c8J/dRHUcl+aNC3rQjK+SFvJDXfnn9zalhTPr8Qg95lsjlDYIgCEpAf1NIj6TPlSTNViPPGrm8QRAEQQnoVwrJzF4FHgZmBnbJ75e0ATAIj+Jwb2drFwRBEPREv1JIiePS5wmSlq4kSloIODv9PN7MujpesyAIgqAm/c3LDjO7StI5eJigJyTdCnwGbALMDVyLB1kNgiAISkS/U0gAZrafpLuA/YENcPfsZ4CLgXOidxQEQVA++qVCAjCz4cDwvq5HEARBUB/9cQwpCIIgmAYJhRQEQRCUgn5rsisxw/AZzmNC3jQlK+SFvJDXZnn9Ktp3EARBMO0SJrsgCIKgFIRCCoIgCEpBKKQgCIKgFIRCCoIgCEpBeNkFQQlIsRZ/CGyIBwA24HVgJHCxmb3Zd7ULgs4QPaQ2Iumvks7uPWf/QtKmkg6RtLOkAX1dn7IjaSfgWeD/AZsBKwArApumtGclTRW9vgC5R0naro5820o6qmj57ULSi5JOqCPfcZJeKFDuBpJGSHpN0qeSLsrs20LSsZIWKUpefyQUUnvZGhjYKWGS/iVpN0kzd0DWXpKekvS1XPoFwM3AicCVwK2SZmp3faZVJK0HXIEH/r0T2AtXSpul73cAcwHDU94iORr4Zh35tgN+XZRQSTNJ+q6k8yTdmLbzUloR98pSwIJ15Fsg5W0ZSUcDtwM7AYsBMwHKZPkMODztD2oQJrv2Mha/MTvFmsClwKmpdXaemY1pk6wdgUWA+yoJktbBzU4fAtcB6wLrA9/DJ9G1ROptfQuP3L4YMGuNrGZmm7QqLyd7UC8yMbM7mij6KLxhuK+ZnVdl/0WS9gbOBX4FbNmEjFYZgJsQW0bSasAIfFVn5Xb/CPh/knYxs4eLkNcLswH/a7UQSdvi/+OrwMF4IyJvYh0JvAtsA5xVgMyL68w6CXgHeAj4m5l92qS8ufFg1fU8e19qRkbl6Njat+b8GcDbwOwdkrcd8A9gMtCFt8quA7Zog6yXgTtyaacn2d9IvwfiymlUAfLmAx7InFtP2+QCz3NH4D9Jbk/b/5osfxzwUB35HgLGFfwfduHjU73lGw28V4C8QfjLsSvdP8fiDZgfAb8DXkr73gYWb+d5AfMkeS8XcF63ABOBFXqqA3AX8FyB/11X5v6b6hnIpU8G/tvMuwBYAo/G0PZnL3pI7eVo3Gx3laR9zFe0bRtmdj1wvaQv4q2ZPYBtgW2Srfwc4BIzG1eAuAWAe3Jp6wPvm9nfUn3elXQnsEoB8n4HrIa3Qs/ElxP5oIBya5Javn/BezDjgRfbIHMG4Ok68j0DLNOqsCpjQUN6GB+aER/P+hoeIqZVjgDmxxtqh5nZZ7m6/Ro4CfhpyvuTeguW9GIuaWdJG9bIPiOwcPq8qEaeRlgN+JeZ9fY/vgZ8pQB5AD8AVsef81eBq3El34WbIXcClsQXJf0vsBGwMXCNpDXM7MkGZB2bynoYOIF2PntFaOvYarYsLgaux2+ST/AX+J9Ten67qA3yZ8Vv3AfobiV9BFwIrNZi2ROBv2Z+z07qkeXy/RGYWMC5vIabPBbp4P93b7pmvwBmapOMu4F76sh3Tz356iinch/01tLNbhOADQqQ/Xza1EOeGVKeF5o4r64Gzu8T/CU+XwHnNRH4S5X65HtINwEfFnTfrJz+lxOAGavsnzHt+whYJaX9slq96pD1Ju7xOVcRde9pi1h2bURSF257z9vKq2Fm1jaPNElrAAfi4zmVP/0+4FQzu6qJ8p4DBpjZF9Pv7YFrgCPM7MRMvhtw5bdYi/X/BLjZzLZvpZwGZX4EPG1mq7dRxk74mMouZnZ1jTw7AlcB3zazES3KO5rue/Io4FHcrFuNSfg46M1WgNu5pInANWa2ay/5hgM7mNlsDZT9hcpXvCd7FXBYjeyTgLfNrOXxoyT7RWCCmX05k9YFDDOzPTNpLwEfmdnKBci8GljZzJbrIY/w3syTZrajpBlx09ukynNbp6yJ+PhT2x0ywmTXXn7Q1xUAkLQwsAW+ei74Q/sBsDZwpaR/ATs2+NK5GdhX0lnp+wn4i+7GXL4hwCstVL/C6xQwAN0gn+HjR4Uhaclc0gPA74ErJP0V+BM+tgFuevkebn45jYwDSbOY2dGZuhwFPGpmv2m13DqZiJvsemO+lLduzOzlyndJlwJ3ZtPazEhgqKTNzeyf1TJI+jbuyHF6QTK/jo9d1cTMTNKDwObp9/8kPYHPdWuEMXTKOavdXbDY+m7Dx3SuwM0Tk4FP8VV018ZNI9sDD+Ld+OENlr0obpvOmkj+mMvz1ZR+agHnchI+2D1bB6/fbcC9BZeZHXDObrXSs/uacpwoy4aPQ30CLN9DnuVSnlF9Xd8Gzmv5VOfxwN64M08XboqfHdgdd16ZAAwuSObHwD/ryPdP4OPM7z/ToNkQ+L90bgPbfS3DZNfPkDQn/gDsi0+uFG4DPg8418zeyOUfADyGj80s0KCsRfC5MgsD9+MKyTL7v497qZ1sZnc3fVJ8fl534wO3PzKzt1opr06Zm+Fei1uaWY+t0QbKHEMLLtRmNriIevQF6X64FHgDH8+43MwmpX0zAbsBx+CNnd3N7E8Fy58B2BN3LHgZnxbxYUFlfwef2jAT3SbRybjLPHjv/vtm9peC5D2CP99rmtljNfJ8Be+B/9vMVk1pdwBLmtlSDciaEfg7PlfuB2b2VIvVry0rFFJnkLQSsA4+Ye9Jc4+4ykMyY+XBbFHG2biJZ078gbgf92gaYTmPptxxFwN7WBvHsFol1XEeYAfclfwh3BTYVSW7mdkPC5C5JO6SfBh+HW/qQSZmVoRpsmNI2h8/r+3NLG9qreTZBh9j2s+qz5NqVOafgO/iL+0uvJdt+NyWGfD7driZ7daCjCPw8bFvmNmoTPrfcfOVksyngbXM7KNmZeXkroIr2i3wlze46fFW4Ldm9lARcpKsyty094GT8Z7Pq/h5LYFf40Nx8+e+Zna+pNlwK8M/zWzHBmTdjiva9fD/7BV6fvaanwPYV93c6WXD3SVvZ0oTzMWZ/T9NaZsUIKviPXQZsEYDxw3F3cH7/Hr1cm71eocVMg8pJ7Mt85D6+JreiiuE3rze3sAdG4qSux/wQpX/7Xlc8bVa/shUZ2XSNqf7Zfpbuj0of9KG6yp8WsTCuONPu/6/83P35mdpy5p6L8jkXxH3et2qQTmNeGS29OxFD6mNSFoAH6NZEngcnxi3HxnvG0mL4i2bs83swBbl/Qo3Q7TdnJWRuQFwAN29v8st9U4kVRwpzrCcqbAJOXs0kt/MLm1FXpI5hgbMazaNmdMkvYZ7EW7WS75bgOXMLO+Q0ar8xYHF8Rf4a2Y2tqByX8UnoG6cSTsP7+1+3czuSb2FSr51ipDbF0j6Ju49uw4wS0r+FPgX8Acz+2sBMjboPVc3Zja6WVnhZddejsSV0QnAL8zMJO2XzWBm/5X0ND75sFUupQ5PNEnz4XMKWjIxJRfiXzGlW3u1+F1jaTFcShEKpgmZS3VKVmq87IV7QC2eksfirf2LzOztNohdkPomvL6Fe3W1hKQD8QH2CwGSAipECeUYiIfvyfI14A0zuyfJnijpHmCNVoWl52kV4Hkze71GnsWBLwGPWzET0wEws2uBa9NYcGUM+F0ryKU9yWhawTRKBFdtL9viLry/sJ67oq/iNvRWeQn3RuuNE/G5Gk2Tid/1GrALbp7Ik43fFdRA0lZMGe17xbRthkeoeCblKZpxeIOpNwbhHmKtciru2dluDJij8kPSPLgnXN6xZjwwbwHyforf64v2kGeRlOeAAuRNhZlNNrM309bp6RGFET2k9rIEcGMvygh8TtB8BcgT9U3CreRthQNx08CWlkKm+Dy8blKP8Flg6RZl9VskLY9HDJgVn2d0CT6+ImAwPpdtbTz81Gpm9kyB4h8GNpG0jJk9V6N+y+DmoCJayW/jDint5iVgLUkzmFkX3iASbjLPsiAeW69VtsZ7RzWdFszsoRS+axu84TFNknp66zNlL/6OosytoZDay0Tqa4F9AW+tdop5cWXSCn0RvwtJi+Gt7GVxT6ZqitWsAC+7jMx2jpMdgSujw8zslCr7L5B0MO5JdTjFTra+BPcIu07SjnllJ2k54K+46/IlBci7iwJMZHVwPX5dr5F0W/o+mUxEihTF4KsUM/F5KXzMpjf+g0fkL4RORr+XNC9udv8WU1vWuiRdCRzQqjkyFFJ7+TewmqR5zGx8tQypxfEVmmyBVpn5P2eVtAqVYJmb0x0NoFkqLqS9MVeLcj5H0s+A45ly1nhFIVnmt+FRpIuQeTTtHSfbGJ8nUk0ZAWBmp0oair94CsPM/iLpe7hp+QlJ9+KhZsAnqK6LK6ObzGx4ASJ/Azwg6TfA0XVYDprlBLzRsm3aAE6wKSM3fA1vXBQRXHUu6uv5fYhPXWiZNG71T2BVerd2tHSdkwPI7fh7yvCefLYXvxbuZr6CpK+ZWUNRNrKEQmovw/Fou+dJ2t1yc43SHKQzcO+Yy5uUMYYpb7id6H0RMOEhalrhv7hdvjdWxCchtkTqiZyKmzdPxgf/1wH2wU2CO+EPx+l4fLaWUWfWuVmYqQfgq/EE7VncbWf8ev4Yf0lnnWs+w+/fWjHhGmVV3O34l3g07uvwe6PqC8zMLmtGiJmNl7Q6fm4LA/fb1GtVDcTvlSuakZHjDTzYaW+sRDEmQuhs9Puf4SHA7gH2yltFJK2AT7xfDzfl97pab03a5SMf2+cRd+/E/fNfwJVPFz5h9QS8C9+Ftz5qzgXpRcYYvLfzEm6W+DDzO7/9J8n6SbPyMnIvSvI2z6RNEUkY+HZKO62Aa3lTkrdG+n0JmTkPwMz4vIwPgGUK+v/avs4N3sscWUe+kXhA0Hbdqwum/+vnafs2sGDBMvJzyXqc29Wuc23DtfsTmXXAauTZKp3zFQXJ7Fj0e+CRJGueHvLMm/I80oqsmIfUZiTNBVyA216rcS0eJaHlwd5qEYbbRRqMfxQfizoMH5h/Gw+fcgDeOj0DV8qrmFlLJkJJbwEvmdla6fcleHiZAZk8M+GKd5S1MNM/U957wGNmtlEmrVoU5yuArc2sYfNkih6wKbCh1QivJGldvBf1TzP7RqMyyoKkYTQ2r6uQ8TJJM+M9ok/N7L0iysyVvyY+0XYCHh3hj2b2Sdo3Cx7K6yTctPd1S67nLcrsWPR7SROAf5jZzr3kuwp3cpqzaWF93bqYXjZ87OZgvHt9Dr7GzlcLlrEHsF4Hz+k7dAdu/V/6nER3K/dT4FsFyfoU+HPm93lJxhy5fFcCYwuS2fZ1bnAPrS68Z/dbfK7KjPjYzZfwcZfx9NICL+h8Z8Zdl+fv1D3U5vPZHY/lVolekO2974yb1IsKdnok3b2+T3A3/mfTPVTpFf6ywHN7Ebi6Q9fxw3pk4Ut+TGhJVl/fNLFN2xs+IfBK3EuwYor5CPdoamkRwJycsfjgeuX3celBXymX7zoy0Y1blPkiPpExm1ZNIb2EOyY0K+c4eg8Bc2wb/8OOvbg7eF8Oy1y7D/L/Gz4Q34V7NxYlcwfcapAPp/Movr5TkefXsej3qf7v0MMCfbjH6zv4ciZNy4qJsUFLmNkTZvZtfB7VQngLe24z294KDCaJj5V9IfP7Udw547uVBEkL4c4ORa2DMxJYSdLmtTJk1rlpOhq4mR2JO0WMwnuYA9I2KdVhGzP7RbPl90Qyo12CD5BPZGqPrVfxnnCP5poykcJM7Y5HsV+dKp5tZnYfvsZWYROOzewaMxuCPwNrp21RMxtiZtcUJSfxG7z+V6b7vp2MwNexuj7NS5sCSUvji3POB7QUzTzGkDqEpEH0PFcAm9oTqLcyX8Rt8pua2Uvpd72YmX2pEXl9iaTf4uuyDDazV9JyFC/jg6lX4YO8O+GTkU9ML/lWZXZ0nCzJHICPdwh4x8wmt1pmD7L2wJXRo3ict0fwXsUwm3KM7DXgWcvEhquz/PXT1/vN7JPM77po9HnIyL0L77mvaGnCZo2xv9HAEtbA6qlloZPR7yXNjs+zWhm/P/6FWwUM+CKueAfgnqDrmNnHzcrq8651f9/wFvyztCFaNN1mnmUzvzsSlbcPruMKuHPI1zNp2+Pmwex5PURuXKlFuR0bJ+uDa3oXPj61eO6eypskRwMvFnR/9vYctBw9PZ3TzVXqkj+vP1OQebcP/ruORr/HG0l/qSFzctrX8gJ+MQ+pjaRJh5fhrd338FZFETHBKlSiS4/N/e4InZwpbj73Ya9c2nWSlsXNXfPjczGutwJ7FWZ2haQnmXKdmxlpwzo3yRtsNTx2nOEmmYfMrNWoGrVYBY+20VvYl9dpLsLCHfh5fJz73W5mor7nbCA+blYIkmYFNqL3KCLHFCCuyIgdvWJm7wLfSpPuv04mSju+XHwha4GFya6NSHocnwx3AHB+kS/KvqbRmeJW4sX/6iWFmxmImycKM6elF9nR+OTUvOv4BNyj8NfWwgz4GnI/Bv5uZjtl0qqZtv6JL2RXSJSBdiPpGfzdtlwmbYrzSo2pV4A3La2m2qLMnfAF8+bvKRv95FloF9FDai/LAHeZ2Tl9XZE20MmZ4kja0sz+0a7y68G89VbUTHvg87Ast+J2eOG93TFp91J4S/QQ4OuSNi5YKb1CLxEG0ot7JXxi97TCzcABknYzs1oRUPbBnQ8ublWYpLXwiA9duBlwZbz3eTweRWQzfLznIrxH0a+QNBAYV0gDra9tof15w2++4R2UtwTuXbRcD3mWS3kGFXBuHZkpnuR14WNxBwHz9sF/uRI+8H8ksF0mfQZg5hbKPSad22P45Nj8/g1wp4PJuHmwyHM6PZW7W+46Z92j90tpx3T6mrdwXoPwaQiTgGPxXnwX7r6+Ah4O6hPcQWWhAuSNSNdx6/Q7H0VkAeAGvLGxcBvOd2Y8jNbOaVunlXuySvlD8Ogdy+fSN8cbpJPxIYm9WpbV1zdPf97wFtHztBimpwF5J6WbozeF1AUc16KsT4DrOngtH6J7APUj4EIKnOfUg9wlaeMS9On+GEcPYXrwsD7j8CUOijy3jr64q8heE1/KoOrWYvkbpZdkNYeJrnTeGxR0LmPxiB6V31MopJQ2F967PrfAazgTbqkYV+Ucx+PLXMxUgJyLcIeexTJpC+Pm5K60r/JsrtGSrCJvstim+iMH4UFITwFm7IC8x8hN5KyR73Hg4RZldWymeEbmWriTyMTMA3AvsBsFtggz8hbAzWeVyY1nMnUPYtH0QJ7RpIyJwDV15LsGmNiGc+zYizvJ2xGPqdg2L7uMrEXwmJGPp5fnRLyXfTotWghycj4lE9ED9wadTG7SKr6Ux8sFyRyAmyYr/9NYPG7mXel75fm4GRjQoqyn8+8LPERSFx7weEbgm+n3Za3IijGkNmJmr0laD++u7yDpdtzUVWuuQKveN0tQ35LUL9D6ktRXA0MlzWYFD7bXwnwy432SDsLNZ/vgSmpN4FRJFwHnmdmYgkR2Ygn6d6hj2fmUp9DxKwAzGylpRdwUuhU+r2QAbor5O3CSmRUy7pGip/8FN3OOxxs1bRt3NF+f6vC0tZP38Yj9FSprAg0CsgsfGj55vAj2xsemngV+Zrnx1RQd//d4nMS9cIeLZlmIqRc33Az3UPyN+Qq110p6EH8em6eoVkJsVVsWM+BLElS6tFXnCFDcXIGPgSvryHcFLba2gTnxHtn1FGzOaaAOwl2+/0b3HKHP8PBBmxdQ/rOkdV8yadXms/wNeKNJGefgJrHewrK8jSvbPrmXC/q/7k3/0S8owJRUlg0Pu/RI5vce6T45KJM2B750SSFm13QtPyQzh6xKnsVTnntblDUJ+FMu7f18ubhDR0ux7KKH1F6OBPbFX5I34OMFRc5DyjMWHwfojdXwNVxa4Qz8fHYAnpPUtpnitTB/Cm6UNBIf7zgMb91vC2wj6Sk8Vlmz3nmdWIL+l3hr80ZJ+5rZU9mdqfdyNt7qbkv4oA7yZfzFfWw7hUi6BvdcvN16X9G4CEYBP5W0oJm9DdyINw6Pk7QIbhXZHTcB/7UgmSviy5bUnENmZmPTs7FBi7LeJxO2S9IQ3GswH51+Blqc1xUKqb3siQ/Ar2dmj3dA3kjgh5KGmtmwahlSuJgv0fqS1EPpnuQ4Fx5DrhZGQSu4ZkmhffYDvo/3IgyPKXcLPq70FeCmtDhiMwsSFr4EfQr5kuffwHbA42nuWiUE0VL4OQjviZ5IG65jB/mMYpYM743t8euJpDeA2yqbFWR+zDEC90T7Kr5EyLuSDsEbEoemPMLNoL8qSOZMdE847omPmXKF5WZ4ENhc0lrmZvOD8Gft9ly+ZfAx86aJibFtJE08HGlmW3dIXiX22gy4x91FZvZi2jcYH3epPCCrmtmTLcjao5H8ZnZps7JycgfgvbL98Jaf8F7npcCZZvafTN4dcI+xF8ysnhU987LuwOeUDLa0BH2VCZaL4+MEo82s10Cd6fhmMWthUmVShoaPh71ZQznWlI2/3P4DXGU+PtOo/NuA2c1snUaPbVDOVnj0kE3wXlllWXvw/+o2vAc10szqakg0WY/VcDfsShSRS4qSl8Yt58bvzUk18syMj9N9aGYrtCBrc+Af+DUch1sDXsS9eSenPAvgymiEme3atKxQSO1D0nO4O2jHIiVL2h13ia68uCoD5pXecBc+X2BYp+pUBJIWwwdy98K9p4S/XM7EFUTVBQ4lXY1Hy56l2v5eZP4Yb+X+BV8McFJWIcmXoB+BexjV1QtrVJHnaUWxp7obvgLus00qR8PHJbY0s381KH8z/MW2pZk1HR29QZkDgY3xwf1NcKcN8PPowk2Ia3aiLkUi6QTcRH0lsG9e0UmaBx+//i7umHJEi/KG4mbxhfAVr/czs2cy+w/CvYl/bGbnNy0nFFL7kHQMPoa0lJm1c+woL3d1fGxiE3wwFbx1eyvwOzN7oFN1KQpJlWUZwF9qf6hnbEjShcCeZtbwUiuSZsTNoOvhZrSb8DBQD6b0b+JmilH4PKRSP0wZZfhXM/uwCeU4Oz7pcjd8Vd5Go38viffSD8PHIG+i9rgjVlB8tCp1OCBtszKNhvJJivYRuh0XbmDKCNzb4qb01/CFQAtfKTdXn9nwCboTrIWIDaGQ2oh8+eJb8AdubzN7tsPyZ8AHUsFjr7ViLupJTiUo6OIpaSweFLSqKaFJGePxMC9nmlndYWwkzY97sDW1RpI6uAR9o0g6CdjROryMSFre4SvW4JLtmR5a1oRWCzOzQsa4JS2M95AqvaRKYNDJ+H26dhFyOo18HaLh+JpP0H1NK7ElHwB2beR5qSFn/noVmqS1G+05T3F8KKT2keYdzQysi9/8L9PzPKSWImK3QjMvN0kz4UFB96d6UNA/4PMUWo6onEx2H/bFiz/JX4Eq83TM7JG+qE+q0yW4qbCjLXxJp+AroDa0jpCkMTQQ7dvMmopeL2kO3MmmooRWpPsl/R+mHEMa30T5jaw7lseKbkBI+ho+npqNwD3azPJzh5ot/y7cAtBj1HlJqwK3mllPAWZ7lhUKqX00aKPvU9NBoy+35FzwN/yBFz6g+WL6PhiPYGD4g/+NVrrxSd5k4EEza23iXT+iaIUkaVEyvVwza8ljqq+Q9CndY6YVL7tbcS+73pbaqKf8PnNMydRh7lRW2xto6XyvNrNdesizEm66nq+Vnm24fbeXjfq6Am2kkzPFwXtcz/WaK2gYSXvh3pdL59KfA042swv7pGJT1mVdYGkzu6yO7DPhjaEncKeXW6246B3Q4XXHajAON8l1ooF2BfBtSaeZ2UH5nfI1yW7Dl2bZvyVJVoKZzrH1/UaVgJC95O/YTPFU1r/wgfROXpPB+NjRF3LpX8FDqXyIv/S2mhb+sxplDCMTLQQ3Rb6WS7ukL86v2XPF46tVIqRXthfwRtEuFLCyaV9veOilyzskaya89zOZTPSJtG9wume6gENaldWw51EQJOqaKY57o61YgLwLgK+luR2d4hA8HMrnloRkKrkFHxecA1+W4po0B2yaQtJ38QgCb+PzumY3syXMbBDuUbcv8Bawu6Tv9F1NG8PMDjazIXhE6l3xaNWG9+qvBN6U9LCkk1JPflrkaTxWXtsxHwPeHp9LdZJ8MUIkDcJ7RosDR5vZKa3KCoUUNEsnZ4pjZhfhc4JukXS4pGWTF2M7WR942qb0UtoN91y8AjdxHYw7rhzY5rq0g73wOGUbm9m5lhm0NrNPzew83CvtM/xlPk1hZu+Y2ZVmtreZLY235n+EK6Xl8f/upiJlSlpc0nclHSbpUEm7phd30XS0gWbu/PENvIHy98Sb/wAAIABJREFUR0k74+NySwEnmtlvi5ATY0htRr7U9374eNJi+NyHaph12H23RV7GVzGd2XqeKf61lLclklNDhWPThlR19XSzYlyGFwXuy6VtQXfgzDeB30v6Ia3HC+sLhuDeWE/VymBmT0kahUdUn2ZJDhtfp3u9pVno9rwrovwFca/SnZi6oW+S/gocYGZvFSHPzC6S9BW8gXYCvjzJy9aLJ1yLMl+WtDVwB67UBZxlLU66zRIKqY2keQKj6Y4s0BPTmrvj9fgEx0vlQUFrzRRfFKi1jHQjNPLyKOpFMw9Tx6hbG19z6s1M2lO4oprWmB1f9bc33gNma3NdCiWZVjeke+5RxaRauTeeInneFSBrfnwtomXwxso9TLkM/dp4CKGvSFrHCpik2kcNNMzskdQ7