Sentiment_Analysis.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Jarvis017/Sentiment-Analysis-on-Amazon-Reveiw/blob/main/Sentiment_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aPP7RYgpzQ1X"
      },
      "source": [
        "# Importing Libraires"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9f7KSzEIy3ES",
        "outputId": "8cf07f0f-b06c-444a-ebd2-cba8b51f87b2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n",
            "[nltk_data] Downloading package words to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/words.zip.\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.tokenize import word_tokenize\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "import re\n",
        "from nltk.sentiment.util import *\n",
        "nltk.download('stopwords')\n",
        "from nltk.stem import PorterStemmer\n",
        "import numpy as np\n",
        "import string\n",
        "from  nltk.stem import SnowballStemmer\n",
        "nltk.download('words')\n",
        "nltk.download('punkt')\n",
        "from keras.layers import Input,Dense,Activation,concatenate\n",
        "from keras.utils import pad_sequences\n",
        "from keras.utils import to_categorical\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "from scipy.sparse import coo_matrix, hstack\n",
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Concatenate\n",
        "from scipy.sparse import csr_matrix\n",
        "from tensorflow.keras import Model\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from google.colab import drive\n",
        "from scipy import sparse\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sn\n",
        "from sklearn.preprocessing import OneHotEncoder"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-byuJJ0qy9B4",
        "outputId": "dab7558d-9f64-4d21-9a97-296be4b92b53"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found GPU at: /device:GPU:0\n"
          ]
        }
      ],
      "source": [
        "device_name = tf.test.gpu_device_name()\n",
        "if device_name != '/device:GPU:0':\n",
        "  raise SystemError('GPU device not found')\n",
        "print('Found GPU at: {}'.format(device_name))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CtIvi7fT0Uyy"
      },
      "source": [
        "# PreProcessing"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Load the Dataset"
      ],
      "metadata": {
        "id": "CSYau9O__mL0"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9BUFYtE-1uZ0"
      },
      "outputs": [],
      "source": [
        "df = pd.read_csv('https://s3.amazonaws.com/amazon-reviews-pds/tsv/amazon_reviews_us_Watches_v1_00.tsv.gz',on_bad_lines = 'skip',sep='\\t')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "IMied_Rn10Ka",
        "outputId": "6e176e1a-4922-415c-f662-51d16a565f62"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  marketplace  customer_id       review_id  product_id  product_parent  \\\n",
              "0          US      3653882  R3O9SGZBVQBV76  B00FALQ1ZC       937001370   \n",
              "1          US     14661224   RKH8BNC3L5DLF  B00D3RGO20       484010722   \n",
              "2          US     27324930  R2HLE8WKZSU3NL  B00DKYC7TK       361166390   \n",
              "3          US      7211452  R31U3UH5AZ42LL  B000EQS1JW       958035625   \n",
              "4          US     12733322  R2SV659OUJ945Y  B00A6GFD7S       765328221   \n",
              "\n",
              "                                       product_title product_category  \\\n",
              "0  Invicta Women's 15150 \"Angel\" 18k Yellow Gold ...          Watches   \n",
              "1  Kenneth Cole New York Women's KC4944 Automatic...          Watches   \n",
              "2  Ritche 22mm Black Stainless Steel Bracelet Wat...          Watches   \n",
              "3  Citizen Men's BM8180-03E Eco-Drive Stainless S...          Watches   \n",
              "4  Orient ER27009B Men's Symphony Automatic Stain...          Watches   \n",
              "\n",
              "   star_rating  helpful_votes  total_votes vine verified_purchase  \\\n",
              "0            5              0            0    N                 Y   \n",
              "1            5              0            0    N                 Y   \n",
              "2            2              1            1    N                 Y   \n",
              "3            5              0            0    N                 Y   \n",
              "4            4              0            0    N                 Y   \n",
              "\n",
              "                              review_headline  \\\n",
              "0                                  Five Stars   \n",
              "1  I love thiswatch it keeps time wonderfully   \n",
              "2                                   Two Stars   \n",
              "3                                  Five Stars   \n",
              "4    Beautiful face, but cheap sounding links   \n",
              "\n",
              "                                         review_body review_date  \n",
              "0  Absolutely love this watch! Get compliments al...  2015-08-31  \n",
              "1       I love this watch it keeps time wonderfully.  2015-08-31  \n",
              "2                                          Scratches  2015-08-31  \n",
              "3  It works well on me. However, I found cheaper ...  2015-08-31  \n",
              "4  Beautiful watch face.  The band looks nice all...  2015-08-31  "
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>marketplace</th>\n",
              "      <th>customer_id</th>\n",
              "      <th>review_id</th>\n",
              "      <th>product_id</th>\n",
              "      <th>product_parent</th>\n",
              "      <th>product_title</th>\n",
              "      <th>product_category</th>\n",
              "      <th>star_rating</th>\n",
              "      <th>helpful_votes</th>\n",
              "      <th>total_votes</th>\n",
              "      <th>vine</th>\n",
              "      <th>verified_purchase</th>\n",
              "      <th>review_headline</th>\n",
              "      <th>review_body</th>\n",
              "      <th>review_date</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>US</td>\n",
              "      <td>3653882</td>\n",
              "      <td>R3O9SGZBVQBV76</td>\n",
              "      <td>B00FALQ1ZC</td>\n",
              "      <td>937001370</td>\n",
              "      <td>Invicta Women's 15150 \"Angel\" 18k Yellow Gold ...</td>\n",
              "      <td>Watches</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>Y</td>\n",
              "      <td>Five Stars</td>\n",
              "      <td>Absolutely love this watch! Get compliments al...</td>\n",
              "      <td>2015-08-31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>US</td>\n",
              "      <td>14661224</td>\n",
              "      <td>RKH8BNC3L5DLF</td>\n",
              "      <td>B00D3RGO20</td>\n",
              "      <td>484010722</td>\n",
              "      <td>Kenneth Cole New York Women's KC4944 Automatic...</td>\n",
              "      <td>Watches</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>Y</td>\n",
              "      <td>I love thiswatch it keeps time wonderfully</td>\n",
              "      <td>I love this watch it keeps time wonderfully.</td>\n",
              "      <td>2015-08-31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>US</td>\n",
              "      <td>27324930</td>\n",
              "      <td>R2HLE8WKZSU3NL</td>\n",
              "      <td>B00DKYC7TK</td>\n",
              "      <td>361166390</td>\n",
              "      <td>Ritche 22mm Black Stainless Steel Bracelet Wat...</td>\n",
              "      <td>Watches</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>N</td>\n",
              "      <td>Y</td>\n",
              "      <td>Two Stars</td>\n",
              "      <td>Scratches</td>\n",
              "      <td>2015-08-31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>US</td>\n",
              "      <td>7211452</td>\n",
              "      <td>R31U3UH5AZ42LL</td>\n",
              "      <td>B000EQS1JW</td>\n",
              "      <td>958035625</td>\n",
              "      <td>Citizen Men's BM8180-03E Eco-Drive Stainless S...</td>\n",
              "      <td>Watches</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>Y</td>\n",
              "      <td>Five Stars</td>\n",
              "      <td>It works well on me. However, I found cheaper ...</td>\n",
              "      <td>2015-08-31</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>US</td>\n",
              "      <td>12733322</td>\n",
              "      <td>R2SV659OUJ945Y</td>\n",
              "      <td>B00A6GFD7S</td>\n",
              "      <td>765328221</td>\n",
              "      <td>Orient ER27009B Men's Symphony Automatic Stain...</td>\n",
              "      <td>Watches</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>N</td>\n",
              "      <td>Y</td>\n",
              "      <td>Beautiful face, but cheap sounding links</td>\n",
              "      <td>Beautiful watch face.  The band looks nice all...</td>\n",
              "      <td>2015-08-31</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2d83abc1-9f43-4092-8a26-2298cc80a604')\"\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t47j5e8p2dwZ",
        "outputId": "827c2680-aecb-4e11-b2a3-1c09f36ac133"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(960204, 15)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "df. shape"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Drop unwanted column"
      ],
      "metadata": {
        "id": "GqbBckxR8V3B"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w1BisUJm5UPR"
      },
      "outputs": [],
      "source": [
        "df.drop(['marketplace','customer_id','review_id','product_id','product_parent','product_title','product_category','helpful_votes',\t'total_votes',\t'vine','verified_purchase','review_date'\t], inplace = True,axis = 1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x7JkNczH2mna",
        "outputId": "8c4c8d5b-0033-422c-bbc8-26d8f159a9b7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 960204 entries, 0 to 960203\n",
            "Data columns (total 3 columns):\n",
            " #   Column           Non-Null Count   Dtype \n",
            "---  ------           --------------   ----- \n",
            " 0   star_rating      960204 non-null  int64 \n",
            " 1   review_headline  960197 non-null  object\n",
            " 2   review_body      960056 non-null  object\n",
            "dtypes: int64(1), object(2)\n",
            "memory usage: 22.0+ MB\n"
          ]
        }
      ],
      "source": [
        "df.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Mqywox3D2uba",
        "outputId": "7cc92783-4634-4312-b02b-5501298fc5b2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "155"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "np.sum(df.isnull().any(axis=1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KJSLYOcf40DU",
        "outputId": "5278216b-0bcb-4385-f3b8-2400efcf29ee"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0         False\n",
            "1         False\n",
            "2         False\n",
            "3         False\n",
            "4         False\n",
            "          ...  \n",
            "960199    False\n",
            "960200    False\n",
            "960201    False\n",
            "960202    False\n",
            "960203    False\n",
            "Length: 960204, dtype: bool\n"
          ]
        }
      ],
      "source": [
        "print(df.isnull().any(axis=1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tLWWtBzz6RnW",
        "outputId": "a9a7132f-09e8-4302-a84c-a587834565d2"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "star_rating        False\n",
              "review_headline     True\n",
              "review_body         True\n",
              "dtype: bool"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "df.isna().any()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "w6Qscw-z83Xo"
      },
      "outputs": [],
      "source": [
        "nan_in_col  = df[df['review_headline'].isna()]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KOPu_LZX9QNE",
        "outputId": "f288c057-19ab-4ef2-ed33-0d99648e4c84"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "        star_rating review_headline  \\\n",
            "238363            1             NaN   \n",
            "347249            1             NaN   \n",
            "497388            3             NaN   \n",
            "525240            3             NaN   \n",
            "525400            2             NaN   \n",
            "555184            3             NaN   \n",
            "855490            1             NaN   \n",
            "\n",
            "                                              review_body  \n",
            "238363  It is really big and heavy but I liked it a lo...  \n",
            "347249                                I didn't order this  \n",
            "497388  I am always searching for things on Amazon.ca ...  \n",
            "525240  Well it was for a gift so I do not know if the...  \n",
            "525400  I bought this watch for my daughter and when i...  \n",
            "555184  Pretty but not as pretty as I thought it would...  \n",
            "855490  I was looking to purchase a men's watch, but a...  \n"
          ]
        }
      ],
      "source": [
        "print(nan_in_col)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Drop NaN column"
      ],
      "metadata": {
        "id": "QZujCZd-8g0t"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LbHsBgq59S1e"
      },
      "outputs": [],
      "source": [
        "df.dropna(inplace = True)\n",
        "df.reset_index(inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pC2a1KfD96ot",
        "outputId": "b42a7ecc-f452-4bd9-ce24-1c0a790dda72"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "np.sum(df.isnull().any(axis=1))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PMXFgeYb99e0",
        "outputId": "4c6fcde1-0250-48f5-afb2-07f22ad8cb61"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "index              False\n",
              "star_rating        False\n",
              "review_headline    False\n",
              "review_body        False\n",
              "dtype: bool"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ],
      "source": [
        "df.isna().any()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bF064XkE5EmB",
        "outputId": "385f05de-9012-40fd-c657-ce2163b76803"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "960044                 great prize - but size??\n",
              "960045                     a very classy watch!\n",
              "960046                    this is a great watch\n",
              "960047                  now watt a minute here.\n",
              "960048    1/10 watt difference for hearing aids\n",
              "Name: review_headline, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ],
      "source": [
        "df['review_headline']=df['review_headline'].str.lower()\n",
        "df['review_headline'].tail()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TqFT585eCp5l"
      },
      "outputs": [],
      "source": [
        "stop_words = stopwords.words(\"english\")\n",
        "stemmer = SnowballStemmer(\"english\")\n",
        "TAG_RE = re.compile(r'<[^>]+>')\n",
        "TEXT_CLEANING_RE = \"@\\S+|https?:\\S+|http?:\\S|[^A-Za-z0-9]+\""
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## delete HTML tag and stopwords and Stemming"
      ],
      "metadata": {
        "id": "YumR7gsn8yKi"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IJBlXoPlSv7T"
      },
      "outputs": [],
      "source": [
        "def preprocess(text, stem=True):\n",
        "    # Remove link,user and special characters\n",
        "    text = TAG_RE.sub('', text)\n",
        "    text = re.sub(TEXT_CLEANING_RE, ' ', str(text).lower()).strip()\n",
        "    text = re.sub(r'[^a-zA-Z\\s]', '', text)\n",
        "    tokens = []\n",
        "    for token in text.split():\n",
        "        if token not in stop_words:\n",
        "            if stem:\n",
        "                tokens.append(stemmer.stem(token))\n",
        "            else:\n",
        "                tokens.append(token)\n",
        "    return \" \".join(tokens)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "5jXirOBKE35J",
        "outputId": "1819e0d1-6af8-4ad8-f542-66358538c079"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    index  star_rating                                    review_headline  \\\n",
              "0       0            5                                         five stars   \n",
              "1       1            5         i love thiswatch it keeps time wonderfully   \n",
              "2       2            2                                          two stars   \n",
              "3       3            5                                         five stars   \n",
              "4       4            4           beautiful face, but cheap sounding links   \n",
              "5       5            5                                      no complaints   \n",
              "6       6            5                                         five stars   \n",
              "7       7            1      i was about to buy this thinking it was a ...   \n",
              "8       8            5                                     perfect watch!   \n",
              "9       9            4                            great quality and build   \n",
              "10     10            4                                          satisfied   \n",
              "11     11            1  i do not think this watch is a good product. d...   \n",
              "12     12            3                                        three stars   \n",
              "13     13            5                                         five stars   \n",
              "14     14            5                                 worth it - love it   \n",
              "15     15            5                    this is when different is good.   \n",
              "16     16            4            thewatch is attractive and easy to read   \n",
              "17     17            5                                         five stars   \n",
              "18     18            5                                         five stars   \n",
              "19     19            4                                       very stylish   \n",
              "20     20            4                                 good looking watch   \n",
              "21     21            4  works great but the watch a used it on was sli...   \n",
              "22     22            4                                 fits perfect on my   \n",
              "23     23            5                                         great buy!   \n",
              "24     24            5                                         five stars   \n",
              "25     25            5  this was awatch i bought during a quick sale t...   \n",
              "26     26            4                                         four stars   \n",
              "27     27            3  thought that i read somewhere that you could s...   \n",
              "28     28            5                                        great watch   \n",
              "29     29            5                                    very impressive   \n",
              "30     30            3               the epitome of form before function.   \n",
              "31     31            5                                         five stars   \n",
              "32     32            5                          surpassed my expectations   \n",
              "33     33            5                             a classy looking watch   \n",
              "34     34            5                                          great buy   \n",
              "35     35            5                                    love this watch   \n",
              "36     36            3              nice watch but band is a little small   \n",
              "37     37            1                                           one star   \n",
              "38     38            4                 easy to read with lots of features   \n",
              "39     39            5  amazing product keeps everything safe and secu...   \n",
              "40     40            3                            size of a woman's watch   \n",
              "41     41            1                                       poor quality   \n",
              "42     42            4                                  really cute watch   \n",
              "43     43            5                                         five stars   \n",
              "44     44            5                                         love it!!!   \n",
              "45     45            5                                         five stars   \n",
              "46     46            4        decent price-tag, more than average product   \n",
              "47     47            5  a very beautul and well-made pilots watch. hig...   \n",
              "48     48            5                               great looking watch!   \n",
              "49     49            5                                         five stars   \n",
              "\n",
              "                                          review_body  \n",
              "0   Absolutely love this watch! Get compliments al...  \n",
              "1        I love this watch it keeps time wonderfully.  \n",
              "2                                           Scratches  \n",
              "3   It works well on me. However, I found cheaper ...  \n",
              "4   Beautiful watch face.  The band looks nice all...  \n",
              "5   i love this watch for my purpose, about the pe...  \n",
              "6   for my wife and she loved it, looks great and ...  \n",
              "7   I was about to buy this thinking it was a Swis...  \n",
              "8   Watch is perfect. Rugged with the metal &#34;B...  \n",
              "9   Great quality and build.<br />The motors are r...  \n",
              "10  The watch was pretty much as it was described ...  \n",
              "11  I bought this watch on 2013, the screen had a ...  \n",
              "12  It is a cheap watch that looks cheap.  There i...  \n",
              "13                              Heavier than i though  \n",
              "14  Had it for several weeks now and I love it - r...  \n",
              "15  This one is different from the rest of my Invi...  \n",
              "16  The watch is attractive and easy to read, exce...  \n",
              "17                                     said my wife..  \n",
              "18          Nice watch, on time delivery from seller.  \n",
              "19  Looks great and love to wear this watch.  Only...  \n",
              "20  I really like this watch. It has a great face ...  \n",
              "21  Works great but the watch a used it on was sli...  \n",
              "22  Just what I needed for my Timex watch. Fits pe...  \n",
              "23  Absolutely LOVE this watch! Amazon prime saved...  \n",
              "24  Its too large. When you order check the size o...  \n",
              "25  This was a watch I bought during a quick sale ...  \n",
              "26               It works well with nice simple look.  \n",
              "27  Thought that I read somewhere that you could s...  \n",
              "28  Perfect Condition, Arrived on Time,Works & Loo...  \n",
              "29  This watch is a very beautiful time piece. Thi...  \n",
              "30  This is a beautiful watch. I love the look and...  \n",
              "31                                          very good  \n",
              "32  I was very apprehensive about buying a 28 doll...  \n",
              "33  [[VIDEOID:cc599be25462207f860e42621171d7e1]]Th...  \n",
              "34                        Awesome watch for the price  \n",
              "35  Love this watch, I just received it yesterday ...  \n",
              "36  Nice face, easy to read. The band is a little ...  \n",
              "37                                               crap  \n",
              "38  This is now my everyday watch.  Easy to read w...  \n",
              "39  amazing product keeps everything safe and secu...  \n",
              "40  Watch looks amazing and the features are secon...  \n",
              "41  Metal color was changed after the first use , ...  \n",
              "42  So far so good. I have only had this watch a f...  \n",
              "43                              Grand Kids loved this  \n",
              "44   Have worn it constantly, love the light at night  \n",
              "45              Wife loves it and nice looking watch,  \n",
              "46  Great product . Love the continous innovation ...  \n",
              "47  A very beautul and well-made pilots watch. Hig...  \n",
              "48  Comfortable, looks great, very lightweight.The...  \n",
              "49                                   excelent product  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-45830504-62ce-4bc7-8a63-de38d29fc298\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>index</th>\n",
              "      <th>star_rating</th>\n",
              "      <th>review_headline</th>\n",
              "      <th>review_body</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Absolutely love this watch! Get compliments al...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>i love thiswatch it keeps time wonderfully</td>\n",
              "      <td>I love this watch it keeps time wonderfully.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>two stars</td>\n",
              "      <td>Scratches</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>It works well on me. However, I found cheaper ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>beautiful face, but cheap sounding links</td>\n",
              "      <td>Beautiful watch face.  The band looks nice all...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>no complaints</td>\n",
              "      <td>i love this watch for my purpose, about the pe...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>for my wife and she loved it, looks great and ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>i was about to buy this thinking it was a ...</td>\n",
              "      <td>I was about to buy this thinking it was a Swis...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>perfect watch!</td>\n",
              "      <td>Watch is perfect. Rugged with the metal &amp;#34;B...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>4</td>\n",
              "      <td>great quality and build</td>\n",
              "      <td>Great quality and build.&lt;br /&gt;The motors are r...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "      <td>satisfied</td>\n",
              "      <td>The watch was pretty much as it was described ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>i do not think this watch is a good product. d...</td>\n",
              "      <td>I bought this watch on 2013, the screen had a ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>three stars</td>\n",
              "      <td>It is a cheap watch that looks cheap.  There i...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Heavier than i though</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>5</td>\n",
              "      <td>worth it - love it</td>\n",
              "      <td>Had it for several weeks now and I love it - r...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>5</td>\n",
              "      <td>this is when different is good.</td>\n",
              "      <td>This one is different from the rest of my Invi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>4</td>\n",
              "      <td>thewatch is attractive and easy to read</td>\n",
              "      <td>The watch is attractive and easy to read, exce...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>said my wife..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Nice watch, on time delivery from seller.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>4</td>\n",
              "      <td>very stylish</td>\n",
              "      <td>Looks great and love to wear this watch.  Only...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>20</td>\n",
              "      <td>4</td>\n",
              "      <td>good looking watch</td>\n",
              "      <td>I really like this watch. It has a great face ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>21</td>\n",
              "      <td>4</td>\n",
              "      <td>works great but the watch a used it on was sli...</td>\n",
              "      <td>Works great but the watch a used it on was sli...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>22</td>\n",
              "      <td>4</td>\n",
              "      <td>fits perfect on my</td>\n",
              "      <td>Just what I needed for my Timex watch. Fits pe...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>23</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy!</td>\n",
              "      <td>Absolutely LOVE this watch! Amazon prime saved...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>24</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Its too large. When you order check the size o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>this was awatch i bought during a quick sale t...</td>\n",
              "      <td>This was a watch I bought during a quick sale ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>26</td>\n",
              "      <td>4</td>\n",
              "      <td>four stars</td>\n",
              "      <td>It works well with nice simple look.</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>27</td>\n",
              "      <td>3</td>\n",
              "      <td>thought that i read somewhere that you could s...</td>\n",
              "      <td>Thought that I read somewhere that you could s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>28</td>\n",
              "      <td>5</td>\n",
              "      <td>great watch</td>\n",
              "      <td>Perfect Condition, Arrived on Time,Works &amp; Loo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>29</td>\n",