ugG41Mx+UkS5FUIhtZdT8BfyncBpuJdYxyI2tJkT8bAk3wK2ktTTTPETWxVmTURaKIAP8V4tAJKWw1dvHZHL18W0af4eC6wpSZZGqPPI33BrAK93tGYtIOlefKL2ALoV0KtM6f79Zo3Dm+FooOJp9uOcibcSR/JcXDn+Gl9luFXa1kDLKbue2FPSnrm0lpRfKKT2siHeUtqslllrWsU8ovHGdM8U/x61Z4q3NWxJbyS31EXM7I4GD30MWFfSl9JLZi/8HEfl8g2mxSjHfcTN+CKHJ0k63HJzxVKkj+PxBkarbvudZC28VzeSpITM7Pk2yvsm7hjyTTP7KL/TzF6StCM+T28HClBIbW6gtWJhaMk6EQqpvRhwf39TRhXSQ75mu2eKF8CRuDdZoxMSz8cbFQ9LegF3966sdwN8HlpoCD5JuGEkrY8v7tdjWClJywCL5pTqtXSbhprheOA7+HICO0r6E1P2cr+LK9txKe+0wup40NROmcEXAq6vpowqmNlHkkbjloNS00fWCCAUUrt5FB8/6ggtxpxq+uWWFE9ZlE9hmNkVyZ37MFzpjMEjI3ySyfYt3MtuVJNiRuFzbHpb5+jn+PpanytVM7sOXx23KczsFflSDSPwsY78AoCVNXy+ZWavNiun05jZw80em6JffL9Bs9NY/B7ojZmZhkyffUEopPZyMr7W/Lpmdk8H5F0vqd6YU3/D12kBWn+59VfM7GhJxwJzm9k7VbLcgi/M1koAy8K8vRrFzO5Lva9dqNLLxde3aZvnVklp9P8YAewnaRGrsU6UfOXYjSnI9CnpXXyBvNtxk2S/iGISCqmNmNmN8nVCbpJ0Jm6zrxVcFWs93P66uEdbbzGnbsYX9wrqIJlcqymjyn821f/WhkjcC+Er2BZOUjiXU4w3ZLsQfai4e+G3uDIfKelgM/t7dqekLXEHpydxp4YimBt3Md8xyRhLt9PG7VZgHEJJ6+DjpxfWalhLWg/v5Z9rZvc3KysUUvt5BHgTN4fkTSJZjNb/j7bFnEqeNwasaL64W6PBUiurjV5sZmc3eOy0yAK4GWwq0rhRlkWqpFWYEVgB2ByfnV8Ykt4D/m1mtWS3lTRPbSDwaW+mZjMbCgztQLWa4UY8rM5ywI2SxjGl2/e86fu9eOM0e6xZc1H+58eVYGVl3JWBPfCxUiQ9Q7db+ygz+6AJGRX2xscaD+shz3/wqBhd+AJ+TREKqY1I2hBfTK5iX36X9rp974G7KR8o6RUzOy1Tl8H4zbkQcJiZndNg2fkWaqOt1TmAVYGvSprdzE5u8Pj+xCimnHe2Bb3PYxJwXsH1mBkfI+oo8lWNf4KPy82ALz9fWRJ+Z7zV/39m9lKn69YkG2a+C1/ie74q+datktaU44V5lO8b04akhehWThvjjZjl8YUIJ1PfGFct1gMeNbOac9bM7B1Jj+AT4ZsmFFJ7OQa/EU4Ejs9PHi0aM/tM0vb4xLyTklK6uoiYU3nPm0Y9ceQrSq6Dj1PtjY+vTa/cQfeLaAM8HMszNfJOwgfNrzGzGwqux/N0L+DYESQNA76Pv7gnAHPmsryKt8YfAU7qZN1aoM+j+qcIEH8G/pwm5O9N96q4rS53sRhQj6PIy3hsx6YJhdRehuArUhYWWqM3zGy8pG/g5oE/pomN/4+CY041Ua+JwO2SbgW2k7TEtOS5VSRmtmHle1pr5u9mlp9g2AkuB46RNLgTvRH5kum7496nP8KVzhSm3+Rk8Tq+GOI0oZDMbHRfype0AN4zqixIuGRm9yO46a4VJlM75FmWWWlxgngopPYykT5Yw6cTMadaYBg+r2UMrbfc+gMb4YvI9QWn4SaW2yUdAVzbZo+6vfDoF9taihJfI9TNC9QYf+tvNOlmXllvrKKAVqFbEbyAz5+7DXduKGJS+gvAepJmqXV/pEDH6+GTf5smFFJ7uZMWu7DN0u6YU81iZtdJ+mZf16Ms9HHr+jm8sfIFPOIGkt6iujdfEcF/VwH+Zb2v2vo6Hq5oeqEZ78G/42bft4C/4L2gWwvw1K3GjcAvcU/BA2rkORl3tDi/FUGhkNrLr4D7Jf3UzE4vuvC+jDk1jVFml+HPSWN9PUWEp4nwRz2xVFZ8+ly4lugC5M1EfU49A/ElL4KeEf6/dGW2dvB73MS6r6QhwMV0j3kuhzukrIsrx9OqllAn08sLqa9YHZ+Ff2rqrfQ2D6me5Zmz9FnMqWmMQyhu/kfhpDhnx5FbQrwKRUwNyNLppbhfwd2TayJpAG5VaGWi8fTA9nR71e2Kh3lC0vN0u3vfXoQjlZm9l4YArscVzzq5LMJ7tdvXmDxeN6GQ2ssw/CUi3L5aze0zS0MKqS9jTvUVkjbAzQbr4JG3LzezH6Z9W+Bea2dkZ8wnd9V6llnoOJK2xU0uM+DLUr8ItDJnpG7MrOV1qhrkZuAASbuZWa1JuPvgEfIv7ly1puBCmg8D1TGSx+UN8LnLd2WZjY3xlX5/DHRJehS4xcx6mgNZj7xHJK2A95S2wM284J51N+OTZlue0hIKqb1cxrS3zlFpkXQ0bgatNR/qM+Bw3E36rM7VrCV+gZ/DL4GTzJeL7q+chM+Vu1jSisBVKX3W9LLbBb8e7+KL3XUcM7sbuLsvZDdLcvkeTvc44BdxpbQ/vgzHqvQ8Kb9eORNw893vWy2rFupcQNyg3fT1zPt6SZ5Fu5tZ3V52qSdxHT5P5WDcg/D/t3eeYbJUVdu+n0NGkqAY4JWDgASRIFFAohIUJIMIKmbFzCcoBsT0iqLiqxgRPGSQjIBEyTlJkgyHnFEByec834+160xPn+6Z7qrq7plh39dV10xX7669u7qq1g5rPetRYErhMp1c3B8lXO03q6GdJxBK3LuV+OyWwEq2vzdKuf8SadJXLdnMWkjyMOsDixKdqIeICP9aNRglbQAcTyQ/nOltYnS4ZTfOHpKqeHbV4axRmjL3QpvjNAbGbkS4fhedtWm2Z6vU0D6RR0gTi4FE3veJLwEvApvavgVmdhm2bUm3M/paTKe8n1BB75ouxGpfJmRXBkISVj2MIa+24qQ6vX818cCspY22z0ujo68SsUZvJdz/7yc8x/az/UCXh53crjrar5UW743LHrmk1xAdiCL+qPDmLb7vbQxp253X7/aVJRukiUXfI+/7yCqEy/Boem4PEHmL6uBBwjOsl1xDPJT7jqT/IUaabyDWr05luAbb5oShukDS6nW5FKf1va+nrQ5aOWd8iUiEdyJhcKem/ZOBXYhEefszoKnBGniKeH4XBughwgAVCQlrT3MhaXsiFfvbCHHXVsa+0ogzG6QekjS7OqaEl10zfY287zNzEcnxRmPeGus8Fdgpae89V+NxG9kXOEPSe22f3aM62vEDwhgdBnyxWYBT0nzArwh1he8zRsVNm50zUpzbV4AP2m5ON389cHLyej2GWC/qt3NHHTzHUEbcc223k56qTMocfBzh2dfTEWdeQ+ohSRamkxMsomdRdR55FmJ+fkWgH5H3pSj0zLpcQ7obeNb2Cg37ptOwhpT23QP81/aI7sUd1rkgkYb9NuAzvZA6kvQWwnNpD+LhfxrhHt2rFCWNdT9CTIMuYfuVNmVmJUbec9ruW7LJKki6GJjFdrN7cnO5S4n7bu3+tKxlG0qtIUmaZLtU3FFS/X9jpzFtknYDDiAkn/YkPPi2JsRblyRGnB8kQhcOrOK9mUdIvaWdl90kwm3ynYQK9knElElV+h15X5YfE/FZ3XAesKukjW2f1aqApB2J715XEPLPiBw2mwN3SLqW6E23O5+jZX1txVSGepdfS1s76o5Dmp8QbW1pjABsvyLpMqJ33BWS/l6hbWXTMgCsQMTMjMY9xG87SEq5mZc1Rom9iFFvp0bww8ALwGa2H5W0c2rDHcQz529Jo/JPRFLH0gYpj5AGSPKMOZSIzl+rqh9/GjF0SuURWapzSSJ2pIgLOtn2num9NYmHw1+qBugpUon/g+jR70GMBB8nYr2+QMxt/4p4YL+jjinLhhFuJ0HEpc6npKl0Mc1hu7ZgVkn/BO4dzSNR0unA4raX7fL47a7H4vs2n9fG/aWvT0n/Ae4YzXMxOWwsZbuVx1+ZeucnRgvFvXCu7Z+m95YmOksXJaHhgdHtqEyR3+maooMg6WDCfX9WNxgQSTcQXqkbl21bHiENENuPSfoQ0cvYh5F7x53Q18h7SZ8g4n2KXCtmuFPF64HfEZ5k3Y6IhmH7Vkm7Egbod8BvU327EDcHwCvEVGBd62cfq+k4bbE9udd1jMChwHclLd3Oiy51BDYk1pC6pVVahq0IZ4NriDXPqWn/ZOK3XIUY4ZbybkxcCWwo6VO2D2xVQNIniRmKqkrYxfE2BY4gkvEVaymNmn0rp/c/RKxdjSfmIMIpCl5If+cnhJILbgQ2rVST7bwNeCOS+N0z6HZ02ea1CQPwb0KaZzVi3ePghjKzAf8ipoXqqvcdxA39b4b0u/5LuFivMujzMp42YsrmOOBhIpByvob35iXWCh5KZSbVUN+6ROdk9xHKfDWVWa9CPe9O1+Y0YtH/44Rx3IDoZJyT3nsZWLeG77U84WTwEuG1t32Le2FuQsfvyDHwu/+ZiE3qtPzdxGiveL13On9rNpU7F3i6UtsGfXLyZoj57hcG3Y4u23xyuqHf1bBv2E2Y9l0O3NqD+kWMxt5ALGAP/JyMty09aO5Ov9u0tBUyS9MatnsayhbbXSXqOwu4voNy1wNnVfxuHySCbKc3fZdpad8zwM41nccj03E/0LCv1b1wNXDzGPjduzVIfyOmdovX703f7wSGln2KTsDVVdqWp+wGjKQ3EqONTlyauzluEXm/SNr1IBF5f1lNVbwLuLKD491PpFOuRPJGe9Ypv4vjLphJyFHSa4F5XbMMv6S3M7Q2cLPtU9L+ScRc+ksVj9+1Rl8NTG5sQvrbKvX2Yi32lVl8XhU4vYNyNxJByaWxfbSkCwgPxnUJBQqI++AC4CDXF6uzPnBdcU2MwP3E7zjeOAPYRNJqtq8C/k6ofW8JPJQSKi5PXEO/q1JRNkg9RNJIEj7zEG6TnyfmnY+qqc7JxFz1msWu9LeIvL8M2MX21IpVzU8EoY7G7NRznd1DrB+N5sn2U2JappZrOxnCKQx/kBzCkBfXFwk1941tn1uyjn0YjEZfv9W+Z6e1cWtmMWr4/Ww/TMRa9ZqFiADj0ZhOxNONN44gOn9PA9ielqSxjicM0RuI7/Yb2wdVqSgbpN5yPqP3JEWkGf521crS6OA84ob+L6EGfFeqY3FgC0Jx/O+SVrH9rwrVPUZnD7SlGb64W5ZuchrVklpDkRr6QkIX7AbgYqBZ1+4vROKyLYk59G7r2IKYk2/W6GvkPGIabXNqNEiuEC8iaUFJb+lyJHo9sJak99luOVKStBlxjdY1ku8H/2JoBDYSSzDzbzvmcaSUOKJp3x3ACsl7cEHCq7FS6gnIBqnXXEh7g/QS8aA+l3CLrkPleU/CGB0PfNaRdmEGKdDz94SL9B5UUwC+BNhO0qq2r25VQNJ7CZmRP1Wop1sWIFzD62Avwhj9BPimbacgwRnYfljSLUQq8DIMQqOvDn5OxKd08wzZj1h3OFHS4cRDrvCInAzsnI4JEQM2XriSmNJaKj2oZ0LSakQIRC0zIWMF16RxWJANUg+xvX6fq9yS8JjaxS0UGhyJtj5MrFltRTWDtD/hTXRCcqEd5j6bpisPJhY6S+mFpemyRuZpsa9gVmKtamOGHnJV2SId65tpzaod9xMuxGUYhEZfXXQ1ErV9kqRvAD8iZIh2bXG86cC3bHfs9j3AANyC3xCj1+Mk7dD8kE7pIA4mOqeV1lgmOtkgTSwmA6e0MkYFtl+UdBHwgSoV2b5C0p5Er/dvxPyyga0U2SVfRzxgdrd9Y8lqpjJ8hLlt2kZCNE0vVOB/gFNHMUYQ372VM0AnDEKjb2DY/qmks4i1t1bOBr+xfW2Xh12/SpMqfDYOYJ8p6dfEd/qnpJvTcd8j6QoiBmlW4Be2L65aXw2MOP3dsPZ9pe0XRlkLb8aEC/wdbtJG7IRskAaEpHmI9ZUHbNc1r/wyEe8wGnOlspWw/fN0832P8KASMWUG4Sn1nQ48j0biPoYeGG8hLvR289TFFOiJhO5WHTzP0PcZicUYHiDYDQ8Tzi2jsRzjUwR0Jmz/g9GdU7qhVQBuX7H95TR1uzdDadoXTduTwA9s/6qu+pJawsW2R8ysm4LJ13WD3iMRN/jdET52PnHfLQvcTmdr4c1Ml3Qi8Anbz3T6oWyQeogiGdn2hODgdQ37dyWG+XMSP9xPbFd2agBuATaQ9MZ27sHJzXxDQqOtMrbPINSqFyKcHGYB7q/DpdYNKgZJhubYphur19wErCJpftsttQYlLUJMpXWcUK6JQWj0jTuS3M2Hbc/0zHIXyfx6ie3fS/ojsBLD8zxd6RH0Akuya/o7Wqr3tQklkxn3TVpbfrLtJ4bWvp9ret0pcxOdrG2JNBmf7fiTdQRa5a1tQNkRhMzGaxv2LU705qcTI4CXiaC6jWqo7wvpuDcBG7Z4fwPCW2wa8PlBn58uv9tHgbX7XOdn0/k8Gpg97ZsR8EiI5B6fzmepIMt0475AiOt+mnAhnk48aOYmRDD/TUT5Lz7o36Gh3V0FV463+nr4Peaq6TgzBd62KTcFeHkA33P+9Hx7qKvPDfoHmsgboVF3RdO+vdPFtEd6vSqx8H98DfXNSvS4i+j0+4nezQXp4iii1M+lRnWDdPG9B9iJEIkd+Lmv6XvNClyUztldhHjrdMKr6idEWorpRKCgKtTzwWSUpjEkefMSQ8oCLwI7DPp8NLU5G6Shtu3VYbk5ieR5ddTZqUG6Cnh8QOflaIb0JTv6TFb77iFJJfdc29s27DsfWB1YyEn1V9KFwJttV3brlTQHEQz4WSL4tpFnCbfv77iGPElJ3Xh/wl23mEo5xGlaLblIfxvYxvblVesbBJLmBQ4EdmhT5CTgo+5inrxNPe8gztUmRDZOiDWsc4Dv276myvHrpmwen17UJ2nv9O8BDk/SvZvLjIBtVwqelTSNeOgeOUKZWYlg6k3KnrO0blSwK5Gnqp2TROF1+k7gNNuVnJjKkGKUzgDe0ul3zgaph0h6CTjB9gfT60nE1Mw1bnAJl3QEsJXt19RY95yES/EihLPBA6neF0b8YOfHfw1xM6xIBMleDbyPhoR5yd31TuCntr9RQ52zE0rRjWmUW2G3WGuoWPeywGYMXxv4mxvWBmuqR8S03SzAE7an1Xn8uhhjBqlIE7Ks7ds7TBtSvO+q30HSfcDCRCzZ+S3en4UIoN6a6KC+t2Q9jek8Rvt+BY8QRrCsp2slur1OslNDb3kMWKrh9ZpEQr5LmsrNQeukb6VJhqe5njr5GmGMDieCcJ9rzn9j++4U0Llh1cqSgT2PGF2OdiPWotTQiCNOaLRYoTrqaanRlxmR7xMP6CeaXveLzYh77QRJ69j+Z/FG6mAcShijS6gWblGkQxGxxngx0E6qp/A6vdwVdRb7yiDmFl8tG3AssQawA9GbPy29Xr+p3M3ADTXUty+wWJ++203EqGuOhn2tFI7PAh6sob5vpuOfRigWTEnncjZiauJHhFfQD2r8jptRYW1oIm/F+e9jfWN2DSm1bwNiHfBeYvq92H8QQ+uO89ZY31Ri5mHg373O3y2PkHrLfkSPqJALEaEKfH5RQNKixAN1Sg317Qn8P0WGz9/aPrOGY7bjrcCZHn0t6gliCqoq2xEBqDvZflqSARySS7cA30oBv6dJutn20TXUeRqhZnw4sTZWeYTU5fpGM3bF9Y4aKZOGfsJi+zxFwspDiWtwXaKD+DEiJm8TV1xnbKpvcl3HGktkg9RDbF8paXNCE21hope0V1OxHYl1pbNrqPKXhHv0FsDmku4ipEr+7IopxFvwMuE1NBqLEs4UVVkKuNRD0d+FevksTussts+QdBXh/l6HQbqWWBTeE9gjHXsKcHSF87kPnc//F8xY76BH6tVpnWMhRvhN3SCk6pDHqVXHrC6SEvX5bhM71itsH5GkrX5EdJLeTASWvtfVhIxHJDkXrUakLbnX9qW9qqvXZIPUY2yfzQjGxvbPCaHKYSQh1HnchZqy7d0lfZNIk7wb8TD9GfBDSUcBv3N93lq3AStLmtNtHCWS+viKxIO9KpMYHsxXrLkt0LT/Lirm0imwvaqk5QiPpp2J9avVgP0lnUwYpzOd5iY65Ht1tK0uJK1BrLm8m1jLbIcZP8+LE4Fpkq4lvBTPBS7pYDRfGds/TkbpM4QO4oa2H+tFXe28XIFL0/vjzst1vFxgr0bKqCmTjMPBwMGSVifyLW1PRGp/LPXyDyAUxqssdh5HTEnsC3ylTZn/JVzP/1KhnoKHiB5nQZGLaQXC2aFgMjUuaDsWqPdMoqAbE8bpA8S64PbAI5IOo8MpPdtjxiBJWpt4YBeG6F+knDfjnOMIfbvV0vYN4EVJlxDG6Vwis2mp66TJ/boVsxAzCPcQncHG9+yUeLEKycv1fGb2cm3kDOJe34rI3Dz2GfSiV97qWQwc5VgLEtNOdzIUNPsYYTAWKXnMuQlnjGmEt8/uDAWJfi79nQb8g6RyUPE7nAg83PB67VTfBaTFYiIwdzrRG+7lbzMf0QO+tOF8vjLoa6bE9zgntf8PwOv7UN9H6CBwmvBG/UjTvrWJeK9u6lsxXZenM5TOvPi9niJSYexW4ntMr7DVdU9/Nx3vUGDuhnY1OxXdSkgXDeoa6+o5luOQxih1x3lIWodQI96+6a0XibWnb7vLmJek43Ys8QBpXOcg/X8NEV9VOUGfpE8TQb0bOjmFpB7vu4ho8GcYEkLdzvaJVevsoE2vJR4MX6KGeJZ+I+lpQnfw7X2qbzoNcWojlDsQ+Hid5zMFpq4BbJS2NQkPzenuMmZN0kertMX2IVU+n9pwE3G9L+E0Fdnq/CZl9bfbXqRqnSXbmeOQMkEa1n+YGLEUOe/vJxwdzgZ2AT5JjJ6mA9/q5vjJ0KwlaVNiumBY0Chwkuvr8RxJjMimNuzbmnCr3YxI//Av4Ee9NEYpuHkzYupucyItN8R37uTzVaT9sd1JquxOEaFtONaoPY4sHXNWwgjNTqxJlqqrDoNSA/32ci1LN5mes0GaiKSF+N0IgzMvcUFcSCTKO6lhJHSNpF8QelcfoUuDVOCk+F213aPU8SxNgb6OxeItJM1N6Ok9ant6q89XRdLyDDk3LEyc0+cJl/4pdJ6+/HzKS/vX7VhwI/DGGo9XF7V4ZkpakdBYfA/htDEX8bv9h3DpP5emxJLjiH57uZbC9q7MnIixLdkgTSAk7UAYoncz9MA8CPi120iH2L5f0tnE+su4xPZzDEnl10bydNyZcKVfmaGe3mUMuX93G1tSVdq/Tv4POELSSo4cRbUj6SNNu5Zssa+g0F/biOgkla3zKEIdpEgS+SLxmxUG6KpedVz6SM+8XNU+K3NHuAvP4GayQZpYFLE39wK/Bf7kzuIfHqTDKadBIekYYoG0WzfrKjxETPGIOEeHEXP0t5c9oJvS2je/7ie2j0mj6bNTwO5pVR4mbZjCcIO7dtraUaQx/1mFOndMdd5IxH2d6SRk3EskvRnYkiGdxVZTVXYNXnb01st1KuU7SZVG8dmpYYxSxqlB0rlEioS/1t0DlHR3hY/b9hIV6y8EMx8hDEMtygmj1Pk8oeY9BTirj4awJyRV6rK428X/VOcUhh5uHyU8PdtpLBb6ayfbvr5MI1OdTxCepcUxL2MoHunKXoyOJH2FMA6zNe5OfxsdfWpxfknT1FcR+bQuIzwGf0ZMAR9LOC+tRxjl1d1FiIekqVQYtdtevOxns0EaowxATfnjwDrtPKCahVO7pPJNKOkLxANtleKYxA05hWrKCSPV2TZT7Hik4m+I7Umjlxq1/lG97OpA0krE1N97gHUIUWMT6ykXkAyU7cqZkyVtQjjxPE3E/axPeH9+ltBd3JZIzPkr4B91OUX008u1X2SDNEYZS/L+6f3Fqhzf9r1VPt/QjmUJfbAPEYGyJnrBZZUTBoqkxYngzSsaz1FakP8NsQYwFdjT9t8G0siaSN9pXtvtcvj0qt5ZCQOxEbG2tAZD00qPVHWJlnQasCmwpu2rmu+llDblACIR4yq276hSX4v6++HlWrZtbwPe2LF3aK8Do/JWOqBsCllNeaT2TiKS2R1FOAgUAY8PAvvWXNd6RE/0AWKB/KCG9zYh5urfWPLYB6R2L9Gwbz4icLkxoPIFYJlBn/eK53EaoTE3qPpnI1S5f9l4zdRw3MdoyAzd6l5KdT8AHD7o36HP57yr50qlIXhmZCTtLWnU/CeStmihAv1jasgjNBaR9GdJr1Q5hu3pts+0vRPhuvwZYi79TcAeNTQTAEn7EKoT2xIjssLJoeBl4Ovp/TKsC9xi+66GfbsQHmJHE1M+uxOxM18qWcdY4T8MST71BUnvlLSHpDOJOLVziADxOdPrk2qoZn6gcY31pVT3jISbDlX6SwiDmGlDNki9ZR9CR2o0PkBE/M/A9m22L+hFo8bXtwORAAAgAElEQVQIdQY/zsJQwGNtSNoC2Jt4iG4PvKFFsfMIcdfNS1bzJoYH+0KMuqYDX7V9t+1fEkHB65WsoyWS3iXpYElrjVBm7VRm9Rqq/AdQybmlEyR9RtKxybnhKsLZ4L3ENXcukVtrdeB1tst2JBp5guHZi59Kfyc3lZuTCODOtCG7fY8NZmFwsSjjkjaKCYUSxaE1VfMlYopuUyePviahTGxbkRV3yZJ1zA80O2SsSSRsfLRh3z8JQ1UnnybWNUYaUd5GrNcVSeaq8Csiq+qmjmDqXvG79HcaYZAaFb97kT11KtC4xvoP4lrciVDbRtLChLNDXWupnXpMvkwYzKsJh5I6RoQ9IxukscESTAyV5Z4zgmLC0cR89blOk9c1sAqRAno09/IHCOeDMjxDg4q5pKWJvDbHNpWbTv0zGmsTXl9Ptitg+wlJ1xGealW5llgzOzkpZp9IPKBbxgi5fEzUAYQROt9D+bN6yblEgsi3pDafRkwH7iVpKeL62JaICarLIHQ6wzA7cX19gFA1OdT2x0b5zMDIBqlmWqwFrdRiX0ERmb4OET+QaYOkLxKGaCWGbsbLCSN0TI8ePHMBj3dQbt4KdVxP6AEukdaRPkWMls9vKrc48HCFelrxZjqL4r8XqEOA9Z70V8To7NMjlC0dYGm79FqbIuvr2u7ONf0oYup1MeA+28+mMIojGS5mfB3ww7Jta8T2JEk/JVzLf5vqupfouExmKCfagYQTxwZEBuuPSDrb9pF1tKNuskGqn30YnhF0pbSNxHNEkrRMe/4v/a1FMaFDHiYCD0djOcpPxfyRmMq5VpHhd0XCCJ5aFJA0L3ENnV6yjnZMozM9tDmpZ3R2P2N/anodQtexY4OURtCfatp3cnJ53pwI0r0VOMVdKuq3Q9LHCIWGdT1z8r0bidHZScBFwK22/yTpDiJlyq6EARtzZINUP99nyCDtTcwnn9ymbBGZfmbTekFmZo6h/4oJ5wG7StrY9lmtCkjakegZ/1+r90fD9tGSliHWcVYi1iM+4uH6ZDsQUy/nl6ljBO4C1pY0h9uoRkuag5jaq6LUAYDtyVWPMZ5wBKT+oUeH/zxwUQtj1Fj/FZIuItT+/2T78jT9unKP2lSZbJBqxvY+xf9pqu4fHkNZQscryb273+xHrFUdK2kP4PjijSTdsh2xUP9c+lsK2/tI+l9gPttPtChyNvEQuavFe1U4lVh0/znwhTZlfkb08P9Yc90ThrQedrHtETPJStqVGNHUoVSxDO07uo08QgQCF9xNpKIZk2S37x5ie1JNF18/uJVQns4kbN9KTG/MQXhuPUqMfnchnBH+TKwzfdz2PW0O02ldL7UxRti+z/b1jhQcM5C0X5rmK8sviQfW5yRdLOnjktZK28dS73o3IvBz/wr1THR2pTOnj7UJ+as6eJHRlwJIZRpHv7MT1+6YJI+QBoSkeYClgQfqmq6T9GXCy+ymbj9r+yfAT+poRx00pCg40fYzI6QsaIntWly/05TazcRIYhMi3mRWwjPsHOD7tq+po64SvI6ZY106xvZTkt4PnAKsRcjrNCJC8XzLdsayDJLWI0Zk7yI8Cg93UsBOunDrAb+y/UhddY4RZiOcDurgYmBzSXvbbrn+LOnbhNPUKQ27e+EcMxI5Qd9YQdIGhJfNgbava9i/K6FTNicwXdJPbH+7hir3ByzpMUJd4FzCQNUS+9BnphCjkcuJHl3xulPqikXCkUtqR0UQ0kJE3NgTdS1QDxLb1yV9wE8SBreIp7kXOJNYe6gtwVtSvvgOwx9SrZQvHiTukYnE25k55qwsexPBvt+VtBOxxnovcY8sRqw7LkNITu0DM/IcLU945fWL/0dT0P9IZHHVHiLpCCL+4E1OeYmSmOZtRGfgAcJddBKwse1Os462q++nhNzQSumYxY97N8k4AX8fKe6ki7oWcEmFbUlrA0t6BNXjhrQF37D9aFMag1EZdKyFpP2AbVwx7cYodfRVgLcqSfniZMLbbndiivhRGhTAk9F/FLjG9mYDaGNH5zStGxXsSqTVaCcaW4R3vJPIOTWqnFgnSNoQOJyQzmq+N4rz+GHb56TyrwdWILzuxqYCeFXxvLyNKCx4Bw2ii2nf3sSwfY/0elXgFeD4Gut9LbAN0cO8lSGBzmmprmuBn1as47/Anwj14oGf67G20Qex2qp1EO7Na3VQbk3iIV21vWcTU53LNuybDhzcVO5i4I6x/LsxXPh2WtPrdttDwDtqbu9cwIfTvfi3tB1ErFXNXfKY0ypsr1T5PnnKrre8Hrihad+GxDD6AADbV0u6lPKR/jPhGI2dkLYib0qRG2Y7YgS1IrBnhWpmIWI1PibpSsL4/cW9kWZB0grAdJdYH8u0ZUraLh2l3CeI37rqNGg/lC/6RTECF3AwYUQPalO2CO+4vO77w5EJ97C0dUQHKSGq6ExW0qjMBqm3zE3MiQMz9NdWIbJWNsql3M9Q4rlaScboPWnbiKFAyEpq28AiRDDgZwi30tWBX0g6CPiD7akVj9/MP4ggv1oFRjMdUZcQbj+UL/qCG6ab07rY5a4p8V4f2IsYHbeclnTFRIxVyG7fveUxYKmG12sSmSubUzjPQRs9r26RNJ+kLSX9WtItwH3ENMTOhArxr4AtCQ+t0th+0va+RFKwLYGziAX/rwN3SDo5eUzVxb8Jw53pP4sSmVar0g/li6p0Hf5ge7LtUrMNkr4u6e9lPjsRySOk3nIZsI2kHYAzgG8Ri49nN5VblphfroSky4iR1iwMKV8fQjgznOMeqEE4Jp3/CvxV0luJuJWPAVsQbql3E149f3a1NON9SV0w0WnhPr/kCC71xWL8RoRqdlV6rnxRFfc//GEZ8qh/BtnLroekHDIXMWT4BVxne5WGMosSo5gprhhEK2k6YfBuBL5l+7Qqx6vQjjmA7xFrVMUF9jyxXvFDl4gvkbQVsSb2Pvc2dUEt9MMDrkwdDdcIxPU42gNAxIL8DrZPKNXQobqXIToWLxJSSccTU3hTiLikQvliVmLxv6Ng4xHEizvBtn9Q4fOVGISnZNk6Jc1PBIUX8WPn2v5pem9poiNxUdNyRFfkEVIPsX2lpM2JOduFiXwyezUV25HIpNk8airDPwi3zhWAUyTdx1AumL/bfqyGOtqS1si2IkZJRWbMfxOL5u9N+3dK+XC67XH3K3XBROdQhozQRwk5ouYp5IJiMf5k29dXrdj2rSkGbwqhfPFbhpQvCgWDVwhX5W6UL/ZhuKDxjCpH+VxhkAdmkMYLkjYFjgAWYOi8NbqOr5ze/xARE1WunjxCmlhIWpAwBu8hPPqKNSwTWUcLA3W+7f/WVOcbiVQCnyJSGgi4iTAgh9l+PsVAfJtIH32h7fW7rKMIQu2kV2/bA+1sdRHPMsl2qeh9SVsCK7mkVmIaLVUemZeo9x0MV76ACsoXkloFXi5OLNw/T6xvTk37JxOdo7kI4zy17Pmrg/EwQlLkILuSGMD8gVhjO4bh8WNzE2vmp9j+UOm2ZYM0sUlTgoVx2pAIxAV42XYnqQdGOvb6xKhnS+JinU7IlPza9vltPvN3YDXbXXlSSZpKd4Gxi3dz/LrpwiDdT9zkfyozlVkFSYsBz7qGQOmS9fdE+SIpElxDrFl93vbjTe+/jhidbQCs6gEqmYwTg3QkMZOzte1T0r6ZOjOSrgbmsl06d1aespvg2H5A0jnp5SQiYHZOQlerNEnfbRlixPIUEZj3G9ujecLdTYlFXE/c1AWLEOtt35F0AnEO20X818ogH8SpfhPptevmh8Q61S6t4n4cWXB3Ia7FHxFThpn2rE+sfZ8ySrn7qeigkQ1SH5C0PbFg+zZiiqJVXIddk8yMpAWI0VARDLtk8RYxyriBmLarwrJEttNfA0d6eP6ekTiIcPSY6JzE0DTRSKxALOh/iOiF7iDpJqIHf3hd06owY+QA8KDtaQ2vO6LOdTlJsxMeoYsS1+RDhFxQy7xMXfJeYkq6bRCq7ZckXUzcH5mRWYjOXOGnE1OhpckGqYekRf7jiCmtdsGFxWJs5blTST8mbrBCy66o8x6Ga9l1Epw4GuvZ7tqw2L6McIcfN6TfcTOGvIuucMp9k9bGXgvc1TjlZPtkOshXk5QnPqvIt7QrkUztHYRB+omkQ4DfOVJhVGUq8dBYDrg9ve70uiudUrwRSXMSTgifZeYA2Gcl/QH4bhVPLWLhvZMp4XmA+SvU82rhX0THYTSWIPTzylNFdyhvo2pC7UY8AK4lDMVxhN7TUsQD7oj0+ofAYjXUV2hmPQocTSg4Lz7o81DzOV2Y8FQ8k3DSuIlYtN4LeEMP6nsn8fAu9Mqm0aC9RsjqTAO2qLHODdK18lJDnecCWwOTKhx3KtE5WbzpdUdbDd9rLsKjrziX9xOj5YvS/8V3vYxYiyhbz82E1mLba59wengOuHnA13PPNQ9b1DmFkOHqtPwpxBToUg37hmkQAqulfUdUatsgf4yJvqUb67niQdnq4iOCSKcB762hvt2BFQb9vXt4Prcl3MhbiVlOI9znt6+xvsWAJ9Px/wp8rcWNuAChTXhQD77vm4gA0eL7TUsP7q9VeWAP8Pf7Qfou1wPrt3h/PSJ0YRrhbVe2nuJ3uo8QHp214b1ZiTWjqamePQZ8TkoZJEI/7+MdlNuVmcVrF6KLDjDhDVn8bkunfTPuA0Kt5cZ0PtepdD4G+WNM9C09PM9tuoimkbwbG/bfAJw16PaW+H5LAgcS0vvP0SMF4FTX2oQu4HTgfGJkslHaPkF4VE1PZdau6fv9MR1zt4Z9rdSprwNuqPncvpNwFHm24Xvd2GCc7qShxzoettTmfwOvH6HM61OZOyvUMyvRgSjO1ctEzNq96f+iQ3MqMMuAz8knCBWTbj8303XYptyBZQxei+M0doxuSH/vA65gaCT/s8r1DPLHmOgbEQNxZMPr36YfcoGmckcAT9Zc9/zENOFOdJBioMTxVwWepvVoZaathvrOTHV9ZoQyn071nVHTd7yXpimdNgbpFODxGuqbnYidubzhvD4G/C+waCqzIrE2NR04tVfXbi+2dD+c2EG5E4HnK9YlIubtrhbX413Al6kw/TnorQuDNIUI8aijzs8SzifN5/Nx4Et11JGdGnrLw8AbGl4XcSbLEA+dgjdS0Q27IMl77E+IqRa/7yGkFAOSdiOCErexfXnLg3TGT4lF4WMI7a87XKNHWAvWAP5h+w/tCtj+o6TPECK2dfAGhv9O7XiBCgrVSQPws8T07YIkiSnCg/EoN3ieORQTtpR0BbBO2TpTvU8SmYX/Tmgd3lHleB3wBJ2pzL9CRXdwxxP018Cvk+J9sSj/oO0Hqhy7FZJmJbwkNyCCw9vF+Nn2RnXXPwK1Zam1/XtJfyScpt5KxI/dT2QvqJo9AMhedr3mNsKjqeAy4mGzp6RtbVvSuxmaO6+EpNcQ01krEj3rq4H3NRU7g1BQ2IrOHrbtWAO4xfZOFY7RDZOA0fLoQKg1LzVqqc54huEdinYsTskHqKTTgY2J7/cKcCzwK9uj5Si6iRilVmE+Yl1um9SWB0lCvIQ35sMVj9/MqcB2kua1/UyrApLmI+JeKunmNeLIjtqzDKmS3kBIf72d0VN1lPambcpSC7BOi30Fw7LUlq2zGYeqyLVpq51skHrLGcAmklZzaLf9nXhgbgk8JOkhIse9CG2vqnyNMEaHA5+1/VyKqJ6B7bsl3U7EKVXheWKRs1/cSPTKRmNx4mFdB9cBa0l6U7uHcxKVXIlYsyjDpkTn4Y+Ee3enRuAkYg6/CgsSnaFiLW55QlPuIwCSbmW41NTTFev7NhEjdKqkz9n+Z+ObkpYjprX/DXyzYl395GfEubsd+D2RKbqOdB3N7Nrwv4k13CVbF53BI0SWgXFBlg7qIUmiZBPgatu3pX1LESrHy6di04Hf2v5SDfXdRHh9LVFM87SR+DgLeLvtRSrUdTqwoO26psdGq29bYvSwve3j25TZhnCX3tH2sTXU+UHgSGLUub3tJxvPZ+rN/5WYOtvS9qkl6vgwcLTtl0ct3GMkLcyQcdqQ0H0rHhDTbM/e5fFa9d4XBD5AXPc3EC7lpLpWJDpnpwBP2f5Eh/W0S5/REbYrZcJNU58vAsu5WoqV0eopBGj7mqW22/Nb5XxmgzQgUs96QWLtpRb5FEnPAWfa3rphXyuDdCSxhlRay07S2sSIbydXTEvQYX1vAb5CLFSfQDiCND7Mdiamn35Fi1w6LqkyIOl4Iv7nGeACYHNilHsj4TTyWuCYPk5d9gVJSxJOIl8g1kPs7tMVlBKNTXRcX1NKjTIVVdKRk/QM4UizfZXjdFnnVOAvLpkYsMu6Oj2/osR10kieshsQxYipZl6m/WJqI5UzgNq+JI0gDpS0NeEF9wDR821VvqssnC0ojI8IGabtWpQRYbS+0lw95a/1HYnA5S8SxgjCKWUZ4nz/ksj7NK5Jo/lCauo9QKOs0HXE1F23fKyGpnVCY0qNQXALQ6rlfcH91XZsd34nEbF67yQyYZ9ExAKWJo+QJhCSriQeJJOdtOWaR0iSXksEBV5re4N2x+qwvh2B/QiB0JGwK6aD6Fbtu0UDKql/p/O2AcO9i85xTTmmJK1GZ3qHtXloKVLMFwboHcQDBsItujGP1lN11TkRSVNafwRW7FFHc0yTpnoPJbwL17JdurObR0g1ImndKp+vYRRxHLBv2ppHCQX/S7hr/6VKRWlN5wjiIfYkYeR6sZALDF7t2/a/qNHzqxFJ+wNfYsgImeEGqTa9wyb+lo75GHE9nEMY2ZzcsAtsHyppBeA8Sd8hps1rdy1vhaR3ESPb0VzNO1qPK4PtxyR9iHDm2IdwripFHiHVSMW57DpGEXMDVxHTSZcRD9CfEYvyxwLbE15VNwKrV1nslHQN4V32eeCPLplkrh9IWgtYstvFVkmfI+KAerlQvRNh2O8npHW2IzzRNiU8qHYG1iJivc6wfUGNdRe/2SOkWCTCIPX8Ydqg9l2Mrh8k1L4rLcAPirTmdgLh+j0Sle/zVN8cRAzgFsWuUerseb4lSWcQ0kKlZyOyQaoRSedTbVqp0hRaasMihPFZk5l71iISl22VYjOq1PNf4gFSaVTYD8omQUsP7BcJZYQpRM+31hsmJSxcB1jW9l2t2ippb8J1d23bV9dY9xYMedW9naHr5E6GT9nVZpAlzUb0oj9PC7VvIpj1e914HQ46rYakFYlOX7up1ub6Jo1WpoM6fwx8nThnhxGONm3d8m0fUrXODtp0CrBxJWepbJAmJpI2JYJiG9c8/gacVMdDNcVQne8K6Yr7RQWDdBzhyDA78bB+hLj5D7HdSZBuJ3U8ScgTrduurZJETIfc2OhBWSdpHeA9DLl8L0Z85+lE0PbZtivFBkmaBTg91SNCyeTu9P/ihJisCWP4PneYQTZ1HKYTbte3dzlTUcfMxBlEcPNRhILJne6tagmS7iZ0/1YdC+tWkt5IqKw/Z/t/yh4nryGNUcpOMxXYPoMIzO0VZwFrS1Ldo4axgu3tkjPDTkRQ4qqER90ekq4iRk1HVxxBvIbwTiwo4sdmqBnYdqqvajBzW5JzxpFpK+SMPkeMZFYhPKmqBqt+mpiOvB34SrpGZ5CcLH5JGKxPEUGmnXAfYYBebnrdL9YkVEt27mOdbwbO64cxGmVtfB5iieDzRAzkUZUq8xgQCsxbSyHDvudJ6bJ9ixAjhp/TIO8/Fre6zmW68fZleO6e54ncU5uVPOZ9xFRg8foH6bgrN5U7Hfhvj8/TwoTx/RPhZt8onFtZoJNY13wGWGSU6+oZ4LJBXzddfK+naBBR7lOd9xPxb/2oqzH9SbttOrEcsECVuvIIaYKSpkcWYoS4JFebO/8E8ZD8CrB1WgtpF4dk2z+oUNeYwJG19RuS9iKmaD5KyEDtQDgjlLmf7iSmqwquIqawPgt8BmYEUW9ATNvVRtI+XJ+h+KNiQb5YB7mNIW2782qocjmiV992/dL2g5LOI5xvxgtXMvw37AenA++TNKtrEjYdgQtpP+IsFCHOJQJ1KymOZIM0wZC0BvB94N3AHCMUrRIsCrEwXThNTAY+3qJMo1PFuDdIBY5u45mSHiB685+ig8XsNpwN/FDSso51qTOJG/yTklYmesIbEutYh1Vu/HCeIq6Bou0PMZTq/hzbD9Vc32xE3qzReI4K6vfqv4r5D4DzJW1t+8Qe11XwHWKN+ABJX3aDInzd2F6/V8duJhukCUSS8zmHIUP0L0bwvKnI9xlsdPxASGtKHyLWlN7Z8NYlJQ9ZxHLNDWD7RUk7EDmBVmVI0fuvRFqROnmOGPmcSySSvLXm4zdzL/BuSbO7jXt3cgdfJ5UtS79VzGch5KqOlXQUvVctgRhBn0l0hjZNMxT3talz3MxQZC+7MUoZzzBJ5xC96QOBb9t+vFftG0+U9bJr+Pwkoje6K/B+YrQi4qFzKKGEcWc9rZ1R51zAuoTe4a22r6vz+KmOSS4ZPybpbcAbu3m4SvoJsAcRP/M5NzmDKHJ5/YZYx9rP9jdKtm1eZlYxh6EOVK0q5g1efZ0EL9v1xCE11tm2rqJNZa/9fpMN0hilpEF6Grjf9mjBea8qKrh9v4MwQh8iFvxFJOM7kfCwO8ev0huo5PW5EKGLVzgu/JVwnjARnrAFEZv0AOHUUYtkkWpWMW9x/PPpYrbA9cQbfreb8ra/V0Od/0MY+tFUIUqPxvKU3cRChKR/ph6uZ6iXeTlDbt6le9QVgzhNxHk8Wbb+QeJI37Eh4Vq+KqFC0Ri0DeHU8aG6jFGq9zHCHfmoFirmlUcO/VxjaaizsoHpFEU23AOATzL0OzWPzGpZL84GaWJxI5EOvW+kdatO0jb3TEurA0Q5p4OHGZqSqyveYyopiJOIx5lKl2txkv5F5MP5VlWvpn6TpjZXl7QO0dtehKHpzwtsX1xnfT1SMX+1sQ9hxF8hvPt6lYAwT9mNVUpOiexILJKvartySvRR6pqHkCjauNg1QvFxM4fdSJU1lhGOOZUwQBvavqeEivncRIS+gZ/a3qvO9nVKyetzPuJaaJm+vC5ejSrmkt5Egy5gnY4bku4l1jLXtt3TGZg8QppA2D5GkQb67KR/dlrFWKOR2JfIhvsUkTK9Z70m6EpJ/SXgiTJOBs3TacCiodrTGZ2cazeplje/7oSkonAFsbY1EINUkn8TU3Jr9LienqqYd6uV10yd96SkTxHq2ks27b8D+JntP9VQzcKEF2bPlwOyQRq7dD3NJKlR++sAIkahXfGq3j7bEm7lK7k/Uvvn08VIIjl4HAJ8p4se+VTKT6dVjevqGNt3p4X0rfpRX408Q83BvSNQrGdMb9jqYioVVP2p6TqRNAX4MEPf9aH0/5uIvFp/kLS27aqJEu8jSVr1mmyQeoikFW1fX+aztnclPLy6qrJHZVsxH3BWn4wRRLT4rEQqBghjWMRdLEZMKZgYObye8KT6IrC+pLVsdxKQOWhNtG74JXDqoBvRJbcQ2Yp7zZYMedV9iHAjR1JdKuYDvy5S2pKPEKPAfYA/F8GxKTXFrmn/RySdafvoCtUdDXxe0jyukHyvE/IaUg9JsQKPE737c4hh790DbVRNSLoBuNf2FqMWrqe+OYlzuADwNbcW5tyP6IVvRDh3HEYYsG/Z3rcf7Xy1UHIN6RPAH4A1bF/Ts8YNr7PnKuaDIAXCrgW80/Y/25RZDrgWuNR2aWHeZOD+Tjg1fMr27WWPNWpd2SD1DkVK8ZUJ19LiRN/H8F5aLSmw+42krxJqDUvZfqQP9f2QGPEs1e6cSXoDMdX2G9vfTHETtxHpHVbrdRtfTVSI7foVsAuRcPBEolPTl+mgVH+jivmcjF+Hm6eAq2xvMkq5M4hknAtWrO81hDjusoSKxki6lRuVricbpN6Sos/XZ2gKYdn0VnHib2JIuuW0vjewJClHz18IQc4vEqKZPcsamxZpb7Y94rqJpJOA5W0vmV5fDLzD9vy9aturkZIjpI7yGyVqUTRI9TYGxm5EuH4XU9bTbJfWzRsUkl4ATvAo+cgkHQlsbXuuCnW9jtBcXIHRp/orGfi8htRjbP+HyDh6MlAksmq8Od5BSJt8iXH0e9i2pM8Q05FnAS9LeoT2vaYlKla5KDH9MBovMuT+CiFOumqbsq9qKrphl4nt6ssa5wBUzAfBg0Q8V9t8ZKnTuBrh7FCFfYEVifP2e0KhvidrSePmAThRsP1I6rXPyVBMSemUv4NC0mTC0aAIbJyd4UGHjdQxDH8CWFfSXLafb9OmQv+tUcngtYS7cWZmqrhh/z+gW/mayqm7O6SnKuaKbK0G3pNiybpZF66jcwYhrPoZYD9JX3dTdt2kv7gvIcnUaaLDdryfCBJfM3Wwe0Y2SH0gKURvyFCw3lsb3r6Rod7aeGI/YtRyAeHx1bNeU+KvhMLxXyTtZvv+xjfTetFviJiJPzS8tQyRJjszM6XdsJN80ViVMOq1ivlkwiDN1vC6U+paI9kX+CDwVWAbSUcwXBdwJyJH079T2SrMC/yt18YI8hpST5H0Y8IArcSQZtZUhkvhj0tFbklPAP8BlnWbVAI11/d6IhHaYoRb9mXE4qrTvrWIB8S9xCLu45JWIUYAP7S9d6/bON6QdDnwwiC02HpJLxQ2mo6/IhH2cGnSI1ysm8/brpJao7EdaxBqKYsys6ETMV29g+0rKtZzFfCk7U2rHKejurJB6h0NEvE3Er33ieT2/R+i1/TBPtb5JuB3hCp0K3HH04i0Bg82fGaW5umMTDAIN+yJQHLOmFLoM0o6GLjY9sEDaMscwPa00AUEjq3Dg1HSrsS03wq9dPmGbJB6SrpwG6Ooz6F3ScL6iqQLCQ+lylL6Jep+C7FWVDgvPARcZHtqv9sy3hm0G/Z4JHU0p9j+eKvXExFJ+xKBuN8BzuxVQHw2SD0kuXxvwJBH3TLpLRNJwoqpu8pJwqaT2eAAABKkSURBVPqNpC2IB9i7bV826PZkumdQbtjjnTQ7cKntzdLrCW2Q+nmdZIPUR9KUU2PUeDH3Ow242vZaI3x8TJFGKZ9P2/6Mnra5VyKvmZKkB2nH9NFLbkwj6RIilOAnhDPPFOBioCMhU9uHlqizyrRzNSPRx+skG6QBIWlxYDfGacR4ww3St7TNqd45iYfBSPmXSt30mUwnSNqScCYo7tdO7oEZlLnPuzUKLeocF52JPATvE4r0zYXr90aESyYMXczXDahpZbmfPgtMJrmivQkPp9HIBinTE2yfLGl1Qm39LYSQ6V3AJT2scyaDIunnRCzS7wndxqnEPbk4sS74WeAPtr/Wq3bVTR4h9ZCGRGEbMSS7UXiH3clQsN6EShbWCyR9nKEpkVuINbi2626uLrmfyXTEINaQkofk74lEjxe1KbMOEY+1m+0D+9W2KmSD1EMa3L4FPEIo5hbR4veP9NnMcCT9g5BZ+rDtIwfdnkymQNJ3getsn9LHOq8B/jOaindSBV/A9jv707JqZIPUQyT9lRAlPNf2zYNuz3hG0nPANbbfPei2jFfGiORNpgYkPQucbHvnUcodAWxpe56K9c0OfBnYjkj+127avNJ6cV5D6iHuU66gQZKUgD9FiFkWcUEPElMFB9WoRPEckbojU57JDF7yJlMPLxKpbUZjZSpme02OROcBqzO66G2lxJ/jwvMiMzaRtBmRf+iHwHuJ1N/Lpf9/BNyaytTBpYQqeqY8ixM6Z3c3vO50e2vzwTID5UJgaUk/SKrew1DwfSL28cKKde1OCPCeQYyODiU6KHMQSuo/Bl4AflTVmy9P2fWBlLnxy7QeRfx6PE7nSVqGSAcxJ5E2/M+Ep5GIB9jHgDWB54FVqgpcJl26S4FP2z6kyrEymfGOpOWJ+25O4r47mhBXhRj5fhBYkjAUa9q+sUJd1xIdkrfYfrpVLixJmxLSXTu7Qrr0bJB6TPKG+Q0xTdJqOPsS8HnbB/W1YRWRNIWQEtnD9s/blNkd+BlwSFWvN0nrApsBewLHERf/fbQPxK3aK8xkxjSS1gOOIGLyWomrPgzsYrtSzidJzxDKFJuk1wcDHwVmb9SJTGK9r9hep3Rd2SD1jqTGW8QmHAcczPBRxMcJYUQD61RV5e0nku4D/m17hVHK3UB4+bTLldRpfY0ei30LxM1kxjJpfWc7Qlx10bT7QUJc9bh2ucO6rOO/hAPFh9Lr3xAxTgunNCRFuSOA99teoGxd+abtLV8jHqA72f5L03t3AmdLOgE4hkh4tkOf21eFN9DZ3PSNwLY11HcheWG9J0hajeHeU61G8ra9UV8blhkV2y8Ah6etVzxEjMIKCmHVFRiecXcyFe/RbJB6yzrAVS2M0QxsHyvp/wHjzZ35aYanCm/Hm4lEcJWYaDl7xgqS9ge+xJARMsMNUqej0szE5SZiPbjgQuKa2EfS1bafkbQT8C4iT1lpspddb1mQGAmNxp2p7HjiamAdSWu3KyBpLcLQXtW3VmU6Jj1Evkz0eD8NnJXe2oTQWLyUePD8hJC9yrw6+RvwBknrA9i+hDA87waelPQkMUIzsWZcmmyQestThKfLaCyRyo4nDiDEJf8m6fuSlpA0q6RZ0v/fIy5kpbKZscengFcI+Zk/EYvg2D7b9u/S4vQ+hNvvfwfWysygOZIwPo3p7rcmHIsmAa8lUqXvYfvEKhVlp4YeIul4QoBxe9sntCmzFXACcILt7frZvqqkFO1fZ2g6p/B4Kzo6An5ie68Sxy6cIB5MaaK7corI6S5GJ/Vsb7a9bnrdyp1XxIPoRttbD6almbGKpLmB+YFH60gbn9eQesvPgS2BYyQdBRxCxAqY8Ov/CLAT8SBv6To9lrG9l6SLCIeMtYhAOYjI8EuAX9g+veThpxLnZTki+HYqna9jmHxtd8JrGFqghhTRL2le289AeDJIuoo8ZZdpzSKEc8NU4JqqB8s3bQ+xfamkLwL/B+yctkZETJl8cbxlXU0jlmeTwTld0izAQsR3eqKIT5D0WmDeEiOW+wjD8nLT60x9PEb8ZgWFzNOSDE+HMj9QSQstM36RtA3wSeB7jaEpkr4DfJfkBCPpKNu7VKorT9n1HkkrEIvH6zJcqeEC4Fe2bxhU28qSEvRNsf2JUcodCHwsxwWNPZIS9KK235ZefwA4CTjQ9mfSvqWBfwB3jBZzlpmYpNCUjYm4o+fSvuWBG4gO9eWEhNACjLA80Qn5IdEHksEZ8cE9DmnM7dRJ2czY42zgh5KWtX0LkYb+QeCTklYmkjBuCMxOJIDLvDpZGbi+MEaJXYgZi0/aPlTSW4F/Eo4y2SBlxiwLUFFtGKDhoZmpjyMIB5S5AWy/KGkH4EQiTfyqqdxfgf0H0sLMWGAhZg7dWA94lvDAw/bdki4Glq1SUTZImY5p4ek2zwjeb7MSF+fGDIk+VuGmtLg+BTja9r9rOOarmrSu96OmfZdJWpyYXl4QuNX2da0+n3nVMAcNsxwpN9JKwAW2X2ko9wjQNi6xE7JB6jGS5iOCDDciVAvmbFN0PCRAm8pwx4JtGV0WSERPvCqPE/lYVgP2l3QyYZzOdF4IrZWkf3bmoNuRGTM8THi7FqxLGKlLmsrNQyi4lCY7NfQQSf8DXAT8D6Ovo7gx/mMsImkqQwbpLUTSvCfaFH+JWI84ETigqtGQNAnYFNgV2IK4IUz0yg4jFMXzlF4mUzOSDiHWjPYiciL9gegcrmn7qoZydxJp1VcpXVc2SL1D0mGEq/e1hPzKrYzQg7B9b5+aVpmkvj3F9scHUPcCRPzWR4kbA8I4XU3kZcpTei3oNri4mRxs/OpE0tuINaTC9V/AObY3bipzK/B727uVrisbpN4h6VFgGrB0EWg4UZD0UeDOpGs1yHa8jUgGuAvhUm/gRdtzD7JdY5GGFB5lyCk9XsUkN+/dgYWBK4H9GlNbSPocoYf4rQrB8Nkg9RJJzwOn264j/UJmBCTNBuxHKFeP+enPQdA05do1thevrzWZzMzkHk9vmUpkis30CElvJ9aVdiZyNEGkTc80YXvyoNuQyYxEVvvuLYcD60laaNSSmY6RtKCkLyQ38BsILb03EpL4nwbeNMj2ZTKZcuQpux4iaVYiBcN8hHzOPwfcpHFL0sp7H+HIsDkx8hQhDnoY4WBxR/sjZDKZsU42SD0kaYXNRgSLTScEQu9jKE1DIzlF9AhIegR4PWGEXiA016YAZ+c4pGqkQMdtgfWBRYl1poeA84HjbVdW2shkOiEbpB6SvJo6JS/Ej0A6l1cwpNTwn8G2aGKQsvoeSetYORMj0J1tX9zvtmVefWSD1EMkrddNedsX9Kot4x1JS9u+bdDtmEgkh5ArCC27u4GjCEccgMnAjkQqiueANWzf3P9WZl5NZIOUybxKSRmNtwZ+DHynOeNnUsf4PvBNxmFG48z4IxukHiJpQdtPdVh2TduX97pNmUyBpCeAx22PqNAs6Rbg9bZf15+WZV6tZLfv3nKKpDlGKyTpnUDp6OZXC5Jml7SHpCsk/UvStDbbK6MfLQPMRchajca1tBcFzmRqIwfG9pa1iFik7dsVSPP4ZxKu4Zk2SJoTOI/QrhtNqDYnBOyM2+gsZutNQHapz/ScPELqLUcD20hqmdws6bCdSyTA+mI/GzYO2R1Yg1AbfhtwKOEFNgeRPvnHhDv4j2zn67ozfg+sK6ltDpv03rqEwnMm01PyCKm3fJTIgfQlSffZnmGYUhK0cwmxwj1s/25AbRwvbEcope9k+2lJBrD9MnAL8C1JFwGnSbrZ9tEDbOu4wPYfJS0DnCHpt0TeqiKZ4mRCjmk34P9s/34wrcy8mshODT1G0vzApcDSwI62j5e0KHAhcdPvY/v7A2ziuEDSM8CltjdJrw8mDP7stqc1lLsceMX2OoNp6dhF0rTRS7Ulq31nek6e2ugxKYDzfcBjwGGStgPOIYzRT7Mx6phJwJMNrwsB1QWayt0FLN+XFo0/VGHLz4pMz8kXWR9IiffeT+RGOoZYA/mN7W8MtGHji4eI6c+CB9LfFZrKTaZCioWJjO1JVbZBtz8z8ckXWZ+wfR2xDjINOMh2dmLojpuIac+CC4me+z6S5gWQtBPwLiCL2GYy45C8hlQjeY6+d0j6NOEVtqHt89O+SwgD9ArwDEPTd9vZPnEQ7cxkMuXJBqlGuhRTnYk8LdIeSfMAKwJTbT+Y9i0MHARsRoz2/0W4ff9iYA3NZDKlyQYpM+6RNDcwP/Bosx5bJpMZP+QeeWYisAihirHyoBuSyWTKkw1SZlwgaRtJp0tao2n/d4jA2L8AV0o6fCANzGQylclTdplxgaQTgI2BhW0/l/YtD9xAODVcTkgILQBsb/uEQbU1k8mUI4+QMuOFlYHrC2OU2IWIOfqk7XWB1YCXgU8NoH2ZTKYi2SBlxgsLAQ827VsPeJZIwY3tu4GLgRHz+2QymbFJNkiZ8cIcNKSVkDQ7sBJwme3G/EePAG/oc9symUwNZIOUGS88DCzX8Hpdwkhd0lRuHkIVPJPJjDOyQcqMFy4AlpG0p6QVgB8Q60dnNJVbniGdu0wmM47IXnaZcUFKZngVMQKCmL47x/bGTWVuBX5ve7f+tzKTyVQha6dlxgW2b0/ZS3cnkhpeCezXVGwj4Hrg1D43L5PJ1EAeIWUymUxmTJDXkDKZTCYzJsgGKZPJZDJjgmyQMplMJSQdLsmSvj3otmTGN9kgZTI9QtLC6UFtSR8YodzvGsptM0K5X6cyN/WmxZnMYMkGKZPpEbYfI9zQIWSO2rFum//blbugSrsymbFKNkiZTG8pjEdLQyNpIUJ779FRyi1ABP02HjOTmVBkg5TJ9JYL09+VUxr2Zt5NBPmeDtwGrChpvjblivv1whbvZzLjnmyQMpneUoxmZgHWbvH+u9Pfiwil8kmjlLvd9iONb0iaU9LXJF0p6T+Snpd0q6SfS2opNCvpk2k96pz0+sOSLpT0ZNq/eVP5d0k6VdJTkp6VdJ2kL0pSq+NnMmXIBimT6SG2HwTuTi9bTccV+wqDNFq5YdN1khYmkhPuR+SDmoPICbU0oWpxs6TVR2qjpN8ChxKGUIRGYOP7O6e2vR94bTr+8sCvgKNHOnYm0w3ZIGUyvaflOlKawlsJeMT2nYRRalVubuCd6WXzdN0RwIrAU8B2wGtszwesDtxM5JE6UdKCbdq2BvAZ4NvAgrYXJIzOFanutwEHEc+KM4C32n4tkZl3z1Tn5i2Om8l0TTZImUzvKYzIapLmbNi/FqEneRGA7buINBurSpqrqdxs6f8ZIyRJGwDvSS93tH287WnpWFcB7wX+A7wZ+EKbts0D/Mj2j2z/J332P7YfT+9/ixh1/RPYyvY9qcx/be9HqK7P3/GZyGRGIBukTKb3FAZpDmJEUvDupvchpsZmb1PuHtv3N+zfLv293PY5zZXafhj4Y3q5Q5u2vQL8stUbkiYBW6eXv7D9YotivwBeaHPsTKYrskHKZHpMSq1e5GhqFXN0UcO+VutIxf/N03XFNN55I1T/9/R32abRWcFttp9q89mlgHnT/y1dzW0/DVw3Qv2ZTMdkg5TJ9IfCmKwLM1Kwr05Mqd3YUO6iFuWK0VKzUXh9+vvgCPUWhnASsZ7UzOMt9jUfH+ChEcqNVH8m0zHZIGUy/aEwJu+SNCthjOYELrE9vaHcDUQK9ndJmo3wnJur6RjNzFGhXdMqfLYgu35naiEbpEymPxQjpNcAqzA8/mgGySnhcqDwrCvKPZim/hopRjeLjVDvounvdODJLtvcOHp68wjl3tTlcTOZlmSDlMn0Adu3MlweqN26EAyfthtJv+7a9Hf9EareMP29xXa3zgd3AM80tGUmJM3L0FpWJlOJbJAymf5RGJr1CVfuF4CrW5S7uKkctDZIx6W/KzQrKwBIehPw6fTyL902Nk0lnpBefjWtZzXzFWLqMZOpTDZImUz/KIzKpsB8wBW2X2pR7grgpVSuiPGZaSRl+zygcPc+RNI2kmYBkLQacHb6/MPAASXb/L/Ai4Qyw4mSJqfjzy1pd+C7hGNGJlOZbJAymf5RGJXivruoVSHbzxPTcUW5x9KUXyt2IRwhFgSOB56V9DRwJfB2QsFhqxFcu0fE9u3AJ4g1qPcB90j6F2GEfp7qPLXMsTOZZrJBymT6x42EgShoaZBavNdW3dv2o4Rb+J7ANUSg62zA7UTQ6nK2ryzb4FTHEcA6hCL5v4nA3ZuBLwE7VTl2JtOIbI9eKpPJZDKZHpNHSJlMJpMZE2SDlMlkMpkxQTZImUwmkxkTZIOUyWQymTFBNkiZTCaTGRNkg5TJZDKZMUE2SJlMJpMZE2SDlMlkMpkxQTZImUwmkxkTZIOUyWQymTHB/wdP1rV7QNvVGAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Lemmatized Trigrams Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 706273\n",
      "The total number of unique words is 683103\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(lemma_trigram_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Attempting to create a bag of words from the stemmed data frame that has the stopped words removed: \n",
    "#Now I am going to create my bag of words and pd df before I move on to lemmatizing \n",
    "stemmed_bow = bag_of_words(stemmed_movies, \"stemmed_review\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'plot': 1,\n",
       "         'two': 2,\n",
       "         'teen': 4,\n",
       "         'coupl': 1,\n",
       "         'go': 4,\n",
       "         'church': 1,\n",
       "         'parti': 1,\n",
       "         'drink': 1,\n",
       "         'drive': 1,\n",
       "         'get': 3,\n",
       "         'accid': 1,\n",
       "         'one': 3,\n",
       "         'guy': 1,\n",
       "         'die': 1,\n",
       "         'girlfriend': 1,\n",
       "         'continu': 1,\n",
       "         'see': 2,\n",
       "         'life': 1,\n",
       "         'nightmar': 2,\n",
       "         'what': 2,\n",
       "         'deal': 1,\n",
       "         'watch': 1,\n",
       "         'movi': 7,\n",
       "         'sorta': 1,\n",
       "         'find': 1,\n",
       "         'critiqu': 1,\n",
       "         'mindfuck': 2,\n",
       "         'gener': 2,\n",
       "         'touch': 1,\n",
       "         'cool': 2,\n",
       "         'idea': 2,\n",
       "         'present': 1,\n",
       "         'bad': 2,\n",
       "         'packag': 2,\n",
       "         'make': 7,\n",
       "         'review': 1,\n",
       "         'even': 3,\n",
       "         'harder': 1,\n",
       "         'write': 1,\n",
       "         'sinc': 2,\n",
       "         'applaud': 1,\n",
       "         'film': 8,\n",
       "         'attempt': 1,\n",
       "         'break': 1,\n",
       "         'mold': 1,\n",
       "         'mess': 1,\n",
       "         'head': 1,\n",
       "         'lost': 2,\n",
       "         'highway': 2,\n",
       "         'memento': 2,\n",
       "         'good': 2,\n",
       "         'way': 3,\n",
       "         'type': 1,\n",
       "         'folk': 1,\n",
       "         'didnt': 2,\n",
       "         'snag': 1,\n",
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       "         'seem': 3,\n",
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       "         'pretti': 5,\n",
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       "         'problem': 3,\n",
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       "         'fantasi': 1,\n",
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       "         'charact': 3,\n",
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       "         'look': 2,\n",
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       "         'looooot': 1,\n",
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       "         'ton': 1,\n",
       "         'weird': 1,\n",
       "         'thing': 2,\n",
       "         'happen': 1,\n",
       "         'explain': 1,\n",
       "         'person': 1,\n",
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       "         'everi': 1,\n",
       "         'give': 2,\n",
       "         'clue': 1,\n",
       "         'kind': 1,\n",
       "         'fed': 1,\n",
       "         'biggest': 2,\n",
       "         'obvious': 1,\n",
       "         'got': 1,\n",
       "         'big': 1,\n",
       "         'secret': 2,\n",
       "         'hide': 2,\n",
       "         'want': 1,\n",
       "         'complet': 1,\n",
       "         'final': 1,\n",
       "         'five': 1,\n",
       "         'minut': 2,\n",
       "         'entertain': 3,\n",
       "         'thrill': 1,\n",
       "         'engag': 1,\n",
       "         'meantim': 1,\n",
       "         'realli': 2,\n",
       "         'sad': 1,\n",
       "         'part': 2,\n",
       "         'arrow': 1,\n",
       "         'dig': 1,\n",
       "         'flick': 2,\n",
       "         'actual': 2,\n",