              "      <td>5</td>\n",
              "      <td>very impressive</td>\n",
              "      <td>This watch is a very beautiful time piece. Thi...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>30</td>\n",
              "      <td>3</td>\n",
              "      <td>the epitome of form before function.</td>\n",
              "      <td>This is a beautiful watch. I love the look and...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>31</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>very good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>32</td>\n",
              "      <td>5</td>\n",
              "      <td>surpassed my expectations</td>\n",
              "      <td>I was very apprehensive about buying a 28 doll...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>33</td>\n",
              "      <td>5</td>\n",
              "      <td>a classy looking watch</td>\n",
              "      <td>[[VIDEOID:cc599be25462207f860e42621171d7e1]]Th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>34</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy</td>\n",
              "      <td>Awesome watch for the price</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>35</td>\n",
              "      <td>5</td>\n",
              "      <td>love this watch</td>\n",
              "      <td>Love this watch, I just received it yesterday ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>36</td>\n",
              "      <td>3</td>\n",
              "      <td>nice watch but band is a little small</td>\n",
              "      <td>Nice face, easy to read. The band is a little ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>37</td>\n",
              "      <td>1</td>\n",
              "      <td>one star</td>\n",
              "      <td>crap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>38</td>\n",
              "      <td>4</td>\n",
              "      <td>easy to read with lots of features</td>\n",
              "      <td>This is now my everyday watch.  Easy to read w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>39</td>\n",
              "      <td>5</td>\n",
              "      <td>amazing product keeps everything safe and secu...</td>\n",
              "      <td>amazing product keeps everything safe and secu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>40</td>\n",
              "      <td>3</td>\n",
              "      <td>size of a woman's watch</td>\n",
              "      <td>Watch looks amazing and the features are secon...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>poor quality</td>\n",
              "      <td>Metal color was changed after the first use , ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>42</td>\n",
              "      <td>4</td>\n",
              "      <td>really cute watch</td>\n",
              "      <td>So far so good. I have only had this watch a f...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>43</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Grand Kids loved this</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>44</td>\n",
              "      <td>5</td>\n",
              "      <td>love it!!!</td>\n",
              "      <td>Have worn it constantly, love the light at night</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>45</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>Wife loves it and nice looking watch,</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>46</td>\n",
              "      <td>4</td>\n",
              "      <td>decent price-tag, more than average product</td>\n",
              "      <td>Great product . Love the continous innovation ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>47</td>\n",
              "      <td>5</td>\n",
              "      <td>a very beautul and well-made pilots watch. hig...</td>\n",
              "      <td>A very beautul and well-made pilots watch. Hig...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>48</td>\n",
              "      <td>5</td>\n",
              "      <td>great looking watch!</td>\n",
              "      <td>Comfortable, looks great, very lightweight.The...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>49</td>\n",
              "      <td>5</td>\n",
              "      <td>five stars</td>\n",
              "      <td>excelent product</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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          "metadata": {},
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      ],
      "source": [
        "df.head(50)"
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    {
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      "source": [
        "## Apply PreProcessing"
      ],
      "metadata": {
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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
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      "outputs": [],
      "source": [
        "df['review_headline'] = df['review_headline'].apply(lambda x: preprocess(x))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CH7s5iP9EMi0"
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      "outputs": [],
      "source": [
        "df['review_body'] = df['review_body'].apply(lambda x: preprocess(x))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
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        "id": "eAflTp8aC9m8",
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    index  star_rating                                    review_headline  \\\n",
              "0       0            5                                          five star   \n",
              "1       1            5                    love thiswatch keep time wonder   \n",
              "2       2            2                                           two star   \n",
              "3       3            5                                          five star   \n",
              "4       4            4                       beauti face cheap sound link   \n",
              "5       5            5                                          complaint   \n",
              "6       6            5                                          five star   \n",
              "7       7            1                                          buy think   \n",
              "8       8            5                                      perfect watch   \n",
              "9       9            4                                great qualiti build   \n",
              "10     10            4                                            satisfi   \n",
              "11     11            1                       think watch good product buy   \n",
              "12     12            3                                         three star   \n",
              "13     13            5                                          five star   \n",
              "14     14            5                                         worth love   \n",
              "15     15            5                                        differ good   \n",
              "16     16            4                         thewatch attract easi read   \n",
              "17     17            5                                          five star   \n",
              "18     18            5                                          five star   \n",
              "19     19            4                                            stylish   \n",
              "20     20            4                                    good look watch   \n",
              "21     21            4                          work great watch use slim   \n",
              "22     22            4                                        fit perfect   \n",
              "23     23            5                                          great buy   \n",
              "24     24            5                                          five star   \n",
              "25     25            5                     awatch bought quick sale thing   \n",
              "26     26            4                                          four star   \n",
              "27     27            3                   thought read somewher could swim   \n",
              "28     28            5                                        great watch   \n",
              "29     29            5                                            impress   \n",
              "30     30            3                               epitom form function   \n",
              "31     31            5                                          five star   \n",
              "32     32            5                                     surpass expect   \n",
              "33     33            5                                  classi look watch   \n",
              "34     34            5                                          great buy   \n",
              "35     35            5                                         love watch   \n",
              "36     36            3                        nice watch band littl small   \n",
              "37     37            1                                           one star   \n",
              "38     38            4                               easi read lot featur   \n",
              "39     39            5  amaz product keep everyth safe secur organ gre...   \n",
              "40     40            3                                   size woman watch   \n",
              "41     41            1                                       poor qualiti   \n",
              "42     42            4                                  realli cute watch   \n",
              "43     43            5                                          five star   \n",
              "44     44            5                                               love   \n",
              "45     45            5                                          five star   \n",
              "46     46            4                    decent price tag averag product   \n",
              "47     47            5          beautul well made pilot watch high detail   \n",
              "48     48            5                                   great look watch   \n",
              "49     49            5                                          five star   \n",
              "\n",
              "                                          review_body  \n",
              "0   absolut love watch get compliment almost everi...  \n",
              "1                         love watch keep time wonder  \n",
              "2                                             scratch  \n",
              "3   work well howev found cheaper price place make...  \n",
              "4   beauti watch face band look nice around link m...  \n",
              "5   love watch purpos peopl complain done research...  \n",
              "6                    wife love look great great price  \n",
              "7   buy think swiss armi infantri watch descript u...  \n",
              "8   watch perfect rug metal bull bar red accent gr...  \n",
              "9   great qualiti build motor realli silent fiddl ...  \n",
              "10  watch pretti much describ look realli like sim...  \n",
              "11  bought watch screen problem month later sent w...  \n",
              "12                cheap watch look cheap much els say  \n",
              "13                                     heavier though  \n",
              "14  sever week love reliabl function wear easi hea...  \n",
              "15  one differ rest invicta like big watch one gav...  \n",
              "16  watch attract easi read except date littl diam...  \n",
              "17                                          said wife  \n",
              "18                    nice watch time deliveri seller  \n",
              "19  look great love wear watch negat thing due blu...  \n",
              "20  realli like watch great face contrast nice whi...  \n",
              "21  work great watch use slim use quarter rase rig...  \n",
              "22                 need timex watch fit perfect wrist  \n",
              "23  absolut love watch amazon prime save tax store...  \n",
              "24                         larg order check size case  \n",
              "25  watch bought quick sale thing cheaper normal b...  \n",
              "26                          work well nice simpl look  \n",
              "27  thought read somewher could swim howev bear wa...  \n",
              "28          perfect condit arriv time work look great  \n",
              "29  watch beauti time piec also could altern choic...  \n",
              "30  beauti watch love look feel get compliment tim...  \n",
              "31                                               good  \n",
              "32  apprehens buy dollar watch onlin look much lik...  \n",
              "33  videoid ccbefed watch underst clean classi des...  \n",
              "34                                 awesom watch price  \n",
              "35  love watch receiv yesterday look realli nice w...  \n",
              "36               nice face easi read band littl small  \n",
              "37                                               crap  \n",
              "38  everyday watch easi read lot featur light func...  \n",
              "39  amaz product keep everyth safe secur organ gre...  \n",
              "40  watch look amaz featur second none watch small...  \n",
              "41     metal color chang first use indic poor qualiti  \n",
              "42  far good watch week far still work style reall...  \n",
              "43                                     grand kid love  \n",
              "44                     worn constant love light night  \n",
              "45                          wife love nice look watch  \n",
              "46  great product love contin innov field given pr...  \n",
              "47  beautul well made pilot watch high detail dial...  \n",
              "48  comfort look great lightweight band littl shor...  \n",
              "49                                      excel product  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-856977d0-29fc-4e93-a895-dfa705f7750f\">\n",
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              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>star_rating</th>\n",
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              "      <th>review_body</th>\n",
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              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>absolut love watch get compliment almost everi...</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>love thiswatch keep time wonder</td>\n",
              "      <td>love watch keep time wonder</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>two star</td>\n",
              "      <td>scratch</td>\n",
              "    </tr>\n",
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              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>work well howev found cheaper price place make...</td>\n",
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              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>beauti face cheap sound link</td>\n",
              "      <td>beauti watch face band look nice around link m...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>complaint</td>\n",
              "      <td>love watch purpos peopl complain done research...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>wife love look great great price</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>buy think</td>\n",
              "      <td>buy think swiss armi infantri watch descript u...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>perfect watch</td>\n",
              "      <td>watch perfect rug metal bull bar red accent gr...</td>\n",
              "    </tr>\n",
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              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>4</td>\n",
              "      <td>great qualiti build</td>\n",
              "      <td>great qualiti build motor realli silent fiddl ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "      <td>satisfi</td>\n",
              "      <td>watch pretti much describ look realli like sim...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>think watch good product buy</td>\n",
              "      <td>bought watch screen problem month later sent w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>three star</td>\n",
              "      <td>cheap watch look cheap much els say</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>heavier though</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>5</td>\n",
              "      <td>worth love</td>\n",
              "      <td>sever week love reliabl function wear easi hea...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>5</td>\n",
              "      <td>differ good</td>\n",
              "      <td>one differ rest invicta like big watch one gav...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>4</td>\n",
              "      <td>thewatch attract easi read</td>\n",
              "      <td>watch attract easi read except date littl diam...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>said wife</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>nice watch time deliveri seller</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>4</td>\n",
              "      <td>stylish</td>\n",
              "      <td>look great love wear watch negat thing due blu...</td>\n",
              "    </tr>\n",
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              "      <th>20</th>\n",
              "      <td>20</td>\n",
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              "      <td>21</td>\n",
              "      <td>4</td>\n",
              "      <td>work great watch use slim</td>\n",
              "      <td>work great watch use slim use quarter rase rig...</td>\n",
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              "      <th>22</th>\n",
              "      <td>22</td>\n",
              "      <td>4</td>\n",
              "      <td>fit perfect</td>\n",
              "      <td>need timex watch fit perfect wrist</td>\n",
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              "      <th>23</th>\n",
              "      <td>23</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy</td>\n",
              "      <td>absolut love watch amazon prime save tax store...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>24</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>larg order check size case</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>awatch bought quick sale thing</td>\n",
              "      <td>watch bought quick sale thing cheaper normal b...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>26</td>\n",
              "      <td>4</td>\n",
              "      <td>four star</td>\n",
              "      <td>work well nice simpl look</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>27</td>\n",
              "      <td>3</td>\n",
              "      <td>thought read somewher could swim</td>\n",
              "      <td>thought read somewher could swim howev bear wa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>28</td>\n",
              "      <td>5</td>\n",
              "      <td>great watch</td>\n",
              "      <td>perfect condit arriv time work look great</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>29</td>\n",
              "      <td>5</td>\n",
              "      <td>impress</td>\n",
              "      <td>watch beauti time piec also could altern choic...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>30</td>\n",
              "      <td>3</td>\n",
              "      <td>epitom form function</td>\n",
              "      <td>beauti watch love look feel get compliment tim...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>31</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>32</td>\n",
              "      <td>5</td>\n",
              "      <td>surpass expect</td>\n",
              "      <td>apprehens buy dollar watch onlin look much lik...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>33</td>\n",
              "      <td>5</td>\n",
              "      <td>classi look watch</td>\n",
              "      <td>videoid ccbefed watch underst clean classi des...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>34</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy</td>\n",
              "      <td>awesom watch price</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>35</td>\n",
              "      <td>5</td>\n",
              "      <td>love watch</td>\n",
              "      <td>love watch receiv yesterday look realli nice w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>36</td>\n",
              "      <td>3</td>\n",
              "      <td>nice watch band littl small</td>\n",
              "      <td>nice face easi read band littl small</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>37</td>\n",
              "      <td>1</td>\n",
              "      <td>one star</td>\n",
              "      <td>crap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>38</td>\n",
              "      <td>4</td>\n",
              "      <td>easi read lot featur</td>\n",
              "      <td>everyday watch easi read lot featur light func...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>39</td>\n",
              "      <td>5</td>\n",
              "      <td>amaz product keep everyth safe secur organ gre...</td>\n",
              "      <td>amaz product keep everyth safe secur organ gre...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>40</td>\n",
              "      <td>3</td>\n",
              "      <td>size woman watch</td>\n",
              "      <td>watch look amaz featur second none watch small...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>poor qualiti</td>\n",
              "      <td>metal color chang first use indic poor qualiti</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>42</td>\n",
              "      <td>4</td>\n",
              "      <td>realli cute watch</td>\n",
              "      <td>far good watch week far still work style reall...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>43</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>grand kid love</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>44</td>\n",
              "      <td>5</td>\n",
              "      <td>love</td>\n",
              "      <td>worn constant love light night</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>45</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>wife love nice look watch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>46</td>\n",
              "      <td>4</td>\n",
              "      <td>decent price tag averag product</td>\n",
              "      <td>great product love contin innov field given pr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>47</td>\n",
              "      <td>5</td>\n",
              "      <td>beautul well made pilot watch high detail</td>\n",
              "      <td>beautul well made pilot watch high detail dial...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>48</td>\n",
              "      <td>5</td>\n",
              "      <td>great look watch</td>\n",
              "      <td>comfort look great lightweight band littl shor...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>49</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>excel product</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-856977d0-29fc-4e93-a895-dfa705f7750f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ],
      "source": [
        "df.head(50)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Check possible words"
      ],
      "metadata": {
        "id": "wP35NxkK9lgR"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yl6JBuI-D-ql"
      },
      "outputs": [],
      "source": [
        "words = set(nltk.corpus.words.words())\n",
        "def clean_sent(sent):\n",
        "    return \" \".join(w for w in nltk.wordpunct_tokenize(sent) \\\n",
        "     if w.lower() in words or not w.isalpha())\n",
        "\n",
        "df['review_body'] = df['review_body'].apply(clean_sent)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VrxkrOlYOAvM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f46261bf-d06a-4626-de9f-fb8eaad47602"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    index  star_rating                                    review_headline  \\\n",
              "0       0            5                                          five star   \n",
              "1       1            5                    love thiswatch keep time wonder   \n",
              "2       2            2                                           two star   \n",
              "3       3            5                                          five star   \n",
              "4       4            4                       beauti face cheap sound link   \n",
              "5       5            5                                          complaint   \n",
              "6       6            5                                          five star   \n",
              "7       7            1                                          buy think   \n",
              "8       8            5                                      perfect watch   \n",
              "9       9            4                                great qualiti build   \n",
              "10     10            4                                            satisfi   \n",
              "11     11            1                       think watch good product buy   \n",
              "12     12            3                                         three star   \n",
              "13     13            5                                          five star   \n",
              "14     14            5                                         worth love   \n",
              "15     15            5                                        differ good   \n",
              "16     16            4                         thewatch attract easi read   \n",
              "17     17            5                                          five star   \n",
              "18     18            5                                          five star   \n",
              "19     19            4                                            stylish   \n",
              "20     20            4                                    good look watch   \n",
              "21     21            4                          work great watch use slim   \n",
              "22     22            4                                        fit perfect   \n",
              "23     23            5                                          great buy   \n",
              "24     24            5                                          five star   \n",
              "25     25            5                     awatch bought quick sale thing   \n",
              "26     26            4                                          four star   \n",
              "27     27            3                   thought read somewher could swim   \n",
              "28     28            5                                        great watch   \n",
              "29     29            5                                            impress   \n",
              "30     30            3                               epitom form function   \n",
              "31     31            5                                          five star   \n",
              "32     32            5                                     surpass expect   \n",
              "33     33            5                                  classi look watch   \n",
              "34     34            5                                          great buy   \n",
              "35     35            5                                         love watch   \n",
              "36     36            3                        nice watch band littl small   \n",
              "37     37            1                                           one star   \n",
              "38     38            4                               easi read lot featur   \n",
              "39     39            5  amaz product keep everyth safe secur organ gre...   \n",
              "40     40            3                                   size woman watch   \n",
              "41     41            1                                       poor qualiti   \n",
              "42     42            4                                  realli cute watch   \n",
              "43     43            5                                          five star   \n",
              "44     44            5                                               love   \n",
              "45     45            5                                          five star   \n",
              "46     46            4                    decent price tag averag product   \n",
              "47     47            5          beautul well made pilot watch high detail   \n",
              "48     48            5                                   great look watch   \n",
              "49     49            5                                          five star   \n",
              "\n",
              "                                          review_body  \n",
              "0          love watch get compliment almost time wear  \n",
              "1                         love watch keep time wonder  \n",
              "2                                             scratch  \n",
              "3                    work well found price place make  \n",
              "4   beauti watch face band look nice around link m...  \n",
              "5   love watch complain done research better buy dumb  \n",
              "6                    wife love look great great price  \n",
              "7   buy think swiss watch descript use word must f...  \n",
              "8   watch perfect rug metal bull bar red accent gr...  \n",
              "9        great build motor silent set watch alway use  \n",
              "10  watch much look like look slight big yet adjus...  \n",
              "11  bought watch screen problem month later sent w...  \n",
              "12                cheap watch look cheap much els say  \n",