       "         'figur': 1,\n",
       "         'halfway': 1,\n",
       "         'point': 1,\n",
       "         'littl': 2,\n",
       "         'bit': 1,\n",
       "         'sens': 2,\n",
       "         'still': 2,\n",
       "         'guess': 2,\n",
       "         'bottom': 1,\n",
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       "         'alway': 1,\n",
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       "         'enter': 1,\n",
       "         'understand': 1,\n",
       "         'mean': 1,\n",
       "         'show': 2,\n",
       "         'melissa': 1,\n",
       "         'sagemil': 2,\n",
       "         'run': 1,\n",
       "         'away': 2,\n",
       "         'vision': 1,\n",
       "         '20': 1,\n",
       "         'throughout': 2,\n",
       "         'plain': 1,\n",
       "         'lazi': 1,\n",
       "         'okay': 1,\n",
       "         'peopl': 1,\n",
       "         'know': 1,\n",
       "         'need': 1,\n",
       "         'us': 1,\n",
       "         'differ': 1,\n",
       "         'offer': 1,\n",
       "         'insight': 1,\n",
       "         'appar': 2,\n",
       "         'studio': 1,\n",
       "         'took': 1,\n",
       "         'director': 1,\n",
       "         'chop': 1,\n",
       "         'mightv': 1,\n",
       "         'decent': 1,\n",
       "         'somewher': 1,\n",
       "         'suit': 1,\n",
       "         'decid': 1,\n",
       "         'turn': 1,\n",
       "         'music': 1,\n",
       "         'video': 1,\n",
       "         'edg': 1,\n",
       "         'would': 1,\n",
       "         'actor': 1,\n",
       "         'although': 1,\n",
       "         'we': 1,\n",
       "         'bentley': 1,\n",
       "         'play': 1,\n",
       "         'exact': 1,\n",
       "         'american': 1,\n",
       "         'beauti': 1,\n",
       "         'new': 1,\n",
       "         'neighborhood': 1,\n",
       "         'kudo': 1,\n",
       "         'hold': 1,\n",
       "         'entir': 1,\n",
       "         'feel': 2,\n",
       "         'overal': 1,\n",
       "         'doesnt': 2,\n",
       "         'stick': 1,\n",
       "         'confus': 1,\n",
       "         'rare': 1,\n",
       "         'excit': 1,\n",
       "         'redund': 1,\n",
       "         'runtim': 1,\n",
       "         'despit': 1,\n",
       "         'end': 1,\n",
       "         'explan': 1,\n",
       "         'crazi': 1,\n",
       "         'came': 1,\n",
       "         'oh': 1,\n",
       "         'horror': 1,\n",
       "         'slasher': 1,\n",
       "         'someon': 1,\n",
       "         'assum': 1,\n",
       "         'genr': 1,\n",
       "         'hot': 1,\n",
       "         'kid': 1,\n",
       "         'also': 1,\n",
       "         'wrap': 1,\n",
       "         'product': 1,\n",
       "         'year': 1,\n",
       "         'ago': 1,\n",
       "         'sit': 1,\n",
       "         'shelv': 1,\n",
       "         'ever': 1,\n",
       "         'whatev': 1,\n",
       "         'skip': 1,\n",
       "         'where': 1,\n",
       "         'joblo': 1,\n",
       "         'elm': 1,\n",
       "         'street': 1,\n",
       "         '3': 1,\n",
       "         '710': 2,\n",
       "         'blair': 1,\n",
       "         'witch': 1,\n",
       "         '2': 1,\n",
       "         'crow': 2,\n",
       "         '910': 2,\n",
       "         'salvat': 1,\n",
       "         '410': 1,\n",
       "         '1010': 2,\n",
       "         'stir': 1,\n",
       "         'echo': 1,\n",
       "         '810': 1})"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stemmed_bow[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmed_df = bow_to_df(stemmed_bow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "   plot  two  teen  coupl  go  church  parti  drink  drive  get  ...  trueman  \\\n",
       "0     1    2     4      1   4       1      1      1      1    3  ...        0   \n",
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       "4     1    1     0      0   0       0      0      0      0    0  ...        0   \n",
       "\n",
       "   overfli  vainli  allse  cageworld  snoot  tangerin  timbr  powaqqatsi  \\\n",
       "0        0       0      0          0      0         0      0           0   \n",
       "1        0       0      0          0      0         0      0           0   \n",
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       "3        0       0      0          0      0         0      0           0   \n",
       "4        0       0      0          0      0         0      0           0   \n",
       "\n",
       "   keyboardist  \n",
       "0            0  \n",
       "1            0  \n",
       "2            0  \n",
       "3            0  \n",
       "4            0  \n",
       "\n",
       "[5 rows x 32160 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stemmed_df.head()\n",
    "#When attempting to normalize this df, it took over 15 minutes and was still running... Therefore, it is apparent \n",
    "#that feature reduction needs to be introduced. I decided to remove words that are neutral... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#For my new feature reduction and word removal. I am not removing stopwords, but instead words that do not have a \n",
    "#significant postive or negative sentiment analyzer score. Scratch that, I had to remove stopwords and use it on \n",
    "#the lemmatized review otherwise I got an error that it was doing too much. \n",
    "final_df= pd.DataFrame()\n",
    "final_df[\"reviews\"] = lemma_movies.apply(lambda row: pos_neg_words(row[\"lemma_review\"]), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "                                             reviews\n",
       "0  [party, accident, cool, bad, applaud, mess, lo...\n",
       "1  [happy, bastard, damn, empty, like, like, wast...\n",
       "2  [like, jaded, thankful, criminal, wrong, stole...\n",
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    "final_df.head()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Need to add the label back to the reviews \n",
    "final_df[\"label\"] = movies_clean[\"label\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                                             reviews label\n",
       "0  [party, accident, cool, bad, applaud, mess, lo...   neg\n",
       "1  [happy, bastard, damn, empty, like, like, wast...   neg\n",
       "2  [like, jaded, thankful, criminal, wrong, stole...   neg\n",
       "3  [steal, worried, challenger, promising, lively...   neg\n",
       "4  [unstable, save, fatal, accident, love, unsucc...   neg"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualizing the df before running machine learning to see if the way I reduced the features allows for accurate prediction\n",
    "#visualizing the further reduced dataset... \n",
    "#Creating a visualization df that I can manipulate when creating my visualizations \n",
    "viz = pd.DataFrame()\n",
    "#copying my movies_stemmed df. \n",
    "viz[\"reviews\"] = final_df[\"reviews\"]\n",
    "viz[\"reviews\"] = getting_data_ready_for_freq(viz, \"reviews\")\n",
    "movies_review_dict = creating_freq_list_from_df_to_dict(viz, \"reviews\")\n",
    "#mask from http://clipart-library.com/clipart/1517256.htm \n",
    "#creating an array of arrays for the mask \n",
    "create_word_cloud_with_mask(\"data//projector.png\", movies_review_dict, 750, \"Word Cloud With Lemmatized Sentiment Reduced Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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>count</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>3651</td>\n",
       "      <td>like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>2338</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>1709</td>\n",
       "      <td>well</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1373</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>1302</td>\n",
       "      <td>best</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>1198</td>\n",
       "      <td>play</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>110</td>\n",
       "      <td>1184</td>\n",
       "      <td>love</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>166</td>\n",
       "      <td>1142</td>\n",
       "      <td>great</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>168</td>\n",
       "      <td>918</td>\n",
       "      <td>better</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96</td>\n",
       "      <td>886</td>\n",
       "      <td>comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>217</td>\n",
       "      <td>829</td>\n",
       "      <td>funny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>216</td>\n",
       "      <td>791</td>\n",
       "      <td>friend</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count    word\n",
       "15    3651    like\n",
       "7     2338    good\n",
       "12    1709    well\n",
       "3     1373     bad\n",
       "54    1302    best\n",
       "57    1198    play\n",
       "110   1184    love\n",
       "166   1142   great\n",
       "168    918  better\n",
       "96     886  comedy\n",
       "217    829   funny\n",
       "216    791  friend"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Visualizing the top 12 words/characters\n",
    "eda_reviews_top_words = word_freq_dict_to_df_top_words(movies_review_dict, 12)\n",