              "13                                             though  \n",
              "14  sever week love function wear also get lot com...  \n",
              "15  one differ rest like big watch one gave look c...  \n",
              "16             watch attract read except date diamond  \n",
              "17                                          said wife  \n",
              "18                             nice watch time seller  \n",
              "19  look great love wear watch thing due blue blac...  \n",
              "20  like watch great face contrast nice white keep...  \n",
              "21  work great watch use slim use quarter rase rig...  \n",
              "22                       need watch fit perfect wrist  \n",
              "23  love watch prime save tax store price great bu...  \n",
              "24                              order check size case  \n",
              "25  watch bought quick sale thing normal bought we...  \n",
              "26                                work well nice look  \n",
              "27   thought read could swim bear water resist design  \n",
              "28                       perfect time work look great  \n",
              "29  watch beauti time also could altern also good ...  \n",
              "30  beauti watch love look feel get compliment tim...  \n",
              "31                                               good  \n",
              "32  buy dollar watch look much like dollar watch w...  \n",
              "33  watch clean design look stainless steel leathe...  \n",
              "34                                        watch price  \n",
              "35   love watch yesterday look nice wrist friend love  \n",
              "36                          nice face read band small  \n",
              "37                                               crap  \n",
              "38  everyday watch read lot light function beat pr...  \n",
              "39  product keep safe organ great design belt perf...  \n",
              "40  watch look second none watch small paw dwarf l...  \n",
              "41             metal color chang first use indic poor  \n",
              "42  far good watch week far still work style cute ...  \n",
              "43                                         grand love  \n",
              "44                     worn constant love light night  \n",
              "45                          wife love nice look watch  \n",
              "46  great product love field given price tag produ...  \n",
              "47  well made pilot watch high detail dial well mo...  \n",
              "48  comfort look great lightweight band short side...  \n",
              "49                                      excel product  "
            ],
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              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>star_rating</th>\n",
              "      <th>review_headline</th>\n",
              "      <th>review_body</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>love watch get compliment almost time wear</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>love thiswatch keep time wonder</td>\n",
              "      <td>love watch keep time wonder</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>two star</td>\n",
              "      <td>scratch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>work well found price place make</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>beauti face cheap sound link</td>\n",
              "      <td>beauti watch face band look nice around link m...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>complaint</td>\n",
              "      <td>love watch complain done research better buy dumb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>wife love look great great price</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>buy think</td>\n",
              "      <td>buy think swiss watch descript use word must f...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>perfect watch</td>\n",
              "      <td>watch perfect rug metal bull bar red accent gr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>4</td>\n",
              "      <td>great qualiti build</td>\n",
              "      <td>great build motor silent set watch alway use</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "      <td>satisfi</td>\n",
              "      <td>watch much look like look slight big yet adjus...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>think watch good product buy</td>\n",
              "      <td>bought watch screen problem month later sent w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>three star</td>\n",
              "      <td>cheap watch look cheap much els say</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>though</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>5</td>\n",
              "      <td>worth love</td>\n",
              "      <td>sever week love function wear also get lot com...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>5</td>\n",
              "      <td>differ good</td>\n",
              "      <td>one differ rest like big watch one gave look c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>4</td>\n",
              "      <td>thewatch attract easi read</td>\n",
              "      <td>watch attract read except date diamond</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>said wife</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>nice watch time seller</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>4</td>\n",
              "      <td>stylish</td>\n",
              "      <td>look great love wear watch thing due blue blac...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>20</td>\n",
              "      <td>4</td>\n",
              "      <td>good look watch</td>\n",
              "      <td>like watch great face contrast nice white keep...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>21</td>\n",
              "      <td>4</td>\n",
              "      <td>work great watch use slim</td>\n",
              "      <td>work great watch use slim use quarter rase rig...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>22</td>\n",
              "      <td>4</td>\n",
              "      <td>fit perfect</td>\n",
              "      <td>need watch fit perfect wrist</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>23</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy</td>\n",
              "      <td>love watch prime save tax store price great bu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>24</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>order check size case</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>25</td>\n",
              "      <td>5</td>\n",
              "      <td>awatch bought quick sale thing</td>\n",
              "      <td>watch bought quick sale thing normal bought we...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>26</td>\n",
              "      <td>4</td>\n",
              "      <td>four star</td>\n",
              "      <td>work well nice look</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>27</td>\n",
              "      <td>3</td>\n",
              "      <td>thought read somewher could swim</td>\n",
              "      <td>thought read could swim bear water resist design</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>28</td>\n",
              "      <td>5</td>\n",
              "      <td>great watch</td>\n",
              "      <td>perfect time work look great</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>29</td>\n",
              "      <td>5</td>\n",
              "      <td>impress</td>\n",
              "      <td>watch beauti time also could altern also good ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>30</td>\n",
              "      <td>3</td>\n",
              "      <td>epitom form function</td>\n",
              "      <td>beauti watch love look feel get compliment tim...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>31</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>32</td>\n",
              "      <td>5</td>\n",
              "      <td>surpass expect</td>\n",
              "      <td>buy dollar watch look much like dollar watch w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>33</td>\n",
              "      <td>5</td>\n",
              "      <td>classi look watch</td>\n",
              "      <td>watch clean design look stainless steel leathe...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>34</td>\n",
              "      <td>5</td>\n",
              "      <td>great buy</td>\n",
              "      <td>watch price</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>35</td>\n",
              "      <td>5</td>\n",
              "      <td>love watch</td>\n",
              "      <td>love watch yesterday look nice wrist friend love</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>36</td>\n",
              "      <td>3</td>\n",
              "      <td>nice watch band littl small</td>\n",
              "      <td>nice face read band small</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>37</td>\n",
              "      <td>1</td>\n",
              "      <td>one star</td>\n",
              "      <td>crap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>38</td>\n",
              "      <td>4</td>\n",
              "      <td>easi read lot featur</td>\n",
              "      <td>everyday watch read lot light function beat pr...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>39</td>\n",
              "      <td>5</td>\n",
              "      <td>amaz product keep everyth safe secur organ gre...</td>\n",
              "      <td>product keep safe organ great design belt perf...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>40</td>\n",
              "      <td>3</td>\n",
              "      <td>size woman watch</td>\n",
              "      <td>watch look second none watch small paw dwarf l...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>41</td>\n",
              "      <td>1</td>\n",
              "      <td>poor qualiti</td>\n",
              "      <td>metal color chang first use indic poor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>42</td>\n",
              "      <td>4</td>\n",
              "      <td>realli cute watch</td>\n",
              "      <td>far good watch week far still work style cute ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>43</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>grand love</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>44</td>\n",
              "      <td>5</td>\n",
              "      <td>love</td>\n",
              "      <td>worn constant love light night</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>45</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>wife love nice look watch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>46</td>\n",
              "      <td>4</td>\n",
              "      <td>decent price tag averag product</td>\n",
              "      <td>great product love field given price tag produ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>47</td>\n",
              "      <td>5</td>\n",
              "      <td>beautul well made pilot watch high detail</td>\n",
              "      <td>well made pilot watch high detail dial well mo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>48</td>\n",
              "      <td>5</td>\n",
              "      <td>great look watch</td>\n",
              "      <td>comfort look great lightweight band short side...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>49</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>excel product</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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          "metadata": {},
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      ],
      "source": [
        "df.head(50)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
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        "id": "OMyBKUp4KrA2",
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        "outputId": "340a145b-1e2c-491e-9e48-dc0c569d50de"
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          "data": {
            "text/plain": [
              "   index  star_rating                  review_headline  \\\n",
              "0      0            5                        five star   \n",
              "1      1            5  love thiswatch keep time wonder   \n",
              "2      2            2                         two star   \n",
              "3      3            5                        five star   \n",
              "4      4            4     beauti face cheap sound link   \n",
              "\n",
              "                                         review_body  \n",
              "0         love watch get compliment almost time wear  \n",
              "1                        love watch keep time wonder  \n",
              "2                                            scratch  \n",
              "3                   work well found price place make  \n",
              "4  beauti watch face band look nice around link m...  "
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            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>star_rating</th>\n",
              "      <th>review_headline</th>\n",
              "      <th>review_body</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>love thiswatch keep time wonder</td>\n",
              "      <td>love watch keep time wonder</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>two star</td>\n",
              "      <td>scratch</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>five star</td>\n",
              "      <td>work well found price place make</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>beauti face cheap sound link</td>\n",
              "      <td>beauti watch face band look nice around link m...</td>\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-94758959-ed5f-4fdc-9399-defdd35d6b73');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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              "  </div>\n",
              "  "
            ]
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          "metadata": {},
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        }
      ],
      "source": [
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    },
    {
      "cell_type": "markdown",
      "source": [
        "## Convert star ratings to Posetive, Negative and Neutral"
      ],
      "metadata": {
        "id": "nimcVC_J9wKU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "star_rating = np.array(df['star_rating'])\n",
        "rate_class = np.empty_like(star_rating)\n",
        "for i  in range(len(rate_class)):\n",
        "  if star_rating[i] >= 4:\n",
        "    rate_class[i] = 2  # class1 : Posative Class\n",
        "  elif star_rating[i] <= 2:\n",
        "    rate_class[i] = 0  # class2 : Negative class\n",
        "  elif star_rating[i] == 3:\n",
        "    rate_class[i] = 1  # class3 : Neutral class\n",
        "\n",
        "df['star_rating'] = rate_class"
      ],
      "metadata": {
        "id": "SL2502kpguFf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Convert data to list"
      ],
      "metadata": {
        "id": "Qp1vrQVm9ro6"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "wWg5fl7CXsMz"
      },
      "outputs": [],
      "source": [
        "headline = df['review_headline'].to_list()\n",
        "body = df['review_body'].to_list()\n",
        "rate = df['star_rating'].to_list()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Using tf-idf Vectorizer"
      ],
      "metadata": {
        "id": "_Xjiw6So-GLq"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "J_Z4AyTHYZSV"
      },
      "outputs": [],
      "source": [
        "#body tf-idf\n",
        "tfidf_b = TfidfVectorizer(max_features=10000)\n",
        "result_b = tfidf_b.fit_transform(body)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AmCKCpMcOBmc"
      },
      "outputs": [],
      "source": [
        "#headline tf-idf\n",
        "tfidf_h = TfidfVectorizer(max_features=10000)\n",
        "result_h = tfidf_h.fit_transform(headline)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6obtL6nCO5fF",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "14b34551-0910-4b45-9bf0-ce6eb48bf613"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Word indexes:\n",
            "{'five': 3245, 'star': 8193, 'love': 5105, 'thiswatch': 8733, 'keep': 4705, 'time': 8804, 'wonder': 9760, 'two': 9071, 'beauti': 754, 'face': 3050, 'cheap': 1466, 'sound': 8057, 'link': 4988, 'complaint': 1755, 'buy': 1241, 'think': 8725, 'perfect': 6354, 'watch': 9522, 'great': 3772, 'qualiti': 6880, 'build': 1180, 'satisfi': 7474, 'good': 3679, 'product': 6746, 'three': 8750, 'worth': 9809, 'differ': 2323, 'thewatch': 8713, 'attract': 520, 'easi': 2620, 'read': 6992, 'stylish': 8360, 'look': 5057, 'work': 9784, 'use': 9289, 'slim': 7886, 'fit': 3242, 'awatch': 580, 'bought': 1037, 'quick': 6905, 'sale': 7431, 'thing': 8723, 'four': 3368, 'thought': 8744, 'somewher': 8028, 'could': 1902, 'swim': 8511, 'impress': 4306, 'epitom': 2830, 'form': 3348, 'function': 3448, 'surpass': 8459, 'expect': 2991, 'classi': 1606, 'nice': 5815, 'band': 655, 'littl': 5005, 'small': 7904, 'one': 6033, 'lot': 5088, 'featur': 3140, 'amaz': 273, 'everyth': 2917, 'safe': 7422, 'secur': 7579, 'organ': 6095, 'size': 7822, 'woman': 9755, 'poor': 6573, 'realli': 7008, 'cute': 2046, 'decent': 2155, 'price': 6697, 'tag': 8567, 'averag': 563, 'beautul': 768, 'well': 9627, 'made': 5204, 'pilot': 6457, 'high': 4058, 'detail': 2280, 'sturdi': 8347, 'construct': 1819, 'excel': 2945, 'gripe': 3799, 'wish': 9728, 'back': 613, 'light': 4956, 'tad': 8566, 'better': 851, 'valu': 9324, 'strap': 8294, 'seller': 7600, 'would': 9815, 'model': 5539, 'money': 5569, 'care': 1336, 'glass': 3619, 'order': 6086, 'boyfriend': 1050, 'sophist': 8046, 'sport': 8131, 'wrist': 9839, 'like': 4971, 'spark': 8071, 'citizen': 1586, 'fun': 3443, 'inexpens': 4370, 'leak': 4872, 'water': 9561, 'total': 8913, 'junk': 4668, 'husband': 4212, 'dial': 2300, 'gift': 3584, 'pretti': 6686, 'soft': 7997, 'mm': 5528, 'pin': 6460, 'seiko': 7589, 'disappoint': 2376, 'huge': 4183, 'receiv': 7026, 'condit': 1789, 'howev': 4162, 'batteri': 705, 'medium': 5373, 'leather': 4884, 'petit': 6395, 'goe': 3661, 'engag': 2793, 'ring': 7266, 'reliabl': 7121, 'ugli': 9094, 'color': 1700, 'clock': 1640, 'dark': 2098, 'night': 5834, 'last': 4844, 'long': 5046, 'late': 4847, 'get': 3568, 'parti': 6251, 'discov': 2396, 'terribl': 8668, 'replac': 7158, 'beautifulwatch': 763, 'skagen': 7832, 'want': 9486, 'green': 3782, 'timex': 8816, 'known': 4774, 'name': 5715, 'way': 9583, 'must': 5693, 'sit': 7813, 'around': 439, 'year': 9926, 'go': 3650, 'bad': 621, 'practic': 6626, 'casio': 1371, 'red': 7065, 'thick': 8715, 'garbag': 3494, 'groomsmen': 3806, 'arriv': 443, 'within': 9734, 'day': 2125, 'resist': 7186, 'faulti': 3121, 'hunt': 4205, 'hard': 3940, 'set': 7637, 'return': 7225, 'cap': 1313, 'screw': 7539, 'hold': 4102, 'fell': 3154, 'still': 8258, 'happi': 3932, 'stop': 8274, 'absolut': 23, 'run': 7399, 'smooth': 7929, 'quiet': 6910, 'greatwatch': 3779, 'turn': 9046, 'second': 7571, 'charm': 1461, 'exact': 2935, 'silver': 7775, 'health': 3986, 'bussin': 1223, 'need': 5769, 'someth': 8025, 'clean': 1621, 'chill': 1515, 'blue': 963, 'ice': 4234, 'big': 879, 'purchas': 6834, 'durabl': 2586, 'comfort': 1722, 'ouch': 6123, 'design': 2268, 'ironman': 4517, 'old': 6020, 'swatch': 8491, 'period': 6372, 'versatil': 9376, 'key': 4723, 'deep': 2178, 'dish': 2411, 'wear': 9598, 'valuabl': 9325, 'compliment': 1765, 'much': 5662, 'tick': 8773, 'tock': 8859, 'help': 4032, 'larg': 4835, 'men': 5391, 'fantast': 3087, 'illumin': 4269, 'limit': 4980, 'teeni': 8634, 'tini': 8828, 'super': 8429, 'wow': 9821, 'sad': 7419, 'real': 7000, 'pictur': 6441, 'textur': 8679, 'deal': 2140, 'make': 5231, 'im': 4275, 'glad': 3612, 'shine': 7700, 'beautiful': 759, 'piec': 6447, 'actual': 77, 'fine': 3214, 'eyecatch': 3037, 'obvious': 5964, 'found': 3366, 'waterproof': 9565, 'best': 839, 'ever': 2906, 'even': 2902, 'nicer': 5820, 'life': 4948, 'half': 3896, 'inch': 4322, 'unfortun': 9179, 'sent': 7616, 'broken': 1132, 'simpl': 7785, 'hate': 3959, 'take': 8573, 'vital': 9426, 'sign': 7762, 'measur': 5356, 'hand': 3909, 'loook': 5066, 'toyota': 8939, 'swiss': 8517, 'quartz': 6894, 'movement': 5628, 'improv': 4309, 'pleas': 6513, 'cool': 1853, 'enjoy': 2800, 'outsid': 6145, 'ador': 108, 'far': 3094, 'eye': 3036, 'month': 5580, 'market': 5294, 'peopl': 6339, 'came': 1288, 'manner': 5256, 'bit': 905, 'batman': 701, 'truli': 9016, 'kid': 4733, 'lg': 4934, 'fast': 3110, 'deliveri': 2222, 'third': 8728, 'invicta': 4480, 'amazon': 279, 'birthday': 902, 'present': 6670, 'trendi': 8981, 'style': 8355, 'enough': 2803, 'offic': 5997, 'casual': 1378, 'chic': 1505, 'lifesav': 4950, 'awesom': 587, 'remind': 7137, 'panerai': 6228, 'daylight': 2127, 'armitron': 433, 'blk': 953, 'black': 923, 'digit': 2335, 'chronograph': 1559, 'sporti': 8133, 'show': 7740, 'chrome': 1552, 'plate': 6504, 'genuin': 3557, 'moment': 5557, 'first': 3231, 'tissot': 8838, 'prs': 6795, 'automat': 550, 'gent': 3552, 'expens': 2999, 'marathon': 5272, 'mil': 5450, 'spec': 8080, 'got': 3706, 'full': 3438, 'refund': 7087, 'end': 2781, 'describ': 2257, 'complic': 1763, 'guy': 3864, 'ggod': 3575, 'handsom': 3919, 'caveat': 1399, 'subpar': 8379, 'bracelet': 1054, 'date': 2112, 'seal': 7557, 'feminin': 3162, 'hour': 4157, 'power': 6618, 'reserv': 7180, 'appear': 382, 'copi': 1865, 'saw': 7490, 'origin': 6100, 'difficult': 2327, 'see': 7580, 'low': 5123, 'stuhrl': 8337, 'downsid': 2523, 'send': 7608, 'suck': 8391, 'fashion': 3105, 'invers': 4472, 'display': 2423, 'less': 4921, 'lookingwatch': 5062, 'suggest': 8401, 'wast': 9513, 'number': 5933, 'altern': 254, 'retro': 7221, 'leav': 4889, 'review': 7234, 'excit': 2960, 'samsung': 7443, 'gear': 3526, 'live': 5008, 'background': 614, 'though': 8743, 'led': 4890, 'feel': 3149, 'multi': 5675, 'thousand': 8746, 'dollar': 2479, 'job': 4620, 'recommend': 7054, 'teen': 8632, 'wife': 9696, 'goodwatch': 3684, 'ship': 7705, 'boat': 978, 'lack': 4802, 'new': 5799, 'fact': 3056, 'ive': 4548, 'seem': 7582, 'butwatch': 1237, 'item': 4538, 'mani': 5250, 'reason': 7014, 'ask': 468, 'anyth': 359, 'said': 7425, 'lightweight': 4962, 'miss': 5508, 'particular': 6254, 'solar': 8005, 'inher': 4387, 'flaw': 3272, 'annoy': 338, 'lol': 5044, 'lacost': 4805, 'ok': 6012, 'father': 3118, 'pocket': 6540, 'chang': 1446, 'surpris': 8461, 'uniqu': 9199, 'rectangular': 7063, 'shape': 7676, 'sever': 7643, 'coupl': 1914, 'week': 9611, 'slept': 7877, 'awsom': 599, 'broke': 1131, 'gorgeous': 3698, 'mother': 5607, 'pearl': 6304, 'self': 7597, 'wind': 9711, 'updat': 9262, 'fall': 3069, 'apart': 367, 'sweet': 8502, 'worst': 9806, 'extrem': 3034, 'okay': 6013, 'everyday': 2913, 'dope': 2498, 'suitabl': 8403, 'pink': 6463, 'oem': 5992, 'unreli': 9234, 'timepiec': 8812, 'pay': 6287, 'expedit': 2995, 'plain': 6495, 'instruct': 4424, 'talk': 8578, 'tool': 8889, 'loud': 5094, 'accessori': 42, 'dead': 2138, 'twice': 9065, 'icon': 4237, 'alarm': 199, 'overal': 6155, 'short': 7729, 'industri': 4366, 'smaller': 7905, 'shock': 7716, 'pass': 6260, 'test': 8673, 'daughter': 2115, 'rate': 6970, 'battri': 711, 'solid': 8013, 'law': 4855, 'suprem': 8451, 'stein': 8230, 'trim': 8998, 'relationship': 7115, 'done': 2488, 'profession': 6755, 'tell': 8641, 'zodiac': 9989, 'brand': 1070, 'sell': 7599, 'generic': 3543, 'wood': 9768, 'descript': 2259, 'ehh': 2690, 'crazi': 1957, 'horribl': 4144, 'choic': 1537, 'went': 9633, 'pool': 6570, 'fill': 3202, 'handi': 3914, 'tri': 8984, 'remov': 7141, 'easili': 2623, 'jewel': 4602, 'adjust': 99, 'outstand': 6146, 'blingi': 950, 'collector': 1693, 'tast': 8598, 'next': 5807, 'allow': 233, 'hidden': 4054, 'gem': 3536, 'person': 6381, 'gave': 3515, 'bore': 1025, 'due': 2572, 'smell': 7920, 'horrif': 4146, 'simpli': 7791, 'exceed': 2944, 'impecc': 4293, 'addit': 88, 'collect': 1692, 'heavi': 4004, 'environ': 2823, 'case': 1364, 'come': 1716, 'also': 251, 'fasten': 3111, 'wait': 9470, 'except': 2957, 'stain': 8180, 'stunner': 8342, 'coral': 1868, 'definit': 2202, 'someon': 8024, 'els': 2738, 'know': 4772, 'weight': 9618, 'adequ': 93, 'tradit': 8951, 'constant': 1816, 'decor': 2171, 'robust': 7307, 'backlight': 615, 'section': 7577, 'plastic': 6500, 'cover': 1925, 'scuff': 7548, 'give': 3606, 'hr': 4165, 'mont': 5578, 'indic': 4354, 'nicewatch': 5822, 'capsul': 1320, 'took': 8888, 'state': 8205, 'art': 446, 'pick': 6438, 'wont': 9766, 'regret': 7100, 'oper': 6063, 'auto': 548, 'esq': 2867, 'fan': 3077, 'own': 6186, 'nasti': 5727, 'tendenc': 8654, 'spontan': 8128, 'aw': 572, 'problem': 6733, 'inferior': 4375, 'point': 6545, 'box': 1047, 'travel': 8970, 'zone': 9991, 'everyon': 2916, 'nixon': 5861, 'duti': 2592, 'readout': 6999, 'perform': 6367, 'sure': 8454, 'clasp': 1603, 'instal': 4419, 'dress': 2542, 'press': 6675, 'modern': 5544, 'daili': 2067, 'hilfig': 4067, 'cannot': 1305, 'buyer': 1242, 'repres': 7165, 'authent': 544, 'stamp': 8184, 'revers': 7231, 'finish': 3223, 'workmanship': 9791, 'chime': 1517, 'volum': 9438, 'control': 1838, 'doesnt': 2472, 'monster': 5576, 'shown': 7744, 'sweep': 8501, 'grand': 3740, 'magnifiqu': 5219, 'ladi': 4808, 'watchband': 9525, 'instant': 4422, 'canva': 1311, 'never': 5797, 'lego': 4906, 'lover': 5116, 'vert': 9381, 'defect': 2186, 'delic': 2215, 'doc': 2464, 'gs': 3827, 'cost': 1895, 'fail': 3061, 'bold': 990, 'open': 6061, 'invest': 4474, 'iffi': 4251, 'today': 8861, 'sand': 7446, 'portion': 6593, 'rais': 6948, 'cowboy': 1928, 'yesterday': 9937, 'fake': 3067, 'metal': 5416, 'prong': 6773, 'latch': 4846, 'custom': 2042, 'servic': 7634, 'effici': 2678, 'jewelri': 4606, 'mywatch': 5706, 'tight': 8791, 'wide': 9691, 'victorinox': 9402, 'desk': 2270, 'especi': 2853, 'troubl': 9011, 'radio': 6934, 'heart': 3992, 'bewar': 859, 'issu': 4530, 'grain': 3737, 'gw': 3866, 'recent': 7028, 'climb': 1635, 'belt': 819, 'opinion': 6067, 'whether': 9663, 'dislik': 2416, 'break': 1082, 'bright': 1111, 'screen': 7538, 'colour': 1708, 'switzerland': 8520, 'advertis': 122, 'damag': 2079, 'sunshin': 8427, 'orang': 6082, 'base': 683, 'friend': 3409, 'fish': 3234, 'feb': 3141, 'reput': 7171, 'doubl': 2511, 'readabl': 6993, 'materi': 5323, 'tear': 8618, 'machineri': 5197, 'might': 5446, 'worri': 9804, 'space': 8062, 'almost': 240, 'among': 294, 'certain': 1426, 'promis': 6767, 'girlfriend': 3601, 'option': 6079, 'weekend': 9613, 'alway': 267, 'pleasant': 6514, 'contrast': 1837, 'stylist': 8362, 'beat': 739, 'oldi': 6023, 'goodi': 3682, 'hardwar': 3946, 'without': 9735, 'acqua': 65, 'vestal': 9385, 'brig': 1110, 'bigger': 880, 'consid': 1813, 'android': 321, 'phone': 6421, 'meter': 5419, 'underwat': 9163, 'capabl': 1314, 'accur': 52, 'ultra': 9106, 'contact': 1823, 'minut': 5488, 'rock': 7311, 'em': 2745, 'craftsmanship': 1943, 'eleg': 2713, 'plane': 6497, 'slick': 7879, 'grate': 3759, 'navi': 5740, 'side': 7754, 'skip': 7848, 'local': 5026, 'bargain': 672, 'store': 8280, 'mar': 5268, 'dont': 2490, 'largewatch': 4838, 'button': 1236, 'loos': 5074, 'say': 7491, 'sleeper': 7874, 'learn': 4878, 'built': 1182, 'proof': 6775, 'mickey': 5435, 'figur': 3198, 'urself': 9277, 'swag': 8484, 'simplic': 7792, 'right': 7260, 'yo': 9945, 'packag': 6201, 'suspici': 8473, 'mudman': 5668, 'special': 8081, 'wrong': 9852, 'saturday': 7480, 'realiz': 7006, 'fifth': 3194, 'wore': 9782, 'crown': 1991, 'part': 6250, 'pinch': 6461, 'becom': 775, 'addict': 86, 'rare': 6965, 'nyc': 5942, 'start': 8201, 'convers': 1842, 'everi': 2909, 'devic': 2290, 'justic': 4678, 'hole': 4104, 'familiar': 3075, 'doa': 2461, 'accept': 36, 'tough': 8922, 'scratch': 7531, 'highest': 4060, 'nato': 5731, 'daluca': 2076, 'rubber': 7381, 'brittl': 1126, 'minni': 5483, 'beati': 742, 'regal': 7091, 'kind': 4741, 'cozi': 1931, 'strong': 8320, 'cant': 1308, 'clearanc': 1624, 'strip': 8317, 'fabric': 3047, 'felt': 3157, 'superior': 8437, 'iq': 4506, 'shield': 7696, 'yet': 9940, 'protector': 6787, 'proper': 6777, 'remors': 7139, 'sometim': 8026, 'idea': 4241, 'lime': 4979, 'hugewatch': 4184, 'abl': 16, 'move': 5626, 'mention': 5395, 'beginn': 794, 'dirti': 2366, 'stood': 8273, 'depend': 2239, 'cheapli': 1472, 'fabul': 3048, 'budget': 1167, 'comic': 1725, 'suit': 8402, 'young': 9953, 'pre': 6639, 'thermomet': 8707, 'although': 255, 'knock': 4768, 'becam': 772, 'upgrad': 9263, 'twin': 9067, 'son': 8031, 'school': 7514, 'lighter': 4958, 'man': 5246, 'purpos': 6840, 'wrap': 9831, 'reciev': 7036, 'thank': 8687, 'cheater': 1477, 'lick': 4941, 'concept': 1781, 'danger': 2089, 'analog': 311, 'appl': 384, 'asid': 467, 'edc': 2660, 'cutest': 2048, 'comfi': 1720, 'plus': 6532, 'whale': 9649, 'ocean': 5977, 'dw': 2594, 'bb': 718, 'nylon': 5943, 'owe': 6183, 'favor': 3127, 'busi': 1221, 'percept': 6346, 'near': 5756, 'women': 9757, 'flimsi': 3285, 'outdoor': 6132, 'anoth': 343, 'typic': 9080, 'china': 1519, 'slow': 7897, 'cent': 1415, 'either': 2700, 'stock': 8267, 'alreadi': 249, 'drain': 2531, 'qua': 6867, 'hamilton': 3903, 'line': 4984, 'follow': 3325, 'web': 9606, 'download': 2521, 'final': 3208, 'initi': 4389, 'charg': 1456, 'thrill': 8755, 'sucker': 8392, 'crystal': 2000, 'scar': 7501, 'heavier': 4005, 'pun': 6819, 'intend': 4437, 'normal': 5893, 'presid': 6673, 'shark': 7678, 'code': 1677, 'craft': 1937, 'mechan': 5361, 'ga': 3474, 'skx': 7855, 'divewatch': 2452, 'mean': 5353, 'smart': 7911, 'befit': 788, 'favorit': 3128, 'opal': 6056, 'carri': 1352, 'offshor': 6001, 'oil': 6009, 'approv': 392, 'photo': 6424, 'simplewatch': 7790, 'st': 8172, 'vs': 9447, 'deliv': 2221, 'yellow': 9928, 'otherwis': 6118, 'autowind': 553, 'overr': 6170, 'close': 1644, 'transpar': 8964, 'inner': 4398, 'exercis': 2979, 'favourit': 3132, 'spent': 8099, 'gorgeus': 3700, 'biggest': 882, 'singl': 7803, 'produc': 6744, 'luminox': 5167, 'dandi': 2086, 'ideal': 4242, 'repair': 7153, 'attractivewatch': 521, 'rule': 7396, 'realiti': 7005, 'saphir': 7454, 'hope': 4133, 'fix': 3246, 'note': 5904, 'clear': 1623, 'catcher': 1385, 'gadget': 3479, 'experi': 3001, 'correct': 1882, 'grey': 3791, 'precis': 6645, 'fourth': 3369, 'russian': 7406, 'diver': 2449, 'accuraci': 53, 'bland': 935, 'relic': 7122, 'complement': 1756, 'breaker': 1086, 'atom': 505, 'ann': 332, 'klein': 4758, 'cat': 1380, 'classic': 1607, 