    "eda_reviews_top_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\ho511\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qLPtJ5Uv4R/J69J9L3m1rq7siIppdc686AphDOcnHdWRnvOXIDjsrAoeW5nMi4tbSSeVg4HpJJ5BNyUuQHag+RA5Fe2So/WyiMZnCTyWdTJ7oXBURHQ2hakVEPCFpe/Ia982SjiFbRRYmW04+TJ68tNxfoKIxc9M+kpYmm9luiYj6WXmrjiSbI/eUdHhEPBsRF0j6MdlMuKqkPwIPkAF+bfKEbiHIfgxl/7YH/ibpDLIlZReyNaU+n/JhZGeksyT9gqytNUZT1B1L/kjtBKwm6Szgv8DryZagRiei/cjjeZik95FNnk+TvW3fXba9MW76UPJa//6SXseMoUObMWtNcihvkPStAd7bv53jOMacSY5o+IOkQ8nAvAFZ02x2jP4FbC3pO2TtNoA/RvN5I/YnvxMnAKtLWr32/l8i4jFG7zM9n/y8NiAnLKr3/5jEjM6czZrJv0fODPlb5bTON5CjObYja86/bGUjIuI+SfuRPeMvknQSeU1/F/L3dI1K8rWAP5bv1w1kpeFNZDy5nqGGv3bSFX08PhhiOFhJswDZMeNusufjA2Qv5KVq6RrDwbYmv1C3k8HnZmDHNrapMYxooEd1yM4jQ6TdvYXyPkheD7uW7GT1ItnR5FzypENN8mxE/mg8Uo7JfSX9lylDNCrbN8vwk8qx+kht+XfLcW4MT9u9dkyaDQdbq7aOxnCdQ5qUewrwVJPlawC/I6cZbXzGFwPfABaopGt5iFRZ/sXy+b8w0DbV0jeGCL1+gPe/Rm2oSln+YXJs9hPlO3cPeTK3Qy3dHGRHpsnkCdrV5DjrpkPxynqvK9s/ueRdY4B9nYOsOV1NnrD+t/y9Zy3dXMDu5I/jM2SwuYUM/hvX0r4K+C3ZVPtU+Y69caDPocnxanwXBnvM185x7PD7Ncv3fZBj3vS7NND3jwyO/yrH5zGyJrnKAGmXIluZniB7N08vv56+7Mtgx636vzhin2ntc3iRJv8P5f23V7Z1owHW8RpyGGvj//5uco6KBWrpGsPBJgyyPV9hxm/+TeSMnDPlK+UdQv5PTSnH6mbyJGnIocIqK7EekvRBMphtHRGnjPb2mJnZ+OFr3GZmZn3EgdvMzKyPOHCbmZn1EV/j7hNlrGJj7vHbRnlzzMz6xUpkB7Y7I2KNoRL3AwfuPiHpCXJogZmZtW9KRIzFoXxt8zju/vEUsOCCCy7IhAn1YbZmZtbM1VdfzZQpU2DGREh9z4G7f9wGLDVhwgQuuOCC0d4WM7O+sNFGGzFp0iQYR5cY3TnNzMysjzhwm5mZ9REHbjMzsz7iwG1mZtZHHLjNzMz6iAO3mZlZH3HgNjMz6yMO3GZmZn3EE7D0qfXe9d5hWe8l5549LOs1M7PecI3bzMysjzhwm5mZ9REHbjMzsz7iwG1mZtZHHLjNzMz6iAO3mZlZH3HgNjMz6yMO3GZmZn3EgdvMzKyPOHCbmZn1EQduMzOzPuLAbWZm1kccuM3MzPqIA7eZmVkfceA2MzPrIw7cZmZmfcSB28zMrI84cJuZmfURB24zM7M+4sBtZmbWRxy4zczM+ogDt5mZWR9x4DYzM+sjDtxmZmZ9xIHbzMysjzhwm5mZ9REHbjMzsz7iwG1mZtZHxmzglvQlSX+QdKOkRyW9KOlhSedK2laSBsg3m6RdJF0u6SlJUyRdJOkTLZT5yZJ2Ssl7eVnXoMdJ0nslnSPpMUnPSLpO0t6SXtHp/puZmTUzZgM3sCewBfAs8E/gVOA24J3Ab4HT6gFV0uzAacAhwMrAOcDFwNrAiZIOHqgwSb8ETgDWAi4C/g6sUtZ1Sll3s3x7AH8t23UlcBawBPC/wAWS5u1g383MzJqaY7Q3YBAfB66KiKerCyWtBpwHfAj4NHB05e3dgM2BG4B3RsSDJc/KZDD+kqTzIuKM2jq3AnYGHgA2iIhby/JXAecDWwK7AgfV8q0F7Ac8U8q7tCyfjwzgGwD7Al/p6kiYmZkVY7bGHREX14N2WX498Mvy8t2N5aVGvEd5uVMjaJc8t5I1eIC9mxT3jfK8ZyNol3wPAjuVl3s1aTLfCxCwfyNol3xPATsA04CdJS002L6amZm1aswG7iG8VJ6fqyxbj2yivjciLmyS52TgRWBtSUs1FkpaGlgTeKGkmUlETALuA14NvLWSby7gfeXlCU3y3QFcAswFvL/VHTMzMxtM3wVuSSsAXywvz6y8tUZ5vqxZvoh4Bri+vJzQJN/1EfHsAMVeVksL8DpgXuCxiLi9jXxmZmYdG8vXuAGQtAOwITAnsDTwNvKE40cRcVol6Qrl+e5BVncPGbRXqCxrNV81bfXvexhYs3xmZmYdG/OBG1if7ITW8BLwbeCntXTzledZrotXPFWe5x/FfNNJ2h7YfpD8VROGTmJmZuPdmA/cEfE54HOS5iFrrjsA+wAflfT+iLi/JG2M6442ixjpfFXLk60JZmZmLRnzgbuhXH++Afi6pAeAA8kx1h8uSZ4sz/M1yU7tvScry0Y6X9VdwKRB8ldNABZsMa2ZmY1TfRO4a44mA/dmkuaMiBfJIAiw3CD5linPd1WWdZtv2TbzTRcRxwDHDJJ/OkkX4Nq5mdnLXt/1Ki+eIK91zwEsUpZdWZ7XbpahzGC2enl5VeWtxt+rleb4ZtaupQW4iZzVbRFJrx0g3zpN8pmZmXWsXwP3BmTQfgJ4pCy7BHgIWFrSBk3ybE32TL8sIu5rLIyIyWTQn6ukmYmkDcne7A+UMhr5XiCnOgXYpkm+Fcmx5S+Qs6iZmZl1bUwGbknvkLRNs5t0SFof+E15+ZuImApQnn9clh8maYlKnpXJqUkhpyCt+1F53l/SSpV8SwCHlpf7RcS0Wr79yM5pe0pap5JvPuAo8vgeGhFPDLXPZmZmrRir17hfS17HPkTSlWRtd/6y/A0lzVnksLCqn5G18c2AWyWdR9ay3wXMDfyiPk85QEScIukwcnrTayWdS86ytgmwAHA62RGunu8ySXsB+wP/lDSRbAXYkJzF7VKaT7FqZmbWkbEauCcBPwDeQd6h623k8KsHyLuEHR8Rp9czRcRUSVuQNwzZAXgPMBW4gqz5njhQgRGxs6SLgV3IwDs7eR37KOCwJrXtRr4DJF0DfI28Fj43cAdwMHBgRDzf/u6bmZk1NyYDd0TcCXynw7zTyNrxLDXkFvKeCAwY3AfJdzZwdrv5zMzM2jUmr3GbmZlZcw7cZmZmfcSB28zMrI84cJuZmfURB24zM7M+4sBtZmbWRxy4zczM+ogDt5mZWR9x4DYzM+sjDtxmZmZ9xIHbzMysjzhwm5mZ9REHbjMzsz7iwG1mZtZHHLjNzMz6iAO3mZlZH3HgNjMz6yMO3GZmZn3EgdvMzKyPOHCbmZn1EQduMzOzPtJR4JZ0lKSftpH+AEm/6aQsMzMzm6HTGvf2wMfbSL91yWNmZmZdGKmmcgExQmWZmZmNW8MeuCXNBiwBPD3cZZmZmY13c7SSSNICwEK1xbNLWoasTTfNVvJsB8wN/LvTjTQzM7PUUuAGvgJ8p7ZsMeCuNso6so20ZmZm1kSrgVvMXLMOBq5pV9P8F7ge+HVEHNP21pmZmdlMWgrcEbEPsE/jtaRpwAMR8Zrh2SwbazbYerthWe+FJx83LOs1MxuvWq1x1x0HPNHLDTEzM7OhdRS4I2L7Hm+HmZmZtcBTnpqZmfWRTpvKAZC0KrAVsDqwMDDnIMkjIjbppjwzM7OXu44Dd5mr/H+Ytcf5QDxzmpmZWZc6CtySdgF2Ky+vBc4A7gOe69F2mZmZWROd1rg/T9agfxERuw2V2MzMzHqj085pq5Tn+mxqZmZmNow6rXE/DTwXEf/t5caYmZnZ4DqtcV8KLCBp8V5ujJmZmQ2u08D9I/Ia99493BYzMzMbQkeBOyL+AXwO2FHSryQt38uNkjSnpE0k/UTSvyT9R9ILku6TdIqkjYbI/0lJF0maIukpSZdL2qXcG3ywfO+VdI6kxyQ9I+k6SXtLesUQ+daVdJqkhyQ9J+lWSQdIWrCD3TczMxtQp8PB7ih/TiV7mH9e0mPAk4Nki4h4bYtFbAj8vfz9AHAFeV39DeSEL1tJ+kFEzNI5TtIvgZ3JoWnnAS8CmwCHAJtI2joipjbJtwewf9mnC4DHy3b8L/BBSZtExDNN8n0C+C0wO/APcljcW4GvA1tKWj8iHmpxv83MzAbVaee05ZssW7Q8BtLOBCzTgFOBgyLiouobkj4GnAB8W9L5EXF+5b2tyKD9ALBBRNxalr8KOB/YEtgVOKi2zrWA/YBngHdGxKVl+XzAWcAGwL7kfcmr+ZYGfkNOQLNFRJxRls8BHA98DDi8lGtmZta1TgP3xj3dipqImAhMHOC930t6N/BZYFsyIDd8ozzv2QjaJc+DknYia9J7SfpFREyr5NuLDL77N4J2yfeUpB2AW4GdJX0vIqp3RdsNmAc4uhG0S76XJH0BeB+whaQ3RMQNbR4GMzOzWXR6d7BJvd6QNl1VnpduLCi13zWBF4CT6xkiYpKk+4ClyKbsf5Z8c5EBFrImX893h6RLgPWB9wMnVt7eYpB8/5V0JrBNSefAbWZmXevXu4OtXJ7/U1m2Rnm+PiKeHSDfZbW0AK8D5gUei4jbW80naQHgtbX3WynPzMysY13dHWw0SHo1sH15eWrlrRXK892DZL+nlrb69z0MrFm+5cvzE4NMRNMs33SStmfGvgxlQovpzMxsHOu0V3lHU51GxPc7yVcpt9Hpa0HgvIg4s/L2fOX56UFW8VR5nn8U81UtT/ZcNzMza0mnNe59aK+XuEr6rgI38CtyaNdksmNavQza3K7RyFd1F9Bqf4EJ5AmLmZm9jHUauI9j8IC1INlRbBngMeDMQdK2RNJBZE/yB4BNIuKBWpLGGPL5GFjjvep485HON11EHAMcM0j+6SRdgGvnZmYve532Kt++lXSStgWOAF6KiM93UlZZz0+A/wEeJoP2rU2S3VWelxtkVcvU0lb/XrbDfAtJWmCA69zN8pmZmXVsWHuVR8Tx5KQlnykdsdom6QDgq8CjwLsHGQ/dGCK2mqR5Bkizdi0twE3As8Aikgaa2W2der4SqBu90NeeJccA+czMzLoxEsPBjiOnEf1iuxkl7UdOHfo4GbT/PVDaiJgMXAnMBWzdZF0bkuO+HwAuqeR7AfhreblNk3wrAuuR48PPqr3dmHSlWb4FgM3Ky9MG2m4zM7N2DHvgLmOqnyHnGW+ZpB8AewJPkEG7lVrrj8rz/pJWqqxrCeDQ8nK/2qxpkNOdBrCnpHUq+eYDjiKP06G1WdMAfk7W1j8tafNKvjnIqU4XAE73rGlmZtYrwz6Ou9w5bAFgoLHOzfJsDnyrvLwN+JKkZklvioj9Gi8i4hRJhwE7AddKOpcZNxlZADidvNnITCLiMkl7kTcZ+aekieQJw4bAEuT9x2e5hWlETJb0WfImI6dLuhi4n5yZbbmy7Tu2ut9mZmZDGdbAXW7ucTRZm728jayLVP5eqzyamUTWlqeLiJ1LAN2FDLyzk9exjwIOa1LbbuQ7QNI1wNfIa9ZzA3cABwMHRsTzA+Q7qdwt7RvktKjrksPVfgzsGxFTht5dMzOz1nQ6ActRQySZm7yevDZ5zXkaeXetlrQzTGqA/Ccy85zireY7Gzi7g3yXMmPecjMzs2HTaY17e7IW3bT9uuZ+YNfq7TfNzMysM50G7u8N8f5L5DXia4F/RMTUDssxMzOzik4nYBkqcJuZmdkw6NfbepqZmb0s9axXeZmtbLHy8pFB7oltZmZmHeqqxi1pEUn7SLqBvJHGXeXxpKQbJH1X0sLdb6aZmZlBF4G7zDB2HfBt4PVlXSqP2cqy7wDXVWcjMzMzs851Oo77VeT83guT84j/CpgI3FuSLE3OVrYjsCRwlqTVI+LBrrfYXhY2+cLXhmW95x3xk2FZr5nZSOn0GvceZNC+Btg0Ih6qvX8zcF65h/Y5wOrkzUJ273RDzczMrPOm8g+QE7B8pknQnq7UsD9DNp9/sMOyzMzMrOg0cC8LPBkRVw6VMCKuIDuuLdthWWZmZlZ0GrhfAObSALfsqpI0GzBnyWNmZmZd6DRw3wS8AtiyhbRbkjcdubnDsszMzKzoNHD/gbxufVxGWD8AACAASURBVISkdw+UqNxX+wjyevhJHZZlZmZmRae9yg8BtgUmAGdLuhw4H7iPrIkvR94LezUywF8FHNr11pqZmb3MdXqTkRckbQr8FngPed/ttWrJGte/zwa2iwhf4zYzM+tSx3OVR8QjwPskvR34CPAWYPHy9sPAlcApEXFx11tpZmZmQA9uMlICs4OzmZnZCGg5cEvaCNiAHL/9sxbzfBWYD5jomreZmVn3WgrckuYGjifnHf9YG+ufDPwe+LSk10fEi+1vopmZmTW0OhxsK+A1wAURcUqrK4+Ik4FJwPK0NubbzMzMBtFq4N6CHIt9SAdl/ILsYb5VB3nNzMysotXAvWZ5PreDMhp56sPFzMzMrE2tBu4lyE5pT7ZbQET8l7zJyKvazWtmZmYzazVwq420A+Uf8oYkZmZmNrhWg/EjwCslLdxuASXPfGUdZmZm1oVWx3H/G1gaeC/t3yzk/eX5mjbzmY2Y9+7xo2FZ79kHfGNY1mtmL1+t1rj/SjZ1f0vSK1pdeUm7N9kj/az2N8/MzMyqWg3cxwAPAK8HTpY0/1AZJM0HnFzyPAQc2+E2mpmZWdFS4I6IZ4EdyZrzB4DrJX1N0ir1tJJWkbQ7cH1JOw3YsazDzMzMutDyXOURcaakzwGHkde7DwAOkPQ88HhJtjB5P27IpvXngV0i4k+922Sz/rbZD389bOs+85ufG7Z1m9nY0NYQr4g4BliHGderBcxNzmG+ZPm7MezrLOCtEXFUT7bUzMzM2r+tZ0RcC2wm6TXARsCqwKLl7UeBG4FJEXFfrzbSzMzMUsf3446I+4ETe7gtZmZmNoRuZkMzMzOzEebAbWZm1kc6bio3s/7w4cOGb1DHH3fafNjWbWbNOXCbWU9te3wnd/9tzfHbvmvY1m3WL9xUbmZm1kdc4zazvrbLKcNTw//lR1y7t7FpzNa4Jb1O0pclHS/pJknTJIWkj7SQ95OSLpI0RdJTki6XtIukQfdX0nslnSPpMUnPSLpO0t5D3VhF0rqSTpP0kKTnJN0q6QBJC7a732ZmZoMZs4Eb2An4ObAN8DpmzMg2KEm/BE4A1gIuAv4OrAIcApwiafYB8u1B3gXtncCV5MxvSwD/C1wgad4B8n0C+AewBXALcAYwF/B14HJJS7Sy3WZmZq0Yy4H7OuDHwMeAlYBJQ2WQtBWwM3knszdFxAcjYktgZXJGty2BXZvkWwvYD3gGWD8i3hURWwMrAhcCbwX2bZJvaeA35EnFFhHx9oj4GPBa4Pdluw9vc7/NzMwGNGYDd0T8OiL2iIg/RMTtLWb7RnneMyJurazrQbIGD7BXkybzvcjgu39EXFrJ9xSwA3mHs50lLVTLtxswD3BsRJxRyfcS8AXgv8AWkt7Q4vabmZkNaswG7naV2u+awAvkfcBnEhGTgPuAV5M16Ea+uYD3lZcnNMl3B3AJ2fz9/trbWwyS77/AmbV0ZmZmXRk3gRtYozxfP8i9vy+rpYW8fj4v8NggNftZ8klagGwSr77fSnlmZmYdG0/DwVYoz3cPkuaeWtrq3/cwsGb5li/PT5Tadav5ppO0PbD9IOVWTWgxnZmZjWPjKXDPV56fHiTNU+V5/lHMV7U8sOEg+c3MzGYyngJ3Y7hYjPF8VXfRQm/5YgLgceFmZi9z4ylwP1me5xskTeO9JyvLRjrfdBFxDHDMIPmnk3QBrp2bmb3sjafOaXeV5+UGSbNMLW3172U7zLdQ6ajWaj4zM7OOjafAfVV5Xk3SPAOkWbuWFuAm4FlgEUmvnTULAOvU85UOaY1e6GvPkmOAfGZmZt0YN03lETFZ0pXAW4CtgeOq70vaEFianFXtkkq+FyT9FfgwOb3q92v5VgTWI8eHn1Ur9gzgqyXfebV8CwCblZendbNvZjZ2fPOsvw/Len/4gXcPy3pt/BlPNW6AH5Xn/SWt1FhY5gs/tLzcLyKm1fLtR3Yy21PSOpV88wFHkcfp0Ih4opbv52Rt/dOSNq/km4Oc6nQB4PSIuKHrPTMzM2MM17glvYUZwRagMW3oDyXt3lgYEW+t/H2KpMPI6U2vlXQu8CKwCSWIkjcbmUlEXCZpL2B/4J+SJgJPkJ3BlgAuBfZukm+ypM8CvwVOl3QxcD85M9tywG3Ajp0dATMz2H/i8Ny2dM93+ral/WrMBm4y0K7bZPnKg2WKiJ1LAN2FDLyzk9exjwIOa1LbbuQ7QNI1wNfIa9ZzA3cABwMHRsTzA+Q7SdId5Dzp65dtnkzeIGXfiJgy1I6amZm1aswG7oi4gBZv5dkk74nAiR3kOxs4u4N8l+L5yM3MbASM2cBtZmYj74hLzxs6UQe+sO4mw7Lel6Px1jnNzMxsXHON28zMRs3J104clvVu/cZ3Dst6xwLXuM3MzPqIA7eZmVkfceA2MzPrIw7cZmZmfcSB28zMrI84cJuZmfURB24zM7M+4sBtZmbWRxy4zczM+ogDt5mZWR9x4DYzM+sjDtxmZmZ9xIHbzMysjzhwm5mZ9REHbjMzsz7iwG1mZtZHHLjNzMz6iAO3mZlZH3HgNjMz6yMO3GZmZn3EgdvMzKyPOHCbmZn1EQduMzOzPuLAbWZm1kccuM3MzPqIA7eZmVkfceA2MzPrIw7cZmZmfcSB28zMrI84cJuZmfURB24zM7M+4sBtZmbWRxy4zczM+ogDt5mZWR9x4DYzM+sjDtxmZmZ9xIHbzMysjzhw94ikT0q6SNIUSU9JulzSLpJ8jM3MrGccVHpA0i+BE4C1gIuAvwOrAIcAp0iafRQ3z8zMxhEH7i5J2grYGXgAeFNEfDAitgRWBm4EtgR2HcVNNDOzccSBu3vfKM97RsStjYUR8SCwU3m5l5vMzcysFxxMuiBpaWBN4AXg5Pr7ETEJuA94NfDWkd06MzMbjxy4u7NGeb4+Ip4dIM1ltbRmZmYdU0SM9jb0LUn/AxwEnF6uazdLcxDwP8BPImL32nvbA9u3WNx6wFwLLrggEyZM4Mp/X9Pxdg/mLW9+U9PlV19/07CUN2G11zdd/u9bbh+W8t68ymubLr/mjnuGpbw3rbjsLMuuvec/w1IWwBuXXXKWZdff/+iwlbfaaxadZdmNDz4+bOWt+qqFZ1l268PDU97Ki89aFsCdjw5PeSss2ry8e54YnvKWXah5ef/57/CUt+QCzct7+OknhqW8xV+5EABXX301U6ZMAbgvIpYelsJGmAN3FyR9E9gXOCEith0gzb7AN4EjImLH2nv7AN8d7u00MzOmRMRCo70RvTDHaG9An1N57vTs5y5gUotp1wRmBx4DbmujjAnAgsAU4Op2Nq5DLs/ljcWyXN7Lt7yVgPmAO4djo0aDA3d3nizP8w2SpvHek/U3IuIY4JjebtLMJF0AbAhcHREbDWdZLs/ljdWyXJ7LG0/cOa07d5Xn5QZJs0wtrZmZWcccuLtzVXleTdI8A6RZu5bWzMysYw7cXYiIycCVwFzA1vX3JW0ILE3OqnbJyG6dmZmNRw7c3ftRed5f0kqNhZKWAA4tL/eLiGkjvmVmZjbuuHNalyLiFEmHkdObXivpXOBFYBNgAeB08mYjZmZmXXPg7oGI2FnSxcAuZK/H2YGbgKOAw1zbNjOzXnHg7pGIOBE4cbS3w8zMxjdf4zYzM+sjDtxmZmZ9xE3l498xwAWM3AQwLs/ljcWyXJ7LGzd8kxEzM7M+4qZyMzOzPuLAbWZm1kccuM3MzPqIA7eZmVkfceA2M7NBSXKsGEP8YZiNIZKWlbRIC+kWlrRsD8obt78BkjaQtEoL6VaWtEEPyttc0vu6Xc8Ydbekb0l69WhviHk4mI1hku7oIntExGt7tjEjRNJU4JiI+OwQ6Y4EdoiIruZikDQZOBz4dUQ80M26Oix/LmBR4PmIeKzH654GHN3isfxMRMzeZXlTgXMj4j3drKfFsn4HHBIRFw93WaW8aUAALwF/BH7Zq7IlHdVF9hjq8x2PPAHLOFVqUu8D1gMWBy6NiKPKe4sDCwO3R8TUNtbZctomooMgs3w35XWSSdJ3uikzIn7QRX4AlUerabu1FPA94NuSevqDPBhJ2wFfAiaQLX/HAp8p730E+DCwd0Tc2W1RXeZvx2PAIyNU1keBrSVdR94++PiIeHoYy3sTsCvwSeBjwEd7WPb2Ayxv/A/XP8Pq8gAcuK3/SXoL8Dvgtcz4cs9J3q0MYHPgCGAL4Mx2Vt3NZnWQZ4UuyuvUPuTxGujHYiCN49xt4G7VQsDzPVjPcP4gNyXpGOBT5DF7CpivlmQy8HHgKuDHvS6/iSWAZ3uwnv8DVu/BelqxG/BF4I3kZ7W/pGPJuxHe1OvCIuI64IuSvk4G2p16WPYOTZatU8q4HziZGbOlLQ98hDzhPBS4rIPy+p6byscZScsBV5I16rOAScABZPNro0azEPAAcEK3zUySfgLsCPwK+C35DxZk0N2W/HE5PCJ276ackSLpu00WrwBsR/64n8PMPyLvBuYBjgPuiojvdVBm9Vr1XcApwEDHaw5gVfJOdPdGxGrtljfANszPjB/k15Of4ZNkTbhnwUDSp4GjgauBz5HBuXF54DOVdPcCt0TEO9tcf/Va9QXA2cB+AyRvHMsDgRsj4i3tlDVA2ROBHSPiN92sq40y30neTngzcn8COB/4JXDGcN5SWNLGpezNK2VfABzSTdmS3ghcSlYu9oiIF2rvz0n+pn0BWC8irul0H/pWRPgxjh7kl30asHNl2TTgqFq6q4Bruizrs8CLwDsGSfP2kubzo31sOtzHZYGHgT8Aizd5f7Hy3sPAch2WMY0MXlNrfw/2mAZ8c5j2eWPy5OGFyvacB2wJzNblui8GpgBLDfH9nATcMYLHcsceHLcNyKA1FfgrGVjeU5bP8ujxZ/Ya8pLHfZX9ngx8C3jVcP1/lLKXBA6qHe/J5MnnPB2s7zTgVkrFcoA0KmlOH859G6sP17jHGUl3A09FpSZWOpYcEzPXaP5Enq0u3kVZVwBTYohakaSJwELRZY1mNEg6DngnsGLUzvwraeYC7gAuiIhtOyjjLmY0xS8LPMPA10pfIH+cTyM7Jw3bP7CkJYG9yGvRjXLuJ3+kfxkRbTcvS5oC/CsqHbgG+H6eBHwoIuZtc/0XVLZ1Q+BBYKDWgunHMiLauWQ0UNmNDlyNyyyDfTYRXXYsHGAb5iBPsHYm97/RoexU4GcR0dOm5XJZbmfy0sa8ZNC+CVitlH0n8L6IuLWNdT4MnBMR2wyR7gTgPRGxWIeb37d8jXv8eRXwrxbSPQfM32VZrwPOaCHdf8hrVm0ZI71N300G5KZBuxT0gqSLgXd1UkBELN/4u/z4n1wNYqOh9oMMWZtq/CDvT17vbOsHuZiTvK49lEXJlpq2RMRGjb/LsfzrCB7LC+mwU2QPzQa8Api7vBZ5zD8OfEzSH4DPRRd9F8qJ6sfJ78fapYxHgIOBQyPiXklvBr5PNuH/DPhgG0W8kux3MJQlyJOFlx0H7vHnSTJ4D2UFuu8B+zywRgvp1qCzjlTbd5CnoVe9TReitROc+YAFe1DeDsBtPVhP20bgBxngHobowCVpdvIE4fY21123MdmXY0RUTxpGmqTlyf4knyFPekSewB8MnAtsQzZdfxR4guzL0G4ZK5YydgAWKWVcBfwCOCkipv+PR8S/gQ9JupS8XNaOm4ANJa0ZEVcMsC1rki0K17a7H+OBA/f4cxXwNklLRsR/miWQ9DpyGE63zYMXAptL+gHwnXqzrSSR191eT2s187pmvU1H2h3AxpJWiAGGJklagWxO72bcOQARcWy362jXCP4gA/wN2FXSthFx/ABpdiSvm3bT4kJETOomfz+Q9H7yROs9wOzkCfJvgV/Ugt5BkhqdArekzcAt6S/ApmSN/iWyp/fBEfHPIbJeB6zVTllkx7ojgXMl/RQ4Abi7vLcseRLyVXJ/D21z3ePDaF9k96O3D7LGNI3s3bpoWTa98w+wANnxZyrwwS7LWh14uqzrFrImtkN5fA+4ubz3NPDG0T42He7j7uX43UMOYZqj8t4cZM/5u8p+fr0H5S1KXlZYrLZ8KeB4soZxJrBGj/bvL+QP8TTymu/vgLe1kO83wNQOyluarPG9APwQeEsp+0Syh/d3yMs4DwNL9PizXBBYhvzxn+UxDN+ducgTkEWGYd17kC0Sjc51k4Fv1r83TfId0+HnNo1svfg+sGQb+TYDvttBeYcyc2e3F8uj2qHwsF4f1355jPoG+DEMH2p2RJlG9t79U/n7BuD3wKPl9Uk9KmtD4F6a9+CdRnb+2Xi0j0kX+zdHCZSN/XuRPPu/u/JDMg34MzB7D8o7sKzzTZVlryA7+TTKmgY8DizTg/JG9Ae55N2YnKxkoB7eTwAb9ujzW4SswT0wQHmNx0s9/M5sR44vbnw/jqq89xHyJGWFHnxu08hWr61b/e6RJ6Lnd1Dep4A5e3WM2viOnUcOw2zs77Nl2YdGclvG2mPUN8CPYfhQM9jsR9Z0p9UezwM/pVJz7EF5c5M1zyPJYTB/BX5d/tnbHg7SYpkLkp3BPkELNcQuyxLZs/r2JsfzduDLdDlMqlLWFcCttWWfLmWdSzbJ/7y83r8H5Y34D3Ip99VkJ7dryM5qz5KtNgcBS/eojIXJIUNTyRr+U8w4mawOF7sTuLNHZR5TWfd/qQ11A9Yty7pqnSFbPN480p/baDzIJvFXlUfXJ8fj4eHhYOOYpIXJ2s2K5Jd/MjmX8kOjumFdkLQg2SlqG2b00Tg2ZkwuszM5dvXDEdFK7/p2y1+KbO4FuC8i7u3x+h8Aro6I91aW/QHYClgpynV2SbcBT0fEm3tZ/ngiaT+ySfko8sTrMOBTETG7pHnJ79APgbMj4lM9KG9YJ5cxa3DntHEsIh4nbwjQlKTZYhhnVuo1Sa8kZ2Z6M/AQcDnw/lqys8lJMLagtWFxbYmI+8ga23BZmFl7+68H3Bwzd467CthkGLdjWEhSjFxtYTPyWvkuEfG8pOnlRsQzwJGSrgL+JemSiOi2o9PnyVEdm5XvCdk/cxa30908/KNC0gLkTGmbkBO+zD1A0og+vMFPP3HgHmckfSoifttCOpHTdLY9YUiTdc1JXrvbiOxEBRncLgBOiYi2x+MOYHcyaB8PfDEiniljdaeLiDsk3UI2KfejZ8nZ2IDp06EuRTaNVr1Adn7qCUlrk5/hKmQHxmYRJyKi25OFeyX9lmwlubHLdQ1leXIMfqNXfF73kGaPcnOdiLi8jMH/LN33UH4jObnMUCd295PD7Vo22je/kbQMcBHZuW+o+w50fWJWhgR+lNZOEvruBLZbDtzjz5GS7ouIiUOlI68PdxW4y3jKk4HlmPUf+nPA/0raOiKu7KacYmvyR+/zlR/jZu4hxwH3jKS5ycsOQwW2bm8ycgPwdkmLRcQjZHNukJ2QqpYhZwXrmqSfAf/DzDN+Vfev8boXNeUlga8DX5d0GXlN+HcR8UQP1l03lbzO3NCYdGQxZj5299P+ePRmhnNymX0Y3Zvf/JDsfX8l2TfhJmY+tj1TLvGdQ444GPaThH7kwD3+PAOcKukdkXf0mYWkg8mJGrqanF/S0uS43EXI6+cnkM2AIid4+WR5/pukCS3URIayIvC3IYI2ZFPzol2WNZ2krcibqCwyWDJ68wN5HFnzu1zSlcAHyObX6ePgy0nEW8hhfV2R9Amyc91kcts/Qs4W9x5gJfLE4W3kj/XZ3ZZH1kq3J78b65A1z59JOoMM4n/rYVP6/eQJTsNd5XlNchhcw6r05k5rwzm5TLOb17Ry85tjK8u7sSnZM3/jiHiyB+sbzL7kZzSZvOw1bCcJfWu0e8f50dsHOTzrWfJH5DVN3t+fGcPDZrlpRptlHVLW9XOa9EwmTwx/VtL8ogf7NoWcwrK6rNkNKi4EHunR8VyXrB09TzbRX03W5PYlh9c1hjUdSYfDo2rlzUYGsEav9SnAVrU0Hy3v7dGD8iaSze6vLa+PpjbOlxxb/TywVg+/p437xf+ePNls9PC+jxwRsWoPyjiRPImbvbyeUMq5hgzW85NzsU8jO212W95BZR+2Hej7SU6WMg34QZdlDfvNb2rrexY4tVef/xBl3UsOW331SJTXj49R3wA/huFDzUlYpgL/BuavLN+n/GjcRhtjdgcp57byGOwuPrOVNLf3oLz/I8/6564sq/8wLlyC3fk9OpYnl2P5gfJ6psBWfiDPLAGnZ3dhKj/MawHzNXlvAvChXpRXfiAvrLxuFrhVPsPTev1dLetfkJwt7RJmnLBMJa8Xd7PeT5V1faCy7IzK+quPru/WxQhOLkO2zNwLzDVImrlKmuN7sG83An8ajs+/SVnPkbcFHfay+vUx6hvgxzB9sHkdcRrwd7Lmu2d5fXcvzsBLGc8CJ7aQ7kTg2R6Ut0fZh59XltUD92Hlh3inHu3jfcC/K6+bBbb5yZrdr0b7c+9g/56rfobkJYGpVE74yvKTgAdHYHtWLp/htPpx7mBdc5Ad++arLHslOZXrf8hWhH9Ta9HosswRmVymbP+QkyiRM+E90IPy9iZPiBcdge/AHYxQ7b5fH77GPU5FxI/LjQd2Im9KP4HskPOuiLh7kKzteJbBr/s2LFzSdusQcjKSL0laixlD3ZaXtBPZeW1DclrQei/sTi0G/KPy+iUASfNEua1lRDwp6UKy6bdnypj1tYHFgbtj6HmhO/EQM/cHeLg8r0QOOWtYkLyRyrCQ1Gg6/zQ5jKtrEfEStaF7kXfF+lJ59FxEnC/pDcBXyP2pzqHwV+DH0Zux/yN985v9yVEjf5G0Q0Tc0IN1DuRUYPvq/5jVjPaZgx/D9yCbqU8nz/QfAlbr8fovIGtsrx8kzetKmgt6VOZSwD+Z0dxZbfacRk41uVQP9/EBKs12wI9LWSvX0p1KD1oVyroWJCcNeb6yb/XrpPcDb+1BWRPJyUAarzcvx/Hw2mf4LHDNMHxHVy/H9P7KZ/g02Z9gk16XN14ewPXlOA04dSrZee0Z4PoefU8uKp/PS5T7z5fl9cd5XZY1H9kS8id6PF/9eHm4xt3nWhjfeTP5j3YxsFXpId0Q0d3wpd8AGwATJX2LvJb2QtmuOcmhZj8gh8kc2UU500X2TH+bpPeSk6/UazSnR/nv75HJ5PXmhuvIa74fJDveNSaGeTs9mJhlFCaZ+Ts5ZG/VyHHVfyP343OS1iD3/53k9dIh5wdohaRFyF7l25O3fG0M+bmEGcPDetpzWdJq5EQ2i5OB7E9l+Wzk9L8D3m+9jTI2IJulbxki3cpkH5P6EL92HA0cAEyStDfZbN5oDZqD7Ofyv+Q898d0UU7DRpW/ZyN7ri8/QNpu//8OJvtUbAncKukKsrNts8miIiJ6cfve/jLaZw5+dPdg5ppns0ez96bXVHtQ/gmVdb5I/oPVb8DRdeeYUTy+PyY7Gy1eXi9KjtV9jmw+/BJZy59KD+5WBHy3HLPjgHkrn3G95/xNwP/1oLxlyeuXa1aWrUe2NFS/M2fQg/ntyZaJ5yrfjclkR66Vu133IPs3kZmvNVdbL75clnVduy/785sW0h3Z7f8eI3/zmw3befTgOA72mzbTb9lwfG/G+sM17v7XbHzniImIbST9A/ga2TS3dOXtO4CfRvdTSQIg6VFmNMedGxG39mK9QziZ7B+wBnBORDwq6WvkWOvdG5tGBqBv96C8EZ1kJiLuIYe2VZddUu4xvgHZh+GmiLiqWf4ObEkG7j+Qtca/R/m17jVJi5FDA5clh4BdTF5mqPoD8BOyl/55vSi2B+sYUkS8JGlzYFdgN/J/rzpm/U6y5vqL6MG0xjGy9zbfYQTL6ku+yYj1TLkBx1Lkj9e90f2EK/X1v0g2ize+tPeRP7bnAhMj4j+9LG+IbVmTnKxkEbL2e3T0YPYvSc+Qk5BsWVk2jVlvVHEieSOVgaaCHJMk7Ug2hU8ZgbJ+QnYS2x/4ZkTEAMfyWuDFiHhLl+XNsu4B0p1B1vB71tlvuG9+Y2OLa9zWMzH8N+BYhGyK26Q8Vid7IW8HIOkmMoifR3aGG7bZliLiCvIWnL32IgPPy1y1NK1NrzmmRMThI1jcZmTN85tD1Oonk2Ou21aua1e9usmyhjnI8dybkuOie2YE/vdsDHHgtp6RtCSVm4z0ugYc2WHpz+WBpCWYEcTfSf4ovp5sPpxKD2/CMYJuBtaQNHdEPNcsQZnL+c3kvNFtKTct6VhpWu+JUkvcgJlvTHNhD1tqlgH+3EJT/H/JIYuduICZO2O9pzwGI6BnJzAjNGxwVO4ONhKdCvuRA3efk7Rd+fO0yPHE2w2aoSYijuvBNnyevN67Um35rcCBEfHrbstoJvK+4icBJ0laCfgCGbTnJpvUe0bSXOQ9sTcia7tBXou+gJwsohdzXQOcQk75uR957bKZH5JDZv7QwfrvovNev0EPfjMkLQT8kpy6dbba29Mk/R7YtQeXHp4lxzsPZTlyYpROXMiM47khORLgpgHSvkCenJwWEWd2WN50A92bnhwu2dN704/C3cGWJXvDb1hZfCw5RAyyU+hPJW0aEb3om9BfRrt3nB/dPZjRA3OV2uuWHj0o/xhmHk89mZxmsbrs6GHY78WAj5E9dO+s7dcVwP49LOttZMAbqIf+3cDbe1TWvOQY3alkZ6qvlnImkpPpNHpIX80g010Osv67yvHq6NGD/ZuHbCmYSg5T/Cc5zOx4cqKblyqf4TxdlnUhOYvZgrX/l2qv8qXIsc5/7aasZusezgc5A9xVpcwHyFao+r6tWJbt14PyflvWdTnZgfKN5AlP00eXZS1WvqfTyvf8kCb7tmT5rhw8Esd7rD1c4+5/x5FnuFNqr4ddubPUdmQtYx8yQD9f3nsFOU53H2A7SX+LiN91Wd57gHeVxxuZUVu7HTiCvLY9MSIe66acWpmrkXdempfsJX8SM9+F6WNkS8PZktaNiOu7KS/yHuObkr3Z30Y2HVkBuQAAE6xJREFUE8KMoTYig9oW0UEzYUQs38329cBuZC/9f5I952e61itpVbIZeX3yVqP7d1HWiWTv/8MlbVc/XqW59WByrPPxXZTTsDE5FelIGOl704/k3cG+QY4EqHYqnGk0QET8R9KN5PwJLz+jfebgR/8+yNrfc8AbBknzhpJmYg/Ka9Rw/0P+KH8GWHaY9/HUUu6+wGxN3p+NnOhiGnBKj8t+LxlY/kxOLnMEOZxqwJu6jPUHWUt8lEotuEmahUqaq7osaw5mzPZ1ezmW08ib1exP9idotGZ0fUzJ2e4+00K67emyZk5OBHQv8IrKsmbj/c8h+5t0u28jeXewW8rnpcqyZvv2F3owD3s/Plzjtm5MACbFIPMWR8QNki4g773cC437Xlebq4fThsDNEbF3szcjx8h+q8xIt1EvC46Is+nNPbDHkpWBs2OQ4WAR8YSk88kTl45FjnV+P3k55aNk/wfIu66tVf4+Hfh0lEjQpe3L81FDpFufHA0x6LCxIYz0venvImdAHAkj0amwrzlw97lR7iU8L1kzGspj5LXNbn2IGb3IPwl8AkDSbcwYBjYxejCeuqJxTXYoV5bt60sj2PkuGKFJSmD6SISPS/oeTW76Eb2bWKYdc9L9CedIDxs8HthD0qIR0cr/fDdGolNhX3Pg7n93MXq9hO8D1pGkgc6OJYkcqnJ/F+UAENkT98yy3iXIa92NoWA7AV8keyVfTc7I9c1uyySbU5dsId2SQM9mchvBQIqkt5GXHpr1GP4s8CNJ20TExT0o7nZgQ0nzxwDXSsuwo43I+ao7VtYTEfFk5LX0no6d7sJqdB9whnXYYBMjeXew64A1JS04UMtMGUr4ZmAkZ3QbMxy4+989jFBntCb+BuwI/FjSnhExtfpm6fyzH1nL+VUvC44cCnZieSBpRTJ47wKsSU6o0YvA/SvgUEnrR8Q/miWQtD45HnnXZu+3ayQD6Uh3viM73f0A+JOkL0Rt2toyrO9wsgn0p12W9QQ5j/y6Xa5nQJLqzeJvb7KsoTEBy1uAs7oseriHDdadQ7YUrA1cI+keBr/xxyZdlDXSnQr7jqc8tY6VZvqrydtQ3k3ecORO8kRiRbIpewXyB3RCREzucfnVCVg2IXuiNgLd1IjoyTU5ST8FPk/+mDT2ETKwbUPOf31kRHytB2WtRt4/fahA+gzQdSCVdCrZ4e1HwLejNq91+ZH8PnkS9MeI+EiX5c1L3tFsdbKj4b+Y+TvzVrIp+1pgvYh4pouypgBnRsS23WzzEGVUj1erlwEeAN4TEdd2Ue685EnJ68m7qv0ROJBskTmZme9Nv049+HVQXjtN+xERHc+jUO5udj7ZF+BO8iRnV3Io2vnkXfFWJvd1kx71T+grDtzWFUnrkj8Ujebcmd4mryV+NCIu7UFZrySb6zYhm8kbN9lo/FjezIy5y88frAPUIGVMHTrVgCIiumrFGoVA+gjwcESsOkS6G8k7pC3WTXllXYsCh5GXAuqBLsie/Dt1ey1V0r+A5yJio27WM0QZn278SXZKu5i83W0zjQlY/tVtIC1lL0X+772VGScNjf/B6rDBXtxudsOhU80QXd6URNL8zOhU2EyjU+FwD00bkxy4rWtlzHbjDH/6TUbI608n9+p6rKTnyebGxo/9/WSgPo+8W1jX19HbrFnMIiLqM4G1W/6IBlJJT5P3MN9miHQnAB+K3t4YY1ngHcz8nbmoyw6T1fV/lmx2XzdybvlhJeku4A8Rscdwl1Urd6TuTT/iyrj+sdKpcMxw4La+IelxsqnsPOC8iBhoasm+NdKBVNKVwBMRMegkHZImAgtHxBrdlDfSJB0MbEt2rjqNnMu7Zx37zEaDO6dZP1m03nQ8Do10L/Zh7Xw3msMVa5c9flge5ECHZkV1d5mjVvaI3PjDXp4cuK1jbVwPfvH/27v3YDur8o7j318gCffrQAm0GAFLEMpFDAgkiBlhABGBYbSKN5qqM7Q61raObVEKrWUKwtjaQWstVVrojaCxjEPbNNQktiRAuEZiuA+kASLRhAjEFp7+8aydc7Kz9z7n7L3PPnnf8/vMZPZ597vOu9ZkzjnPft+11vOQiSDuIesVf6eb/iZB0IYBr2KPiK9LmkWuGu+0+O7PIqKbnQFPMXHbFceyX7wve8sHWfhjWJ87kUlW2u7r7nX6oTxxGa1eV5XbCPyo3LrW5XxwADdFxKX9Hk9dDHgV+7guxivzvl3/kYmIN3b7vYNWFk8uI/cXv0B+UD2X/LD6a6XNYeT+9Gsi4nM99jcHuILM192phG0/Fk2O5nd96wK5sawqLz+DQaZOXjPGn8m+PimpCgdu64mka8jEJzeQ+y+fJvd2ziSzm11Grg79MlmE4Vry8eGHIuKWCRjyDmUHWMU+oYvx6kTSFWQgbS78sTVwl3argU0R0XUa4FKI5naG7upfpEOGtF4/AHVYVT6FzGD2LnKXwJ+SKW1Hvap82M/grBK4x/QzORl/Bh24rWuSLiVX7Z7e7rFf2S62FLgsIr4h6W3kY8NFEXHW4Ea7Y3LgrA9JD5OpOg+PoSp5rQL3vwFHR8QhPfS1nJxD/xJwdUT8pKfB90GZBrgeOG0Qq/gnMwdu65qke4CNI81nSfoPYJ+IOLEc30tW9TpgAMO0SWrQazAkvUwW/rhw2HutAvct5Bz3aHKNd+prVUTM7vYa46E8TXg0It490WOpM39at17MIrNAjeQ54Mhhx08Ae43LiMyGaJT/pgEHA+cDCyT9TZf9DbLwxyb6mBu/jx4i68h3TdJKSbf2aTy15MBtvdhClvYcyfGlbcM0YFJmPLLBKdMIXyKD5DXkz+G+ZIre48j52JfIx7uHkqU21wMflvSBLrrcWvijXYNhhT+6TndaLCHTxu5oDqL3SoCzyA9B1oYDt/ViGTBL0hfaNZB0OVlYYemwt98IrBvnsdkkV9ZgfBo4KyI+FxEPRsTGyGphD0XE7wFnAZ8Czo6IvyXzYIuh2tpjcStwIFn4o51+Ff64EpgpqV2BkYGT9Kvk3XaviZGeJv+PrA3PcVvXJB1HFjiYDqwB/pH8pQtypel7yU/PW4BTI+L+kpDjKeCGiOhLNS2zVga9BmMCCn+8jSxCsxa4g0wZ23KxY0Tc1GNf7SqeQQbZWQzVDpgfEd/soa8/Bj5JLvL7cbfXqTMHbuuJpHnk9peDaF1k5Hly69ei0v4A4FhgdT+KH5i1I2kzsHCs6WMl/TNwfkRM76LPQRb++F3g88DuI7XtpVpX6Ws0ux9eAq6KiOt67GtX8sPOzuRulJ4LFNWNA7f1rPyiXcxQkRHIAiBLyCIjXZdmNOuWpBeB5yLi6BHarQIOioj9y/FCcktT1wVcxrvwh6RPkBXWAB4gk7p02sc9poRHko4FNkTEs+X4Ix2aN6qe3R0Rr4ylnzZ9LyYX+TU+/DxPPslrde1JmaXNgdvMaqkE4POAKyPiqjZtLifLpH43Ii4o7z1I/m38lYENdowk/RA4nHxScMc4XP81chvb/HJ8I7AsIjo9Mu9X3wOr/V1Vky5VnJlNGl8AzgSukPR+2q/BeBX4Q9haFOUYMhPgjmwmsGQ8gnbR2CrX8NHy2vfA3Xx3T2ZYtA4cuM2sliLiAUnnkWswjiTng4cbvgbj/vLeK2Sw73pltKRpZPrPM8g920FOHf0nsKBPZUXXk2lOx8tLjK5KXT/cB3wTmF+OP8KA7u6ryoHbzGorIhZLOpxRrsGIiPVkvfeuSDqVzNn/S2xfcWw+cLWkSyJiWbd9FAuBiyRN63V1ehsPA/MkXUXOnwMcIenDo/nmMa5iH9jdfV14jtvMrA8kHQ0sB3YjswP+Pbn1EfLR9vuAI4CXgZMjYlUPfe1Dbjl7gFx5vaHrgbe+/nvI1fGN+ePhq+NHNMbqYBuB/4qIc8rxdmlibVsO3GZmfSBpAXAhcDXw+eb68ZKmkAvhfh+4LSIu7qGvG8mCJu8hH2vfQ/t93NFYZDbGPo4nE9IcSt4FPwa0rBHfosNRr2KX9APgrWQmu8fIx+bLgG+Msq+e9qhXkQO3mVkfSPoxsD4ijhqh3SPAAT1uN3udoX3iI+l55fV43gUP8u6+LjzHbWbWH7sCK0fRbiV5p9yLMe3L7oMryUVkfRcRCyWdxLZ3948zyrv7ych33GZmfSBpJfDTiJg3QrvFwL4RccJgRlYtnuMemYuMmJn1x9eA0yWd1q5BOXc68JcDG1X1XAl0VRN9svAdt5lZn0i6HvgYmcDlZuDJcmomcAlwGfBXEfHbfexzGnAiQ1vd1gL3jtM2MdsBOHCbmXWhpAXtVkRET2uMJE0lM779BrBn0+nNwFfIdK+ubV0zDtxmZl0YY07t7URE11OVknYCvge8k1yFvY7cOy6y3v0McmX2IuDciOjlQ4btYDzHbWbWhYiY0su/Hrv/OJma9VEyMB8SEXMjYk5EHAKcA6whA/vHeuzLdjC+4zYzqxhJ/00WQ5nVrrZ3qQ2+Gng4Ik4Z5PhsfPmO28yset4M3NkuaAOUc3eWtlYjDtxmZtUzlcx5PpKXS1urEQduM7PqeRqYW7aCtVTOzSltrUYcuM3Mque75Mrxb5VKYduQtDdZFnMGWQLUasSL08zMKkbS/mTu8EPI6mD/QiZ7CeAw4N3k3u5ngRP6XfbTJpYDt5lZBUk6AriFLIkJQxW1GhXD7gY+EBGPD3psNr4cuM3MKkzSHODt5N23yLvs70fEsgkdmI0bB24zM7MK8eI0M7OKkXSOpMWS3tGhzbzS5sxBjs3GnwO3mVn1XErOba/o0GYFMBv46CAGZIPjwG1mVj0nAg9ExM/aNYiIzcD9wMkDG5UNhAO3mVn1zACeGUW7Z4CDxnksNmAO3GZm1bMF2HsU7fYGXNKzZhy4zcyq5xFgTsmQ1pKkvciUp2sGNiobCAduM7PquY3MjHajpOnNJ0ue8huBPYAFAx6bjTPv4zYzqxhJuwErgTcBTwE3k7W3AY4EPgjMBB4D3tJpEZtVjwO3mVkFSToU+A5wPEPpTreeJleUXxQRTw14aDbOHLjNzCpKkoDzgbOBN5S3nwb+FVgY/gNfSw7cZmZmFeLFaWZmZhXiwG1mZlYhDtxmVimS/k5SSLp8osdiNhEcuM1qQtKBJaCFpPM7tPvqsHYXdWj3ldLm4fEZsZl1w4HbrCYi4gWG9vK+vUPT09t83a7d93sZl5n1lwO3Wb00gmzLgCxpf+Ao4PkR2u0DHNN0TTPbAThwm9XLkvJ6gqQ9WpyfSybn+B7wI+C4ktO6VbvG34clLc6b2QRx4Darl8bd8U7AaS3Ozy2vS4Fl5N+ATu3WRMRzw09I2kXS70haIWmjpFckrZZ0naRfaDUoSb9e5ssXleMPSVoi6cXy/nlN7U+RdLukDZI2S7pP0idLwhGzSc2B26xGImIt8EQ5bPUYvPFeI3CP1G6bx+SSDgTuAq4FZgPTgf8l82N/Blgl6aROY5R0A3AT+YFBNKXrlHRJGdu7gH3L9Y8B/hz4h07XNpsMHLjN6qflPHd5dH488FxEPEYG71btdgPeUg6bH5PfDBwHbAAuBnaPiL2Ak4BVwP7AtyXt12ZsJwOfAC4H9ouI/cjgvLz0/cvAX5N/m+4ADouIfYF9gM+WPs9rcV2zScOB26x+GsF2tqRdhr1/KrAzJWBHxOPAOuCtknZtaje1fL31jlvSO4B3lsP3RcSCiHitXOtu4ExgI3Aw8JttxrYH8MWI+GJEbCzfuzEi1pfzf0Dexf8QuCAinixtfhYR1wJ/BLStQW02GThwm9VPI3BPJ+9wG+Y2nYd8JD2tTbsnI+KZYe9fXF7viohFzZ1GxDrg6+XwvW3G9n/Al1udkDQFuLAcXh8RW1o0ux54tc21zSYFB26zmomIJ4Bny2GrPdtLh73Xap678XXzY/LG4/M7O3S/uLwe1XS33/CjiNjQ5nvfBOxZvm65BS0iNgH3dejfrPYcuM3qqRF0TweQNI2ch94IPDSs3dIW7Rp3383B84DyurZDv40PDFPI+e5m61u813x9gP/p0K5T/2a158BtVk+NoHuKpJ3JoL0L8IOIeH1YuweBTaXdVHKl+K5N12g2vYdxvdbD9zZ4S5hNag7cZvXUuOPeHTiRbfdvb1UWl90FNFaSN9qtLY/ch2vcLb+hQ7+/WF5fB14c45iH340f3KHdjDFe16xWHLjNaigiVrNtWtN289aw7ePyTvnJV5bXMzp0Pa+8PhIRY11E9ijw0rCxbEfSngzNtZtNSg7cZvXVCMhnkFu8XgXuadFuWVM7aB24by2vxzZnOgOQNAP4eDn8p7EOtjzCv60c/laZb2/2afKRv9mk5cBtVl+N4Hs2sBewPCJ+3qLdcuDnpV1jj/R2d+YRcSfQ2Ab2LUkXSdoJQNJs4N/L968D/qLLMf8JsIXMlPZtSTPL9XeT9BngCnKBndmk5cBtVl+N4Nv4PV/aqlFEvEI+Bm+0e6E8am/lg+SCtv2ABcBmSZuAFcDRZEa1Czps+eooItYA88k58nOBJyX9hAzW15U+b+/m2mZ14cBtVl8PkYG0oWXgbnGubTWwiHie3C72WeBeMqHKVGANmRzlzRGxotsBlz5uBuaQFcx+SiaIWQV8Cnh/L9c2qwNFxMitzMzMbIfgO24zM7MKceA2MzOrEAduMzOzCnHgNjMzqxAHbjMzswpx4DYzM6sQB24zM7MKceA2MzOrEAduMzOzCnHgNjMzq5D/BzvzgRlYgfc3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_words_bar_plot(eda_reviews_top_words, \"Top 12 Sentiment Reduced Lemmatized Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total number of words is 109548\n",