'pray': 6635, 'check': 1478, 'choos': 1540, 'ect': 2655, 'terrif': 8669, 'slight': 7884, 'santa': 7452, 'pocketwatch': 6541, 'worn': 9802, 'dressi': 2544, 'unfortunatelli': 9180, 'legend': 4900, 'accident': 44, 'blow': 959, 'exterior': 3026, 'interior': 4446, 'mine': 5471, 'surfer': 8457, 'goft': 3662, 'tedious': 8630, 'crisp': 1974, 'ike': 4264, 'starter': 8202, 'pros': 6782, 'con': 1779, 'dopewatch': 2500, 'occasion': 5971, 'novelti': 5914, 'clip': 1638, 'door': 2496, 'shut': 7750, 'thin': 8722, 'told': 8871, 'mighti': 5447, 'support': 8449, 'mess': 5411, 'crack': 1934, 'pull': 6812, 'keeper': 4706, 'ingeni': 4385, 'woven': 9820, 'lost': 5087, 'warranti': 9503, 'combin': 1714, 'manufactur': 5264, 'notic': 5907, 'current': 2036, 'avail': 555, 'stand': 8186, 'away': 581, 'pic': 6433, 'oustand': 6127, 'bendabl': 824, 'awar': 577, 'exel': 2975, 'paw': 6283, 'somehow': 8023, 'slightest': 7885, 'frill': 3411, 'fair': 3064, 'larger': 4836, 'circumfer': 1580, 'rose': 7347, 'gold': 3667, 'dad': 2064, 'past': 6264, 'masterpiec': 5318, 'grandson': 3751, 'pack': 6200, 'manual': 5262, 'luxuri': 5183, 'cole': 1684, 'garden': 3498, 'gram': 3738, 'likey': 4975, 'bitch': 906, 'find': 3212, 'rip': 7269, 'japan': 4569, 'top': 8899, 'notch': 5903, 'winder': 9713, 'hint': 4072, 'rolex': 7323, 'fraction': 3372, 'girl': 3600, 'sinc': 7799, 'noisi': 5874, 'roll': 7324, 'dice': 2307, 'wouldnt': 9817, 'understand': 9159, 'wed': 9608, 'pg': 6401, 'florida': 3297, 'reissu': 7107, 'question': 6902, 'kinda': 4742, 'arm': 425, 'wenger': 9632, 'zulu': 9997, 'fault': 3120, 'june': 4665, 'geat': 3528, 'downfal': 2518, 'brother': 1142, 'somewhat': 8027, 'braun': 1075, 'split': 8121, 'vari': 9335, 'ad': 81, 'spot': 8142, 'board': 975, 'attent': 517, 'trooper': 9008, 'tone': 8880, 'electron': 2712, 'depict': 2240, 'chase': 1464, 'dragon': 2529, 'static': 8207, 'numer': 5934, 'countri': 1913, 'cooper': 1862, 'add': 84, 'kit': 4752, 'center': 1416, 'valentin': 9319, 'thinner': 8726, 'resin': 7185, 'noth': 5905, 'gotta': 3712, 'believ': 806, 'bluetooth': 965, 'synchron': 8547, 'app': 376, 'immedi': 4285, 'stopp': 8276, 'nostalgia': 5899, 'boy': 1048, 'surviv': 8465, 'scout': 7527, 'camp': 1294, 'anniversari': 335, 'irk': 4512, 'discount': 2394, 'effect': 2676, 'bougt': 1038, 'specif': 8083, 'aerob': 127, 'dri': 2548, 'eloqu': 2737, 'gaudi': 3513, 'militari': 5456, 'polici': 6559, 'robert': 7302, 'caval': 1396, 'diamond': 2303, 'chonograph': 1539, 'goodlook': 3683, 'chrono': 1556, 'put': 6851, 'fat': 3115, 'heuer': 4047, 'guarante': 3836, 'paper': 6231, 'mass': 5314, 'sensit': 7614, 'failur': 3062, 'orient': 6098, 'glitter': 3627, 'bent': 829, 'afar': 133, 'pure': 6837, 'bling': 949, 'overs': 6171, 'besid': 838, 'doubt': 2513, 'bogus': 987, 'stick': 8248, 'funwatch': 3455, 'summer': 8408, 'sharp': 7679, 'edg': 2663, 'mayb': 5339, 'matt': 5325, 'flat': 3265, 'rug': 7391, 'marc': 5277, 'ecko': 2642, 'agre': 161, 'kor': 4785, 'ago': 159, 'easier': 2621, 'usual': 9299, 'faster': 3112, 'fanci': 3080, 'fate': 3117, 'caught': 1390, 'vibrat': 9396, 'wake': 9471, 'withwatch': 9738, 'speedway': 8094, 'submarin': 8374, 'eco': 2644, 'drive': 2552, 'non': 5877, 'snazzi': 7945, 'die': 2313, 'eas': 2619, 'newli': 5803, 'graduat': 3732, 'airman': 180, 'wristwatch': 9844, 'cash': 1366, 'stay': 8214, 'wound': 9818, 'eyesight': 3041, 'isnt': 4527, 'modul': 5550, 'tide': 8782, 'moon': 5587, 'concern': 1782, 'rotat': 7356, 'nativ': 5730, 'iphon': 4504, 'malfunct': 5240, 'program': 6760, 'direct': 2363, 'incorrect': 4336, 'homag': 4113, 'hairi': 3894, 'ceram': 1421, 'fossil': 3362, 'sensor': 7615, 'etch': 2889, 'fli': 3281, 'anticip': 351, 'probabl': 6731, 'timeless': 8806, 'cross': 1986, 'other': 6116, 'watchfac': 9531, 'winner': 9719, 'wristband': 9840, 'util': 9303, 'occas': 5970, 'offer': 5996, 'free': 3390, 'circa': 1576, 'squar': 8155, 'unisex': 9201, 'pro': 6729, 'major': 5230, 'child': 1511, 'dissappoint': 2432, 'liter': 5000, 'flip': 3287, 'million': 5463, 'yep': 9931, 'purpl': 6839, 'harley': 3948, 'davidson': 2121, 'bulova': 1193, 'mix': 5520, 'flair': 3253, 'babi': 611, 'comput': 1778, 'gshock': 3829, 'rangeman': 6957, 'pebbl': 6308, 'onlin': 6037, 'longer': 5047, 'wise': 9727, 'useless': 9292, 'over': 6154, 'includ': 4325, 'home': 4115, 'countdown': 1907, 'timer': 8813, 'promin': 6766, 'subdial': 8369, 'strict': 8313, 'snap': 7943, 'basic': 687, 'finest': 3217, 'seen': 7583, 'ahead': 165, 'odd': 5986, 'stun': 8340, 'hadley': 3886, 'roma': 7329, 'msmra': 5646, 'retir': 7218, 'timekeep': 8805, 'phase': 6405, 'provid': 6794, 'omg': 6032, 'lame': 4818, 'toscana': 8911, 'game': 3489, 'recipi': 7037, 'quit': 6920, 'nautica': 5735, 'threw': 8751, 'shop': 7724, 'shame': 7675, 'type': 9079, 'hmm': 4086, 'lock': 5028, 'steal': 8218, 'guess': 3842, 'ug': 9089, 'stainless': 8181, 'steel': 8223, 'speidel': 8095, 'bezel': 861, 'fog': 3319, 'catch': 1384, 'stare': 8195, 'mk': 5523, 'thumb': 8767, 'readeel': 6994, 'afford': 138, 'exclus': 2964, 'requir': 7173, 'elbow': 2706, 'greas': 3770, 'splendid': 8119, 'edit': 2667, 'fresh': 3404, 'th': 8683, 'forev': 3341, 'entir': 2811, 'wa': 9453, 'rns': 7293, 'magnific': 5216, 'moto': 5611, 'deceiv': 2153, 'mind': 5470, 'sweat': 8495, 'sandalwood': 7448, 'silli': 7774, 'owl': 6185, 'enter': 2807, 'insid': 4410, 'bare': 671, 'touch': 8919, 'http': 4171, 'www': 9877, 'com': 1712, 'gp': 3717, 'hit': 4082, 'stuff': 8332, 'reward': 7241, 'potti': 6611, 'train': 8954, 'video': 9403, 'stiff': 8252, 'tattoo': 8600, 'antiqu': 352, 'awe': 583, 'multicolor': 5677, 'everydaywatch': 2914, 'met': 5415, 'yrs': 9964, 'pillow': 6456, 'rhineston': 7245, 'disney': 2418, 'mous': 5619, 'hmmm': 4087, 'layer': 4859, 'dim': 2344, 'nd': 5753, 'sunnto': 8422, 'hubbi': 4176, 'caus': 1391, 'awhil': 597, 'id': 4239, 'sgw': 7660, 'appli': 385, 'exchang': 2959, 'wright': 9837, 'sea': 7553, 'foam': 3314, 'suspect': 8472, 'spend': 8097, 'may': 5338, 'dive': 2447, 'hot': 4151, 'subtl': 8385, 'bulki': 1185, 'bonni': 1007, 'spring': 8147, 'bar': 665, 'yes': 9932, 'nois': 5871, 'paid': 6212, 'looker': 5059, 'dual': 2566, 'lumin': 5164, 'mudder': 5667, 'la': 4797, 'mer': 5398, 'polish': 6560, 'acryl': 71, 'clariti': 1598, 'norm': 5892, 'sapphir': 7455, 'runner': 7401, 'war': 9488, 'instead': 4423, 'condens': 1787, 'fug': 3434, 'seahawk': 7556, 'butterfli': 1234, 'standard': 8187, 'rough': 7361, 'kept': 4719, 'ten': 8652, 'bill': 892, 'tourbillion': 8927, 'chain': 1434, 'smartwatch': 7916, 'vintag': 9411, 'sorri': 8048, 'resum': 7212, 'mrs': 5639, 'general': 3541, 'lose': 5084, 'play': 6507, 'minimalist': 5477, 'sacrific': 7418, 'mom': 5556, 'hous': 4158, 'throw': 8760, 'thinnest': 8727, 'didnt': 2311, 'white': 9673, 'prepar': 6663, 'reset': 7181, 'brush': 1151, 'bang': 658, 'knob': 4767, 'left': 4892, 'bring': 1121, 'indiglo': 4358, 'compass': 1747, 'joke': 4631, 'similar': 7781, 'trash': 8968, 'incred': 4340, 'lake': 4815, 'kayak': 4701, 'dissapoint': 2431, 'stitch': 8263, 'rather': 6971, 'narrow': 5723, 'predict': 6651, 'sooo': 8038, 'thanx': 8690, 'reccommend': 7023, 'wtf': 9862, 'profil': 6757, 'ride': 7256, 'hesit': 4046, 'luv': 5178, 'harm': 3949, 'superb': 8430, 'defin': 2199, 'passion': 6262, 'beaut': 752, 'suppli': 8447, 'ran': 6953, 'costum': 1898, 'tricki': 8995, 'sugest': 8400, 'husbandswatch': 4213, 'minor': 5484, 'import': 4299, 'aspect': 471, 'word': 9781, 'fox': 3370, 'swimmer': 8513, 'jam': 4564, 'teenag': 8633, 'crappi': 1950, 'vendor': 9357, 'withstand': 9736, 'element': 2718, 'connect': 1804, 'push': 6847, 'trade': 8948, 'anyon': 358, 'age': 154, 'oh': 6006, 'punch': 6820, 'pair': 6217, 'histor': 4079, 'aurora': 538, 'grrrreat': 3821, 'seafoam': 7554, 'wayyy': 9587, 'compani': 1742, 'convert': 1843, 'metric': 5421, 'let': 4924, 'but': 1226, 'serv': 7632, 'share': 7677, 'anybodi': 355, 'compact': 1740, 'pouch': 6612, 'crap': 1947, 'ol': 6019, 'feedback': 3148, 'beach': 729, 'coolwatch': 1858, 'rich': 7250, 'firefight': 3227, 'semi': 7604, 'activ': 74, 'sexi': 7648, 'reader': 6995, 'proport': 6779, 'complet': 1757, 'sort': 8050, 'itchi': 4536, 'necessari': 5764, 'earli': 2612, 'continu': 1832, 'bank': 662, 'bell': 808, 'whistl': 9671, 'princ': 6713, 'happier': 3933, 'schedul': 7510, 'gray': 3763, 'damn': 2082, 'bangl': 660, 'nut': 5938, 'steam': 8221, 'forget': 3344, 'moistur': 5551, 'bubbl': 1158, 'conflict': 1797, 'tremend': 8978, 'wat': 9515, 'nt': 5921, 'glo': 3631, 'pimp': 6458, 'bedsid': 780, 'colleg': 1694, 'student': 8329, 'perceiv': 6344, 'dressier': 2545, 'squeaki': 8157, 'extra': 3029, 'factor': 3057, 'regard': 7093, 'tommi': 8877, 'bahama': 633, 'research': 7177, 'competit': 1752, 'bigwatch': 887, 'mainten': 5228, 'god': 3653, 'neat': 5759, 'until': 9251, 'saver': 7486, 'waist': 9469, 'agian': 158, 'later': 4848, 'toy': 8937, 'dissatisfi': 2434, 'cutom': 2051, 'mexico': 5423, 'desert': 2262, 'uncomfort': 9141, 'nah': 5710, 'glow': 3641, 'spanish': 8068, 'call': 1281, 'head': 3980, 'mark': 5292, 'puma': 6817, 'sister': 7812, 'most': 5604, 'shorten': 7731, 'consist': 1815, 'ling': 4987, 'woe': 9750, 'meh': 5376, 'mediocr': 5372, 'sleek': 7870, 'co': 1666, 'york': 9950, 'upon': 9266, 'mile': 5454, 'substandard': 8381, 'trust': 9018, 'nurs': 5937, 'children': 1514, 'throughout': 8758, 'excellentwatch': 2954, 'bd': 726, 'admit': 103, 'whole': 9679, 'platinum': 6505, 'compens': 1750, 'weather': 9604, 'drop': 2557, 'crummi': 1998, 'decis': 2164, 'ident': 4243, 'wh': 9645, 'unexpect': 9173, 'tribut': 8993, 'view': 9405, 'neet': 5773, 'older': 6021, 'storag': 8279, 'everywher': 2921, 'masculin': 5311, 'lite': 4999, 'clunki': 1659, 'httr': 4172, 'combo': 1715, 'recommen': 7053, 'partner': 6255, 'hors': 4148, 'true': 9014, 'urgent': 9276, 'wall': 9478, 'pendulum': 6334, 'schoolhous': 7516, 'contrari': 1836, 'silent': 7769, 'protrek': 6789, 'rustic': 7409, 'posit': 6601, 'counter': 1908, 'clockwis': 1641, 'complex': 1759, 'compar': 1744, 'hello': 4028, 'kitti': 4755, 'steampunk': 8222, 'various': 9338, 'brighter': 1113, 'info': 4380, 'wet': 9641, 'chris': 1545, 'soleasi': 8010, 'prism': 6720, 'tween': 9060, 'sens': 7611, 'exampl': 2940, 'casiowatch': 1373, 'inde': 4343, 'glove': 3640, 'select': 7596, 'interest': 4443, 'express': 3019, 'mtp': 5657, 'least': 4882, 'concur': 1786, 'muscular': 5689, 'yr': 9963, 'breitl': 1097, 'disapoint': 2372, 'resolv': 7192, 'abus': 29, 'darker': 2100, 'besti': 842, 'johnson': 4627, 'queen': 6897, 'soooooo': 8041, 'dang': 2088, 'amitron': 292, 'christma': 1548, 'beneath': 826, 'accent': 35, 'streak': 8302, 'sunlight': 8419, 'funki': 3452, 'lay': 4858, 'reflect': 7084, 'dainti': 2069, 'hide': 4055, 'skin': 7845, 'stupid': 8346, 'interfac': 4444, 'expans': 2988, 'dude': 2571, 'beefi': 783, 'save': 7485, 'hassl': 3956, 'dream': 2540, 'seek': 7581, 'buck': 1160, 'lookig': 5060, 'track': 8946, 'workout': 9792, 'held': 4023, 'guilti': 3846, 'earlier': 2613, 'sooner': 8037, 'shorter': 7732, 'fortun': 3359, 'stopwatch': 8278, 'prefect': 6654, 'hey': 4051, 'gorgeouswatch': 3699, 'field': 3188, 'avoid': 570, 'statement': 8206, 'matter': 5326, 'faux': 3123, 'harbor': 3939, 'stink': 8260, 'admir': 101, 'ssc': 8167, 'appar': 379, 'export': 3016, 'roman': 7330, 'varieti': 9337, 'place': 6490, 'betsi': 850, 'skmei': 7849, 'reson': 7193, 'childhood': 1512, 'memori': 5390, 'beatiful': 743, 'sup': 8428, 'swarovski': 8490, 'rubbish': 7384, 'regular': 7103, 'parni': 6248, 'scam': 7497, 'unless': 9208, 'mortal': 5598, 'chrongraph': 1553, 'waveceptor': 9580, 'calcul': 1269, 'smartphon': 7914, 'hing': 4071, 'flexibl': 3280, 'silicon': 7771, 'spare': 8070, 'keepin': 4707, 'bout': 1043, 'mantel': 5260, 'lit': 4998, 'attach': 512, 'luck': 5151, 'carrier': 1354, 'soleus': 8011, 'inexpensivewatch': 4371, 'etc': 2888, 'advis': 125, 'fragil': 3373, 'assist': 478, 'warch': 9491, 'japanes': 4570, 'camo': 1292, 'chanc': 1444, 'substanti': 8382, 'chines': 1525, 'asian': 465, 'flashi': 3262, 'ferrari': 3169, 'lap': 4832, 'count': 1906, 'wowww': 9824, 'suppl': 8445, 'rang': 6956, 'rememb': 7136, 'behind': 798, 'hear': 3990, 'award': 578, 'hundr': 4200, 'patent': 6269, 'graet': 3733, 'tx': 9074, 'flower': 3299, 'hirsch': 4077, 'complain': 1754, 'worthless': 9811, 'loop': 5073, 'soon': 8036, 'match': 5320, 'meet': 5374, 'toddler': 8862, 'surf': 8455, 'havent': 3966, 'taken': 8574, 'unusu': 9254, 'beyond': 860, 'beuti': 855, 'confort': 1799, 'nonfunct': 5881, 'gaug': 3514, 'distanc': 2436, 'surpriz': 8462, 'repli': 7160, 'disgruntl': 2408, 'owner': 6187, 'clerk': 1628, 'watchcas': 9527, 'cushion': 2039, 'cheapo': 1473, 'rid': 7255, 'nich': 5823, 'flex': 3278, 'woth': 9813, 'cheer': 1484, 'cheapest': 1469, 'buddi': 1165, 'websit': 9607, 'overstock': 6176, 'label': 4799, 'exquisit': 3020, 'recomend': 7046, 'process': 6739, 'reach': 6989, 'loss': 5086, 'goal': 3651, 'wrote': 9854, 'armi': 430, 'cut': 2045, 'knife': 4765, 'blade': 928, 'conveni': 1840, 'highlight': 4062, 'pulsar': 6815, 'multipl': 5680, 'plan': 6496, 'resiz': 7190, 'honest': 4121, 'extravag': 3032, 'happen': 3931, 'lcd': 4865, 'akribo': 189, 'repeat': 7156, 'ironmanwatch': 4518, 'zero': 9979, 'fade': 3060, 'royal': 7371, 'humong': 4197, 'hurri': 4209, 'strang': 8292, 'applic': 386, 'air': 177, 'modest': 5547, 'pirat': 6471, 'german': 3566, 'deffect': 2195, 'font': 3327, 'planet': 6498, 'tip': 8835, 'page': 6209, 'ridicul': 7258, 'affair': 135, 'excess': 2958, 'ittt': 4544, 'hip': 4073, 'equip': 2834, 'yay': 9922, 'brilliant': 1117, 'knew': 4764, 'term': 8663, 'sturdywatch': 8349, 'expand': 2987, 'juli': 4662, 'dexclus': 2293, 'potenti': 6609, 'costa': 1896, 'perfecto': 6357, 'shoe': 7722, 'plagu': 6493, 'pricey': 6701, 'togeth': 8864, 'massiv': 5316, 'longin': 5051, 'bm': 970, 'velvet': 9353, 'bottom': 1034, 'glu': 3642, 'rush': 7404, 'handcraft': 3911, 'aesthet': 130, 'weak': 9594, 'shini': 7702, 'skinni': 7846, 'wine': 9717, 'visibl': 9420, 'angl': 325, 'bf': 862, 'king': 4747, 'ir': 4507, 'book': 1010, 'velcro': 9351, 'sexywatch': 7650, 'plier': 6526, 'handl': 3916, 'cutter': 2052, 'databank': 2110, 'sacrif': 7417, 'accustom': 55, 'wooden': 9769, 'wors': 9805, 'violet': 9413, 'aggrav': 156, 'graphic': 3756, 'plasticwatch': 6503, 'garmin': 3504, 'fenix': 3167, 'frustrat': 3422, 'glanc': 3617, 'sail': 7426, 'brown': 1144, 'neutral': 5796, 'scheme': 7511, 'thingi': 8724, 'warn': 9499, 'purch': 6830, 'respect': 7196, 'experienc': 3002, 'imagin': 4278, 'chunki': 1566, 'difficulti': 2328, 'mail': 5225, 'walk': 9476, 'bet': 845, 'per': 6343, 'dull': 2577, 'ghost': 3578, 'trigger': 8997, 'nick': 5824, 'happili': 3935, 'gametim': 3490, 'flash': 3260, 'suppos': 8450, 'cuter': 2047, 'diamet': 2301, 'adult': 117, 'stellar': 8235, 'task': 8597, 'vote': 9442, 'pos': 6596, 'bother': 1032, 'waych': 9584, 'window': 9714, 'cours': 1917, 'compat': 1748, 'io': 4498, 'abd': 13, 'otherwatch': 6117, 'random': 6955, 'stem': 8236, 'ew': 2930, 'procedur': 6737, 'lifestyl': 4952, 'showcas': 7741, 'afraid': 145, 'ith': 4540, 'envicta': 2820, 'littlewatch': 5007, 'often': 6003, 'georgeous': 3561, 'tech': 8620, 'elsewher': 2740, 'opaqu': 6058, 'neither': 5781, 'delet': 2213, 'list': 4996, 'premium': 6661, 'claim': 1591, 'unclutt': 9140, 'michael': 5430, 'parker': 6246, 'ofwatch': 6004, 'alert': 206, 'lefti': 4894, 'tactic': 8563, 'blind': 948, 'rd': 6985, 'given': 3607, 'titanium': 8842, 'needl': 5770, 'hang': 3924, 'legit': 4904, 'sold': 8007, 'car': 1326, 'ici': 4235, 'skate': 7835, 'tens': 8658, 'underneath': 9153, 'appreci': 388, 'transact': 8958, 'master': 5317, 'entertain': 2809, 'mama': 5243, 'outfit': 6137, 'swing': 8515, 'cualiti': 2009, 'fishi': 3238, 'certif': 1427, 'alic': 213, 'wonderland': 9763, 'mistaken': 5515, 'fort': 3355, 'logo': 5037, 'gunmet': 3857, 'relat': 7114, 'yeah': 9925, 'scuba': 7546, 'disadvantag': 2370, 'adventur': 120, 'excurs': 2966, 'prettywatch': 6690, 'user': 9293, 'report': 7164, 'width': 9693, 'femal': 3159, 'there': 8703, 'respond': 7199, 'logic': 5035, 'till': 8798, 'conserv': 1812, 'dimens': 2346, 'unbeliev': 9129, 'tripl': 9004, 'substitut': 8383, 'observ': 5957, 'unbeat': 9128, 'cutewatch': 2049, 'cheapwatch': 1475, 'truth': 9022, 'org': 6094, 'snow': 7970, 'flawless': 3273, 'mode': 5538, 'search': 7563, 'swap': 8489, 'perfec': 6353, 'twatch': 9057, 'teach': 8614, 'ratio': 6972, 'marin': 5287, 'explod': 3012, 'joy': 4646, 'default': 2184, 'trail': 8953, 'town': 8935, 'shower': 7742, 'awesomewatch': 588, 'famili': 3074, 'kezzi': 4726, 'underst': 9158, 'leopard': 4919, 'finger': 3219, 'mistak': 5514, 'enemi': 2787, 'sub': 8367, 'weird': 9623, 'jf': 4611, 'damp': 2083, 'scari': 7504, 'prove': 6792, 'wari': 9496, 'male': 5239, 'sparkl': 8072, 'outweigh': 6150, 'isobrit': 4529, 'looser': 5076, 'dig': 2332, 'baller': 643, 'luminesc': 5165, 'underr': 9155, 'hd': 3977, 'what': 9650, 'everybodi': 2912, 'regardless': 7094, 'mall': 5241, 'strapcod': 8295, 'treat': 8974, 'loser': 5085, 'amz': 307, 'addida': 87, 'buckl': 1163, 'craftsman': 1942, 'diy': 2456, 'engin': 2794, 'ver': 9363, 'paddl': 6205, 'penni': 6338, 'cos': 1890, 'min': 5469, 'champagn': 1439, 'load': 5025, 'medic': 5368, 'unmatch': 9214, 'screwdriv': 7541, 'illeg': 4268, 'longev': 5049, 'satin': 7467, 'sheen': 7688, 'afternoon': 151, 'spous': 8144, 'univers': 9205, 'sink': 7805, 'galaxi': 3486, 'irrit': 4524, 'standbi': 8188, 'post': 6605, 'class': 1604, 'snob': 7966, 'despit': 2273, 'score': 7524, 'spiderman': 8107, 'angel': 324, 'packet': 6203, 'criteria': 1976, 'synch': 8546, 'hefti': 4017, 'confus': 1800, 'calori': 1284, 'gf': 3571, 'wallet': 9479, 'usag': 9284, 'beautifullwatch': 762, 'deaf': 2139, 'author': 545, 'anymor': 357, 'msrp': 5649, 'cheaper': 1468, 'retail': 7214, 'bug': 1177, 'diesel': 2315, 'dz': 2605, 'fenc': 3164, 'skeleton': 7838, 'rest': 7203, 'urban': 9274, 'sba': 7493, 'appeal': 381, 'golf': 3674, 'bag': 629, 'rival': 7285, 'conductor': 1792, 'main': 5226, 'deserv': 2263, 'fav': 3125, 'warrenti': 9504, 'span': 8067, 'mths': 5656, 'skxk': 7858, 'success': 8389, 'slam': 7866, 'eyeglass': 3038, 'woefulli': 9751, 'inadequ': 4318, 'simpler': 7787, 'shiney': 7701, 'turquois': 9049, 'panach': 6224, 'nighttim': 5839, 'eccentr': 2638, 'exot': 2985, 'allur': 238, 'lifetim': 4953, 'bump': 1197, 'clown': 1652, 'colorblind': 1702, 'shabbi': 7664, 'waster': 9514, 'lil': 4977, 'cheapi': 1470, 'hype': 4222, 'tin': 8824, 'garish': 3503, 'diappoint': 2304, 'advic': 124, 'higher': 4059, 'luvin': 5180, 'goggl': 3663, 'feet': 3150, 'nephew': 5786, 'thicker': 8716, 'moveabl': 5627, 'unfair': 9175, 'jet': 4600, 'setter': 7639, 'rejoic': 7110, 'doctor': 2465, 'goood': 3691, 'mat': 5319, 'wipe': 9722, 'companion': 1743, 'enforc': 2790, 'excelent': 2947, 'dise': 2404, 'tenth': 8660, 'news': 5804, 'wanna': 9484, 'serious': 7630, 'identifi': 4244, 'bee': 781, 'lume': 5161, 'tragic': 8952, 'technolog': 8625, 'refin': 7083, 'motion': 5609, 'replica': 7162, 'excellen': 2952, 'luckili': 5153, 'frame': 3375, 'factori': 3058, 'speak': 8077, 'anytim': 360, 'front': 3416, 'decid': 2161, 'peugeot': 6397, 'gir': 3597, 'iwatch': 4551, 'reli': 7120, 'lemon': 4909, 'hat': 3958, 'undon': 9167, 'accord': 49, 'ooooh': 6049, 'ho': 4091, 'hum': 4189, 'tic': 8772, 'tac': 8557, 'greatest': 3774, 'cloth': 1649, 'dime': 2345, 'messag': 5412, 'wave': 9578, 'ceptor': 1420, 'niec': 5831, 'trend': 8980, 'seico': 7587, 'prompt': 6770, 'segment': 7584, 'cheep': 1481, 'aunt': 536, 'prospex': 6785, 'srp': 8161, 'shroud': 7748, 'tuna': 9038, 'temporari': 8649, 'skeptic': 7840, 'assembl': 474, 'error': 2849, 'walmart': 9480, 'earn': 2614, 'loyal': 5127, 'od': 5985, 'oof': 6044, 'hurt': 4210, 'dose': 2504, 'vagu': 9315, 'farm': 3097, 'plastici': 6501, 'iam': 4230, 'wire': 9723, 'futurist': 3467, 'formal': 3349, 'coo': 1849, 'driver': 2554, 'cri': 1968, 'lifespan': 4951, 'bandit': 657, 'whatev': 9653, 'paint': 6215, 'tho': 8736, 'ampl': 300, 'sun': 8413, 'italian': 4534, 'slot': 7896, 'sne': 7949, 'railroad': 6943, 'workhors': 9788, 'silveri': 7776, 'solut': 8017, 'tim': 8800, 'optic': 6075, 'alpinist': 247, 'heft': 4016, 'ed': 2658, 'lead': 4869, 'wider': 9692, 'unlik': 9209, 'imit': 4282, 'studi': 8330, 'individu': 4363, 'laco': 4804, 'draw': 2535, 'crowd': 1990, 'foggi': 3321, 'indigo': 4361, 'cheat': 1476, 'tickin': 8777, 'harass': 3938, 'us': 9279, 'bravo': 1077, 'gotten': 3713, 'ton': 8879, 'raider': 6941, 'alon': 241, 'vibrant': 9395, 'distinct': 2437, 'discolor': 2389, 'inspect': 4415, 'maintain': 5227, 'le': 4868, 'locl': 5031, 'relax': 7116, 'request': 7172, 'setup': 7641, 'lt': 5140, 'gps': 3718, 'upset': 9269, 'gut': 3863, 'ft': 3425, 'orgin': 6096, 'quarter': 6892, 'orign': 6102, 'pile': 6454, 'lavend': 4854, 'stretch': 8310, 'decentwatch': 2156, 'peel': 6318, 'laugh': 4850, 'receipt': 7025, 'hmmmm': 4088, 'an': 308, 'inspir': 4417, 'darn': 2103, 'moni': 5570, 'unit': 9203, 'stone': 8271, 'unread': 9230, 'sync': 8545, 'elimin': 2728, 'gmt': 3649, 'groomsman': 3805, 'magnif': 5214, 'nope': 5890, 'gshok': 3830, 'bummer': 1196, 'fool': 3329, 'imag': 4276, 'stingray': 8259, 'eta': 2887, 'iv': 4547, 'iiii': 4261, 'commando': 1727, 'newer': 5801, 'colormark': 1704, 'version': 9377, 'michell': 5433, 'hesalit': 4045, 'omega': 6030, 'speedmast': 8091, 'substanc': 8380, 'alik': 217, 'shade': 7665, 'shirt': 7712, 'write': 9846, 'rl': 7290, 'luve': 5179, 'height': 4021, 'physic': 6429, 'cyan': 2056, 'tuff': 9035, 'hi': 4052, 'januari': 4568, 'heard': 3991, 'littler': 5006, 'readi': 6996, 'gucci': 3838, 'caution': 1393, 'wash': 9508, 'expend': 2998, 'soooo': 8039, 'embarrass': 2748, 'reaction': 6990, 'uti': 9302, 'minus': 5487, 'senior': 7610, 'protect': 6786, 'sticker': 8249, 'inoper': 4401, 'your': 9958, 'delight': 2220, 'sw': 8482, 'hansom': 3928, 'atomicwatch': 506, 'bunni': 1202, 'cream': 1958, 'brilliantwatch': 1118, 'tempt': 8651, 'da': 2062, 'stilish': 8257, 'eh': 2689, 'rust': 7407, 'in': 4312, 'gag': 3480, 'rocket': 7313, 'scientist': 7519, 'tavan': 8603, 'off': 5994, 'chunk': 1565, 'jean': 4590, 'quantum': 6890, 'shift': 7697, 'outer': 6136, 'partial': 6252, 'transform': 8960, 'ez': 3043, 'satellit': 7464, 'signal': 7763, 'slowest': 7899, 'grandmoth': 3749, 'jazz': 4579, 'inherit': 4388, 'shope': 7725, 'gifter': 3587, 'human': 4190, 'spectacular': 8086, 'sloppi': 7895, 'wearabl': 9599, 'flix': 3289, 'misalign': 5494, 'turner': 9048, 'snzg': 7983, 'juici': 4660, 'disfunct': 2406, 'ng': 5810, 'maci': 5199, 'punish': 6823, 'brass': 1073, 'arab': 412, 'sut': 8475, 'overpr': 6168, 'credibl': 1965, 'mislead': 5503, 'music': 5691, 'preppi': 6665, 'esthet': 2879, 'print': 6716, 'boss': 1028, 'bus': 1218, 'aviat': 568, 'lookin': 5061, 'alot': 243, 'ppl': 6623, 'cuz': 2053, 'six': 7817, 'beast': 738, 'wach': 9459, 'rainbow': 6946, 'appropri': 391, 'classroom': 1617, 'nicest': 5821, 'negat': 5776, 'ole': 6025, 'xl': 9883, 'core': 1874, 'harder': 3942, 'mike': 5448, 'radar': 6930, 'anyway': 361, 'stripe': 8318, 'stylishwatch': 8361, 'closer': 1645, 'handmad': 3917, 'impos': 4300, 'world': 9798, 'homerun': 4118, 'format': 3350, 'friggin': 3410, 'wonderfulwatch': 9762, 'jazzmast': 4581, 'possibl': 6603, 'dust': 2590, 'magnet': 5213, 'invitca': 4492, 'ar': 411, 'couldnt': 1904, 'neff': 5775, 'ecodr': 2645, 'imposs': 4301, 'ultim': 9105, 'record': 7058, 'round': 7364, 'uniprod': 9197, 'pride': 6704, 'stud': 8328, 'hook': 4129, 'rub': 7380, 'elast': 2704, 'mini': 5473, 'hair': 3892, 'fancier': 3081, 'ritch': 7279, 'mesh': 5409, 'piti': 6479, 'par': 6234, 'pepsi': 6341, 'pt': 6802, 'menu': 5396, 'layout': 4861, 'pathfind': 6272, 'burn': 1214, 'flieger': 3282, 'oyster': 6193, 'perpetu': 6377, 'datejust': 2113, 'skyhawk': 7860, 'butan': 1227, 'disast': 2381, 'abc': 11, 'vostok': 9441, 'sailboat': 7427, 'status': 8212, 'wacth': 9464, 'ban': 652, 'trick': 8994, 'foot': 3331, 'surfac': 8456, 'sky': 7859, 'blah': 929, 'shatter': 7682, 'hrs': 4168, 'insan': 4406, 'wtch': 9861, 'amount': 297, 'verri': 9371, 'insult': 4430, 'ehhh': 2691, 'nine': 5849, 'ordinari': 6089, 'comment': 1729, 'el': 2701, 'somth': 8030, 'equal': 2832, 'blemish': 944, 'alright': 250, 'wen': 9631, 'que': 6896, 'um': 9108, 'balanc': 639, 'deploy': 2241, 'scrap': 7529, 'interfer': 4445, 'sight': 7761, 'folk': 3324, 'tk': 8845, 'louder': 5095, 'essenti': 2870, 'lava': 4853, 'struck': 8323, 'inform': 4381, 'asap': 458, 'kiddo': 4735, 'sword': 8521, 'giant': 3580, 'awsum': 600, 'letter': 4927, 'rosewood': 7350, 'triathlon': 8990, 'zr': 9995, 'veteran': 9387, 'grandpa': 3750, 'sick': 7753, 'geneva': 3546, 'ploy': 6527, 'execut': 2974, 'wao': 9487, 'ws': 9855, 'grest': 3787, 'polo': 6564, 'ralph': 6950, 'lauren': 4852, 'rep': 7150, 'maker': 5233, 'fascin': 3102, 'hapi': 3929, 'desir': 2269, 'unwear': 9256, 'thou': 8742, 'de': 2136, 'fab': 3045, 'thus': 8769, 'iron': 4514, 'lower': 5124, 'digitalwatch': 2336, 'toilet': 8866, 'accommod': 45, 'killer': 4739, 'cup': 2027, 'tea': 8613, 'mid': 5439, 'shall': 7672, 'economi': 2649, 'flav': 3268, 'loosen': 5075, 'tout': 8930, 'pain': 6213, 'granddaught': 3744, 'duck': 2569, 'armywatch': 437, 'jone': 4637, 'destin': 2275, 'fulli': 3440, 'spell': 8096, 'releas': 7118, 'motor': 5613, 'indispens': 4362, 'result': 7211, 'youtub': 9961, 'kate': 4696, 'spade': 8065, 'swime': 8512, 'ant': 346, 'address': 89, 'began': 791, 'lean': 4875, 'area': 416, 'cow': 1927, 'jump': 4664, 'whatch': 9652, 'inc': 4321, 'painless': 6214, 'godd': 3654, 'gigant': 3588, 'integr': 4435, 'sheet': 7690, 'bend': 823, 'dud': 2570, 'thot': 8741, 'smelli': 7921, 'writst': 9848, 'prefer': 6655, 'armourlit': 435, 'grow': 3815, 'cooler': 1854, 'fals': 3072, 'caravell': 1330, 'cuff': 2019, 'ineffect': 4367, 'flavor': 3271, 'ladieswatch': 4809, 'memor': 5389, 'critic': 1977, 'enthusiast': 2810, 'coolest': 1855, 'googl': 3689, 'corrod': 1885, 'kinet': 4746, 'system': 8551, 'astonish': 486, 'circumst': 1581, 'unikey': 9192, 'solv': 8018, 'april': 395, 'unabl': 9116, 'itch': 4535, 'phenomen': 6408, 'swell': 8507, 'craftmanship': 1940, 'rash': 6966, 'cold': 1683, 'seam': 7559, 'oop': 6053, 'nightmar': 5837, 'row': 7368, 'jog': 4623, 'gone': 3676, 'director': 2364, 'mud': 5666, 'nude': 5926, 'act': 72, 'valjoux': 9322, 'prettier': 6687, 'steer': 8228, 'teacher': 8615, 'bargin': 674, 'previous': 6694, 'bean': 735, 'decept': 2160, 'acur': 79, 'aquarac': 406, 'friday': 3408, 'filter': 3205, 'styli': 8358, 'contend': 1827, 'astound': 487, 'helmet': 4031, 'invent': 4470, 'formula': 3353, 'beer': 786, 'lovelywatch': 5115, 'visual': 9425, 'impair': 4291, 'frog': 3414, 'ware': 9493, 'length': 4912, 'trek': 8977, 'assn': 479, 'chose': 1543, 'gonna': 3677, 'eat': 2628, 'fasion': 3109, 'priceless': 6698, 'easiest': 2622, 'satisfid': 7475, 'sir': 7808, 'level': 4928, 'delay': 2212, 'dirt': 2365, 'rectangl': 7062, 'pooh': 6569, 'fanmi': 3082, 'gt': 3831, 'racer': 6926, 'jiusko': 4615, 'toni': 8883, 'porous': 6586, 'toss': 8912, 'outlast': 6139, 'pace': 6197, 'benefit': 828, 'presum': 6680, 'entri': 2814, 'plasticki': 6502, 'blink': 951, 'slipperi': 7892, 'petfect': 6394, 'crapi': 1948, 'anywher': 362, 'stabl': 8174, 'pristin': 6722, 'ass': 473, 'khaki': 4727, 'convent': 1841, 'mirror': 5491, 'grown': 3816, 'opt': 6074, 'darl': 2102, 'frequent': 3403, 'ing': 4384, 'ored': 6091, 'emul': 2767, 'okey': 6016, 'smallerwatch': 7906, 'desappoint': 2252, 'sks': 7852, 'superman': 8439, 'charger': 1457, 'cord': 1869, 'along': 242, 'confid': 1794, 'booster': 1020, 'okaywatch': 6015, 'peac': 6297, 'scent': 7508, 'belov': 818, 'kenneth': 4717, 'kc': 4703, 'brain': 1066, 'ergonom': 2840, 'mmm': 5530, 'holiday': 4108, 'egg': 2686, 'shell': 7692, 'forc': 3336, 'richard': 7251, 'chima': 1516, 'detach': 2279, 'grab': 3723, 'method': 5420, 'ooh': 6045, 'phoni': 6422, 'wannab': 9485, 'grabber': 3724, 'closur': 1648, 'movado': 5624, 'respons': 7200, 'beaten': 740, 'clever': 1629, 'mr': 5637, 'stuck': 8327, 'garner': 3505, 'museum': 5690, 'pop': 6576, 'preview': 6693, 'machin': 5196, 'necklac': 5767, 'prettiest': 6688, 'shelf': 7691, 'wstch': 9858, 'dispos': 2426, 'thread': 8748, 'correspond': 1884, 'casa': 1362, 'up': 9260, 'wick': 9690, 'careful': 1339, 'saltwat': 7437, 'tint': 8833, 'champ': 1438, 'afer': 134, 'written': 9849, 'action': 73, 'kevlar': 4721, 'largest': 4837, 'smallest': 7907, 'offici': 5998, 'aq': 398, 'av': 554, 'downgrad': 2519, 'drake': 2532, 'bay': 717, 'european': 2897, 'xoxo': 9900, 'approx': 393, 'intens': 4438, 'ca': 1251, 'omfg': 6031, 'curv': 2038, 'efsg': 2684, 'edifac': 2665, 'sauc': 7482, 'monitor': 5571, 'specialti': 8082, 'twist': 9070, 'influenc': 4379, 'ocass': 5968, 'colibri': 1688, 'anthracit': 348, 'bumpi': 1198, 'uneven': 9172, 'inconspicu': 4333, 'athlet': 499, 'honor': 4127, 'vet': 9386, 'pice': 6437, 'albeit': 201, 'transit': 8961, 'depth': 2248, 'candi': 1300, 'mi': 5426, 'tub': 9031, 'comparison': 1745, 'joshua': 4642, 'ex': 2933, 'blu': 962, 'niiic': 5842, 'chronic': 1554, 'electr': 2710, 'california': 1280, 'begin': 793, 'stinki': 8261, 'patek': 6268, 'caddi': 1255, 'hideous': 4056, 'downright': 2522, 'inaccur': 4314, 'sporad': 8130, 'amaiz': 270, 'watc': 9517, 'none': 5878, 'hardi': 3944, 'rn': 7292, 'overwind': 6181, 'border': 1023, 'biker': 890, 'horolog': 4140, 'befor': 789, 'favoritewatch': 3129, 'bate': 695, 'switch': 8519, 'rado': 6935, 'smile': 7925, 'windup': 9716, 'camper': 1295, 'freestyl': 3396, 'unfinish': 9176, 'stole': 8269, 'jomashop': 4634, 'honey': 4123, 'flock': 3291, 'fund': 3450, 'stubborn': 8326, 'doll': 2478, 'leg': 4895, 'og': 6005, 'captiv': 1323, 'polar': 6555, 'actualwatch': 78, 'denim': 2230, 'seri': 7626, 'unscrew': 9240, 'badass': 623, 'fuss': 3463, 'enamel': 2770, 'submerg': 8375, 'pusher': 6849, 'focus': 3317, 'xo': 9898, 'breathtak': 1090, 'hoot': 4131, 'counterfeit': 1910, 'erod': 2845, 'photograph': 6426, 'role': 7322, 'fork': 3347, 'cruddi': 1994, 'latest': 4849, 'unhappi': 9184, 'voguestrap': 9432, 'impract': 4302, 'cotton': 1900, 'holder': 4103, 'chip': 1530, 'slap': 7867, 'recess': 7031, 'marri': 5301, 'hadwatch': 3887, 'presenc': 6668, 'discrep': 2399, 'backsid': 618, 'outing': 6138, 'genial': 3548, 'fot': 3363, 'pedi': 6311, 'postag': 6606, 'therefor': 8704, 'lifeguard': 4949, 'watcg': 9521, 'chintzi': 1529, 'magnifi': 5215, 'prw': 6798, 'sy': 8535, 'ajf': 184, 'tabl': 8555, 'traser': 8967, 'marker': 5293, 'jack': 4555, 'jewler': 4609, 'philip': 6412, 'nerv': 5790, 'novel': 5913, 'angri': 327, 'daddi': 2065, 'room': 7340, 'sleak': 7869, 'goldwatch': 3673, 'adapt': 82, 'involv': 4497, 'odor': 5990, 'realist': 7004, 'octob': 5984, 'bolt': 994, 'ralli': 6949, 'brag': 1063, 'idiot': 4246, 'spectrum': 8087, 'eventu': 2905, 'wherea': 9661, 'land': 4824, 'thru': 8764, 'altimet': 257, 'baromet': 679, 'russia': 7405, 'sleev': 7875, 'fianc': 3178, 'bathroom': 700, 'solarwatch': 8006, 'phenomin': 6409, 'outdoorsi': 6133, 'rain': 6945, 'whoever': 9678, 'princess': 6714, 'elvi': 2744, 'loveee': 5107, 'heartili': 3997, 'increibl': 4341, 'sizabl': 7821, 'park': 6245, 'hell': 4026, 'trainer': 8955, 'extraordinari': 3030, 'qualti': 6886, 'orderd': 6087, 'rigid': 7262, 'forward': 3360, 'variat': 9336, 'reject': 7109, 'refurbish': 7088, 'burei': 1207, 'futur': 3466, 'aveng': 562, 'unus': 9253, 'piss': 6473, 'backpack': 617, 'fallen': 3071, 'purcha': 6831, 'lunch': 5172, 'silcon': 7767, 'thrifti': 8754, 'oliv': 6026, 'rong': 7338, 'situat': 7815, 'ripoff': 7271, 'develop': 2289, 'march': 5280, 'august': 533, 'flashlight': 3264, 'stumbl': 8339, 'across': 70, 'jelli': 4592, 'figurin': 3199, 'dare': 2096, 'cautious': 1395, 'explan': 3011, 'definet': 2201, 'station': 8208, 'retain': 7215, 'defectivewatch': 2187, 'beep': 784, 'df': 2294, 'strike': 8315, 'throwback': 8762, 'manag': 5247, 'bottl': 1033, 'imo': 4289, 'block': 954, 'venom': 9360, 'backup': 619, 'dail': 2066, 'rob': 7299, 'fraud': 3380, 'natur': 5732, 'race': 6925, 'blank': 936, 'tkj': 8846, 'guard': 3837, 'outdoorsman': 6134, 'refer': 7080, 'chart': 1463, 'specifi': 8084, 'nuff': 5930, 'joe': 4622, 'elaps': 2703, 'endless': 2783, 'toc': 8858, 'elleg': 2734, 'boa': 974, 'attir': 518, 'wysiwyg': 9878, 'youth': 9960, 'graf': 3734, 'zeppelin': 9978, 'bt': 1155, 'dunk': 2581, 'sportier': 8134, 'tinywatch': 8834, 'braid': 1064, 'sunburst': 8414, 'tank': 8586, 'maze': 5340, 'precisionist': 6647, 'bronz': 1136, 'junkwatch': 4671, 'allerg': 223, 'hublot': 4178, 'rocki': 7314, 'hig': 4057, 'dome': 2482, 'seamast': 7560, 'lo': 5024, 'madewatch': 5205, 'automaticwatch': 552, 'unaccept': 9117, 'shave': 7683, 'slender': 7876, 'tha': 8684, 'mere': 5404, 'diplomat': 2361, 'beagl': 731, 'roomi': 7341, 'emot': 2758, 'softwar': 8000, 'inconsist': 4332, 'puls': 6814, 'awkward': 598, 'mtg': 5653, 'uncommon': 9142, 'reali': 7001, 'teller': 8642, 'greater': 3773, 'elegantwatch': 2717, 'minim': 5476, 'disgrac': 2407, 'excellent': 2953, 'allot': 232, 'bough': 1036, 'jose': 4640, 'step': 8237, 'reluct': 7131, 'bait': 635, 'patienc': 6273, 'realwatch': 7011, 'eight': 2695, 'whenev': 9659, 'grade': 3729, 'xxiv': 9908, 'conqueror': 1809, 'gota': 3707, 'glitzi': 3630, 'ugh': 9092, 'runningwatch': 7402, 'gwb': 3869, 'chage': 1433, 'torgoen': 8906, 'speed': 8089, 'bullet': 1189, 'river': 7286, 'multipurpos': 5681, 'marvel': 5306, 'drawback': 2536, 'detract': 2286, 'awak': 575, 'madison': 5206, 'stuhl': 8334, 'prestig': 6677, 'armani': 427, 'decad': 2151, 'flop': 3294, 'ostrich': 6113, 'satisfact': 7469, 'avg': 566, 'captur': 1325, 'captain': 1322, 'edox': 2668, 'cheesi': 1488, 'handwash': 3921, 'hospit': 4150, 'elgin': 2725, 'eleph': 2720, 'pointless': 6548, 'warrior': 9505, 'oval': 6152, 'brainer': 1067, 'bradford': 1061, 'stepdad': 8238, 'ohh': 6007, 'perhap': 6369, 'premier': 6660, 'preset': 6672, 'ggreat': 3576, 'dolphin': 2481, 'scienc': 7518, 'degener': 2207, 'grandchildren': 3743, 'misplac': 5505, 'opposit': 6072, 'neck': 5766, 'neato': 5760, 'apocalyps': 372, 'whitout': 9675, 'heavyweight': 4009, 'itali': 4532, 'un': 9114, 'intuit': 4466, 'ya': 9912, 'misl': 5501, 'fanat': 3078, 'reassembl': 7015, 'crocodil': 1981, 'sustain': 8474, 'fray': 3382, 'wad': 9465, 'road': 7295, 'fw': 3469, 'unsatisfi': 9238, 'victor': 9399, 'honkin': 4126, 'simultan': 7797, 'qualifi': 6877, 'sumo': 8412, 'sturdier': 8348, 'astron': 489, 'precious': 6644, 'apparatus': 380, 'breguet': 1095, 'knockoff': 4770, 'rear': 7013, 'toward': 8932, 'unlock': 9212, 'maximum': 5336, 'slip': 7890, 'cr': 1933, 'lithium': 5001, 'lp': 5129, 'kick': 4730, 'lucien': 5150, 'piccard': 6436, 'picki': 6439, 'samewatch': 7441, 'din': 2350, 'ball': 641, 'def': 2183, 'cowork': 1929, 'nifti': 5832, 'interchang': 4442, 'freez': 3397, 'ray': 6979, 'destroy': 2277, 'usabl': 9281, 'wearer': 9600, 'blanc': 932, 'michel': 5432, 'brighten': 1112, 'watchmaxx': 9542, 'lowpricenic': 5126, 'tw': 9055, 'pattern': 6279, 'weav': 9605, 'west': 9637, 'nerd': 5788, 'dc': 2134, 'insur': 4432, 'verizon': 9368, 'rope': 7344, 'bougth': 1039, 'intrus': 4465, 'potter': 6610, 'corduba': 1872, 'motorcycl': 5614, 'retrospect': 7223, 'nowher': 5918, 'sourc': 8058, 'costco': 1897, 'grandkid': 3747, 'dodgi': 2468, 'micheal': 5431, 'woot': 9778, 'warm': 9497, 'bunch': 1200, 'mite': 5519, 'spoil': 8123, 'dailywatch': 2068, 'minimum': 5478, 'younger': 9954, 'justifi': 4679, 'watach': 9516, 'dam': 2077, 'fart': 3100, 'zilla': 9982, 'stori': 8281, 'spray': 8146, 'sleep': 7873, 'hardlex': 3945, 'middl': 5440, 'longest': 5048, 'everythng': 2918, 'tumbl': 9036, 'useful': 9291, 'sat': 7463, 'belong': 817, 'honesti': 4122, 'springbar': 8148, 'stronger': 8321, 'ty': 9076, 'qualitywatch': 6882, 'glue': 3643, 'sudden': 8394, 'email': 2746, 'bga': 868, 'bu': 1157, 'tom': 8873, 'amazin': 275, 'multifunct': 5678, 'micro': 5437, 'hack': 3883, 'central': 1417, 'discontinu': 2393, 'britain': 1122, 'via': 9391, 'morn': 5596, 'immacul': 4284, 'unbias': 9131, 'creat': 1960, 'nonetheless': 5879, 'implement': 4297, 'patient': 6274, 'groom': 3803, 'yg': 9941, 'subaqua': 8368, 'luminus': 5169, 'woo': 9767, 'hoo': 4128, 'excus': 2967, 'whose': 9685, 'qualliti': 6884, 'getter': 3569, 'analogwatch': 313, 'boom': 1012, 'unsatisfactori': 9237, 'sooth': 8044, 'seikowatch': 7590, 'scuf': 7547, 'neon': 5784, 'fee': 3146, 'len': 4910, 'coach': 1667, 'momentum': 5559, 'content': 1828, 'moreov': 5593, 'bike': 889, 'writ': 9845, 'hue': 4180, 'insert': 4408, 'citi': 1585, 'tighten': 8792, 'whisper': 9670, 'underwhelm': 9164, 'boccia': 983, 'shoddi': 7720, 'snake': 7941, 'dazzl': 2130, 'lousi': 5101, 'bone': 1003, 'gummi': 3855, 'tj': 8844, 'insist': 4413, 'techno': 8624, 'bomb': 997, 'tall': 8579, 'blower': 960, 'gentleman': 3554, 'lickin': 4943, 'everlast': 2910, 'sterl': 8240, 'verifi': 9367, 'freeli': 3393, 'fantabul': 3084, 'aaa': 1, 'merchant': 5401, 'newwatch': 5806, 'tab': 8554, 'disclaim': 2387, 'bulletproof': 1190, 'famous': 3076, 'french': 3400, 'watchmak': 9540, 'navig': 5741, 'prevent': 6692, 'punk': 6824, 'ensembl': 2805, 'overst': 6175, 'plethora': 6522, 'turtl': 9050, 'visit': 9422, 'titan': 8841, 'camouflag': 1293, 'reall': 7007, 'pad': 6204, 'duke': 2575, 'novemb': 5915, 'epic': 2829, 'basi': 686, 'straighten': 8288, 'lucki': 5152, 'uniquewatch': 9200, 'poorest': 6575, 'theori': 8700, 'miltari': 5466, 'skelet': 7837, 'heavywatch': 4008, 'duh': 2574, 'prime': 6707, 'penguin': 6335, 'workwatch': 9796, 'coutur': 1922, 'ot': 6115, 'perf': 6351, 'file': 3200, 'watchin': 9535, 'challeng': 1436, 'gb': 3518, 'lumi': 5162, 'nox': 5919, 'timepic': 8811, 'invictor': 4485, 'configur': 1795, 'pleather': 6519, 'pathet': 6271, 'andwatch': 322, 'locat': 5027, 'tweezer': 9062, 'legitim': 4905, 'funni': 3453, 'answer': 345, 'ori': 6097, 'aqui': 408, 'dye': 2599, 'flimsier': 3286, 'frugal': 3419, 'mido': 5443, 'david': 2120, 'lee': 4891, 'smudg': 7932, 'bless': 946, 'expert': 3005, 'contain': 1824, 'oxid': 6189, 'fire': 3226, 'alpha': 244, 'booklet': 1011, 'inexepens': 4369, 'boot': 1021, 'pessimo': 6391, 'esp': 2852, 'hypoallergen': 4227, 'ross': 7353, 'wreck': 9834, 'charact': 1453, 'bodi': 985, 'westminst': 9639, 'tune': 9039, 'telephon': 8639, 'public': 6805, 'safeti': 7423, 'decript': 2174, 'bueno': 1173, 'click': 1631, 'sportswatch': 8138, 'cordin': 1870, 'alessi': 207, 'al': 195, 'horrend': 4142, 'shes': 7694, 'misrepres': 5506, 'problema': 6734, 'tem': 8643, 'teal': 8616, 'lb': 4863, 'guid': 3844, 'savvi': 7489, 'fantasticwatch': 3091, 'snall': 7942, 'ggi': 3574, 'intern': 4449, 'vertic': 9382, 'stinkin': 8262, 'defenit': 2191, 'clue': 1654, 'innov': 4399, 'sh': 7663, 'unlist': 9211, 'stretchi': 8311, 'extend': 3023, 'untouch': 9252, 'tungsten': 9040, 'mute': 5697, 'snorkel': 7969, 'bitter': 910, 'tougher': 8923, 'snug': 7977, 'toler': 8872, 'proud': 6790, 'dese': 2261, 'desper': 2272, 'versac': 9375, 'moscow': 5601, 'proceed': 6738, 'attempt': 515, 'glamor': 3615, 'boi': 989, 'american': 288, 'refresh': 7086, 'baught': 713, 'hiccup': 4053, 'asus': 493, 'zenwatch': 9977, 'tape': 8590, 'batter': 704, 'straightforward': 8289, 'worldwid': 9800, 'treasur': 8973, 'win': 9709, 'invictawatch': 4483, 'firm': 3230, 'floral': 3296, 'calvin': 1285, 'klien': 4759, 'impli': 4298, 'improp': 4308, 'basebal': 684, 'navitim': 5743, 'skinomi': 7847, 'techskin': 8628, 'coverag': 1926, 'film': 3204, 'mq': 5636, 'versus': 9380, 'nemesi': 5782, 'elit': 2731, 'court': 1918, 'monstrous': 5577, 'deco': 2168, 'carousel': 1349, 'ip': 4502, 'sphere': 8102, 'noma': 5876, 'steeltim': 8226, 'float': 3290, 'cz': 2061, 'earring': 2616, 'freebi': 3391, 'motorola': 5615, 'anti': 349, 'imperfect': 4294, 'awa': 573, 'join': 4628, 'tuck': 9033, 'depart': 2237, 'event': 2903, 'sliver': 7893, 'sunray': 8423, 'fold': 3323, 'elder': 2707, 'yesteryear': 9938, 'coat': 1671, 'twelv': 9063, 'equival': 2835, 'sampl': 7442, 'chronomet': 1561, 'whb': 9656, 'unnecessari': 9215, 'sentenc': 7617, 'signatur': 7764, 'preform': 6656, 'salt': 7435, 'rins': 7267, 'runway': 7403, 'curren': 2034, 'wb': 9590, 'wc': 9591, 'neptun': 5787, 'concorso': 1785, 'facepl': 3052, 'quart': 6891, 'flake': 3254, 'moder': 5543, 'thrice': 8752, 'dalla': 2075, 'invis': 4488, 'difer': 2319, 'boston': 1029, 'betsey': 849, 'beater': 741, 'limp': 4981, 'lbs': 4864, 'grace': 3725, 'warante': 9489, 'deflat': 2204, 'duplic': 2585, 'headlin': 3983, 'tachymet': 8559, 'mo': 5534, 'wiggl': 9698, 'absorb': 25, 'moldi': 5553, 'worthi': 9810, 'econom': 2648, 'lie': 4947, 'beautifu': 758, 'utter': 9305, 'john': 4625, 'pleasur': 6518, 'firstwatch': 3232, 'weigh': 9617, 'misspel': 5511, 'listen': 4997, 'expo': 3015, 'thnx': 8735, 'lovin': 5119, 'degrad': 2208, 'heavili': 4007, 'dieter': 2317, 'ram': 6951, 'proce': 6736, 'herwatch': 4043, 'watchstrap': 9547, 'classiest': 1612, 'exc': 2941, 'resembl': 7179, 'anim': 329, 'obnoxi': 5955, 'site': 7814, 'pm': 6536, 'brought': 1143, 'outdat': 6130, 'that': 8691, 'cruis': 1996, 'wrench': 9835, 'renew': 7147, 'vey': 9388, 'scratchi': 7534, 'rotten': 7360, 'rim': 7265, 'youngster': 9957, 'radic': 6933, 'handsomewatch': 3920, 'nonsens': 5883, 'club': 1653, 'averi': 564, 'diverswatch': 2451, 'excpect': 2965, 'biggerwatch': 881, 'team': 8617, 'shore': 7728, 'bever': 858, 'soo': 8035, 'jt': 4652, 'yup': 9969, 'temper': 8645, 'bear': 736, 'quailiti': 6871, 'coz': 1930, 'stuffer': 8333, 'dysfunct': 2604, 'vacat': 9311, 'princeton': 6715, 'welcom': 9624, 'departur': 2238, 'seven': 7642, 'oversea': 6172, 'america': 287, 'turkey': 9045, 'dog': 2473, 'empti': 2764, 'foreign': 3339, 'explor': 3013, 'tudor': 9034, 'ranger': 6958, 'panda': 6225, 'tend': 8653, 'worthwhil': 9812, 'ell': 2732, 'renata': 7142, 'cell': 1410, 'cuti': 2050, 'pie': 6445, 'mikey': 5449, 'timewatch': 8814, 'allright': 235, 'wifey': 9697, 'recommand': 7051, 'uncl': 9137, 'gevril': 3570, 'towatch': 8933, 'driven': 2553, 'superbl': 8431, 'beig': 801, 'watxh': 9577, 'weighti': 9619, 'countless': 1912, 'jbw': 4583, 'nail': 5711, 'extens': 3024, 'modif': 5548, 'restart': 7204, 'north': 5895, 'bust': 1224, 'pig': 6451, 'engrav': 2797, 'jacob': 4559, 'eith': 2699, 'sticki': 8250, 'ess': 2868, 'miniatur': 5474, 'plug': 6529, 'nose': 5897, 'freak': 3384, 'opportun': 6070, 'clarifi': 1597, 'pedomet': 6313, 'galor': 3487, 'assur': 484, 'clasic': 1601, 'theater': 8694, 'bur': 1203, 'thiev': 8721, 'xx': 9907, 'tilt': 8799, 'mt': 5650, 'showstopp': 7746, 'inquir': 4405, 'blown': 961, 'peic': 6324, 'backward': 620, 'indict': 4356, 'ticket': 8776, 'modifi': 5549, 'swift': 8509, 'rusti': 7408, 'vinyl': 9412, 'will': 9705, 'compromis': 1777, 'charmer': 1462, 'unreal': 9231, 'jacqu': 4560, 'margin': 5283, 'suffici': 8398, 'hobbyist': 4096, 'born': 1026, 'aim': 175, 'lowest': 5125, 'stiffer': 8253, 'cosmet': 1892, 'rattl': 6973, 'babe': 610, 'cousin': 1920, 'leash': 4881, 'daniel': 2091, 'wellington': 9628, 'stapl': 8192, 'slower': 7898, 'upscal': 9268, 'splash': 8117, 'distinguish': 2438, 'usa': 9280, 'steep': 8227, 'verdict': 9365, 'shipment': 7707, 'turbin': 9042, 'stolen': 8270, 'tee': 8631, 'loo': 5055, 'hike': 4064, 'atleast': 503, 'kindergarten': 4743, 'esta': 2872, 'awaken': 576, 'timezon': 8820, 'gentlemen': 3555, 'fishermen': 3237, 'stope': 8275, 'pave': 6282, 'seat': 7566, 'bath': 699, 'awww': 602, 'counselor': 1905, 'consum': 1821, 'tan': 8584, 'timexwatch': 8817, 'suunto': 8477, 'descent': 2253, 'cordura': 1873, 'ur': 9273, 'render': 7144, 'indestruct': 4349, 'pacif': 6199, 'mari': 5284, 'particl': 6253, 'bum': 1195, 'invit': 4490, 'scope': 7523, 'disgust': 2410, 'carv': 1360, 'oldwatch': 6024, 'bundl': 1201, 'vibralit': 9394, 'invitcta': 4493, 'facil': 3054, 'effortless': 2681, 'awh': 596, 'edgi': 2664, 'marilyn': 5286, 'amateur': 272, 'quirki': 6919, 'wardrob': 9492, 'arni': 438, 'grandma': 3748, 'coffe': 1678, 'pinkish': 6465, 'hackabl': 3884, 'windabl': 9712, 'panel': 6227, 'represent': 7166, 'suav': 8366, 'sheath': 7685, 'geek': 3531, 'bedroom': 779, 'gooood': 3692, 'soak': 7985, 'vision': 9421, 'resili': 7184, 'betteri': 852, 'origion': 6101, 'redlin': 7071, 'atm': 504, 'carseat': 1355, 'frozen': 3418, 'okwatch': 6018, 'brake': 1069, 'merchandis': 5400, 'ill': 4267, 'primarili': 6706, 'gwgb': 3873, 'aqw': 409, 'watertight': 9568, 'plenti': 6520, 'clumsi': 1656, 'edific': 2666, 'advanc': 118, 'alpina': 246, 'necessarili': 5765, 'rod': 7318, 'spacious': 8064, 'footprint': 3333, 'estim': 2881, 'shimmer': 7698, 'lorus': 5082, 'asset': 477, 'spider': 8106, 'proprietari': 6781, 'gambl': 3488, 'chrisma': 1546, 'bleh': 943, 'sincer': 7800, 'mdv': 5351, 'lindo': 4983, 'buen': 1170, 'regalo': 7092, 'season': 7564, 'glam': 3614, 'distract': 2440, 'wal': 9474, 'mart': 5303, 'card': 1332, 'tritium': 9006, 'jar': 4571, 'homework': 4119, 'patrol': 6277, 'ruff': 7390, 'rescu': 7176, 'aid': 172, 'spunki': 8152, 'vietnam': 9404, 'understat': 9160, 'valet': 9320, 'align': 216, 'tail': 8570, 'superhero': 8436, 'disabl': 2369, 'judg': 4655, 'internet': 4450, 'demand': 2226, 'afterglow': 149, 'cancel': 1298, 'rune': 7400, 'gr': 3721, 'regift': 7097, 'srsw': 8163, 'tit': 8840, 'preeti': 6653, 'upper': 9267, 'giftabl': 3585, 'mrwh': 5642, 'headach': 3981, 'europ': 2896, 'nearbi': 5757, 'inter': 4440, 'pandora': 6226, 'clockwork': 1642, 'ha': 3880, 'activit': 76, 'hypnot': 4224, 'geezer': 3534, 'pound': 6613, 'overnight': 6165, 'bead': 730, 'expir': 3009, 'spartan': 8075, 'grad': 3728, 'yourwatch': 9959, 'nasa': 5725, 'ruin': 7395, 'wath': 9570, 'heck': 4010, 'shake': 7669, 'wireless': 9724, 'calendar': 1272, 'simplist': 7794, 'filigre': 3201, 'gum': 3852, 'lighten': 4957, 'jim': 4613, 'granni': 3752, 'chick': 1508, 'gain': 3484, 'utilitarian': 9304, 'sing': 7801, 'lovey': 5118, 'promast': 6765, 'xmas': 9897, 'audibl': 527, 'wheel': 9658, 'soho': 8001, 'waterman': 9563, 'golfer': 3675, 'ought': 6124, 'matur': 5327, 'lexus': 4933, 'grandfath': 3746, 'miner': 5472, 'satisf': 7468, 'unattach': 9122, 'battleship': 710, 'mvt': 5700, 'sox': 8060, 'ss': 8165, 'aspir': 472, 'rap': 6960, 'ak': 186, 'scrape': 7530, 'meati': 5358, 'boho': 988, 'fingerprint': 3221, 'fitment': 3244, 'colect': 1685, 'compliement': 1764, 'graph': 3755, 'credit': 1966, 'mapl': 5266, 'wk': 9742, 'occup': 5974, 'fyi': 3472, 'contin': 1831, 'straight': 8287, 'jake': 4563, 'privat': 6725, 'jut': 4682, 'nano': 5720, 'uber': 9083, 'fave': 3126, 'educ': 2669, 'retrograd': 7222, 'prop': 6776, 'cosmos': 1893, 'repurchas': 7170, 'ben': 821, 'conscious': 1811, 'grandaught': 3741, 'discourag': 2395, 'pizzazz': 6485, 'coordin': 1863, 'classicwatch': 1610, 'compressor': 1776, 'heirloom': 4022, 'tidal': 8781, 'trinket': 9001, 'closest': 1646, 'scatch': 7505, 'scale': 7496, 'stylin': 8359, 'pewter': 6399, 'sassi': 7462, 'wewood': 9644, 'butter': 1233, 'boba': 981, 'fett': 3174, 'kool': 4784, 'prone': 6772, 'motiv': 5610, 'bc': 721, 'acquaint': 66, 'snooz': 7968, 'corner': 1878, 'doe': 2469, 'chrograph': 1551, 'doesnot': 2471, 'fashon': 3108, 'cub': 2012, 'divers': 2450, 'businessman': 1222, 'lsat': 5135, 'flatter': 3266, 'sheer': 7689, 'net': 5794, 'meant': 5355, 'awg': 593, 'mellow': 5381, 'stopper': 8277, 'dawn': 2124, 'protek': 6788, 'recharg': 7032, 'south': 8059, 'exist': 2981, 'ugliest': 9096, 'unrealist': 9232, 'winter': 9721, 'clamp': 1593, 'mood': 5584, 'farewel': 3096, 'labor': 4800, 'snuff': 7976, 'curios': 2031, 'grumbl': 3824, 'workabl': 9785, 'jsar': 4651, 'emmet': 2757, 'bestwatch': 843, 'onlywatch': 6038, 'risk': 7276, 'remain': 7132, 'heaven': 4002, 'dresser': 2543, 'laid': 4814, 'sweeti': 8505, 'braill': 1065, 'jewleri': 4610, 'burgi': 1208, 'groovi': 3808, 'ingersol': 4386, 'sprout': 8151, 'dealer': 2142, 'glare': 3618, 'ck': 1590, 'refil': 7082, 'chemic': 1493, 'pluse': 6533, 'ding': 2353, 'melodi': 5382, 'thrown': 8763, 'tux': 9052, 'project': 6764, 'mop': 5591, 'gustavo': 3861, 'versa': 9374, 'sec': 7569, 'becar': 773, 'ornament': 6106, 'jame': 4565, 'bond': 1002, 'agent': 155, 'determin': 2285, 'bison': 904, 'pricepoint': 6699, 'momma': 5560, 'goldton': 3672, 'shortcom': 7730, 'remot': 7140, 'objet': 5954, 'leatherett': 4885, 'gender': 3540, 'ref': 7078, 'theme': 8698, 'song': 8032, 'lightn': 4960, 'member': 5386, 'cardboard': 1333, 'squint': 8159, 'muss': 5692, 'pi': 6430, 'tire': 8836, 'legibl': 4903, 'enclos': 2777, 'loudest': 5096, 'miracl': 5490, 'grinder': 3797, 'faint': 3063, 'das': 2105, 'ist': 4531, 'death': 2145, 'hunk': 4204, 'charl': 1458, 'tik': 8795, 'tok': 8867, 'chlorin': 1535, 'earth': 2617, 'eveyday': 2922, 'tenni': 8657, 'tb': 8607, 'generat': 3542, 'defer': 2193, 'dent': 2234, 'unpretenti': 9227, 'rounder': 7365, 'tourbillon': 8928, 'indiglow': 4359, 'secondari': 7572, 'wrm': 9851, 'hearti': 3996, 'optimist': 6078, 'explain': 3010, 'blend': 945, 'experinc': 3004, 'symbol': 8541, 'forgot': 3346, 'woodenwatch': 9770, 'account': 50, 'astronomi': 491, 'celebr': 1409, 'leaki': 4874, 'bday': 727, 'text': 8678, 'pefect': 6321, 'wr': 9829, 'wearwatch': 9602, 'strawberri': 8299, 'sunni': 8421, 'airplan': 181, 'sturhl': 8350, 'african': 147, 'donald': 2485, 'trump': 9017, 'distress': 2441, 'placement': 6491, 'eagl': 2610, 'heat': 3999, 'grea': 3765, 'gurante': 3858, 'rack': 6928, 'inox': 4403, 'sunris': 8424, 'apocolyps': 373, 'excellet': 2955, 'compon': 1767, 'flare': 3259, 'poser': 6599, 'stream': 8303, 'ostentati': 6112, 'abalon': 9, 'primari': 6705, 'glitteri': 3628, 'serial': 7627, 'regist': 7098, 'smash': 7917, 'intermitt': 4448, 'rick': 7252, 'grime': 3795, 'asleep': 469, 'promot': 6769, 'reat': 7016, 'satisfactori': 7470, 'nostalg': 5898, 'frank': 3379, 'appoint': 387, 'articl': 448, 'hugo': 4186, 'goth': 3708, 'lide': 4946, 'sgg': 7657, 'emptor': 2765, 'gentl': 3553, 'data': 2109, 'junki': 4670, 'undo': 9166, 'goodby': 3680, 'pag': 6206, 'magic': 5210, 'calibr': 1276, 'aquadiv': 402, 'lopsid': 5080, 'spin': 8110, 'classywatch': 1618, 'inflat': 4377, 'doughter': 2515, 'feather': 3139, 'lum': 5160, 'tec': 8619, 'overwhelm': 6180, 'leo': 4916, 'jon': 4635, 'prais': 6632, 'mck': 5348, 'cas': 1361, 'maravilla': 5274, 'cosplay': 1894, 'jubile': 4654, 'bat': 693, 'polywatch': 6566, 'pendant': 6331, 'patriot': 6276, 'communic': 1734, 'shipper': 7709, 'mouth': 5621, 'iwc': 4552, 'dumb': 2578, 'boldlist': 992, 'stress': 8309, 'raymond': 6980, 'weil': 9622, 'maestro': 5207, 'learner': 4879, 'clutter': 1662, 'appal': 378, 'poni': 6567, 'struggl': 8325, 'tink': 8829, 'mn': 5533, 'dimension': 2347, 'ti': 8771, 'reallli': 7009, 'finess': 3216, 'ms': 5644, 'shinier': 7703, 'autist': 547, 'stealthi': 8220, 'beri': 833, 'speedi': 8090, 'rugged': 7392, 'hiwatch': 4084, 'diggin': 2333, 'purdi': 6836, 'snag': 7940, 'pointer': 6546, 'fullfil': 3439, 'rail': 6942, 'cartier': 1358, 'parfait': 6243, 'notif': 5908, 'settl': 7640, 'knight': 4766, 'lamin': 4820, 'changer': 1448, 'dingi': 2354, 'muscl': 5688, 'amd': 284, 'trip': 9003, 'mal': 5235, 'snk': 7961, 'frail': 3374, 'thi': 8714, 'letdown': 4925, 'pen': 6327, 'reliv': 7125, 'teeth': 8636, 'currenc': 2035, 'strapsco': 8298, 'dusti': 2591, 'reciv': 7038, 'fir': 3225, 'glorious': 3637, 'gleam': 3620, 'quartzwatch': 6895, 'loui': 5097, 'erard': 2838, 'aa': 0, 'tour': 8926, 'eleven': 2722, 'enorm': 2802, 'romant': 7332, 'compos': 1768, 'softer': 7999, 'centuri': 1418, 'ceo': 1419, 'imho': 4281, 'champaign': 1440, 'daytim': 2128, 'balloon': 647, 'puzzl': 6853, 'slide': 7882, 'onto': 6040, 'purrfect': 6841, 'payin': 6288, 'execel': 2970, 'apper': 383, 'recom': 7044, 'precimax': 6640, 'chronograh': 1558, 'qualit': 6879, 'prix': 6727, 'unimpress': 9193, 'modelwatch': 5541, 'tennesse': 8656, 'hedgehog': 4013, 'perfectwatch': 6359, 'jacket': 4556, 'shoulda': 7737, 'afghanistan': 142, 'sector': 7578, 'brooch': 1138, 'haha': 3889, 'wva': 9867, 'md': 5350, 'acr': 69, 'warehous': 9494, 'quicker': 6906, 'allergi': 225, 'ninja': 5852, 'raf': 6936, 'restor': 7207, 'infantri': 4374, 'interv': 4454, 'obsess': 5958, 'evolut': 2927, 'superocean': 8440, 'glossi': 3639, 'fitbit': 3243, 'dresswatch': 2546, 'bulkier': 1186, 'inconveni': 4334, 'overpow': 6167, 'golden': 3668, 'powertron': 6621, 'att': 511, 'lazi': 4862, 'robot': 7306, 'prob': 6730, 'crook': 1985, 'slid': 7881, 'imprecis': 4303, 'accessari': 40, 'borrow': 1027, 'likin': 4976, 'torn': 8907, 'recov': 7060, 'wasnt': 9512, 'tonneau': 8886, 'croton': 1989, 'tray': 8971, 'undamag': 9146, 'biodegrad': 898, 'inaud': 4320, 'beautiul': 766, 'braslet': 1072, 'hamper': 3906, 'flag': 3251, 'rousseau': 7366, 'languag': 4829, 'carniv': 1345, 'prize': 6728, 'tongu': 8882, 'stuhrlingwatch': 8338, 'fabuloso': 3049, 'indent': 4346, 'flea': 3274, 'endur': 2785, 'mtb': 5651, 'whit': 9672, 'gracia': 3726, 'recogn': 7042, 'everday': 2907, 'publish': 6806, 'decemb': 2154, 'tarnish': 8596, 'ohio': 6008, 'versitil': 9378, 'curious': 2032, 'leath': 4883, 'compet': 1751, 'goog': 3688, 'cop': 1864, 'anchor': 315, 'virtual': 9417, 'manchest': 5248, 'pose': 6597, 'tie': 8784, 'exud': 3035, 'invict': 4479, 'dwc': 2596, 'degre': 2209, 'envi': 2819, 'bed': 777, 'funciton': 3447, 'rewind': 7242, 'timeopt': 8808, 'cufflink': 2020, 'bonus': 1008, 'port': 6590, 'array': 441, 'legendari': 4901, 'farther': 3101, 'crash': 1953, 'rage': 6938, 'asia': 464, 'fulfil': 3437, 'nite': 5856, 'eo': 2826, 'tokidoki': 8868, 'breakag': 1084, 'nob': 5863, 'outstandingwatch': 6147, 'smi': 7923, 'invoic': 4496, 'handwind': 3922, 'workplac': 9793, 'silverton': 7778, 'rent': 7148, 'patron': 6278, 'nugget': 5931, 'unpleas': 9224, 'floor': 3293, 'consider': 1814, 'oc': 5965, 'shi': 7695, 'cheapish': 1471, 'unscratch': 9239, 'portabl': 6591, 'wristolog': 9842, 'refere': 7081, 'faith': 3066, 'stethoscop': 8242, 'lollipop': 5045, 'log': 5034, 'amazingwatch': 278, 'grayish': 3764, 'unnotic': 9218, 'bedazzl': 778, 'sleeker': 7871, 'tastic': 8599, 'defend': 2190, 'bradshaw': 1062, 'iii': 4260, 'uh': 9097, 'huh': 4187, 'ilumin': 4274, 'alil': 218, 'absolutley': 24, 'uhhhh': 9099, 'have': 3965, 'watcht': 9548, 'espect': 2854, 'gratitud': 3760, 'flight': 3284, 'rude': 7388, 'ampm': 301, 'mislabel': 5502, 'shipe': 7706, 'thorough': 8740, 'dint': 2358, 'disintegr': 2414, 'spendi': 8098, 'battl': 708, 'proven': 6793, 'jorg': 4639, 'gen': 3539, 'greart': 3769, 'iti': 4541, 'coin': 1680, 'babyg': 612, 'mad': 5202, 'fatal': 3116, 'percent': 6345, 'formid': 3352, 'ah': 164, 'english': 2796, 'bam': 649, 'behold': 799, 'desktop': 2271, 'dash': 2106, 'broad': 1129, 'separ': 7621, 'wing': 9718, 'vivid': 9429, 'ove': 6153, 'envelop': 2818, 'alexand': 209, 'hardwork': 3947, 'batt': 702, 'alter': 253, 'gym': 3879, 'splurg': 8122, 'luminos': 5166, 'sci': 7517, 'fi': 3177, 'aford': 144, 'altitud': 259, 'mountain': 5618, 'rosey': 7351, 'muy': 5698, 'bello': 814, 'lug': 5155, 'mon': 5563, 'strain': 8290, 'mate': 5321, 'snq': 7975, 'gull': 3851, 'prayer': 6636, 'eyepiec': 3040, 'smiley': 7926, 'gotham': 3709, 'adorn': 111, 'cristal': 1975, 'alaska': 200, 'lenni': 4914, 'ensur': 2806, 'los': 5083, 'drivewatch': 2555, 'spit': 8114, 'oppinion': 6069, 'supris': 8452, 'worker': 9787, 'macgyv': 5194, 'supplier': 8448, 'damm': 2081, 'stormtroop': 8283, 'breed': 1092, 'savi': 7487, 'scrub': 7544, 'fad': 3059, 'godson': 3659, 'wtk': 9864, 'mptt': 5635, 'tiger': 8789, 'bertucci': 837, 'crush': 1999, 'kill': 4738, 'glitch': 3625, 'farmer': 3098, 'pipe': 6469, 'fri': 3406, 'repairman': 7154, 'fs': 3423, 'wok': 9752, 'va': 9309, 'fetish': 3173, 'causal': 1392, 'changeabl': 1447, 'assort': 481, 'greyish': 3792, 'fluid': 3302, 'summeri': 8409, 'intric': 4457, 'shopper': 7727, 'forest': 3340, 'toolkit': 8891, 'danti': 2094, 'mako': 5234, 'revis': 7235, 'unita': 9204, 'lid': 4945, 'ala': 196, 'safari': 7421, 'qualif': 6876, 'snicker': 7956, 'croc': 1979, 'ocas': 5966, 'phosphor': 6423, 'upto': 9271, 'arrow': 444, 'sizedwatch': 7824, 'sweater': 8496, 'bmw': 971, 'calabria': 1266, 'bulk': 1184, 'snappi': 7944, 'prior': 6717, 'corso': 1887, 'gloss': 3638, 'emerg': 2754, 'emphasi': 2761, 'gap': 3492, 'greet': 3785, 'duper': 2584, 'wristlet': 9841, 'sex': 7647, 'tooth': 8898, 'dedic': 2175, 'sol': 8004, 'graviti': 3762, 'tokyobay': 8870, 'ny': 5941, 'lag': 4812, 'necess': 5763, 'discrib': 2401, 'dimmer': 2349, 'reddish': 7066, 'armband': 429, 'gd': 3522, 'tch': 8610, 'with': 9732, 'egrav': 2688, 'eacut': 2608, 'monet': 5568, 'tacki': 8562, 'canopi': 1307, 'ag': 153, 'alkalin': 221, 'ord': 6084, 'laser': 4843, 'gun': 3856, 'stl': 8264, 'cardin': 1335, 'ap': 365, 'ro': 7294, 'bidfortim': 875, 'smarter': 7912, 'satur': 7479, 'sweeeet': 8499, 'bin': 893, 'scream': 7537, 'flutter': 3306, 'scissor': 7520, 'nickl': 5827, 'alergi': 205, 'illustr': 4272, 'media': 5367, 'extern': 3027, 'temp': 8644, 'melt': 5383, 'solver': 8019, 'sew': 7645, 'perferct': 6362, 'surpis': 8460, 'readibl': 6997, 'satifi': 7466, 'gorilla': 3703, 'catchi': 1386, 'wayyyyy': 9589, 'awgmb': 595, 'inclin': 4324, 'mot': 5605, 'bk': 916, 'blond': 955, 'ancient': 316, 'pant': 6229, 'san': 7445, 'argu': 419, 'discomfort': 2391, 'macho': 5198, 'dear': 2144, 'acet': 60, 'gel': 3535, 'er': 2836, 'nervous': 5791, 'solidwatch': 8014, 'germani': 3567, 'comfortablewatch': 1723, 'devot': 2292, 'endors': 2784, 'taught': 8601, 'chew': 1503, 'basicwatch': 689, 'max': 5333, 'bevel': 857, 'poket': 6553, 'ftw': 3426, 'boo': 1009, 'skimpi': 7844, 'signific': 7765, 'pliabl': 6525, 'chicago': 1506, 'bull': 1187, 'soil': 8002, 'warrante': 9502, 'exam': 2938, 'hulk': 4188, 'droid': 2556, 'exelent': 2976, 'producto': 6747, 'standout': 8189, 'pressur': 6676, 'distort': 2439, 'introductori': 4463, 'twenti': 9064, 'goldfing': 3669, 'maratac': 5271, 'extraordinarili': 3031, 'instrument': 4426, 'barometr': 680, 'cal': 1265, 'buggi': 1179, 'touchscreen': 8921, 'oppos': 6071, 'sooooo': 8040, 'dr': 2526, 'typo': 9081, 'wond': 9759, 'characterist': 1454, 'emt': 2766, 'undecid': 9147, 'oo': 6042, 'neo': 5783, 'se': 7552, 'stich': 8247, 'reccomend': 7022, 'anod': 340, 'cna': 1665, 'smoother': 7930, 'steiner': 8231, 'errat': 2847, 'harsh': 3952, 'uuml': 9306, 'hrling': 4166, 'crappywatch': 1952, 'notabl': 5901, 'plactic': 6492, 'roberto': 7303, 'bianci': 872, 'techi': 8621, 'gator': 3511, 'casualwatch': 1379, 'abil': 14, 'clarif': 1596, 'aluminum': 263, 'circl': 1577, 'defunct': 2206, 'whimsi': 9667, 'summertim': 8410, 'breakabl': 1083, 'logist': 5036, 'bounc': 1041, 'cure': 2030, 'frederiqu': 3389, 'irregular': 4519, 'lesson': 4923, 'street': 8305, 'smh': 7922, 'movi': 5629, 'bush': 1220, 'ditch': 2444, 'trusti': 9020, 'mutant': 5696, 'newest': 5802, 'cockpit': 1675, 'hazi': 3975, 'upcom': 9261, 'satisfecho': 7472, 'document': 2466, 'overbear': 6156, 'overview': 6178, 'qc': 6866, 'reef': 7076, 'temperatur': 8646, 'armand': 426, 'nicolet': 5828, 'debat': 2147, 'hanger': 3925, 'rosegold': 7348, 'spanner': 8069, 'jewer': 4607, 'quantiti': 6889, 'slider': 7883, 'strongest': 8322, 'svelt': 8480, 'dakota': 2071, 'math': 5324, 'cannon': 1304, 'nuce': 5924, 'convex': 1844, 'tachi': 8558, 'wdw': 9593, 'pena': 6328, 'watcher': 9530, 'cubicl': 2015, 'moonphas': 5588, 'miami': 5427, 'sketchi': 7841, 'gasket': 3508, 'tweak': 9058, 'prg': 6695, 'ph': 6402, 'sceptic': 7509, 'loki': 5042, 'jealous': 4589, 'carbon': 1331, 'fiber': 3181, 'perfict': 6364, 'bien': 877, 'resid': 7182, 'med': 5363, 'nooka': 5886, 'orbita': 6083, 'venezuela': 9359, 'hater': 3960, 'scan': 7499, 'whoa': 9677, 'occass': 5972, 'tax': 8605, 'jw': 4685, 'onewatch': 6034, 'nake': 5713, 'sr': 8160, 'tpj': 8943, 'britax': 1123, 'ballist': 646, 'hunger': 4202, 'fear': 3138, 'raven': 6977, 'nile': 5847, 'kitchen': 4753, 'toywatch': 8940, 'unintellig': 9194, 'cake': 1264, 'misfit': 5497, 'rubberi': 7382, 'eri': 2841, 'mount': 5617, 'nit': 5855, 'columbia': 1710, 'monkey': 5572, 'lilttl': 4978, 'ownership': 6188, 'flame': 3256, 'spite': 8115, 'effort': 2680, 'soccer': 7990, 'cs': 2002, 'blaze': 939, 'foe': 3318, 'finewatch': 3218, 'yall': 9918, 'jane': 4567, 'wakesett': 9472, 'hairless': 3895, 'abbi': 10, 'outlook': 6142, 'bite': 909, 'topaz': 8900, 'vice': 9397, 'fuel': 3433, 'introduct': 4462, 'hog': 4099, 'saint': 7429, 'briefcas': 1108, 'avid': 569, 'spear': 8079, 'translat': 8962, 'knuckl': 4775, 'tap': 8589, 'niiiic': 5843, 'blame': 931, 'emit': 2756, 'pitch': 6476, 'mosquito': 5603, 'tooooo': 8895, 'peg': 6322, 'mulco': 5673, 'shadow': 7667, 'chicken': 1509, 'invecta': 4469, 'scrutini': 7545, 'hauer': 3961, 'fashionista': 3106, 'minion': 5479, 'tube': 9032, 'unprofession': 9228, 'socket': 7994, 'calib': 1275, 'dif': 2318, 'invert': 4473, 'stoke': 8268, 'avcr': 559, 'amazebal': 274, 'hasnt': 3954, 'fare': 3095, 'au': 523, 'ob': 5950, 'dot': 2510, 'nive': 5859, 'unicorn': 9189, 'starp': 8199, 'gahc': 3483, 'burst': 1217, 'generous': 3544, 'wolf': 9754, 'nic': 5814, 'bateri': 696, 'dragonfli': 2530, 'soldier': 8008, 'bombproof': 999, 'cherrywood': 1498, 'breath': 1088, 'copper': 1866, 'fob': 3315, 'raspberri': 6967, 'contemporari': 1826, 'bom': 996, 'embarass': 2747, 'nothin': 5906, 'accid': 43, 'quirk': 6918, 'qauliti': 6864, 'salti': 7436, 'backlit': 616, 'somebodi': 8021, 'evalu': 2899, 'superwatch': 8443, 'ax': 603, 'repac': 7151, 'hop': 4132, 'finer': 3215, 'thati': 8692, 'manuel': 5263, 'felix': 3152, 'sarb': 7458, 'soni': 8033, 'cloud': 1650, 'db': 2132, 'aqua': 401, 'esto': 2882, 'es': 2850, 'calidad': 1277, 'asurion': 492, 'atract': 508, 'godsend': 3658, 'reduc': 7073, 'ii': 4259, 'strick': 8312, 'aweson': 589, 'lab': 4798, 'pc': 6293, 'oaki': 5948, 'bench': 822, 'fraudul': 3381, 'badwatch': 627, 'sp': 8061, 'valor': 9323, 'humidor': 4193, 'begun': 795, 'thx': 8770, 'grant': 3753, 'yong': 9948, 'fifti': 3195, 'gwm': 3875, 'purs': 6843, 'royc': 7373, 'anotherwatch': 344, 'group': 3812, 'tighter': 8793, 'watchbox': 9526, 'vouch': 9444, 'buff': 1175, 'scroll': 7543, 'totoro': 8917, 'enhanc': 2798, 'breast': 1087, 'cancer': 1299, 'gal': 3485, 'gulf': 3848, 'glock': 3634, 'ts': 9023, 'innard': 4397, 'oulm': 6125, 'bass': 691, 'approxim': 394, 'caiso': 