      "The total number of unique words is 3181\n"
     ]
    }
   ],
   "source": [
    "total_words_unique_words(movies_review_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now, I am ready to create a bag of words and then my giant df with these reduced features... \n",
    "#Now I am going to create my bag of words and pd df before I move on to lemmatizing \n",
    "reduced_lemma_bow = bag_of_words(final_df, \"reviews\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'party': 1,\n",
       "         'accident': 1,\n",
       "         'cool': 2,\n",
       "         'bad': 2,\n",
       "         'applaud': 1,\n",
       "         'mess': 1,\n",
       "         'lost': 2,\n",
       "         'good': 2,\n",
       "         'pretty': 5,\n",
       "         'neat': 1,\n",
       "         'terribly': 1,\n",
       "         'problem': 3,\n",
       "         'well': 1,\n",
       "         'dream': 1,\n",
       "         'dead': 2,\n",
       "         'like': 3,\n",
       "         'strange': 1,\n",
       "         'weird': 1,\n",
       "         'kind': 1,\n",
       "         'hide': 2,\n",
       "         'entertaining': 2,\n",
       "         'thrilling': 1,\n",
       "         'engaging': 1,\n",
       "         'sad': 1,\n",
       "         'sure': 1,\n",
       "         'vision': 1,\n",
       "         'lazy': 1,\n",
       "         'okay': 1,\n",
       "         'giving': 1,\n",
       "         'playing': 1,\n",
       "         'beauty': 1,\n",
       "         'kudos': 1,\n",
       "         'feeling': 1,\n",
       "         'entertain': 1,\n",
       "         'confusing': 1,\n",
       "         'excites': 1,\n",
       "         'craziness': 1,\n",
       "         'horror': 1,\n",
       "         'witch': 1})"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reduced_lemma_bow[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "reduced_df = bow_to_df(reduced_lemma_bow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>party</th>\n",
       "      <th>accident</th>\n",
       "      <th>cool</th>\n",
       "      <th>bad</th>\n",
       "      <th>applaud</th>\n",
       "      <th>mess</th>\n",
       "      <th>lost</th>\n",
       "      <th>good</th>\n",
       "      <th>pretty</th>\n",
       "      <th>neat</th>\n",
       "      <th>...</th>\n",
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       "      <th>worsening</th>\n",
       "      <th>intellectualizing</th>\n",
       "      <th>motivate</th>\n",
       "      <th>douchebag</th>\n",
       "      <th>fiesta</th>\n",
       "      <th>felony</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3181 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   party  accident  cool  bad  applaud  mess  lost  good  pretty  neat  ...  \\\n",
       "0      1         1     2    2        1     1     2     2       5     1  ...   \n",
       "1      0         0     0    0        0     0     0     1       1     0  ...   \n",
       "2      0         0     3    0        0     1     0     0       0     0  ...   \n",
       "3      0         0     0    0        0     2     0     1       1     0  ...   \n",
       "4      0         1     0    2        0     0     0     1       0     0  ...   \n",
       "\n",
       "   complimented  isolationist  fearfully  sentimentalized  worsening  \\\n",
       "0             0             0          0                0          0   \n",
       "1             0             0          0                0          0   \n",
       "2             0             0          0                0          0   \n",
       "3             0             0          0                0          0   \n",
       "4             0             0          0                0          0   \n",
       "\n",
       "   intellectualizing  motivate  douchebag  fiesta  felony  \n",
       "0                  0         0          0       0       0  \n",
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       "2                  0         0          0       0       0  \n",
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       "4                  0         0          0       0       0  \n",
       "\n",
       "[5 rows x 3181 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reduced_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now, I need to normalize the dataframe \n",
    "reduced_df = normalize_df(reduced_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
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       "      party  accident      cool       bad   applaud      mess      lost  \\\n",
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       "\n",
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       "\n",
       "   sentimentalized  worsening  intellectualizing  motivate  douchebag  fiesta  \\\n",
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       "\n",
       "   felony  total  \n",
       "0     0.0     54  \n",
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       "2     0.0     42  \n",
       "3     0.0     45  \n",
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       "\n",
       "[5 rows x 3182 columns]"
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     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reduced_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now I need to re-add the labels \n",
    "reduced_df[\"label\"] = final_df[\"label\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023810</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42</td>\n",
       "      <td>neg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 3183 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      party  accident      cool       bad   applaud      mess      lost  \\\n",
       "0  0.018519  0.018519  0.037037  0.037037  0.018519  0.018519  0.037037   \n",
       "1  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "2  0.000000  0.000000  0.071429  0.000000  0.000000  0.023810  0.000000   \n",
       "3  0.000000  0.000000  0.000000  0.000000  0.000000  0.044444  0.000000   \n",
       "4  0.000000  0.023810  0.000000  0.047619  0.000000  0.000000  0.000000   \n",
       "\n",
       "       good    pretty      neat  ...  fearfully  sentimentalized  worsening  \\\n",
       "0  0.037037  0.092593  0.018519  ...        0.0              0.0        0.0   \n",
       "1  0.083333  0.083333  0.000000  ...        0.0              0.0        0.0   \n",
       "2  0.000000  0.000000  0.000000  ...        0.0              0.0        0.0   \n",
       "3  0.022222  0.022222  0.000000  ...        0.0              0.0        0.0   \n",
       "4  0.023810  0.000000  0.000000  ...        0.0              0.0        0.0   \n",
       "\n",
       "   intellectualizing  motivate  douchebag  fiesta  felony  total  label  \n",
       "0                0.0       0.0        0.0     0.0     0.0     54    neg  \n",
       "1                0.0       0.0        0.0     0.0     0.0     12    neg  \n",
       "2                0.0       0.0        0.0     0.0     0.0     42    neg  \n",
       "3                0.0       0.0        0.0     0.0     0.0     45    neg  \n",
       "4                0.0       0.0        0.0     0.0     0.0     42    neg  \n",
       "\n",
       "[5 rows x 3183 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reduced_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating a testing and training df for the large_df \n",
    "test_train = reduced_df.copy() \n",
    "\n",
    "test_train_label = test_train[\"label\"]\n",
    "#Now, I need to drop the label from the test_train_opinions df \n",
    "test_train.drop(\"label\", axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating 4 df: 1: the training df with label removed, 2: the testing df with label removed, 3: the training label, 4: testing label\n",
    "train, test, train_label, test_label = train_test_split(test_train, test_train_label, test_size = .3, random_state = 1006)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'pos': 300, 'neg': 300})\n"
     ]
    }
   ],
   "source": [
    "#Getting a count of positive and negative opinions in the test label \n",
    "print(Counter(test_label))\n",
    "#That worked out perfectly! I have 300 negative reviews and 300 positive reviews; which means \n",
    "#I have 700 positive and 700 negative reviews in my training set.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Naive Bayes attempt \n",
    "clf = GaussianNB()\n",
    "clf.fit(train, train_label)\n",
    "test_predicted = clf.predict(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The accuracy is 0.6983333333333334\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1, 'NB Gaussian Accuracy Score: 0.6983')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Getting the accuracy for naive bayes \n",
    "accuracy = accuracy_score(test_label, test_predicted, normalize = True)\n",
    "print(\"The accuracy is\", accuracy)\n",
    "cm = confusion_matrix(test_label, test_predicted)\n",
    "confusion_matrix_graph(cm, accuracy, \"NB Gaussian\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}