1262, 'pug': 6810, 'dine': 2351, 'bingo': 897, 'capacitor': 1316, 'ehhhh': 2692, 'ymmv': 9944, 'unsuit': 9247, 'gaa': 3475, 'roulett': 7363, 'forthcom': 3357, 'peanut': 6303, 'marriag': 5302, 'sewn': 7646, 'hungri': 4203, 'nickel': 5825, 'zipper': 9985, 'tokyo': 8869, 'increas': 4339, 'command': 1726, 'uncompl': 9143, 'fisherman': 3236, 'marti': 5304, 'mcfli': 5347, 'winni': 9720, 'cameron': 1290, 'bruce': 1148, 'object': 5953, 'mousewatch': 5620, 'nautic': 5734, 'ui': 9101, 'tore': 8904, 'ate': 496, 'gothic': 3710, 'fiddl': 3187, 'mammoth': 5245, 'bot': 1030, 'tale': 8577, 'needless': 5771, 'woke': 9753, 'liroy': 4993, 'leaf': 4871, 'peacock': 6300, 'sieko': 7756, 'ish': 4525, 'camera': 1289, 'hooray': 4130, 'residu': 7183, 'mone': 5567, 'grear': 3768, 'stealth': 8219, 'redund': 7075, 'summari': 8407, 'fro': 3413, 'lok': 5039, 'hipster': 4075, 'wether': 9642, 'nitpick': 5858, 'undeni': 9148, 'februari': 3142, 'recomand': 7045, 'longtim': 5053, 'fussi': 3464, 'hasp': 3955, 'forti': 3358, 'rio': 7268, 'binari': 894, 'diego': 2314, 'terrorist': 8671, 'examin': 2939, 'enuff': 2816, 'fiance': 3179, 'ratchet': 6969, 'heroic': 4042, 'bamboo': 651, 'rr': 7376, 'truck': 9013, 'vortex': 9440, 'toughest': 8924, 'booti': 1022, 'mvmt': 5699, 'bo': 973, 'emboss': 2752, 'fo': 3313, 'brownish': 1146, 'cocktail': 1676, 'buena': 1171, 'oakley': 5949, 'frequenc': 3402, 'altogeth': 261, 'assum': 482, 'awestruck': 590, 'jade': 4562, 'emerald': 2753, 'midnight': 5442, 'obscur': 5956, 'peak': 6301, 'shallow': 7673, 'jy': 4686, 'navihawk': 5742, 'alloy': 234, 'plum': 6530, 'mismatch': 5504, 'desighn': 2267, 'wavi': 9581, 'shot': 7734, 'ev': 2898, 'woodman': 9772, 'whadda': 9648, 'disneyland': 2419, 'lunar': 5171, 'transport': 8965, 'outrag': 6143, 'cd': 1405, 'howard': 4161, 'elsa': 2739, 'creas': 1959, 'useabl': 9290, 'fore': 3338, 'mum': 5682, 'sharpwatch': 7681, 'breez': 1093, 'bvcf': 1247, 'ana': 309, 'digi': 2334, 'infuri': 4383, 'en': 2768, 'uptown': 9272, 'corpor': 1880, 'reloj': 7130, 'ime': 4280, 'jackpot': 4557, 'discreet': 2398, 'passabl': 6261, 'batterti': 706, 'revolut': 7239, 'razor': 6982, 'scott': 7525, 'heritag': 4038, 'woodwork': 9773, 'cumbersom': 2024, 'cave': 1398, 'purchac': 6832, 'toast': 8857, 'clearer': 1625, 'counterpart': 1911, 'smallish': 7908, 'assumpt': 483, 'incomplet': 4330, 'perect': 6348, 'secret': 7575, 'underpr': 9154, 'teh': 8637, 'drab': 2527, 'squeak': 8156, 'parent': 6242, 'klunki': 4761, 'locker': 5029, 'sunday': 8415, 'scare': 7503, 'helium': 4024, 'valv': 9326, 'heartbeat': 3993, 'fc': 3134, 'whimsic': 9668, 'problemat': 6735, 'dwarf': 2595, 'hug': 4182, 'these': 8710, 'gl': 3611, 'thoma': 8737, 'swayz': 8493, 'ful': 3436, 'wshd': 9857, 'avcf': 558, 'oceanaut': 5978, 'grreat': 3818, 'gwa': 3867, 'lik': 4969, 'enlarg': 2801, 'thirdwatch': 8729, 'skull': 7853, 'jus': 4676, 'cheesey': 1487, 'unfriend': 9181, 'gpw': 3719, 'convinc': 1847, 'subt': 8384, 'divid': 2453, 'goo': 3678, 'topic': 8901, 'ness': 5792, 'triathlet': 8989, 'unsur': 9249, 'srpk': 8162, 'concis': 1783, 'elev': 2721, 'dkni': 2458, 'divin': 2454, 'aluminium': 262, 'sas': 7460, 'technic': 8622, 'input': 4404, 'soso': 8052, 'miser': 5496, 'comprehend': 1774, 'streamlin': 8304, 'ly': 5189, 'whach': 9646, 'tuxedo': 9053, 'blb': 940, 'llc': 5015, 'rad': 6929, 'unstopp': 9246, 'impact': 4290, 'wathch': 9572, 'deepli': 2180, 'espectacular': 2855, 'longhorn': 5050, 'tamper': 8583, 'restock': 7206, 'tome': 8876, 'movment': 5630, 'evo': 2926, 'tres': 8982, 'amw': 303, 'thrift': 8753, 'constel': 1817, 'compel': 1749, 'beauit': 750, 'drug': 2560, 'player': 6510, 'sweati': 8497, 'unpack': 9222, 'pour': 6614, 'humid': 4192, 'des': 2250, 'ka': 4688, 'sneaki': 7952, 'inexspens': 4373, 'doornail': 2497, 'bearer': 737, 'testosteron': 8675, 'flow': 3298, 'tinex': 8826, 'suffer': 8397, 'movabl': 5623, 'awgm': 594, 'utc': 9301, 'everytim': 2919, 'dawg': 2123, 'berowatch': 835, 'classier': 1611, 'resal': 7175, 'cart': 1356, 'oldest': 6022, 'sz': 8552, 'bye': 1250, 'connector': 1805, 'sept': 7623, 'recept': 7029, 'stout': 8284, 'mysteri': 5703, 'smoke': 7928, 'admiss': 102, 'johan': 4624, 'eric': 2842, 'canada': 1297, 'worng': 9803, 'excllent': 2962, 'dillard': 2343, 'poli': 6557, 'est': 2871, 'una': 9115, 'artsi': 456, 'knee': 4763, 'metalwatch': 5417, 'cleaner': 1622, 'pioneer': 6468, 'sailor': 7428, 'energ': 2788, 'keepsak': 4708, 'sweetheart': 8504, 'bellissimo': 813, 'weapon': 9597, 'wild': 9701, 'grind': 3796, 'allig': 230, 'coast': 1670, 'cronograph': 1984, 'deciev': 2163, 'hilari': 4066, 'dylan': 2600, 'ticker': 8775, 'quintessenti': 6917, 'durablewatch': 2587, 'ski': 7842, 'coke': 1681, 'op': 6055, 'usd': 9288, 'analogu': 312, 'funtion': 3454, 'arent': 418, 'thee': 8695, 'zeno': 9976, 'dosent': 2506, 'collar': 1690, 'prison': 6721, 'contour': 1833, 'preserv': 6671, 'deceit': 2152, 'youd': 9951, 'niceeee': 5818, 'constitut': 1818, 'bv': 1245, 'blueish': 964, 'ab': 8, 'east': 2625, 'snugg': 7978, 'weatch': 9603, 'batch': 694, 'movadowatch': 5625, 'speedo': 8092, 'terrain': 8666, 'pragmat': 6630, 'chocol': 1536, 'fantastic': 3089, 'hander': 3912, 'yellowish': 9929, 'sixti': 7819, 'gulfman': 3849, 'quad': 6868, 'whim': 9666, 'autom': 549, 'destruct': 2278, 'ignor': 4255, 'popular': 6581, 'beta': 846, 'jonathan': 4636, 'lupah': 5175, 'supplement': 8446, 'sunglass': 8418, 'reactor': 6991, 'discern': 2385, 'unwieldi': 9257, 'sis': 7810, 'cooooool': 1861, 'butteri': 1235, 'exspect': 3021, 'yike': 9942, 'tailor': 8571, 'resolut': 7191, 'voic': 9433, 'dictat': 2309, 'pvd': 6854, 'liver': 5009, 'rolli': 7327, 'stab': 8173, 'wriststrap': 9843, 'supurb': 8453, 'depot': 2245, 'ahhh': 167, 'righti': 7261, 'unlucki': 9213, 'cork': 1876, 'crono': 1983, 'drawer': 2537, 'flood': 3292, 'vend': 9354, 'aggress': 157, 'vri': 9446, 'deni': 2229, 'wacht': 9460, 'wirst': 9725, 'disappear': 2373, 'froze': 3417, 'dip': 2360, 'turnaround': 9047, 'bing': 896, 'johnni': 4626, 'blackout': 926, 'drama': 2533, 'bulb': 1183, 'amp': 299, 'mustang': 5695, 'closet': 1647, 'tinni': 8832, 'mondain': 5565, 'asham': 462, 'bada': 622, 'dodger': 2467, 'sake': 7430, 'vernier': 9369, 'donot': 2489, 'unattract': 9123, 'shoud': 7736, 'ladybug': 4810, 'riviera': 7288, 'shaki': 7671, 'wive': 9740, 'millimet': 5462, 'rapid': 6961, 'thr': 8747, 'tweek': 9059, 'helper': 4033, 'tinker': 8830, 'incompat': 4328, 'aboslut': 19, 'energi': 2789, 'chubbi': 1563, 'fingernail': 3220, 'pri': 6696, 'deff': 2194, 'invista': 4489, 'encount': 2778, 'thirti': 8732, 'orefici': 6092, 'leader': 4870, 'osu': 6114, 'braceletwatch': 1056, 'conceiv': 1780, 'blew': 947, 'loke': 5041, 'holi': 4106, 'grail': 3736, 'neopren': 5785, 'congratul': 1802, 'dosen': 2505, 'odm': 5989, 'sunset': 8426, 'workday': 9786, 'evid': 2923, 'lineag': 4985, 'abit': 15, 'slimmer': 7888, 'burden': 1205, 'sissi': 7811, 'woow': 9779, 'pls': 6528, 'tournament': 8929, 'advert': 121, 'ecofriend': 2646, 'reco': 7041, 'absurd': 28, 'vibe': 9393, 'bartend': 682, 'inset': 4409, 'forth': 3356, 'patch': 6267, 'hiswatch': 4081, 'soap': 7986, 'communiti': 1736, 'gwatch': 3868, 'swam': 8486, 'malaysia': 5237, 'pratic': 6634, 'conquer': 1808, 'burberri': 1204, 'crude': 1995, 'sasquatch': 7461, 'affordablewatch': 139, 'pur': 6828, 'jesus': 4599, 'staff': 8177, 'bolder': 991, 'echo': 2641, 'champion': 1441, 'popper': 6577, 'curl': 2033, 'calf': 1273, 'spirit': 8113, 'india': 4352, 'accomplish': 48, 'juri': 4674, 'checkout': 1480, 'drink': 2550, 'digniti': 2339, 'pleasnt': 6517, 'boni': 1005, 'achill': 63, 'heel': 4015, 'waterproofwatch': 9566, 'fist': 3241, 'artifici': 452, 'tinkerbel': 8831, 'tottali': 8918, 'soften': 7998, 'burl': 1212, 'burgundi': 1210, 'gimmicki': 3592, 'circular': 1579, 'crafti': 1939, 'custo': 2041, 'lookout': 5065, 'sportwatch': 8141, 'armor': 434, 'cue': 2017, 'chois': 1538, 'foolish': 3330, 'dnt': 2460, 'ittttt': 4546, 'porsch': 6589, 'nce': 5750, 'yea': 9924, 'emperor': 2759, 'grandeur': 3745, 'tropic': 9010, 'washabl': 9509, 'whatsoev': 9654, 'gizmo': 3609, 'writer': 9847, 'bro': 1128, 'val': 9316, 'unspectacular': 9244, 'ripper': 7273, 'easliy': 2624, 'tnkw': 8856, 'fisher': 3235, 'yachtmast': 9915, 'testament': 8674, 'pedr': 6314, 'ash': 461, 'trebl': 8975, 'chine': 1523, 'dia': 2298, 'airport': 182, 'camill': 1291, 'luxari': 5182, 'reorder': 7149, 'pita': 6475, 'pcs': 6294, 'atlanti': 501, 'aftermarket': 150, 'usmc': 9295, 'stuf': 8331, 'ginorm': 3595, 'compliant': 1762, 'texan': 8677, 'perenni': 6349, 'ch': 1431, 'areatrend': 417, 'diminut': 2348, 'tactil': 8565, 'titl': 8843, 'silk': 7773, 'ocat': 5969, 'caw': 1400, 'timepeic': 8810, 'cred': 1964, 'tier': 8787, 'scrath': 7536, 'wonderful': 9761, 'carolina': 1348, 'timelin': 8807, 'groceri': 3801, 'mildew': 5453, 'artist': 454, 'iit': 4263, 'shed': 7686, 'mason': 5313, 'household': 4159, 'ink': 4392, 'doen': 2470, 'speaker': 8078, 'disregard': 2429, 'peach': 6298, 'freedom': 3392, 'remark': 7133, 'mechanicalwatch': 5362, 'ibiza': 4232, 'butt': 1231, 'uglier': 9095, 'prod': 6741, 'sore': 8047, 'redefin': 7068, 'laughabl': 4851, 'viceroy': 9398, 'gumbal': 3853, 'food': 3328, 'perman': 6374, 'volt': 9435, 'doller': 2480, 'resel': 7178, 'superglu': 8435, 'irish': 4511, 'ambient': 282, 'replic': 7161, 'deduct': 2176, 'trio': 9002, 'oregon': 6093, 'session': 7636, 'braclet': 1059, 'lad': 4807, 'coars': 1669, 'pxt': 6859, 'yard': 9920, 'lumibrit': 5163, 'prioriti': 6718, 'henc': 4035, 'beaauti': 728, 'polka': 6563, 'gage': 3481, 'crew': 1967, 'mcdonald': 5346, 'jupit': 4672, 'weari': 9601, 'noic': 5870, 'restrain': 7208, 'yuck': 9965, 'upload': 9265, 'basket': 690, 'practicl': 6628, 'announc': 337, 'oct': 5981, 'jp': 4648, 'encourag': 2779, 'injustic': 4391, 'intent': 4439, 'toyish': 8938, 'everest': 2908, 'clinic': 1636, 'schooler': 7515, 'establish': 2874, 'uniform': 9191, 'readili': 6998, 'pipelin': 6470, 'hight': 4063, 'pet': 6392, 'sa': 7413, 'ajust': 185, 'lenght': 4911, 'silhouett': 7770, 'evil': 2924, 'leatherwork': 4888, 'ilov': 4273, 'misslead': 5510, 'arch': 414, 'tree': 8976, 'qa': 6863, 'chevron': 1502, 'rotari': 7355, 'soild': 8003, 'jan': 4566, 'dinner': 2356, 'vector': 9347, 'ina': 4313, 'unbox': 9132, 'cigar': 1570, 'korean': 4788, 'rivet': 7287, 'beef': 782, 'polyurethan': 6565, 'grader': 3730, 'arrest': 442, 'heckuva': 4011, 'prici': 6702, 'ks': 4792, 'adorb': 109, 'kenet': 4714, 'pawt': 6286, 'ifi': 4252, 'wich': 9689, 'picard': 6434, 'sinn': 7806, 'pendent': 6332, 'goreg': 3696, 'showi': 7743, 'coalit': 1668, 'gusto': 3862, 'mucho': 5665, 'sbdc': 7494, 'alll': 231, 'gooooood': 3694, 'plaza': 6512, 'annual': 339, 'filthi': 3206, 'portugues': 6595, 'presidenti': 6674, 'cam': 1286, 'brillier': 1119, 'sundial': 8416, 'steeler': 8224, 'lesser': 4922, 'fastest': 3113, 'remedi': 7135, 'civilian': 1589, 'trueli': 9015, 'sus': 8468, 'injuri': 4390, 'triangl': 8987, 'burlwood': 1213, 'innacur': 4396, 'notat': 5902, 'ear': 2611, 'betti': 853, 'boop': 1018, 'debeer': 2148, 'map': 5265, 'barley': 675, 'hyper': 4223, 'tpd': 8942, 'screwdown': 7540, 'intact': 4434, 'reliev': 7124, 'ground': 3811, 'realis': 7003, 'youll': 9952, 'neic': 5779, 'snkk': 7963, 'acquisit': 68, 'couturi': 1924, 'fabol': 3046, 'gimmick': 3591, 'pointi': 6547, 'itttt': 4545, 'gimm': 3590, 'meow': 5397, 'finicki': 3222, 'btw': 1156, 'clipper': 1639, 'nowaday': 5917, 'sole': 8009, 'hobbi': 4094, 'syb': 8536, 'cuadro': 2007, 'bird': 900, 'sizer': 7825, 'gret': 3788, 'tortois': 8909, 'unobtrus': 9220, 'quibbl': 6904, 'carriag': 1353, 'immens': 4287, 'susept': 8471, 'bloom': 958, 'catalog': 1382, 'tp': 8941, 'accomod': 46, 'reproduct': 7168, 'octagon': 5982, 'nba': 5747, 'exhibit': 2980, 'iridesc': 4510, 'minitur': 5482, 'registr': 7099, 'target': 8595, 'clich': 1630, 'skateboard': 7836, 'disguis': 2409, 'jewellri': 4605, 'smith': 7927, 'wesson': 9636, 'carlo': 1342, 'unbear': 9127, 'lint': 4989, 'affect': 136, 'warp': 9500, 'messi': 5414, 'diffrent': 2329, 'assess': 475, 'whack': 9647, 'steroid': 8241, 'paylak': 6289, 'greay': 3780, 'fixabl': 3247, 'sorta': 8051, 'cm': 1663, 'brave': 1076, 'clam': 1592, 'cassio': 1376, 'mus': 5687, 'yummi': 9968, 'brief': 1107, 'wv': 9866, 'exect': 2973, 'financi': 3210, 'cloudi': 1651, 'sucki': 8393, 'blast': 938, 'invita': 4491, 'bargan': 673, 'geni': 3547, 'defici': 2198, 'sim': 7779, 'miniscul': 5480, 'portfolio': 6592, 'counterclockwis': 1909, 'lizard': 5011, 'sportura': 8140, 'moth': 5606, 'powder': 6617, 'jr': 4650, 'mold': 5552, 'boooooo': 1017, 'victorian': 9401, 'goof': 3686, 'mmmm': 5531, 'gx': 3878, 'bolova': 993, 'jacksonvill': 4558, 'exemplari': 2977, 'stylewatch': 8357, 'gather': 3510, 'out': 6128, 'ia': 4228, 'pale': 6220, 'commemor': 1728, 'bracket': 1058, 'disign': 2413, 'privaci': 6724, 'hde': 3979, 'upsid': 9270, 'heed': 4014, 'pari': 6244, 'accutron': 56, 'certifi': 1428, 'pastel': 6265, 'kudo': 4794, 'headturn': 3984, 'overjoy': 6161, 'puller': 6813, 'twilight': 9066, 'blur': 968, 'nevertheless': 5798, 'hes': 4044, 'markup': 5296, 'yahoo': 9917, 'lens': 4915, 'lump': 5170, 'gas': 3507, 'jay': 4577, 'habit': 3881, 'fruitz': 3421, 'regul': 7102, 'las': 4842, 'expectativa': 2993, 'craftsmen': 1944, 'nest': 5793, 'whine': 9669, 'audio': 529, 'smal': 7903, 'common': 1733, 'terra': 8665, 'goofi': 3687, 'devil': 2291, 'manli': 5255, 'rot': 7354, 'and': 317, 'aok': 364, 'zen': 9974, 'sensibl': 7613, 'statment': 8211, 'tge': 8682, 'weekday': 9612, 'li': 4936, 'browni': 1145, 'perfact': 6352, 'gwma': 3876, 'attend': 516, 'swear': 8494, 'witch': 9731, 'dosh': 2507, 'watcho': 9544, 'chuck': 1564, 'norri': 5894, 'hallow': 3898, 'geeki': 3532, 'dick': 2308, 'traci': 8945, 'buti': 1229, 'agreat': 162, 'trap': 8966, 'bliss': 952, 'fifteen': 3193, 'string': 8316, 'loooooov': 5069, 'bridl': 1106, 'slice': 7878, 'bread': 1081, 'eeyor': 2671, 'unstabl': 9245, 'seilo': 7592, 'iik': 4262, 'compair': 1741, 'tv': 9054, 'sensat': 7612, 'esperanza': 2860, 'bowel': 1045, 'flap': 3258, 'elag': 2702, 'xoxoxo': 9901, 'fb': 3133, 'gud': 3839, 'mermaid': 5406, 'wizard': 9741, 'italia': 4533, 'haurex': 3963, 'skaagen': 7830, 'looooov': 5070, 'adn': 104, 'civil': 1588, 'pricier': 6703, 'heiden': 4020, 'beautii': 764, 'skxj': 7857, 'parkinson': 6247, 'capt': 1321, 'ood': 6043, 'bauhaus': 714, 'majest': 5229, 'displeas': 2424, 'fighter': 3197, 'hp': 4163, 'armintron': 431, 'luminoxwatch': 5168, 'hammer': 3904, 'disk': 2415, 'excellect': 2951, 'discret': 2400, 'sms': 7931, 'caller': 1282, 'monday': 5566, 'emphas': 2760, 'whew': 9664, 'theft': 8697, 'mission': 5509, 'loveli': 5112, 'hummer': 4194, 'strape': 8296, 'puerto': 6809, 'rico': 7254, 'pardon': 6240, 'understood': 9161, 'buzz': 1244, 'breakdown': 1085, 'litter': 5004, 'hollow': 4110, 'fireman': 3228, 'freelook': 3394, 'hurray': 4208, 'wowzer': 9828, 'margarita': 5282, 'lancast': 4823, 'konigswerk': 4783, 'healthcar': 3987, 'wathc': 9571, 'qualilti': 6878, 'beggin': 792, 'invinc': 4487, 'dupe': 2583, 'sum': 8406, 'access': 39, 'fetch': 3172, 'pruchas': 6796, 'toooo': 8894, 'pleaser': 6516, 'watck': 9556, 'essenc': 2869, 'cabinet': 1253, 'spetacular': 8100, 'sparkler': 8073, 'preschool': 6667, 'cabl': 1254, 'aaaa': 2, 'kirkwood': 4750, 'sinist': 7804, 'chin': 1518, 'artwork': 457, 'password': 6263, 'porcelain': 6583, 'hardcor': 3941, 'acquir': 67, 'obtrus': 5963, 'happpi': 3936, 'invicat': 4476, 'qualtiy': 6887, 'ailisha': 174, 'wraparound': 9832, 'vivienn': 9430, 'westwood': 9640, 'kore': 4786, 'flamingo': 3257, 'sk': 7828, 'attitud': 519, 'grat': 3758, 'pump': 6818, 'vast': 9339, 'recoil': 7043, 'yoda': 9946, 'femin': 3161, 'skagan': 7831, 'mill': 5457, 'tslk': 9028, 'quot': 6922, 'elegant': 2716, 'expos': 3017, 'peal': 6302, 'gooooooood': 3695, 'dst': 2564, 'indoor': 4364, 'naruto': 5724, 'mu': 5661, 'fluctuat': 3300, 'slickster': 7880, 'desigh': 2266, 'cycl': 2058, 'haul': 3962, 'quaiiti': 6870, 'dozen': 2525, 'cook': 1851, 'unauthent': 9124, 'behavior': 797, 'sg': 7652, 'deport': 2242, 'rider': 7257, 'kiss': 4751, 'retun': 7224, 'glitchi': 3626, 'downsiz': 2524, 'ef': 2672, 'rubi': 7386, 'rendit': 7145, 'kohl': 4779, 'birth': 901, 'genius': 3550, 'sweetwatch': 8506, 'sorrow': 8049, 'turbo': 9043, 'vsa': 9448, 'tardi': 8594, 'casino': 1370, 'swank': 8487, 'thief': 8719, 'scammer': 7498, 'grrreat': 3820, 'banner': 664, 'licken': 4942, 'ticken': 8774, 'litl': 5002, 'hola': 4101, 'tis': 8837, 'silenc': 7768, 'wi': 9688, 'dubious': 2568, 'pat': 6266, 'dos': 2503, 'atroci': 510, 'overkil': 6162, 'soul': 8056, 'shoot': 7723, 'thatwatch': 8693, 'siz': 7820, 'philosophi': 6419, 'hade': 3885, 'micki': 5436, 'receivedwatch': 7027, 'subdu': 8370, 'bkgp': 919, 'dramat': 2534, 'therapi': 8701, 'okayish': 6014, 'rg': 7244, 'xxl': 9909, 'ace': 57, 'thickest': 8717, 'chosen': 1544, 'seastar': 7565, 'eighti': 2697, 'wakeup': 9473, 'unbuckl': 9135, 'compart': 1746, 'tu': 9030, 'tender': 8655, 'intellig': 4436, 'pawn': 6285, 'yanke': 9919, 'junker': 4669, 'turd': 9044, 'recomiendo': 7050, 'fountain': 3367, 'reviv': 7237, 'hero': 4041, 'charli': 1459, 'chaplin': 1451, 'lokai': 5040, 'sou': 8054, 'mannual': 5257, 'mehh': 5377, 'snoopi': 7967, 'interpret': 4451, 'wwii': 9875, 'era': 2837, 'inlaw': 4393, 'excell': 2950, 'rave': 6975, 'paperwork': 6233, 'extream': 3033, 'behav': 796, 'persist': 6380, 'bigggg': 884, 'mfr': 5424, 'declin': 2167, 'ndwatch': 5754, 'wimpi': 9708, 'clone': 1643, 'recycl': 7064, 'jc': 4585, 'occur': 5975, 'throwaway': 8761, 'societi': 7992, 'personifi': 6383, 'speechless': 8088, 'kingdom': 4748, 'lotta': 5090, 'watchahol': 9524, 'por': 6582, 'dentro': 2235, 'poo': 6568, 'popton': 6580, 'grossli': 3810, 'thougth': 8745, 'corp': 1879, 'relli': 7126, 'bi': 871, 'toolbox': 8890, 'nuisanc': 5932, 'maria': 5285, 'subject': 8372, 'cirro': 1582, 'yoga': 9947, 'ecozilla': 2651, 'mos': 5600, 'withstood': 9737, 'beautyful': 770, 'mod': 5537, 'symphoni': 8544, 'prestigi': 6678, 'colleagu': 1691, 'checker': 1479, 'ninjago': 5853, 'aint': 176, 'misinform': 5500, 'spoke': 8125, 'ww': 9873, 'poke': 6550, 'catagori': 1381, 'feed': 3147, 'qb': 6865, 'iexcl': 4250, 'beautif': 755, 'photogen': 6425, 'deepsea': 2181, 'ornat': 6107, 'baro': 677, 'ilik': 4266, 'cheapen': 1467, 'outcom': 6129, 'vanish': 9331, 'watgh': 9569, 'fathom': 3119, 'sniper': 7958, 'interstellar': 4453, 'plung': 6531, 'hush': 4214, 'shout': 7739, 'colorado': 1701, 'weld': 9625, 'sep': 7620, 'fantastc': 3088, 'asthet': 485, 'georgous': 3563, 'brash': 1071, 'tbd': 8608, 'savag': 7484, 'odditi': 5987, 'nod': 5869, 'pussi': 6850, 'biz': 913, 'mmwatch': 5532, 'darth': 2104, 'vader': 9314, 'forewarn': 3342, 'beautifuli': 760, 'advantag': 119, 'avdf': 560, 'dummi': 2579, 'minifigur': 5475, 'valid': 9321, 'church': 1568, 'oceanus': 5979, 'fella': 3155, 'aerospac': 129, 'lr': 5131, 'beautil': 765, 'incr': 4337, 'predecessor': 6650, 'unassum': 9121, 'ahhhh': 168, 'paperweight': 6232, 'wieght': 9694, 'wth': 9863, 'perfom': 6365, 'conform': 1798, 'equilibrium': 2833, 'picasso': 6435, 'thermo': 8706, 'cage': 1259, 'setback': 7638, 'sekio': 7593, 'quest': 6901, 'nay': 5744, 'modernist': 5545, 'bride': 1103, 'heartbroken': 3995, 'frogman': 3415, 'belocia': 816, 'social': 7991, 'homeless': 4116, 'histori': 4080, 'cano': 1306, 'tunnel': 9041, 'hobo': 4097, 'delici': 2217, 'stall': 8183, 'sandi': 7449, 'stackabl': 8176, 'daniti': 2093, 'jeff': 4591, 'dec': 2150, 'noo': 5885, 'pot': 6608, 'arguabl': 420, 'communion': 1735, 'mommi': 5561, 'os': 6110, 'invictacool': 4481, 'lookalik': 5058, 'adopt': 107, 'yessss': 9935, 'strength': 8306, 'bff': 864, 'shippment': 7710, 'maverick': 5332, 'lovr': 5122, 'pickup': 6440, 'hubert': 4177, 'mock': 5536, 'vista': 9423, 'fedex': 3145, 'courier': 1916, 'slowli': 7900, 'swi': 8508, 'fuction': 3431, 'breathabl': 1089, 'knowledg': 4773, 'tiffani': 8788, 'awd': 582, 'glycin': 3645, 'gay': 3517, 'nop': 5889, 'uk': 9102, 'effin': 2679, 'heavey': 4003, 'freakin': 3385, 'jumbo': 4663, 'exclud': 2963, 'perk': 6373, 'ion': 4499, 'troublesom': 9012, 'finder': 3213, 'heartrat': 3998, 'accompani': 47, 'rabbit': 6924, 'maui': 5328, 'goin': 3665, 'chef': 1491, 'cram': 1946, 'fendi': 3166, 'alfredo': 210, 'profound': 6759, 'charcoal': 1455, 'heather': 4000, 'inacur': 4317, 'lw': 5187, 'diff': 2321, 'georg': 3560, 'pruduct': 6797, 'loov': 5077, 'profesion': 6753, 'resisten': 7187, 'amend': 286, 'elementari': 2719, 'abroad': 21, 'jaw': 4575, 'fullmet': 3441, 'alchemist': 202, 'unlatch': 9207, 'bog': 986, 'enuf': 2815, 'qualm': 6885, 'abras': 20, 'mis': 5492, 'aand': 6, 'execelent': 2971, 'warmer': 9498, 'pseudo': 6801, 'auburn': 524, 'seamless': 7561, 'execl': 2972, 'rat': 6968, 'inact': 4316, 'ce': 1407, 'hunter': 4206, 'anf': 323, 'ig': 4254, 'exe': 2968, 'packer': 6202, 'weakest': 9595, 'deeper': 2179, 'conditon': 1790, 'intricaci': 4458, 'disappoit': 2377, 'structur': 8324, 'lux': 5181, 'na': 5707, 'dj': 2457, 'yacht': 9913, 'jewelleri': 4604, 'pas': 6256, 'retent': 7216, 'costxbenefit': 1899, 'hermoso': 4039, 'quilt': 6915, 'rotor': 7359, 'collor': 1696, 'jobsit': 4621, 'functionalwatch': 3449, 'creativ': 1962, 'slimlin': 7887, 'synthet': 8550, 'surgeri': 8458, 'tun': 9037, 'rudig': 7389, 'adida': 97, 'clicktight': 1632, 'liitl': 4967, 'regrett': 7101, 'pushbutton': 6848, 'te': 8612, 'gradual': 3731, 'rougoi': 7362, 'carrera': 1351, 'bow': 1044, 'optima': 6077, 'sweetest': 8503, 'furnitur': 3458, 'lord': 5081, 'hub': 4173, 'riley': 7264, 'wishlist': 9729, 'eb': 2633, 'vega': 9348, 'nightstand': 5838, 'neewer': 5774, 'bueati': 1169, 'overlook': 6164, 'christian': 1547, 'git': 3604, 'mehhh': 5378, 'cheetah': 1489, 'flesh': 3276, 'sued': 8395, 'nobodi': 5865, 'liar': 4937, 'shinni': 7704, 'hella': 4027, 'dab': 2063, 'tigger': 8790, 'cobalt': 1672, 'lamborghini': 4816, 'astronaut': 490, 'polic': 6558, 'tread': 8972, 'ughhh': 9093, 'riski': 7277, 'fant': 3083, 'stico': 8251, 'eater': 2630, 'si': 7751, 'vous': 9445, 'avez': 565, 'probl': 6732, 'mes': 5408, 'appairag': 377, 'ou': 6122, 'synchronis': 8548, 'avec': 561, 'votr': 9443, 'semblabl': 7603, 'frenzi': 3401, 'mask': 5312, 'ore': 6090, 'afteral': 148, 'vinc': 9409, 'camuto': 1296, 'bowl': 1046, 'hoax': 4093, 'jersey': 4597, 'nyy': 5945, 'vender': 9356, 'unintuit': 9196, 'recal': 7021, 'landfil': 4825, 'sham': 7674, 'embellish': 2750, 'punctual': 6822, 'submit': 8377, 'mint': 5485, 'crave': 1954, 'poker': 6552, 'pelican': 6326, 'etern': 2890, 'kitten': 4754, 'server': 7633, 'lovli': 5121, 'prettti': 6689, 'exposur': 3018, 'reborn': 7019, 'tar': 8593, 'kiddi': 4734, 'caribbean': 1341, 'showpiec': 7745, 'austin': 541, 'mice': 5428, 'nana': 5716, 'sock': 7993, 'filler': 3203, 'texa': 8676, 'tn': 8853, 'exec': 2969, 'clash': 1600, 'pinnacl': 6467, 'flagship': 3252, 'grief': 3794, 'silverjet': 7777, 'daytona': 2129, 'hill': 4068, 'finction': 3211, 'greasi': 3771, 'apprehens': 389, 'capit': 1319, 'fashionwatch': 3107, 'tiim': 8794, 'academi': 34, 'multiband': 5676, 'shaft': 7668, 'invalu': 4467, 'furthermor': 3459, 'kidswatch': 4737, 'aug': 532, 'niiiiic': 5844, 'depress': 2246, 'secondwatch': 7574, 'sandpap': 7450, 'zip': 9984, 'mild': 5452, 'wealthi': 9596, 'borderlin': 1024, 'starck': 8194, 'niic': 5841, 'parcel': 6239, 'goodgoodgood': 3681, 'daisi': 2070, 'marlin': 5298, 'doabl': 2462, 'drawn': 2538, 'acept': 59, 'expensivewatch': 3000, 'ooop': 6052, 'til': 8796, 'ankl': 331, 'reveal': 7229, 'tomorrow': 8878, 'unknown': 9206, 'excelentwatch': 2948, 'hmmmmm': 4089, 'vike': 9408, 'reimburs': 7105, 'tonewatch': 8881, 'awful': 592, 'hippi': 4074, 'regatta': 7095, 'doggi': 2474, 'supper': 8444, 'likeabl': 4972, 'accesori': 37, 'spidel': 8105, 'baltimor': 648, 'membership': 5387, 'easter': 2626, 'overcompl': 6159, 'skelton': 7839, 'succ': 8387, 'handom': 3918, 'syle': 8538, 'str': 8285, 'citzen': 1587, 'landscap': 4826, 'contractor': 1835, 'someday': 8022, 'hugh': 4185, 'combat': 1713, 'sofia': 7995, 'loooooooov': 5067, 'liner': 4986, 'enabl': 2769, 'stat': 8204, 'under': 9150, 'ie': 4249, 'wayn': 9586, 'fight': 3196, 'dat': 2108, 'ooz': 6054, 'resourc': 7195, 'alabama': 197, 'steadi': 8216, 'grew': 3790, 'anni': 334, 'refus': 7089, 'skill': 7843, 'ballin': 645, 'offens': 5995, 'hail': 3891, 'smurf': 7933, 'looov': 5072, 'xetum': 9881, 'pronounc': 6774, 'unavail': 9125, 'secon': 7570, 'liken': 4973, 'achiev': 62, 'burr': 1216, 'facet': 3053, 'baguett': 631, 'incom': 4326, 'worldtim': 9799, 'plexiglass': 6524, 'glimps': 3624, 'stationari': 8209, 'niggl': 5833, 'teriff': 8662, 'unhook': 9186, 'gasp': 3509, 'hummm': 4196, 'childish': 1513, 'customiz': 2043, 'brightest': 1114, 'sem': 7602, 'gool': 3690, 'bun': 1199, 'waaaay': 9455, 'outlet': 6140, 'kein': 4709, 'craftsmenship': 1945, 'bs': 1154, 'reaper': 7012, 'dora': 2501, 'motogp': 5612, 'wedg': 9609, 'hehe': 4018, 'chinci': 1522, 'terriff': 8670, 'wht': 9687, 'prof': 6752, 'instuct': 4427, 'wholesal': 9680, 'botton': 1035, 'leatherwatch': 4887, 'dee': 2177, 'flush': 3305, 'sm': 7901, 'roommat': 7342, 'calfskin': 1274, 'peasant': 6306, 'plexi': 6523, 'lrwh': 5133, 'fanboy': 3079, 'maryland': 5308, 'giver': 3608, 'millionair': 5464, 'bronco': 1134, 'ecel': 2640, 'sturl': 8352, 'besuti': 844, 'retriev': 7220, 'som': 8020, 'humbl': 4191, 'wis': 9726, 'horizont': 4137, 'scratcher': 7533, 'pj': 6486, 'raggedi': 6939, 'aaaaa': 3, 'repel': 7157, 'judgement': 4656, 'candl': 1302, 'nolagirl': 5875, 'cinch': 1573, 'magazin': 5209, 'railway': 6944, 'ebay': 2634, 'chirp': 1532, 'ahh': 166, 'bittersweet': 911, 'les': 4920, 'bon': 1001, 'sizeabl': 7823, 'exclent': 2961, 'quliti': 6921, 'ani': 328, 'tko': 8847, 'mich': 5429, 'shockwatch': 7719, 'svtt': 8481, 'woww': 9823, 'grumpi': 3825, 'intrigu': 4459, 'outta': 6148, 'doghous': 2475, 'meaning': 5354, 'jaxa': 4576, 'percis': 6347, 'dbc': 2133, 'commod': 1732, 'izod': 4553, 'dilig': 2342, 'nonwork': 5884, 'deterior': 2284, 'superbwatch': 8432, 'orden': 6085, 'husban': 4211, 'budg': 1166, 'mauric': 5330, 'lacroix': 4806, 'pizza': 6484, 'wavecept': 9579, 'cccp': 1403, 'aqswd': 400, 'oni': 6035, 'quiliti': 6914, 'indian': 4353, 'laster': 4845, 'sartego': 7459, 'watcj': 9555, 'abyss': 31, 'watchtow': 9549, 'watchwind': 9552, 'stroke': 8319, 'alleg': 222, 'tomato': 8874, 'nvo': 5940, 'collin': 1695, 'pix': 6482, 'boomer': 1013, 'succeed': 8388, 'poop': 6572, 'afghan': 141, 'hound': 4156, 'wit': 9730, 'england': 2795, 'chest': 1500, 'fed': 3144, 'synergi': 8549, 'kay': 4700, 'heap': 3989, 'burnt': 1215, 'har': 3937, 'croco': 1980, 'keychain': 4724, 'fma': 3311, 'drill': 2549, 'bksv': 920, 'whilst': 9665, 'flud': 3301, 'bureau': 1206, 'mantl': 5261, 'usaf': 9283, 'invcta': 4468, 'spoilt': 8124, 'nov': 5911, 'wilder': 9702, 'stark': 8197, 'legal': 4897, 'pasnew': 6258, 'jeweleri': 4603, 'sharper': 7680, 'lovee': 5106, 'british': 1125, 'ballerina': 644, 'offset': 6000, 'ps': 6800, 'sentiment': 7618, 'alli': 228, 'legaci': 4896, 'naval': 5737, 'bfs': 866, 'blood': 956, 'unidirect': 9190, 'corros': 1886, 'skagenwatch': 7833, 'neatwatch': 5761, 'bugger': 1178, 'rotc': 7357, 'cadet': 1256, 'nearest': 5758, 'hawk': 3969, 'heartbreak': 3994, 'ocd': 5976, 'lipstick': 4991, 'seldom': 7595, 'nag': 5709, 'illus': 4271, 'transfer': 8959, 'cv': 2054, 'stranger': 8293, 'practicalwatch': 6627, 'leap': 4876, 'ian': 4231, 'elini': 2729, 'baroka': 678, 'adlo': 100, 'glori': 3635, 'watchman': 9541, 'connoisseur': 1807, 'lotsa': 5089, 'femenin': 3160, 'shaken': 7670, 'hampton': 3907, 'grip': 3798, 'buf': 1174, 'van': 9328, 'recomendado': 7048, 'stage': 8178, 'holeshot': 4105, 'jazzi': 4580, 'kewl': 4722, 'locket': 5030, 'midwif': 5445, 'sugar': 8399, 'hong': 4125, 'kong': 4782, 'wrapper': 9833, 'fundament': 3451, 'blurri': 969, 'gabw': 3478, 'oak': 5947, 'deliev': 2218, 'shotti': 7735, 'brick': 1102, 'gg': 3572, 'berri': 836, 'bue': 1168, 'chunkier': 1567, 'independ': 4347, 'vise': 9419, 'aficionado': 143, 'warrant': 9501, 'gj': 3610, 'han': 3908, 'client': 1633, 'disassembl': 2380, 'justin': 4680, 'reminisc': 7138, 'aircraft': 179, 'seattl': 7567, 'huuuug': 4217, 'vero': 9370, 'velcrow': 9352, 'quialiti': 6903, 'thermostat': 8708, 'trademark': 8949, 'vanilla': 9330, 'retract': 7219, 'cb': 1401, 'worksmanship': 9795, 'disppoint': 2427, 'garfield': 3499, 'fruit': 3420, 'banana': 653, 'salesman': 7433, 'attack': 513, 'surround': 8463, 'perfor': 6366, 'stray': 8300, 'insuffici': 4429, 'lightwatch': 4961, 'overpaid': 6166, 'progress': 6762, 'timberland': 8803, 'heal': 3985, 'bud': 1164, 'rc': 6984, 'unglu': 9183, 'exaclti': 2934, 'hairdress': 3893, 'dauther': 2118, 'bj': 914, 'worest': 9783, 'pow': 6616, 'primit': 6711, 'kink': 4749, 'gross': 3809, 'reus': 7226, 'kohr': 4780, 'downhil': 2520, 'roar': 7298, 'phd': 6407, 'wwvb': 9876, 'pal': 6219, 'ths': 8765, 'rubbertech': 7383, 'threat': 8749, 'environment': 2824, 'gryll': 3826, 'rea': 6987, 'jennif': 4596, 'kano': 4691, 'bak': 637, 'sehr': 7586, 'puchas': 6807, 'lark': 4839, 'hockey': 4098, 'youyoupifa': 9962, 'massag': 5315, 'peev': 6320, 'parallel': 6237, 'ariv': 423, 'epedit': 2828, 'ut': 9300, 'groupon': 3813, 'taylor': 8606, 'virgin': 9415, 'vi': 9390, 'banda': 656, 'buffalo': 1176, 'fuchsia': 3430, 'lupha': 5176, 'programm': 6761, 'ting': 8827, 'by': 1249, 'maroon': 5299, 'cc': 1402, 'rumba': 7397, 'flys': 3309, 'flew': 3277, 'vegan': 9349, 'basement': 685, 'hs': 4169, 'discript': 2403, 'thesewatch': 8711, 'mesmer': 5410, 'sooooooo': 8042, 'wactch': 9463, 'nerdi': 5789, 'godzilla': 3660, 'whovian': 9686, 'dilemma': 2341, 'watchzon': 9554, 'yesurpris': 9939, 'resit': 7189, 'garag': 3493, 'looooooov': 5068, 'tiempo': 8785, 'aboard': 18, 'woul': 9814, 'af': 132, 'int': 4433, 'uninterest': 9195, 'elig': 2727, 'wherev': 9662, 'stunt': 8344, 'globe': 3633, 'inflex': 4378, 'stunna': 8341, 'jowissa': 4645, 'ebel': 2635, 'niner': 5850, 'sibl': 7752, 'learnt': 4880, 'tachymetr': 8560, 'ni': 5813, 'trustworthi': 9021, 'nock': 5868, 'incicta': 4323, 'ounc': 6126, 'reattach': 7017, 'cellphon': 1411, 'envious': 2822, 'akula': 192, 'beam': 734, 'yuk': 9967, 'peep': 6319, 'springi': 8149, 'hahaha': 3890, 'timewheel': 8815, 'moodi': 5585, 'flyback': 3307, 'tablet': 8556, 'sadden': 7420, 'chanel': 1445, 'chees': 1486, 'outdoorsmen': 6135, 'sway': 8492, 'benefici': 827, 'bleed': 942, 'alittl': 219, 'rec': 7020, 'wack': 9461, 'aniversari': 330, 'thk': 8734, 'quieter': 6911, 'mas': 5309, 'crumbl': 1997, 'mystiqu': 5704, 'ressist': 7202, 'puntual': 6825, 'eatch': 2629, 'tweeti': 9061, 'bux': 1240, 'possess': 6602, 'routin': 7367, 'coooool': 1860, 'stauer': 8213, 'junior': 4667, 'restaur': 7205, 'ladylik': 4811, 'mala': 5236, 'shoulder': 7738, 'tower': 8934, 'trial': 8986, 'henri': 4036, 'poppi': 6578, 'ecstat': 2654, 'calm': 1283, 'recon': 7056, 'simp': 7784, 'complimentari': 1766, 'gteat': 3832, 'novic': 5916, 'noce': 5866, 'monogram': 5574, 'gee': 3530, 'farsight': 3099, 'nike': 5845, 'recreat': 7061, 'porno': 6585, 'chief': 1510, 'philosoph': 6418, 'ministri': 5481, 'twinkl': 9068, 'rank': 6959, 'indiglowatch': 4360, 'notifi': 5909, 'septemb': 7624, 'sneaker': 7951, 'allgood': 227, 'happ': 3930, 'dapper': 2095, 'await': 574, 'jolli': 4632, 'vday': 9345, 'smartest': 7913, 'phillip': 6416, 'photoshop': 6428, 'liberti': 4938, 'humve': 4199, 'workin': 9790, 'quaiti': 6874, 'unpract': 9225, 'movt': 5631, 'drip': 2551, 'obtain': 5962, 'relog': 7128, 'ham': 3900, 'differenti': 2324, 'commit': 1731, 'arsenal': 445, 'sux': 8479, 'footbal': 3332, 'dhl': 2296, 'dread': 2539, 'healthi': 3988, 'decreas': 2172, 'prank': 6633, 'sar': 7456, 'bias': 873, 'susan': 8469, 'aweom': 585, 'girft': 3599, 'colector': 1686, 'tshirt': 9025, 'ko': 4777, 'chinatown': 1521, 'wierd': 9695, 'employe': 2762, 'facsimil': 3055, 'watchtron': 9550, 'lupa': 5174, 'scratchless': 7535, 'glitz': 3629, 'rigor': 7263, 'vaue': 9340, 'script': 7542, 'reveiw': 7230, 'technician': 8623, 'purcahs': 6829, 'leman': 4908, 'youngest': 9955, 'defint': 2203, 'idk': 4247, 'fluoresc': 3304, 'fantasi': 3086, 'golana': 3666, 'hombr': 4114, 'scatter': 7506, 'disappont': 2378, 'usp': 9297, 'frist': 3412, 'salmon': 7434, 'goid': 3664, 'primo': 6712, 'entr': 2812, 'detect': 2283, 'yesssss': 9936, 'pitfal': 6478, 'cudd': 2016, 'recomendo': 7049, 'todo': 8863, 'rocawear': 7309, 'shockproof': 7718, 'watcb': 9518, 'pill': 6455, 'whatta': 9655, 'orig': 6099, 'mega': 5375, 'former': 3351, 'vw': 9452, 'qualiy': 6883, 'darken': 2099, 'tracker': 8947, 'floppi': 3295, 'flaunt': 3267, 'hottt': 4155, 'mac': 5193, 'mobil': 5535, 'microscop': 5438, 'invica': 4475, 'bcoz': 724, 'fsu': 3424, 'wobl': 9749, 'glide': 3622, 'technomarin': 8626, 'profess': 6754, 'introduc': 4461, 'daugther': 2117, 'quailti': 6872, 'grasp': 3757, 'eclips': 2643, 'cherish': 1496, 'financ': 3209, 'definat': 2200, 'fash': 3103, 'rugid': 7393, 'willi': 9706, 'polit': 6561, 'defeat': 2185, 'stile': 8255, 'ausom': 539, 'beautu': 767, 'glamour': 3616, 'recours': 7059, 'memento': 5388, 'robberi': 7301, 'crapola': 1949, 'panther': 6230, 'champlain': 1443, 'zippo': 9986, 'gifte': 3586, 'beauiful': 749, 'cyclop': 2060, 'casion': 1372, 'hrm': 4167, 'fem': 3158, 'bracelett': 1055, 'joseph': 4641, 'composit': 1769, 'timey': 8818, 'successor': 8390, 'photographi': 6427, 'danc': 2085, 'fairi': 3065, 'pelago': 6325, 'effic': 2677, 'calend': 1271, 'veryy': 9384, 'pretend': 6682, 'eboni': 2636, 'wan': 9482, 'indeglo': 4344, 'coment': 1718, 'coool': 1859, 'redicul': 7070, 'inappropri': 4319, 'rockin': 7315, 'prosper': 6784, 'interact': 4441, 'csx': 2004, 'properti': 6778, 'flava': 3269, 'flave': 3270, 'leisur': 4907, 'heav': 4001, 'skyland': 7861, 'comprehens': 1775, 'eras': 2839, 'unlimit': 9210, 'loup': 5098, 'marcus': 5281, 'poppin': 6579, 'wks': 9743, 'undersid': 9157, 'courteous': 1919, 'luster': 5177, 'snn': 7965, 'irreplac': 4521, 'pend': 6330, 'belief': 805, 'halloween': 3899, 'nardin': 5721, 'sigh': 7760, 'wounder': 9819, 'ecpens': 2653, 'climat': 1634, 'nam': 5714, 'merri': 5407, 'shocker': 7717, 'crossfit': 1987, 'pan': 6223, 'stunningwatch': 8343, 'banger': 659, 'trustabl': 9019, 'robber': 7300, 'bambino': 650, 'zumba': 9998, 'adaptor': 83, 'ecco': 2639, 'oe': 5991, 'semper': 7605, 'overload': 6163, 'brietl': 1109, 'colt': 1709, 'neglect': 5777, 'speedomet': 8093, 'mag': 5208, 'nu': 5923, 'watsh': 9574, 'queri': 6899, 'awesum': 591, 'unseen': 9241, 'adp': 112, 'disappoin': 2375, 'nanhsnnsj': 5719, 'kkuhhyst': 4756, 'loisustbgqnq': 5038, 'kajahhgsfftwrwsv': 4690, 'lokijuyhggsg': 5043, 'jjuhyhgafaf': 4617, 'decepcion': 2157, 'prise': 6719, 'chiqu': 1531, 'macular': 5201, 'dignifi': 2338, 'mp': 5633, 'ontim': 6039, 'apolog': 375, 'gci': 3521, 'rev': 7228, 'kansa': 4692, 'pretenti': 6684, 'aliv': 220, 'alzheim': 268, 'detroit': 2287, 'mister': 5516, 'holster': 4111, 'storm': 8282, 'gabbana': 3476, 'ipad': 4503, 'llike': 5020, 'crisi': 1973, 'worstwatch': 9807, 'earnshaw': 2615, 'zebra': 9973, 'festina': 3170, 'scoobi': 7521, 'doo': 2491, 'menswatch': 5393, 'ken': 4712, 'cheepli': 1483, 'luxurman': 5184, 'pinki': 6464, 'rv': 7410, 'marbl': 5276, 'oxida': 6190, 'disappiont': 2374, 'canterburi': 1310, 'indiffer': 4357, 'gra': 3722, 'opp': 6068, 'perspect': 6385, 'fantat': 3092, 'velatura': 9350, 'chinees': 1524, 'beauty': 769, 'defiant': 2197, 'peasi': 6307, 'wrinkl': 9838, 'px': 6856, 'zoom': 9993, 'fireplac': 3229, 'ac': 32, 'baterri': 698, 'arrang': 440, 'desgin': 2264, 'voltag': 9437, 'korea': 4787, 'nordstrom': 5891, 'foray': 3335, 'pierr': 6449, 'miyota': 5521, 'occassion': 5973, 'wvda': 9870, 'everyman': 2915, 'onwatch': 6041, 'ultralight': 9107, 'superl': 8438, 'inst': 4418, 'commerci': 1730, 'tramp': 8957, 'uss': 9298, 'satisif': 7476, 'ted': 8629, 'baker': 638, 'eng': 2791, 'differentwatch': 2325, 'ska': 7829, 'girli': 3602, 'spong': 8126, 'dali': 2074, 'xd': 9880, 'bilingu': 891, 'hubb': 4175, 'tacticool': 8564, 'malaysian': 5238, 'bridg': 1104, 'sf': 7651, 'orlando': 6103, 'fibr': 3182, 'ccm': 1404, 'brite': 1124, 'knockaround': 4769, 'brazil': 1080, 'adjus': 98, 'danish': 2092, 'whoo': 9681, 'tine': 8825, 'witha': 9733, 'ellen': 2735, 'ripp': 7272, 'stride': 8314, 'interview': 4455, 'naysay': 5745, 'pete': 6393, 'secondhand': 7573, 'cast': 1377, 'timpiec': 8823, 'suv': 8478, 'paulin': 6281, 'compra': 1771, 'bucket': 1162, 'lickn': 4944, 'tickn': 8779, 'woah': 9747, 'fecha': 3143, 'ntild': 5922, 'ado': 105, 'telememo': 8638, 'recd': 7024, 'unclear': 9139, 'snx': 7979, 'keen': 4704, 'brutal': 1152, 'helix': 4025, 'cavatina': 1397, 'umm': 9110, 'pencil': 6329, 'raptor': 6964, 'pebblewatch': 6309, 'juic': 4659, 'peugot': 6398, 'posh': 6600, 'prep': 6662, 'relev': 7119, 'philipp': 6413, 'vacheron': 9312, 'coutura': 1923, 'dis': 2367, 'craze': 1956, 'col': 1682, 'scrach': 7528, 'ruber': 7385, 'rw': 7411, 'bir': 899, 'muppet': 5684, 'greeat': 3781, 'hybrid': 4218, 'lov': 5102, 'booo': 1014, 'advertiz': 123, 'brute': 1153, 'lightweightwatch': 4963, 'leverag': 4930, 'unfix': 9177, 'uacut': 9082, 'serio': 7629, 'undoubt': 9168, 'taper': 8591, 'ai': 171, 'swill': 8510, 'pr': 6625, 'fur': 3456, 'becuas': 776, 'eyelet': 3039, 'quiksilv': 6913, 'foil': 3322, 'shrek': 7747, 'lookk': 5063, 'elmo': 2736, 'snda': 7947, 'oversizedwatch': 6174, 'neeed': 5772, 'repons': 7163, 'unequ': 9170, 'waaaaay': 9454, 'cubic': 2014, 'zirconia': 9987, 'debt': 2149, 'walter': 9481, 'playboy': 6509, 'zombi': 9990, 'unhelp': 9185, 'submers': 8376, 'crucial': 1992, 'uhr': 9100, 'schick': 7512, 'weightless': 9620, 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'ivori': 4550, 'tt': 9029, 'fzn': 3473, 'anna': 333, 'noisey': 5873, 'plz': 6535, 'lacklust': 4803, 'khor': 4729, 'nate': 5728, 'paracord': 6236, 'cf': 1430, 'jo': 4619, 'clap': 1594, 'dificult': 2331, 'freshman': 3405, 'sylish': 8539, 'obaku': 5951, 'harmoni': 3950, 'unsnap': 9242, 'beg': 790, 'oooooo': 6050, 'daugher': 2114, 'snka': 7962, 'quaniti': 6888, 'exagger': 2937, 'beliv': 807, 'tile': 8797, 'judgment': 4657, 'bkbk': 917, 'kidney': 4736, 'airboss': 178, 'goodwil': 3685, 'cracker': 1935, 'thes': 8709, 'reaali': 6988, 'corn': 1877, 'pit': 6474, 'plesant': 6521, 'foto': 3364, 'mimic': 5468, 'ene': 2786, 'fission': 3240, 'maid': 5224, 'aacut': 5, 'malo': 5242, 'secretari': 7576, 'prohibit': 6763, 'fiction': 3185, 'coolestwatch': 1856, 'drag': 2528, 'amber': 281, 'rubish': 7387, 'rel': 7111, 'gio': 3596, 'weid': 9616, 'bellisimo': 812, 'glimmer': 3623, 'loveliest': 5113, 'neighbor': 5780, 'precionist': 6642, 'touchi': 8920, 'sparta': 8074, 'coloni': 1699, 'giraff': 3598, 'jason': 4573, 'dreami': 2541, 'abnorm': 17, 'thirteen': 8731, 'huband': 4174, 'honda': 4120, 'wooow': 9777, 'nha': 5811, 'mania': 5251, 'breda': 1091, 'becareful': 774, 'relaibl': 7113, 'wwatch': 9874, 'ligh': 4955, 'boast': 977, 'colo': 1697, 'bestest': 841, 'purrrfect': 6842, 'dough': 2514, 'encas': 2775, 'everth': 2911, 'milano': 5451, 'plaid': 6494, 'boater': 979, 'zenith': 9975, 'starpsco': 8200, 'mortar': 5599, 'slogan': 7894, 'ba': 609, 'sin': 7798, 'kindl': 4744, 'tr': 8944, 'crud': 1993, 'loveit': 5111, 'socal': 7989, 'swz': 8523, 'hanowa': 3927, 'chistma': 1534, 'mater': 5322, 'racist': 6927, 'taiwan': 8572, 'inlov': 4395, 'gerat': 3565, 'overdon': 6160, 'bracelt': 1057, 'rome': 7333, 'eiffel': 2694, 'canvass': 1312, 'glx': 3644, 'monro': 5575, 'fond': 3326, 'brows': 1147, 'thanksgiv': 8688, 'fluke': 3303, 'plant': 6499, 'saga': 7424, 'outliv': 6141, 'lane': 4828, 'peculiar': 6310, 'raini': 6947, 'dolar': 2476, 'blackwatch': 927, 'bulldog': 1188, 'gusta': 3860, 'conscienc': 1810, 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7477, 'lion': 4990, 'throught': 8759, 'pesima': 6389, 'wight': 9699, 'barbi': 667, 'emblem': 2751, 'cood': 1850, 'dale': 2073, 'baguetna': 630, 'unclasp': 9138, 'uncertain': 9136, 'torqu': 8908, 'mrsp': 5640, 'algo': 212, 'mejor': 5380, 'taller': 8580, 'iraq': 4508, 'juvenil': 4683, 'kati': 4698, 'scotti': 7526, 'mov': 5622, 'enought': 2804, 'unsolicit': 9243, 'pizazz': 6483, 'diffucult': 2330, 'tooo': 8893, 'battlefield': 709, 'nfl': 5809, 'mlb': 5526, 'cautionari': 1394, 'awasom': 579, 'oooop': 6051, 'christman': 1549, 'badgley': 626, 'mischka': 5495, 'eg': 2685, 'battalion': 703, 'mcqueen': 5349, 'reusabl': 7227, 'claus': 1619, 'pokemon': 6551, 'mach': 5195, 'andrea': 320, 'clark': 1599, 'therapist': 8702, 'career': 1337, 'gri': 3793, 'drown': 2559, 'root': 7343, 'kline': 4760, 'mor': 5592, 'preteen': 6681, 'imperi': 4295, 'bjf': 915, 'victori': 9400, 'ul': 9103, 'unexpens': 9174, 'monti': 5581, 'maniac': 5252, 'newton': 5805, 'aew': 131, 'alley': 226, 'hq': 4164, 'atacama': 494, 'starfish': 8196, 'impres': 4304, 'grave': 3761, 'pursuit': 6845, 'momo': 5562, 'ella': 2733, 'merced': 5399, 'benz': 831, 'elat': 2705, 'geart': 3527, 'drew': 2547, 'buuut': 1238, 'futil': 3465, 'fantas': 3085, 'pxh': 6857, 'crime': 1969, 'trident': 8996, 'monaco': 5564, 'jess': 4598, 'perfectionist': 6356, 'apt': 396, 'absent': 22, 'cheapskat': 1474, 'dobl': 2463, 'woodi': 9771, 'hav': 3964, 'vendedor': 9355, 'dan': 2084, 'michigan': 5434, 'adolfo': 106, 'disproportion': 2428, 'fossel': 3361, 'desapoint': 2251, 'prc': 6637, 'anolog': 341, 'estafada': 2877, 'prospect': 6783, 'dishonest': 2412, 'downer': 2517, 'perfekt': 6361, 'snkl': 7964, 'abysm': 30, 'distributor': 2442, 'humor': 4198, 'extent': 3025, 'poorer': 6574, 'jimmi': 4614, 'hellow': 4029, 'sender': 7609, 'discard': 2384, 'ionic': 4500, 'biggggg': 885, 'motto': 5616, 'descib': 2254, 'anyday': 356, 'marinemast': 5289, 'inventori': 4471, 'dump': 2580, 'invictia': 4484, 'hazard': 3973, 'competitor': 1753, 'puck': 6808, 'gorg': 3697, 'reg': 7090, 'curs': 2037, 'index': 4350, 'sniff': 7957, 'bruin': 1149, 'seagul': 7555, 'brim': 1120, 'bergeon': 832, 'spi': 8103, 'atch': 495, 'aunti': 537, 'exept': 2978, 'wander': 9483, 'ozzi': 6195, 'heur': 4048, 'gatsbi': 3512, 'apear': 369, 'produto': 6751, 'litt': 5003, 'umbrella': 9109, 'gina': 3593, 'insuper': 4431, 'curb': 2029, 'ipod': 4505, 'carefre': 1338, 'dea': 2137, 'comp': 1739, 'cereal': 1423, 'tlc': 8849, 'homer': 4117, 'simpson': 7795, 'obama': 5952, 'greenish': 3784, 'cite': 1583, 'chalk': 1435, 'atlanta': 500, 'associ': 480, 'viva': 9427, 'resurrect': 7213, 'repackag': 7152, 'der': 2249, 'ger': 3564, 'cane': 1303, 'ape': 368, 'wil': 9700, 'venu': 9362, 'poseidon': 6598, 'pov': 6615, 'slack': 7865, 'oscar': 6111, 'bodaci': 984, 'baum': 715, 'hummingbird': 4195, 'twas': 9056, 'sneak': 7950, 'dopest': 2499, 'wittnauer': 9739, 'spam': 8066, 'spect': 8085, 'sevic': 7644, 'tonight': 8884, 'doom': 2493, 'thew': 8712, 'ascend': 459, 'stylus': 8364, 'watchi': 9534, 'unforgett': 9178, 'decompos': 2170, 'miller': 5461, 'petti': 6396, 'ds': 2562, 'seko': 7594, 'wooo': 9775, 'descontento': 2256, 'su': 8365, 'porn': 6584, 'expenc': 2997, 'houston': 4160, 'emporio': 2763, 'damang': 2080, 'accessor': 41, 'linda': 4982, 'wd': 9592, 'unnot': 9217, 'spiffi': 8109, 'thro': 8756, 'cyber': 2057, 'attribut': 522, 'replacementwatch': 7159, 'dinosaur': 2357, 'mtgmda': 5655, 'produit': 6748, 'nie': 5830, 'crafter': 1938, 'forst': 3354, 'dinero': 2352, 'ser': 7625, 'virtu': 9416, 'brace': 1053, 'disapppoint': 2379, 'stlylish': 8266, 'penney': 6337, 'fe': 3137, 'wartch': 9507, 'nation': 5729, 'zagg': 9971, 'walker': 9477, 'absoult': 26, 'accurat': 54, 'unwrap': 9259, 'divemast': 2448, 'swanki': 8488, 'sunflow': 8417, 'shit': 7713, 'stil': 8254, 'sizewatch': 7826, 'selfwind': 7598, 'unconfort': 9144, 'brooklyn': 1139, 'ceramica': 1422, 'kindof': 4745, 'lage': 4813, 'lttle': 5146, 'versitl': 9379, 'ummm': 9111, 'greta': 3789, 'picutr': 6442, 'longterm': 5052, 'unnecessarili': 9216, 'sonic': 8034, 'lift': 4954, 'welp': 9630, 'beeper': 785, 'kb': 4702, 'arctura': 415, 'ct': 2005, 'euro': 2895, 'knurl': 4776, 'propos': 6780, 'unwant': 9255, 'hung': 4201, 'smalller': 7910, 'gif': 3583, 'montreal': 5583, 'prive': 6726, 'leari': 4877, 'suscept': 8470, 'payment': 6290, 'grovana': 3814, 'grandchild': 3742, 'clutch': 1661, 'sottomarino': 8053, 'chevi': 1501, 'plush': 6534, 'baubl': 712, 'banc': 654, 'ineffici': 4368, 'fullsiz': 3442, 'georgia': 3562, 'ascot': 460, 'marqui': 5300, 'enga': 2792, 'para': 6235, 'vu': 9449, 'badg': 625, 'opalesc': 6057, 'fr': 3371, 'pivot': 6481, 'gwfb': 3872, 'hacbiwa': 3882, 'renato': 7143, 'rlx': 7291, 'fidd': 3186, 'ltp': 5143, 'falcon': 3068, 'watchless': 9538, 'grn': 3800, 'australia': 542, 'solo': 8015, 'staid': 8179, 'goto': 3711, 'idl': 4248, 'ameritus': 289, 'poon': 6571, 'ehhhhh': 2693, 'neckless': 5768, 'ncie': 5751, 'rist': 7278, 'exit': 2982, 'capeland': 1318, 'andr': 319, 'giroud': 3603, 'delux': 2225, 'cyclist': 2059, 'hn': 4090, 'sgeg': 7654, 'oder': 5988, 'instanc': 4421, 'similiar': 7782, 'contruct': 1839, 'horror': 4147, 'dissatisfact': 2433, 'strengthen': 8307, 'nonexist': 5880, 'sb': 7492, 'et': 2886, 'clunk': 1657, 'rox': 7369, 'seper': 7622, 'invictus': 4486, 'hamburg': 3902, 'paul': 6280, 'dosn': 2508, 'lv': 5185, 'hastl': 3957, 'ggb': 3573, 'mtpd': 5659, 'waranti': 9490, 'poster': 6607, 'estrella': 2884, 'mah': 5221, 'snp': 7973, 'squal': 8154, 'playa': 6508, 'unrespons': 9236, 'reconsid': 7057, 'tension': 8659, 'ihav': 4258, 'paisley': 6218, 'hex': 4049, 'beatl': 744, 'brokenwatch': 1133, 'repro': 7167, 'custum': 2044, 'canteen': 1309, 'akbk': 188, 'lovabl': 5103, 'oz': 6194, 'gourgeous': 3715, 'evolv': 2928, 'saat': 7414, 'opera': 6064, 'banker': 663, 'sgf': 7655, 'esposa': 2864, 'approach': 390, 'impressivewatch': 4307, 'mech': 5359, 'stuhr': 8336, 'thankyou': 8689, 'watcch': 9519, 'mavado': 5331, 'televis': 8640, 'python': 6862, 'clueless': 1655, 'precio': 6641, 'estoy': 2883, 'marca': 5278, 'uneth': 9171, 'quickest': 6907, 'tien': 8786, 'elegancia': 2715, 'encanta': 2772, 'lapel': 4833, 'hamad': 3901, 'vcr': 9344, 'puppi': 6827, 'xanadu': 9879, 'grrr': 3819, 'wrongwatch': 9853, 'hora': 4135, 'corvett': 1889, 'convolut': 1848, 'portray': 6594, 'recibido': 7035, 'ecxel': 2657, 'ble': 941, 'acabado': 33, 'demasiado': 2227, 'coupon': 1915, 'llego': 5019, 'fino': 3224, 'estado': 2875, 'paramed': 6238, 'disc': 2383, 'niceeeee': 5819, 'hinder': 4070, 'gulfmast': 3850, 'tama': 8581, 'conk': 1803, 'gostei': 3705, 'angler': 326, 'arizona': 424, 'smalll': 7909, 'tapscreen': 8592, 'montr': 5582, 'pam': 6222, 'perregaux': 6378, 'intruct': 4464, 'meal': 5352, 'justo': 4681, 'esperaba': 2857, 'triumph': 9007, 'agua': 163, 'focal': 3316, 'exp': 2986, 'fue': 3432, 'como': 1737, 'viewer': 9407, 'wayyyi': 9588, 'thailand': 8685, 'espero': 2861, 'vez': 9389, 'hay': 3972, 'bloodi': 957, 'gust': 3859, 'datalink': 2111, 'usb': 9286, 'comprado': 1772, 'lace': 4801, 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'pinchi': 6462, 'purchs': 6835, 'eu': 2893, 'pkg': 6488, 'outward': 6149, 'uzi': 9308, 'watrch': 9573, 'brookston': 1140, 'multilingu': 5679, 'laptop': 4834, 'piano': 6432, 'instalit': 4420, 'snae': 7939, 'wowwww': 9825, 'guag': 3834, 'simplifi': 7793, 'thak': 8686, 'illumishield': 4270, 'asom': 470, 'colombia': 1698, 'radiat': 6932, 'anniversay': 336, 'hk': 4085, 'hitch': 4083, 'sxga': 8531, 'whore': 9684, 'sear': 7562, 'hawaiian': 3968, 'samurai': 7444, 'sthurl': 8245, 'deuc': 2288, 'dd': 2135, 'redskin': 7072, 'flaki': 3255, 'korr': 4789, 'pxx': 6860, 'sculpt': 7549, 'mustach': 5694, 'anonym': 342, 'noon': 5887, 'dane': 2087, 'maddox': 5203, 'revu': 7240, 'thommen': 8738, 'shay': 7684, 'pimpin': 6459, 'catamount': 1383, 'joma': 4633, 'rebel': 7018, 'horrid': 4145, 'bieber': 876, 'festiv': 3171, 'expen': 2996, 'sublim': 8373, 'snf': 7955, 'cwr': 2055, 'proudct': 6791, 'loveeeee': 5109, 'cust': 2040, 'likewatch': 4974, 'hydrat': 4219, 'mercier': 5403, 'articulo': 450, 'unrel': 9233, 'toolset': 8892, 'cultur': 2023, 'favour': 3131, 'primera': 6709, 'geaux': 3529, 'hydro': 4221, 'prodiv': 6743, 'verrri': 9372, 'amwb': 304, 'waaay': 9456, 'bitchin': 908, 'scenario': 7507, 'inop': 4400, 'wee': 9610, 'compli': 1760, 'coll': 1689, 'beatuti': 747, 'hustl': 4216, 'lanyard': 4831, 'path': 6270, 'intro': 4460, 'invicata': 4477, 'tickl': 8778, 'butten': 1232, 'temporarili': 8650, 'mrwhb': 5643, 'pe': 6296, 'xlsxc': 9888, 'delta': 2224, 'theon': 8699, 'disclos': 2388, 'desig': 2265, 'scratchabl': 7532, 'obstruct': 5961, 'manipul': 5253, 'gwx': 3877, 'unders': 9156, 'steve': 8243, 'betray': 848, 'island': 4526, 'elswher': 2742, 'pu': 6803, 'strait': 8291, 'ami': 290, 'revert': 7232, 'emin': 2755, 'underestim': 9152, 'overcharg': 6157, 'enigma': 2799, 'barcelona': 669, 'crappiest': 1951, 'barca': 668, 'ambassador': 280, 'wowwwww': 9826, 'awesm': 586, 'eager': 2609, 'zag': 9970, 'satisfeito': 7473, 'yachtman': 9914, 'lije': 4968, 'parec': 6241, 'barato': 666, 'bonito': 1006, 'deform': 2205, 'klassik': 4757, 'tm': 8850, 'down': 2516, 'overpric': 6169, 'divino': 2455, 'sexiest': 7649, 'shuo': 7749, 'overweight': 6179, 'toggl': 8865, 'bentley': 830, 'pricetag': 6700, 'saler': 7432, 'capac': 1315, 'bcr': 725, 'bva': 1246, 'reflex': 7085, 'brillianc': 1116, 'colorway': 1705, 'steinhausen': 8232, 'flexabl': 3279, 'whoop': 9683, 'didnot': 2310, 'zing': 9983, 'delieveri': 2219, 'cha': 1432, 'ching': 1526, 'awea': 584, 'kickass': 4731, 'guest': 3843, 'shorti': 7733, 'rb': 6983, 'beatui': 746, 'reinforc': 7106, 'ite': 4537, 'ale': 203, 'krap': 4790, 'beli': 804, 'millitari': 5465, 'peor': 6340, 'aquamat': 405, 'tawatec': 8604, 'craftmenship': 1941, 'monochromat': 5573, 'fora': 3334, 'vampir': 9327, 'sx': 8524, 'moolah': 5586, 'juan': 4653, 'freakish': 3386, 'booooo': 1016, 'bailey': 634, 'ninth': 5854, 'vulner': 9450, 'doop': 2494, 'dvd': 2593, 'dna': 2459, 'hobbit': 4095, 'luke': 5158, 'ariel': 421, 'resort': 7194, 'alight': 215, 'buluva': 1194, 'ravel': 6976, 'noch': 5867, 'blackhawk': 925, 'suepr': 8396, 'stye': 8353, 'gwbb': 3870, 'revew': 7233, 'woulda': 9816, 'visabl': 9418, 'perfet': 6363, 'franc': 3377, 'moritz': 5595, 'smartpost': 7915, 'axcent': 604, 'dosnt': 2509, 'bbw': 720, 'horseback': 4149, 'pesado': 6388, 'wayi': 9585, 'encant': 2771, 'pasb': 6257, 'decker': 2166, 'donat': 2486, 'wort': 9808, 'coleman': 1687, 'gran': 3739, 'peril': 6371, 'yesss': 9934, 'torch': 8903, 'dwms': 2598, 'bcg': 723, 'sww': 8522, 'rocker': 7312, 'allergen': 224, 'gino': 3594, 'franco': 3378, 'nimbl': 5848, 'everyway': 2920, 'nivel': 5860, 'shoddili': 7721, 'dismal': 2417, 'disturb': 2443, 'moor': 5590, 'prettyy': 6691, 'heheh': 4019, 'ade': 90, 'lamp': 4821, 'nonsenc': 5882, 'vers': 9373, 'denver': 2236, 'produt': 6750, 'alvarado': 265, 'cascio': 1363, 'viabl': 9392, 'negoti': 5778, 'ego': 2687, 'niceee': 5817, 'lament': 4819, 'classiqu': 1616, 'rom': 7328, 'purti': 6846, 'optim': 6076, 'lexington': 4932, 'garrison': 3506, 'chinsi': 1528, 'sixth': 7818, 'dryer': 2561, 'cooki': 1852, 'dept': 2247, 'championship': 1442, 'amwr': 306, 'cn': 1664, 'stack': 8175, 'columbus': 1711, 'tsa': 9024, 'deposit': 2244, 'teribl': 8661, 'spaceview': 8063, 'rite': 7280, 'bellagio': 810, 'misrepresent': 5507, 'grommet': 3802, 'mph': 5634, 'welll': 9629, 'comprar': 1773, 'adhd': 95, 'fogg': 3320, 'royalti': 7372, 'washer': 9510, 'erron': 2848, 'caraca': 1328, 'eauti': 2631, 'thunder': 8768, 'whata': 9651, 'tnj': 8855, 'stiletto': 8256, 'summit': 8411, 'xlt': 9889, 'xls': 9885, 'rica': 7248, 'vancouv': 9329, 'deisel': 2210, 'nanci': 5717, 'shipp': 7708, 'naughti': 5733, 'cordovan': 1871, 'vault': 9342, 'carabin': 1327, 'mimi': 5467, 'procuct': 6740, 'ventura': 9361, 'oineh': 6010, 'hexbug': 4050, 'wo': 9746, 'unpredict': 9226, 'bombshel': 1000, 'obsolet': 5960, 'riseman': 7275, 'delphi': 2223, 'watcha': 9523, 'purp': 6838, 'ordin': 6088, 'govern': 3716, 'harvard': 3953, 'chore': 1542, 'ein': 2698, 'ne': 5755, 'mit': 5517, 'complianc': 1761, 'thsi': 8766, 'bbb': 719, 'mwf': 5702, 'sportiva': 8136, 'discoveri': 2397, 'burgmeist': 1209, 'pedro': 6315, 'cerentino': 1424, 'pupos': 6826, 'gawdi': 3516, 'dashboard': 2107, 'contract': 1834, 'pl': 6489, 'survivalist': 8466, 'instructor': 4425, 'maxel': 5334, 'trophi': 9009, 'modelo': 5540, 'del': 2211, 'lloke': 5021, 'philippin': 6414, 'nj': 5862, 'fickl': 3183, 'clunker': 1658, 'komen': 4781, 'wheat': 9657, 'diet': 2316, 'theey': 8696, 'barrel': 681, 'comfot': 1724, 'powerless': 6620, 'lousey': 5100, 'australian': 543, 'simplement': 7786, 'subtleti': 8386, 'iacut': 4229, 'preti': 6685, 'zeus': 9980, 'ja': 4554, 'watchh': 9532, 'perpect': 6376, 'eww': 2932, 'txbk': 9075, 'bomber': 998, 'goooood': 3693, 'faceless': 3051, 'efabk': 2673, 'buri': 1211, 'attact': 514, 'trashi': 8969, 'crimin': 1970, 'vaul': 9341, 'hercul': 4037, 'msra': 5648, 'ssb': 8166, 'eddi': 2661, 'orlean': 6104, 'invivta': 4494, 'reel': 7077, 'freind': 3399, 'corum': 1888, 'lke': 5013, 'domin': 2484, 'imagen': 4277, 'cdi': 1406, 'unbreak': 9134, 'rig': 7259, 'carter': 1357, 'wt': 9859, 'orologio': 6109, 'molto': 5555, 'exito': 2983, 'lukewarm': 5159, 'weeni': 9614, 'gi': 3579, 'pyramid': 6861, 'hotter': 4153, 'tought': 8925, 'whiz': 9676, 'termin': 8664, 'aftersal': 152, 'longwood': 5054, 'butch': 1228, 'ireland': 4509, 'rpm': 7375, 'peachi': 6299, 'lopez': 5079, 'razon': 6981, 'inlay': 4394, 'waatch': 9457, 'greatt': 3777, 'myth': 5705, 'cosc': 1891, 'swis': 8516, 'uboat': 9084, 'ummmmm': 9113, 'tang': 8585, 'hom': 4112, 'lambretta': 4817, 'stella': 8234, 'cheeper': 1482, 'pokey': 6554, 'slc': 7868, 'snj': 7960, 'olivia': 6027, 'hawaii': 3967, 'beautfiul': 753, 'tks': 8848, 'powerhous': 6619, 'blair': 930, 'az': 607, 'diva': 2446, 'tempo': 8648, 'uno': 9219, 'cuando': 2011, 'perspir': 6386, 'usar': 9285, 'profit': 6758, 'raul': 6974, 'hernandez': 4040, 'yess': 9933, 'scoop': 7522, 'dispoint': 2425, 'eureka': 2894, 'biggi': 886, 'lui': 5156, 'pequ': 6342, 'irresist': 4522, 'wacki': 9462, 'beetl': 787, 'allstrap': 237, 'sencillo': 7607, 'guidanc': 3845, 'alti': 256, 'akyg': 194, 'copperi': 1867, 'weri': 9634, 'phoenix': 6420, 'selller': 7601, 'roch': 7310, 'owesom': 6184, 'bg': 867, 'xxxl': 9911, 'technophil': 8627, 'chinsey': 1527, 'cult': 2022, 'mj': 5522, 'horn': 4139, 'ome': 6029, 'acurit': 80, 'altimit': 258, 'mishap': 5499, 'revisit': 7236, 'tomboy': 8875, 'wildflow': 9704, 'gualiti': 3835, 'personel': 6382, 'sna': 7934, 'excelnt': 2956, 'jacuzzi': 4561, 'missus': 5512, 'quinten': 6916, 'horibl': 4136, 'handbag': 3910, 'consult': 1820, 'barcod': 670, 'boulova': 1040, 'raw': 6978, 'concord': 1784, 'aun': 534, 'pedido': 6312, 'recibi': 7034, 'tortoiseshel': 8910, 'diabet': 2299, 'smaal': 7902, 'chameleon': 1437, 'nst': 5920, 'butler': 1230, 'zoo': 9992, 'ligth': 4966, 'sportsman': 8137, 'soooooooo': 8043, 'terri': 8667, 'snpp': 7974, 'manta': 5259, 'gosh': 3704, 'coloss': 1706, 'western': 9638, 'washington': 9511, 'circuit': 1578, 'midget': 5441, 'deck': 2165, 'ml': 5525, 'hb': 3976, 'carpet': 1350, 'marcasit': 5279, 'wtwt': 9865, 'lrg': 5132, 'xxlslb': 9910, 'xlttn': 9896, 'wvmj': 9872, 'godl': 3656, 'pxn': 6858, 'tow': 8931, 'catorex': 1388, 'tndh': 8854, 'garbarg': 3495, 'rollex': 7326, 'funcion': 3444, 'mecha': 5360, 'vistabella': 9424, 'ltpd': 5145, 'void': 9434, 'rdgi': 6986, 'rockstar': 7317, 'waht': 9468, 'pero': 6375, 'rtfm': 7378, 'aqsw': 399, 'totali': 8914, 'absoulut': 27, 'belo': 815, 'robinson': 7304, 'oclock': 5980, 'yor': 9949, 'conni': 1806, 'nicee': 5816, 'watcdh': 9520, 'dave': 2119, 'primetim': 6710, 'philadelphia': 6411, 'abco': 12, 'br': 1052, 'horlog': 4138, 'crippl': 1972, 'diferent': 2320, 'atenc': 497, 'guadi': 3833, 'precioso': 6643, 'fran': 3376, 'mahogani': 5222, 'ry': 7412, 'thirsti': 8730, 'ethic': 2892, 'ooo': 6046, 'itt': 4542, 'sl': 7864, 'skp': 7851, 'satifact': 7465, 'vale': 9318, 'gentri': 3556, 'dala': 2072, 'oacut': 5946, 'gsar': 3828, 'brazalet': 1079, 'starwar': 8203, 'fushia': 3461, 'sneo': 7953, 'handicap': 3915, 'cobra': 1673, 'trake': 8956, 'doodoo': 2492, 'thid': 8718, 'allianc': 229, 'defectuoso': 2188, 'satsifi': 7478, 'bob': 980, 'dynomit': 2603, 'sndc': 7948, 'activa': 75, 'buster': 1225, 'ritmo': 7281, 'mundo': 5683, 'conduc': 1791, 'llegado': 5018, 'wtach': 9860, 'forgeri': 3343, 'restrict': 7209, 'tyme': 9077, 'swagger': 8485, 'smidg': 7924, 'huer': 4181, 'beatu': 745, 'trippl': 9005, 'modena': 5542, 'mbm': 5342, 'midsiz': 5444, 'sgwh': 7662, 'denmark': 2232, 'alsom': 252, 'stap': 8191, 'wildest': 9703, 'repalc': 7155, 'jew': 4601, 'dispay': 2422, 'strep': 8308, 'magn': 5212, 'envis': 2825, 'hawkey': 3971, 'judi': 4658, 'cp': 1932, 'watchdog': 9529, 'vogu': 9431, 'idaho': 4240, 'gq': 3720, 'triathalon': 8988, 'snzh': 7984, 'fantastico': 3090, 'apollo': 374, 'caio': 1261, 'audrey': 530, 'efad': 2674, 'allround': 236, 'brassi': 1074, 'chhi': 1504, 'classico': 1609, 'chemnitz': 1494, 'imperson': 4296, 'sti': 8246, 'enterpris': 2808, 'topper': 8902, 'di': 2297, 'indi': 4351, 'overvalu': 6177, 'rapido': 6962, 'wome': 9756, 'loveeee': 5108, 'tmi': 8852, 'redesign': 7069, 'recommmend': 7055, 'sinobi': 7807, 'platnium': 6506, 'du': 2565, 'bros': 1141, 'amazinggg': 276, 'inspector': 4416, 'ment': 5394, 'qualitiy': 6881, 'preposter': 6664, 'preliminari': 6658, 'splashi': 8118, 'splendor': 8120, 'putchas': 6852, 'serivc': 7631, 'caballero': 1252, 'pq': 6624, 'guitar': 3847, 'kobec': 4778, 'destini': 2276, 'restrictor': 7210, 'opul': 6080, 'blunt': 967, 'contest': 1830, 'watersport': 9567, 'blackberri': 924, 'regent': 7096, 'syme': 8543, 'heaviest': 4006, 'gread': 3767, 'escel': 2851, 'dorki': 2502, 'watchj': 9537, 'woner': 9764, 'andi': 318, 'uniq': 9198, 'phantast': 6403, 'fleet': 3275, 'expext': 3008, 'bound': 1042, 'confirm': 1796, 'audigi': 528, 'crawford': 1955, 'bifoc': 878, 'amor': 295, 'nota': 5900, 'beautifil': 756, 'meat': 5357, 'greath': 3775, 'disench': 2405, 'lawb': 4857, 'stell': 8233, 'bealti': 733, 'grownup': 3817, 'incorpor': 4335, 'clunkier': 1660, 'bluish': 966, 'happiest': 3934, 'messerschmitt': 5413, 'idiglo': 4245, 'noiseless': 5872, 'mw': 5701, 'vantasi': 9333, 'personnel': 6384, 'firt': 3233, 'verygood': 9383, 'unravel': 9229, 'il': 4265, 'spice': 8104, 'bgg': 869, 'windseek': 9715, 'nb': 5746, 'siver': 7816, 'fierc': 3190, 'ritz': 7282, 'ulta': 9104, 'beayti': 771, 'ambiti': 283, 'lantern': 4830, 'ballad': 642, 'wowza': 9827, 'pearliz': 6305, 'marley': 5297, 'fixtur': 3249, 'goldilock': 3671, 'akrss': 190, 'chronogragh': 1557, 'sxdb': 8528, 'carat': 1329, 'produsct': 6749, 'pleasent': 6515, 'superd': 8433, 'sam': 7440, 'yello': 9927, 'marvin': 5307, 'raft': 6937, 'fmd': 3312, 'bangladesh': 661, 'elgant': 2724, 'hypnotoad': 4225, 'bkgb': 918, 'strc': 8301, 'mccoy': 5345, 'ricki': 7253, 'outdon': 6131, 'cube': 2013, 'ctl': 2006, 'cemb': 1413, 'unwork': 9258, 'ama': 269, 'suj': 8404, 'millennia': 5460, 'sxdc': 8529, 'eact': 2607, 'balck': 640, 'kaput': 4693, 'dooper': 2495, 'hypo': 4226, 'stong': 8272, 'gaget': 3482, 'timax': 8802, 'wonki': 9765, 'eighteen': 2696, 'lk': 5012, 'styish': 8354, 'creation': 1961, 'volunt': 9439, 'sheriff': 7693, 'kentucki': 4718, 'motif': 5608, 'network': 5795, 'discolour': 2390, 'ford': 3337, 'gloria': 3636, 'understrap': 9162, 'radial': 6931, 'auer': 531, 'ick': 4236, 'hurrah': 4207, 'geez': 3533, 'roseton': 7349, 'ls': 5134, 'holli': 4109, 'tanto': 8587, 'hudg': 4179, 'sought': 8055, 'unadjust': 9118, 'inov': 4402, 'oxox': 6191, 'adriatica': 116, 'consumpt': 1822, 'bgr': 870, 'medihoney': 5370, 'llove': 5022, 'fin': 3207, 'rooki': 7339, 'assessori': 476, 'snxsk': 7981, 'buuuut': 1239, 'lawa': 4856, 'welder': 9626, 'corgi': 1875, 'prematur': 6659, 'goldi': 3670, 'tidi': 8783, 'twr': 9073, 'mrd': 5638, 'fifi': 3192, 'awv': 601, 'sgef': 7653, 'layman': 4860, 'oy': 6192, 'edward': 2670, 'elect': 2709, 'tooooooo': 8897, 'toooooo': 8896, 'ronda': 7337, 'pk': 6487, 'hammerhead': 3905, 'greaat': 3766, 'snowman': 7972, 'brocken': 1130, 'fantist': 3093, 'steelfish': 8225, 'enchant': 2776, 'stale': 8182, 'josu': 4643, 'gdf': 3523, 'comfor': 1721, 'workshop': 9794, 'epoxi': 2831, 'comeback': 1717, 'gorgous': 3702, 'xltmxb': 9893, 'rise': 7274, 'scarab': 7502, 'murano': 5685, 'sleekest': 7872, 'affor': 137, 'coulda': 1903, 'udt': 9088, 'wsh': 9856, 'chateau': 1465, 'oniss': 6036, 'bronx': 1135, 'breil': 1096, 'mled': 5527, 'cartoon': 1359, 'oversight': 6173, 'carol': 1347, 'realiabl': 7002, 'explos': 3014, 'puncher': 6821, 'lever': 4929, 'buyi': 1243, 'xezo': 9882, 'poetri': 6544, 'rodriguez': 7320, 'brillant': 1115, 'stanless': 8190, 'winchest': 9710, 'clint': 1637, 'eastwood': 2627, 'lovet': 5117, 'dolc': 2477, 'fauxlex': 3124, 'tote': 8916, 'kathi': 4697, 'convin': 1846, 'evar': 2900, 'quaint': 6873, 'dealt': 2143, 'insubstanti': 4428, 'ra': 6923, 'caso': 1374, 'decrib': 2173, 'viewabl': 9406, 'watech': 9560, 'fiend': 3189, 'sgga': 7658, 'fwh': 3471, 'jojino': 4630, 'foul': 3365, 'flashback': 3261, 'openwork': 6062, 'landshark': 4827, 'unbrand': 9133, 'recib': 7033, 'magnifico': 5218, 'fuschia': 3460, 'careless': 1340, 'pf': 6400, 'channel': 1449, 'mtd': 5652, 'nighthawk': 5835, 'katti': 4699, 'excact': 2942, 'ivicta': 4549, 'dwe': 2597, 'undepend': 9149, 'tsk': 9027, 'ummmm': 9112, 'woohoo': 9774, 'misadvertis': 5493, 'piglet': 6453, 'lotteri': 5091, 'ironkid': 4516, 'auction': 525, 'asic': 466, 'usc': 9287, 'brera': 1100, 'disatisfi': 2382, 'medana': 5366, 'electro': 2711, 'spinner': 8112, 'immediat': 4286, 'bullsey': 1192, 'oooo': 6048, 'snitch': 7959, 'yah': 9916, 'pagt': 6210, 'cradl': 1936, 'tuskege': 9051, 'leonard': 4918, 'urso': 9278, 'quarterback': 6893, 'sportswear': 8139, 'nuf': 5929, 'oooh': 6047, 'kendal': 4713, 'caseback': 1365, 'beter': 847, 'bl': 921, 'crimson': 1971, 'celtic': 1412, 'ecolog': 2647, 'luci': 5149, 'digiti': 2337, 'accesorio': 38, 'srw': 8164, 'lovelli': 5114, 'ltd': 5141, 'daugter': 2116, 'cheezi': 1490, 'marketplac': 5295, 'pieac': 6446, 'roller': 7325, 'outsand': 6144, 'compr': 1770, 'nuevo': 5928, 'usado': 9282, 'philli': 6415, 'diffent': 2322, 'jellybean': 4593, 'aqwd': 410, 'fashin': 3104, 'sd': 7550, 'unbeliv': 9130, 'armiton': 432, 'insomniac': 4414, 'mascular': 5310, 'une': 9169, 'timepeac': 8809, 'allway': 239, 'sxde': 8530, 'styleish': 8356, 'xt': 9904, 'deb': 2146, 'sheek': 7687, 'stan': 8185, 'expet': 3007, 'somon': 8029, 'exlent': 2984, 'yucki': 9966, 'haze': 3974, 'favorti': 3130, 'digtal': 2340, 'mara': 5269, 'incread': 4338, 'atlas': 502, 'fcb': 3135, 'fever': 3175, 'adh': 94, 'incrid': 4342, 'redeem': 7067, 'ic': 4233, 'vvv': 9451, 'gemnat': 3538, 'convey': 1845, 'dispatch': 2421, 'lightyear': 4965, 'armstrong': 436, 'eyki': 3042, 'differnt': 2326, 'genev': 3545, 'snowboard': 7971, 'ron': 7335, 'thier': 8720, 'nudist': 5927, 'wegner': 9615, 'presant': 6666, 'avalon': 556, 'ezc': 3044, 'citezen': 1584, 'xlnt': 9884, 'gm': 3646, 'solor': 8016, 'sturhrl': 8351, 'venezia': 9358, 'taup': 8602, 'snzf': 7982, 'chap': 1450, 'sxd': 8526, 'uhhh': 9098, 'moonwatch': 5589, 'diamon': 2302, 'singapor': 7802, 'wattch': 9576, 'excelet': 2949, 'nand': 5718, 'ep': 2827, 'survey': 8464, 'fellow': 3156, 'rethink': 7217, 'nightlight': 5836, 'pregunta': 6657, 'aquaspe': 407, 'greati': 3776, 'atomix': 507, 'reivew': 7108, 'veri': 9366, 'sportband': 8132, 'symd': 8542, 'stuhlr': 8335, 'oprah': 6073, 'sc': 7495, 'hoader': 4092, 'espora': 2863, 'fwa': 3470, 'armatron': 428, 'mtpa': 5658, 'efd': 2675, 'alvaro': 266, 'delgado': 2214, 'possit': 6604, 'sydney': 8537, 'rodeo': 7319, 'boost': 1019, 'waw': 9582, 'astro': 488, 'wowser': 9822, 'sealand': 7558, 'pacer': 6198, 'forgiv': 3345, 'medina': 5371, 'batteryless': 707, 'descipt': 2255, 'je': 4588, 'dazzler': 2131, 'wvadj': 9868, 'acf': 61, 'harri': 3951, 'beautifulll': 761, 'femm': 3163, 'licens': 4939, 'iowa': 4501, 'duo': 2582, 'bn': 972, 'szzc': 8553, 'gari': 3501, 'xlttm': 9895, 'ldf': 4867, 'jd': 4587, 'adel': 92, 'perfectt': 6358, 'jg': 4612, 'carlosgabo': 1343, 'unbalanc': 9126, 'beau': 748, 'gv': 3865, 'palidoro': 6221, 'opci': 6059, 'rpice': 7374, 'sxa': 8525, 'thor': 8739, 'chice': 1507, 'polari': 6556, 'invoc': 4495, 'tshol': 9026, 'wah': 9467, 'weigth': 9621, 'trini': 9000, 'ditto': 2445, 'insatisfecho': 4407, 'martin': 5305, 'birthdaygift': 903, 'endear': 2782, 'woment': 9758, 'sunman': 8420, 'watchnut': 9543, 'unopen': 9221, 'lsu': 5138, 'whooo': 9682, 'saratoga': 7457, 'orag': 6081, 'ofert': 5993, 'luk': 5157, 'nf': 5808, 'encanto': 2774, 'gladiat': 3613, 'sandal': 7447, 'garcia': 3496, 'suboptim': 8378, 'sprint': 8150, 'boooo': 1015, 'boluva': 995, 'blanco': 934, 'cron': 1982, 'grafo': 3735, 'silicona': 7772, 'legato': 4898, 'shoc': 7715, 'anal': 310, 'gico': 3581, 'pulsera': 6816, 'deportivo': 2243, 'gigi': 3589, 'saudi': 7483, 'arabia': 413, 'aight': 173, 'orlog': 6105, 'dynam': 2601, 'po': 6539, 'indespens': 4348, 'lether': 4926, 'descripcion': 2258, 'wvaj': 9869, 'elus': 2743, 'nickelodeon': 5826, 'unajust': 9119, 'artistri': 455, 'eli': 2726, 'porr': 6588, 'ugg': 9090, 'dzebra': 2606, 'udachnkh': 9087, 'grape': 3754, 'urethan': 9275, 'chrystal': 1562, 'phantom': 6404, 'oro': 6108, 'clemson': 1626, 'northern': 5896, 'karamica': 4695, 'mamba': 5244, 'horriabl': 4143, 'cigarett': 1571, 'gracious': 3727, 'eve': 2901, 'improvis': 4310, 'alan': 198, 'dama': 2078, 'simo': 7783, 'audi': 526, 'moli': 5554, 'seilko': 7591, 'amazingggg': 277, 'william': 9707, 'promt': 6771, 'respiratori': 7197, 'elf': 2723, 'spf': 8101, 'minti': 5486, 'lodown': 5033, 'salvador': 7439, 'poljot': 6562, 'mb': 5341, 'gangsta': 3491, 'elegan': 2714, 'sophis': 8045, 'geo': 3558, 'watchlov': 9539, 'sutil': 8476, 'aqualand': 404, 'stlyish': 8265, 'giulio': 3605, 'romano': 7331, 'suberb': 8371, 'cleo': 1627, 'poduct': 6543, 'spout': 8145, 'axi': 605, 'ritzi': 7283, 'indeglow': 4345, 'kelli': 4711, 'bah': 632, 'joint': 4629, 'boardroom': 976, 'pazazz': 6291, 'xtreme': 9906, 'anatom': 314, 'decepcionado': 2158, 'sunscreen': 8425, 'steiger': 8229, 'jem': 4594, 'coifman': 1679, 'nigth': 5840, 'cielo': 1569, 'merci': 5402, 'unparallel': 9223, 'intrest': 4456, 'faultless': 3122, 'imara': 4279, 'kylo': 4796, 'cee': 1408, 'daw': 2122, 'pia': 6431, 'sebastian': 7568, 'baffl': 628, 'kim': 4740, 'pulcher': 6811, 'bind': 895, 'accuat': 51, 'timid': 8821, 'casiio': 1369, 'articul': 449, 'crytal': 2001, 'octan': 5983, 'apertur': 370, 'iten': 4539, 'cemd': 1414, 'lenin': 4913, 'ahuanari': 170, 'relief': 7123, 'peru': 6387, 'wesom': 9635, 'mtpq': 5660, 'invicita': 4478, 'jj': 4616, 'recommed': 7052, 'horrabl': 4141, 'remeb': 7134, 'survivor': 8467, 'statisfi': 8210, 'chinadiscountstor': 1520, 'leatheroid': 4886, 'ignorat': 4256, 'brn': 1127, 'nav': 5736, 'spc': 8076, 'spl': 8116, 'hopeless': 4134, 'maul': 5329, 'simplest': 7789, 'medallion': 5365, 'efsb': 2683, 'swindl': 8514, 'rumbatim': 7398, 'chispa': 1533, 'knockout': 4771, 'fg': 3176, 'pw': 6855, 'caro': 1346, 'bernard': 834, 'mositur': 5602, 'underachiev': 9151, 'ecuador': 2656, 'flippin': 3288, 'authoris': 546, 'navarr': 5738, 'bq': 1051, 'anthoni': 347, 'barn': 676, 'encrust': 2780, 'totalment': 8915, 'nhl': 5812, 'wrk': 9850, 'xlss': 9887, 'legent': 4902, 'roamer': 7297, 'beleiv': 803, 'apariencia': 366, 'lopex': 5078, 'oki': 6017, 'roxi': 7370, 'watchhhh': 9533, 'expectacular': 2992, 'gabriel': 3477, 'artifact': 451, 'gorgious': 3701, 'africa': 146, 'jv': 4684, 'loock': 5056, 'bestdealusa': 840, 'skz': 7863, 'antiagemj': 350, 'nicw': 5829, 'correl': 1883, 'perfum': 6368, 'alpin': 245, 'biggg': 883, 'nada': 5708, 'ao': 363, 'journey': 4644, 'snxj': 7980, 'transluc': 8963, 'rosallini': 7346, 'akward': 193, 'xltbn': 9891, 'toxic': 8936, 'bw': 1248, 'pa': 6196, 'breezi': 1094, 'uplift': 9264, 'uggh': 9091, 'bobbi': 982, 'bauti': 716, 'bravura': 1078, 'hott': 4152, 'bongo': 1004, 'calc': 1268, 'vaniti': 9332, 'cheryl': 1499, 'persio': 6379, 'bitchen': 907, 'lirolaiza': 4992, 'freddi': 3388, 'trimix': 8999, 'whiter': 9674, 'zo': 9988, 'infin': 4376, 'slimmest': 7889, 'nvicta': 5939, 'tampa': 8582, 'disaapoint': 2368, 'symak': 8540, 'krypton': 4791, 'jayhawk': 4578, 'beutiful': 856, 'indulg': 4365, 'addendum': 85, 'interst': 4452, 'reign': 7104, 'hector': 4012, 'mujer': 5671, 'murder': 5686, 'meno': 5392, 'casi': 1367, 'seik': 7588, 'unsung': 9248, 'cape': 1317, 'snd': 7946, 'den': 2228, 'clay': 1620, 'botch': 1031, 'undestruct': 9165, 'lookng': 5064, 'akrwt': 191, 'nysw': 5944, 'mkii': 5524, 'senc': 7606, 'watdh': 9558, 'presencia': 6669, 'romunda': 7334, 'roger': 7321, 'mitchel': 5518, 'vdr': 9346, 'peggi': 6323, 'dh': 2295, 'pph': 6622, 'nct': 5752, 'bella': 809, 'cadillac': 1257, 'vera': 9364, 'mist': 5513, 'garg': 3500, 'throttl': 8757, 'beaulti': 751, 'km': 4762, 'unconvent': 9145, 'denni': 2233, 'newbi': 5800, 'jcrew': 4586, 'groov': 3807, 'guerra': 3841, 'flyer': 3308, 'alien': 214, 'bridgett': 1105, 'lcf': 4866, 'watcvh': 9557, 'teensi': 8635, 'chronomast': 1560, 'starla': 8198, 'sgwb': 7661, 'torgeon': 8905, 'strapless': 8297, 'infrequ': 4382, 'hall': 3897, 'fame': 3073, 'caja': 1263, 'wate': 9559, 'sandra': 7451, 'ludicr': 5154, 'xlslc': 9886, 'pitcur': 6477, 'feliz': 3153, 'azul': 608, 'expec': 2990, 'claremont': 1595, 'mbrwse': 5343, 'bucasi': 1159, 'naimer': 5712, 'adecuado': 91, 'breo': 1099, 'incompet': 4329, 'disrepair': 2430, 'worl': 9797, 'narnia': 5722, 'baddest': 624, 'fred': 3387, 'swacth': 8483, 'tg': 8681, 'sdbx': 7551, 'fastwrap': 3114, 'stc': 8215, 'jenni': 4595, 'meltdown': 5384, 'java': 4574, 'aerograph': 128, 'amour': 298, 'cupid': 2028, 'brent': 1098, 'classey': 1605, 'goat': 3652, 'lwsh': 5188, 'tmex': 8851, 'glenn': 3621, 'diaz': 2306, 'gmg': 3647, 'handyman': 3923, 'alumni': 264, 'ramon': 6952, 'jonezz': 4638, 'roadster': 7296, 'bcbg': 722, 'haemmer': 3888, 'taobaopit': 8588, 'casia': 1368, 'durer': 2589, 'jl': 4618, 'lgn': 4935, 'goug': 3714, 'renegad': 7146, 'swistar': 8518, 'lotus': 5092, 'jbyrd': 4584, 'lou': 5093, 'pesimo': 6390, 'waterlog': 9562, 'nobl': 5864, 'twoton': 9072, 'operetta': 6065, 'santo': 7453, 'classif': 1613, 'wl': 9744, 'excat': 2943, 'adr': 115, 'handheld': 3913, 'millefiori': 5458, 'timo': 8822, 'cio': 1575, 'scanner': 7500, 'snab': 7936, 'chep': 1495, 'athelet': 498, 'legen': 4899, 'snep': 7954, 'snaa': 7935, 'congrat': 1801, 'defeito': 2189, 'antonio': 353, 'ghetto': 3577, 'buenisimo': 1172, 'dubai': 2567, 'pragmatist': 6631, 'helluva': 4030, 'lttm': 5147, 'zub': 9996, 'zot': 9994, 'gdms': 3524, 'expedi': 2994, 'hottest': 4154, 'resistent': 7188, 'perez': 6350, 'gwj': 3874, 'gms': 3648, 'crossov': 1988, 'highgear': 4061, 'meridian': 5405, 'esprit': 2866, 'aphrodit': 371, 'fiero': 3191, 'expct': 2989, 'embassi': 2749, 'gruen': 3823, 'styliz': 8363, 'hdab': 3978, 'pirelli': 6472, 'disspoint': 2435, 'pierc': 6448, 'skywalk': 7862, 'lefthand': 4893, 'colosso': 1707, 'xltmb': 9892, 'mmaldonado': 5529, 'fender': 3165, 'uv': 9307, 'adhes': 96, 'sidewind': 7755, 'charlott': 1460, 'perigaum': 6370, 'mrwatch': 5641, 'cuero': 2018, 'grenadi': 3786, 'chelsea': 1492, 'maxjet': 5337, 'teslar': 8672, 'rto': 7379, 'mtgda': 5654, 'duli': 2576, 'lqa': 5130, 'christoph': 1550, 'nikolovski': 5846, 'fm': 3310, 'cass': 1375, 'therm': 8705, 'rah': 6940, 'twirl': 9069, 'lynn': 5191, 'goddess': 3655, 'tima': 8801, 'qualidad': 6875, 'pretendo': 6683, 'novament': 5912, 'detalh': 2281, 'muita': 5669, 'estupendo': 2885, 'esperado': 2858, 'calificaci': 1278, 'bfk': 865, 'erika': 2843, 'kickin': 4732, 'fishin': 3239, 'holic': 4107, 'rosa': 7345, 'esperamo': 2859, 'sigan': 7759, 'ofreciendo': 6002, 'promocion': 6768, 'caldiad': 1270, 'alpnach': 248, 'td': 8611, 'encantado': 2773, 'espectativa': 2856, 'liviano': 5010, 'mucha': 5663, 'desd': 2260, 'maracaibo': 5270, 'bel': 802, 'mai': 5223, 'supers': 8441, 'toda': 8860, 'completo': 1758, 'perfecta': 6355, 'condicion': 1788, 'espetacular': 2862, 'sxgl': 8533, 'gue': 3840, 'unapp': 9120, 'responsabilidad': 7201, 'practico': 6629, 'calificacion': 1279, 'simplesment': 7788, 'primer': 6708, 'robusto': 7308, 'beaker': 732, 'saturno': 7481, 'falla': 3070, 'triax': 8992, 'delicado': 2216, 'maravilloso': 5275, 'helpful': 4034, 'squad': 8153, 'momento': 5558, 'economico': 2650, 'saludo': 7438, 'buscado': 1219, 'contento': 1829, 'tremendo': 8979, 'res': 7174, 'relo': 7127, 'fiasco': 3180, 'bem': 820, 'dest': 2274, 'huski': 4215, 'comodo': 1738, 'blanca': 933, 'varela': 9334, 'igual': 4257, 'sima': 7780, 'preciso': 6648, 'basico': 688, 'detall': 2282, 'pida': 6443, 'cumplido': 2026, 'lightwieght': 4964, 'giez': 3582, 'ucla': 9085, 'comentario': 1719, 'llamativo': 5014, 'culo': 2021, 'frazier': 3383, 'felicitacion': 3151, 'freemason': 3395, 'ltmn': 5142, 'pedugart': 6316, 'beautifiul': 757, 'alejandro': 204, 'acord': 64, 'respoms': 7198, 'strab': 8286, 'paga': 6207, 'millenium': 5459, 'mariuchi': 5291, 'parsif': 6249, 'adquisici': 113, 'ssx': 8171, 'cil': 1572, 'funciona': 3445, 'joya': 4647, 'usexl': 9294, 'estaba': 2873, 'estar': 2878, 'pendient': 6333, 'futuro': 3468, 'ud': 9086, 'decida': 2162, 'alg': 211, 'insight': 4412, 'incompar': 4327, 'tradici': 8950, 'decepcionant': 2159, 'cumpl': 2025, 'dss': 2563, 'cesar': 1429, 'doubront': 2512, 'imitacion': 4283, 'bruis': 1150, 'tonino': 8885, 'irma': 4513, 'meteorit': 5418, 'erimar': 2844, 'mano': 5258, 'bullova': 1191, 'ronald': 7336, 'agood': 160, 'ruim': 7394, 'cinderella': 1574, 'vcf': 9343, 'steril': 8239, 'supertid': 8442, 'riva': 7284, 'sil': 7766, 'eliro': 2730, 'pitt': 6480, 'acento': 58, 'carmen': 1344, 'xoa': 9899, 'fujitim': 3435, 'belleza': 811, 'fd': 3136, 'pagu': 6211, 'ripcurl': 7270, 'morgan': 5594, 'brian': 1101, 'greattttt': 3778, 'indicar': 4355, 'env': 2817, 'yatta': 9921, 'gumbi': 3854, 'bastant': 692, 'seguro': 7585, 'sweeet': 8500, 'amigo': 291, 'mio': 5489, 'luce': 5148, 'estilo': 2880, 'memaw': 5385, 'ziiiro': 9981, 'sssbd': 8169, 'navarro': 5739, 'rosi': 7352, 'satisfactorio': 7471, 'ning': 5851, 'elecci': 2708, 'sxda': 8527, 'reclamo': 7040, 'direccion': 2362, 'quicksilv': 6908, 'bateria': 697, 'nc': 5748, 'shopnbc': 7726, 'chronicl': 1555, 'fico': 3184, 'exspens': 3022, 'cambridg': 1287, 'lovd': 5104, 'amwd': 305, 'nitido': 5857, 'adquisicion': 114, 'precisi': 6646, 'sss': 8168, 'exactament': 2936, 'queria': 6900, 'daybird': 2126, 'dari': 2097, 'mujica': 5672, 'queja': 6898, 'wm': 9745, 'baja': 636, 'decolorado': 2169, 'experiencia': 3003, 'artiga': 453, 'maximo': 5335, 'loyalist': 5128, 'larl': 4840, 'opini': 6066, 'penn': 6336, 'dispali': 2420, 'servicio': 7635, 'xsss': 9902, 'paso': 6259, 'lleg': 5016, 'xltbb': 9890, 'recomendada': 7047, 'snad': 7938, 'rs': 7377, 'muchicima': 5664, 'confiabl': 1793, 'otimo': 6119, 'aristocrat': 422, 'evrg': 2929, 'impec': 4292, 'ocasi': 5967, 'fenystor': 3168, 'gemini': 3537, 'cardiac': 1334, 'clasico': 1602, 'watchcasio': 9528, 'ec': 2637, 'fixer': 3248, 'cocker': 1674, 'aussi': 540, 'mario': 5290, 'watchit': 9536, 'couto': 1921, 'ottimo': 6121, 'genr': 3551, 'ncaa': 5749, 'irrepar': 4520, 'pherson': 6410, 'tono': 8887, 'keyfob': 4725, 'solicitado': 8012, 'unico': 9188, 'justament': 4677, 'watchxoxo': 9553, 'leviathan': 4931, 'hilton': 4069, 'bicep': 874, 'xltrb': 9894, 'pieza': 6450, 'opcion': 6060, 'magnifici': 5217, 'walgreen': 9475, 'cougar': 1901, 'genious': 3549, 'llega': 5017, 'godo': 3657, 'siempr': 7757, 'tahitian': 8569, 'timez': 8819, 'ovra': 6182, 'elsi': 2741, 'valdosta': 9317, 'lsl': 5136, 'sig': 7758, 'xtra': 9905, 'hydraumat': 4220, 'sssd': 8170, 'waterpro': 9564, 'ific': 4253, 'savior': 7488, 'rhino': 7246, 'atractivo': 509, 'moznick': 5632, 'adorei': 110, 'mult': 5674, 'diario': 2305, 'sujf': 8405, 'denio': 2231, 'funcionamiento': 3446, 'beiber': 800, 'moderno': 5546, 'republ': 7169, 'ltpa': 5144, 'ge': 3525, 'sobr': 7988, 'impresionant': 4305, 'licious': 4940, 'morri': 5597, 'tyndal': 9078, 'seriedad': 7628, 'liss': 4995, 'esposito': 2865, 'pnk': 6538, 'spool': 8129, 'refealpqd': 7079, 'kaia': 4689, 'ahm': 169, 'volta': 9436, 'jargar': 4572, 'invictamanforlif': 4482, 'classima': 1615, 'leon': 4917, 'lloyd': 5023, 'kennel': 4716, 'tico': 8780, 'otro': 6120, 'maquina': 5267, 'tc': 8609, 'biiiiiig': 888, 'sgsc': 7659, 'sirv': 7809, 'snac': 7937, 'cservic': 2003, 'gc': 3520, 'rothenschild': 7358, 'lisa': 4994, 'makeov': 5232, 'sthrling': 8244, 'bla': 922, 'sizzl': 7827, 'bronzeton': 1137, 'gwd': 3871, 'estafa': 2876, 'kt': 4793, 'superfast': 8434, 'chopard': 1541, 'aquagraph': 403, 'cermic': 1425, 'pn': 6537, 'lvt': 5186, 'leakag': 4873, 'worki': 9789, 'bfc': 863, 'dior': 2359, 'classica': 1608, 'evisu': 2925, 'vip': 9414, 'predat': 6649, 'apus': 397, 'unfussi': 9182, 'lous': 5099, 'flier': 3283, 'relacion': 7112, 'lsxm': 5139, 'edelhausen': 2662, 'lydia': 5190, 'xsttm': 9903, 'extortion': 3028, 'vivant': 9428, 'phat': 6406, 'mack': 5200, 'receptor': 7030, 'defens': 2192, 'jule': 4661, 'jurgensen': 4673, 'excelenet': 2946, 'icontrol': 4238, 'kele': 4710, 'temperment': 8647, 'reviw': 7238, 'jz': 4687, 'cah': 1260, 'sxgm': 8534, 'quadrato': 6869, 'pagb': 6208, 'lssm': 5137, 'notion': 5910, 'triatholon': 8991, 'boyfrend': 1049, 'amorosa': 296, 'sweeeeet': 8498, 'tf': 8680, 'shirley': 7711, 'warhawk': 9495, 'eterna': 2891, 'takin': 8575, 'sgfa': 7656, 'aj': 183, 'gbp': 3519, 'relay': 7117, 'prce': 6638, 'tagheuer': 8568, 'eficient': 2682, 'pree': 6652, 'inaccuraci': 4315, 'reckon': 7039, 'automatico': 551, 'unreplac': 9235, 'luno': 5173, 'zealand': 9972, 'lovley': 5120, 'meistertauch': 5379, 'caf': 1258, 'hannah': 3926, 'montana': 5579, 'pua': 6804, 'watchvalu': 9551, 'watt': 9575, 'pawi': 6284, 'arteli': 447, 'medicin': 5369, 'skxa': 7856, 'inconform': 4331, 'yema': 9930, 'cualquier': 2010, 'sxgj': 8532, 'geograph': 3559, 'mg': 5425, 'sack': 7416, 'presto': 6679, 'wvdj': 9871, 'wrangler': 9830, 'hoki': 4100, 'wab': 9458, 'poison': 6549, 'kung': 4795, 'fu': 3429, 'ova': 6151, 'brad': 1060, 'waf': 9466, 'officina': 5999, 'robo': 7305, 'furi': 3457, 'candid': 1301, 'slippag': 7891, 'lanc': 4822, 'edb': 2659, 'altivo': 260, 'younglad': 9956, 'pda': 6295, 'magico': 5211, 'kara': 4694, 'khoi': 4728, 'tria': 8985, 'smd': 7918, 'manhattan': 5249, 'ftwdv': 3427, 'magnus': 5220, 'obsolesc': 5959, 'juro': 4675, 'vaben': 9310, 'kenmar': 4715, 'avon': 571, 'rfranci': 7243, 'pinkybomba': 6466, 'rocknan': 7316, 'msn': 5647, 'zurich': 9999, 'amarosa': 271, 'garinin': 3502, 'vada': 9313, 'jq': 4649, 'pbl': 6292}\n",
            "\n",
            "tf-idf value:\n",
            "  (0, 8193)\t0.6574730118882207\n",
            "  (0, 3245)\t0.7534780943322981\n",
            "  (1, 9760)\t0.5096200171820535\n",
            "  (1, 8804)\t0.37948230640311725\n",
            "  (1, 4705)\t0.46845792994334307\n",
            "  (1, 8733)\t0.5434925204751735\n",
            "  (1, 5105)\t0.2853833654491359\n",
            "  (2, 9071)\t0.9087909771962592\n",
            "  (2, 8193)\t0.41725167437251615\n",
            "  (3, 8193)\t0.6574730118882207\n",
            "  (3, 3245)\t0.7534780943322981\n",
            "  (4, 4988)\t0.5018531088289792\n",
            "  (4, 8057)\t0.5992979752144495\n",
            "  (4, 1466)\t0.3750262128286069\n",
            "  (4, 3050)\t0.4068719620135865\n",
            "  (4, 754)\t0.2877428370632306\n",
            "  (5, 1755)\t1.0\n",
            "  (6, 8193)\t0.6574730118882207\n",
            "  (6, 3245)\t0.7534780943322981\n",
            "  (7, 8725)\t0.8216692072763906\n",
            "  (7, 1241)\t0.5699646601446337\n",
            "  (8, 9522)\t0.4087166295728368\n",
            "  (8, 6354)\t0.9126613373593846\n",
            "  (9, 1180)\t0.8301856235908148\n",
            "  (9, 6880)\t0.4672880568547621\n",
            "  :\t:\n",
            "  (960038, 9522)\t0.1524753073302202\n",
            "  (960039, 5815)\t0.8583664870737021\n",
            "  (960039, 9522)\t0.5130370102329384\n",
            "  (960040, 4538)\t0.7447550340654443\n",
            "  (960040, 1853)\t0.6673379497931906\n",
            "  (960041, 4941)\t0.7807873674489245\n",
            "  (960041, 8573)\t0.6247968364453987\n",
            "  (960042, 3373)\t0.7272518787096094\n",
            "  (960042, 108)\t0.6863706760296099\n",
            "  (960043, 4454)\t0.7174559640990094\n",
            "  (960043, 8954)\t0.6625107164160348\n",
            "  (960043, 3772)\t0.21525912341332537\n",
            "  (960044, 6728)\t0.8337408113078618\n",
            "  (960044, 7822)\t0.4943323197911646\n",
            "  (960044, 3772)\t0.24599149816527074\n",
            "  (960045, 1606)\t0.9422139678063662\n",
            "  (960045, 9522)\t0.33501169960254196\n",
            "  (960046, 3772)\t0.8141500889097104\n",
            "  (960046, 9522)\t0.5806544865307685\n",
            "  (960047, 9575)\t0.8479959773850729\n",
            "  (960047, 5488)\t0.5300026625770241\n",
            "  (960048, 9575)\t0.6178804670677405\n",
            "  (960048, 172)\t0.5413527866543659\n",
            "  (960048, 3990)\t0.4561673787711136\n",
            "  (960048, 2323)\t0.34215816714320124\n"
          ]
        }
      ],
      "source": [
        "# get indexing\n",
        "print('\\nWord indexes:')\n",
        "print(tfidf_h.vocabulary_)\n",
        "\n",
        "# display tf-idf values\n",
        "print('\\ntf-idf value:')\n",
        "print(result_h)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8JmoyMSnSxDe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "21873c63-35da-463e-da25-25b6d36329ed"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Word indexes:\n",
            "{'love': 4933, 'watch': 9624, 'get': 3448, 'compliment': 1754, 'almost': 197, 'time': 8823, 'wear': 9652, 'keep': 4498, 'wonder': 9830, 'scratch': 7315, 'work': 9849, 'well': 9676, 'found': 3238, 'price': 6470, 'place': 6254, 'make': 5029, 'beauti': 667, 'face': 2846, 'band': 581, 'look': 4903, 'nice': 5614, 'around': 376, 'link': 4827, 'swing': 8489, 'back': 522, 'forth': 3224, 'wrist': 9895, 'embarrass': 2658, 'front': 3302, 'enthusiast': 2710, 'nake': 5526, 'eye': 2834, 'afar': 89, 'tell': 8638, 'cheap': 1434, 'fold': 3168, 'polish': 6350, 'brush': 1084, 'tight': 8814, 'part': 6021, 'new': 5603, 'member': 5193, 'collect': 1695, 'great': 3637, 'week': 9664, 'far': 2891, 'kept': 4507, 'good': 3564, 'day': 2139, 'typic': 9160, 'complain': 1747, 'done': 2441, 'research': 6953, 'better': 744, 'buy': 1182, 'dumb': 2560, 'wife': 9767, 'think': 8730, 'swiss': 8493, 'descript': 2245, 'use': 9398, 'word': 9846, 'must': 5502, 'fraud': 3266, 'offer': 5743, 'design': 2247, 'perfect': 6128, 'rug': 7155, 'metal': 5228, 'bull': 1115, 'bar': 597, 'red': 6815, 'accent': 24, 'touch': 8933, 'read': 6754, 'sunlight': 8399, 'dark': 2122, 'led': 4719, 'might': 5265, 'even': 2768, 'differ': 2301, 'color': 1702, 'next': 5610, 'shock': 7515, 'build': 1105, 'motor': 5445, 'silent': 7603, 'set': 7422, 'alway': 221, 'much': 5466, 'like': 4796, 'slight': 7730, 'big': 763, 'yet': 9946, 'adjust': 68, 'glad': 3489, 'rather': 6730, 'small': 7769, 'weight': 9670, 'hope': 4064, 'one': 5767, 'previous': 6468, 'fossil': 3231, 'gem': 3423, 'fall': 2871, 'ring': 7061, 'number': 5698, 'bad': 540, 'light': 4790, 'pic': 6191, 'bought': 957, 'screen': 7323, 'problem': 6498, 'month': 5400, 'later': 4667, 'sent': 7398, 'center': 1370, 'la': 4597, 'last': 4660, 'less': 4752, 'year': 9930, 'went': 9683, 'shop': 7527, 'button': 1180, 'could': 1917, 'chang': 1401, 'product': 6505, 'els': 2653, 'say': 7261, 'though': 8745, 'sever': 7434, 'function': 3321, 'also': 207, 'lot': 4926, 'comment': 1728, 'rest': 6974, 'gave': 3404, 'craftsmanship': 1954, 'start': 8137, 'stitch': 8214, 'attract': 451, 'except': 2787, 'date': 2132, 'diamond': 2287, 'said': 7198, 'seller': 7383, 'thing': 8729, 'due': 2549, 'blue': 865, 'black': 802, 'difficult': 2303, 'low': 4935, 'contrast': 1834, 'white': 9744, 'distinct': 2389, 'water': 9630, 'proof': 6525, 'go': 3533, 'kayak': 4492, 'boat': 883, 'fish': 3046, 'slim': 7732, 'quarter': 6630, 'rase': 6723, 'right': 7053, 'height': 3908, 'need': 5571, 'fit': 3053, 'prime': 6480, 'save': 7253, 'tax': 8602, 'store': 8237, 'cool': 1851, 'stop': 8232, 'excel': 2784, 'brand': 993, 'order': 5803, 'check': 1439, 'size': 7655, 'case': 1316, 'quick': 6641, 'sale': 7209, 'normal': 5659, 'decent': 2169, 'modern': 5362, 'movement': 5459, 'thought': 8746, 'swim': 8484, 'bear': 658, 'resist': 6964, 'altern': 210, 'darn': 2126, 'close': 1622, 'take': 8543, 'care': 1287, 'gold': 3549, 'plate': 6275, 'sport': 8041, 'timer': 8827, 'dial': 2285, 'stainless': 8107, 'steel': 8161, 'glow': 3519, 'meter': 5237, 'automat': 471, 'wind': 9780, 'show': 7546, 'mine': 5298, 'thumbtack': 8787, 'hammer': 3773, 'tap': 8574, 'pin': 6219, 'three': 8756, 'know': 4573, 'feel': 2939, 'would': 9871, 'star': 8128, 'review': 7017, 'import': 4199, 'stay': 8150, 'wound': 9873, 'end': 2688, 'morn': 5420, 'self': 7378, 'fact': 2853, 'full': 3317, 'spring': 8057, 'click': 1598, 'skip': 7676, 'gear': 3411, 'return': 7005, 'miss': 5332, 'window': 9782, 'stuck': 8306, 'most': 5433, 'guess': 3703, 'fashion': 2903, 'model': 5360, 'way': 9645, 'quit': 6653, 'disappoint': 2341, 'dollar': 2432, 'want': 9596, 'sharp': 7468, 'happier': 3810, 'sure': 8427, 'solid': 7879, 'clean': 1584, 'leather': 4715, 'maximum': 5152, 'width': 9765, 'hole': 4020, 'made': 5001, 'wide': 9761, 'thick': 8720, 'state': 8140, 'quartz': 6632, 'rain': 6687, 'splash': 8013, 'cannot': 1250, 'china': 1485, 'manual': 5081, 'cover': 1938, 'somewhat': 7891, 'refer': 6835, 'third': 8734, 'page': 5947, 'method': 5238, 'control': 1836, 'posit': 6402, 'crown': 2019, 'pull': 6577, 'two': 9153, 'first': 3042, 'allow': 192, 'second': 7356, 'move': 5458, 'arm': 366, 'come': 1716, 'box': 970, 'pillow': 6215, 'gift': 3461, 'bag': 545, 'critic': 2002, 'yesterday': 9944, 'friend': 3289, 'crap': 1960, 'everyday': 2774, 'beat': 662, 'detail': 2255, 'safe': 7192, 'organ': 5805, 'belt': 707, 'home': 4032, 'travel': 9007, 'none': 5648, 'paw': 6057, 'dwarf': 2582, 'woman': 9829, 'joke': 4448, 'best': 737, 'probabl': 6494, 'inch': 4219, 'left': 4727, 'put': 6612, 'man': 5048, 'fantast': 2889, 'indic': 4231, 'poor': 6373, 'still': 8198, 'style': 8328, 'cute': 2075, 'exact': 2780, 'grand': 3611, 'worn': 9862, 'constant': 1811, 'night': 5620, 'field': 2991, 'given': 3485, 'tag': 8534, 'steal': 8155, 'fast': 2905, 'within': 9816, 'hour': 4085, 'eat': 2607, 'level': 4763, 'android': 276, 'pilot': 6216, 'high': 3970, 'tack': 8527, 'ditch': 2400, 'digger': 2307, 'rev': 7007, 'comfort': 1722, 'lightweight': 4795, 'short': 7532, 'side': 7579, 'deal': 2150, 'press': 6460, 'construct': 1815, 'die': 2295, 'tool': 8894, 'stiff': 8193, 'conform': 1787, 'beyond': 751, 'expect': 2805, 'built': 1108, 'didnt': 2294, 'kick': 4519, 'ass': 407, 'upon': 9376, 'grow': 3684, 'beard': 659, 'tame': 8558, 'pack': 5940, 'gripe': 3663, 'wish': 9802, 'tad': 8531, 'strap': 8254, 'super': 8407, 'space': 7938, 'tri': 9024, 'motion': 5442, 'winder': 9781, 'clear': 1588, 'rear': 6770, 'luck': 4948, 'seek': 7365, 'ultra': 9176, 'bezel': 752, 'famous': 2882, 'perform': 6132, 'similar': 7615, 'paint': 5954, 'chip': 1491, 'smack': 7767, 'hood': 4051, 'car': 1268, 'crystal': 2033, 'crack': 1949, 'shatter': 7472, 'fair': 2864, 'gain': 3352, 'per': 6122, 'without': 9817, 'healer': 3874, 'fine': 3022, 'tune': 9100, 'mention': 5206, 'dot': 2469, 'long': 4896, 'enough': 2701, 'see': 7363, 'near': 5562, 'twice': 9141, 'person': 6143, 'mother': 5438, 'cousin': 1936, 'predecessor': 6439, 'enjoy': 2697, 'happen': 3809, 'run': 7163, 'distinguish': 2390, 'clasp': 1575, 'mani': 5060, 'gotten': 3582, 'attent': 447, 'glitter': 3510, 'pop': 6374, 'silver': 7611, 'feminin': 2949, 'sleek': 7711, 'usual': 9404, 'pay': 6062, 'worth': 9868, 'special': 7967, 'background': 527, 'camp': 1228, 'hike': 3978, 'citizen': 1552, 'upset': 9380, 'plan': 6262, 'daughter': 2135, 'junk': 4472, 'name': 5528, 'ironman': 4365, 'consist': 1809, 'bike': 770, 'claim': 1560, 'leak': 4702, 'pool': 6370, 'wast': 9621, 'money': 5386, 'husband': 4138, 'smaller': 7770, 'bigger': 765, 'hard': 3815, 'wood': 9838, 'actual': 52, 'forget': 3212, 'smooth': 7790, 'semi': 7385, 'finish': 3030, 'catch': 1336, 'skin': 7674, 'hair': 3755, 'although': 212, 'life': 4782, 'honest': 4043, 'opinion': 5784, 'express': 2817, 'item': 4376, 'soft': 7861, 'rubber': 7146, 'turn': 9113, 'recommend': 6802, 'huge': 4106, 'mush': 5495, 'broke': 1060, 'fix': 3059, 'extra': 2828, 'may': 5153, 'give': 3483, 'unless': 9287, 'shine': 7502, 'reflect': 6839, 'base': 620, 'boy': 972, 'setup': 7429, 'brown': 1076, 'deploy': 2233, 'omega': 5762, 'aqua': 337, 'yes': 9941, 'spec': 7966, 'cost': 1904, 'hand': 3779, 'old': 5757, 'youth': 9965, 'dont': 2447, 'agent': 117, 'men': 5200, 'outfit': 5838, 'push': 6608, 'mark': 5100, 'weird': 9673, 'curious': 2058, 'term': 8664, 'ever': 2771, 'seen': 7370, 'alright': 206, 'hold': 4016, 'other': 5819, 'gorgeous': 3575, 'petit': 6159, 'got': 3581, 'june': 4470, 'th': 8681, 'wore': 9848, 'fell': 2943, 'apart': 315, 'call': 1214, 'repair': 6922, 'told': 8876, 'never': 5600, 'thus': 8792, 'server': 7418, 'impress': 4204, 'world': 9860, 'surpass': 8433, 'us': 9396, 'basic': 623, 'train': 8975, 'ait': 153, 'remain': 6901, 'real': 6759, 'thrift': 8762, 'pile': 6211, 'precis': 6436, 'idea': 4164, 'late': 4665, 'dress': 2515, 'casual': 1326, 'let': 4758, 'photo': 6179, 'distort': 2391, 'lighter': 4792, 'practic': 6428, 'blend': 836, 'buck': 1091, 'wrong': 9904, 'sell': 7381, 'dealer': 2151, 'gather': 3401, 'send': 7391, 'sum': 8378, 'demand': 2211, 'reason': 6771, 'matter': 5145, 'firm': 3040, 'sold': 7872, 'begun': 688, 'green': 3640, 'open': 5780, 'trend': 9020, 'meant': 5167, 'sit': 7645, 'buyer': 1183, 'soon': 7898, 'alarm': 163, 'chronograph': 1524, 'shown': 7550, 'remind': 6904, 'thank': 8685, 'vari': 9435, 'son': 7892, 'gray': 3634, 'plastic': 6273, 'egg': 2624, 'vend': 9457, 'machin': 4992, 'accident': 27, 'orient': 5807, 'often': 5749, 'formal': 3218, 'find': 3020, 'discount': 2355, 'throughout': 8773, 'web': 9658, 'stress': 8271, 'mean': 5163, 'sort': 7910, 'occasion': 5723, 'higher': 3971, 'felt': 2948, 'instruct': 4308, 'subdial': 8337, 'dead': 2145, 'contact': 1820, 'refund': 6850, 'amount': 257, 'stylish': 8330, 'shower': 7548, 'weather': 9655, 'came': 1223, 'minimum': 5302, 'phone': 6176, 'text': 8678, 'game': 3367, 'wake': 9576, 'charger': 1419, 'elk': 2651, 'hunt': 4132, 'non': 5646, 'glare': 3494, 'proper': 6529, 'patient': 6043, 'bit': 793, 'cap': 1259, 'screw': 7324, 'wristband': 9896, 'lost': 4925, 'useless': 9400, 'break': 1011, 'dresser': 2516, 'shake': 7449, 'reset': 6958, 'certain': 1377, 'wed': 9661, 'live': 4851, 'counter': 1922, 'seem': 7368, 'length': 4742, 'digit': 2308, 'anyway': 313, 'clock': 1617, 'across': 44, 'quiet': 6644, 'local': 4872, 'depart': 2229, 'guard': 3696, 'took': 8892, 'tonight': 8890, 'ugh': 9167, 'polo': 6355, 'stern': 8179, 'five': 3057, 'list': 4840, 'breaker': 1014, 'book': 924, 'tomorrow': 8884, 'hear': 3878, 'liter': 4845, 'smart': 7772, 'charm': 1422, 'prompt': 6521, 'birthday': 788, 'profession': 6509, 'ad': 54, 'hint': 3987, 'classic': 1578, 'plus': 6318, 'narrow': 5538, 'health': 3875, 'wet': 9693, 'match': 5131, 'uniform': 9272, 'silicon': 7605, 'fun': 3320, 'four': 3242, 'standard': 8120, 'zone': 9996, 'weekday': 9665, 'display': 2377, 'clutter': 1642, 'crowd': 2018, 'frill': 3295, 'ocean': 5725, 'predict': 6440, 'discolor': 2350, 'unfriend': 9263, 'kind': 4537, 'type': 9158, 'chain': 1386, 'bill': 773, 'jewel': 4425, 'shorten': 7533, 'room': 7116, 'cant': 1253, 'complaint': 1748, 'help': 3922, 'penni': 6114, 'correct': 1891, 'sad': 7189, 'shorter': 7534, 'broken': 1061, 'rough': 7131, 'spade': 7942, 'general': 3428, 'superior': 8413, 'reject': 6879, 'maker': 5030, 'minor': 5305, 'harder': 3817, 'pink': 6228, 'lower': 4936, 'rub': 7145, 'print': 6485, 'ink': 4279, 'suggest': 8374, 'medium': 5180, 'statement': 8141, 'bulk': 1111, 'default': 2188, 'bright': 1039, 'sunglass': 8395, 'prefer': 6443, 'easier': 2600, 'half': 3762, 'dust': 2577, 'shelf': 7485, 'admit': 70, 'loud': 4930, 'key': 4512, 'least': 4712, 'recent': 6790, 'talk': 8552, 'bracelet': 979, 'deep': 2185, 'dish': 2362, 'pain': 5951, 'rate': 6728, 'snob': 7826, 'worst': 9866, 'area': 353, 'learn': 4708, 'fake': 2868, 'knock': 4566, 'refurbish': 6851, 'ship': 7505, 'wait': 9572, 'begin': 687, 'period': 6135, 'connect': 1797, 'repairman': 6923, 'own': 5927, 'total': 8929, 'fallen': 2873, 'hell': 3916, 'till': 8819, 'smile': 7781, 'prefect': 6442, 'ask': 399, 'gig': 3462, 'bank': 592, 'tick': 8799, 'feed': 2936, 'brother': 1071, 'legend': 4733, 'monstrous': 5398, 'tone': 8887, 'lock': 4874, 'either': 2631, 'rang': 6708, 'yellow': 9935, 'knob': 4565, 'unscrew': 9323, 'top': 8902, 'bottom': 955, 'marker': 5102, 'line': 4815, 'main': 5024, 'aid': 134, 'surround': 8436, 'past': 6032, 'saw': 7258, 'limit': 4808, 'section': 7359, 'nigh': 5619, 'mop': 5411, 'heart': 3881, 'wow': 9876, 'particular': 6023, 'lack': 4605, 'point': 6336, 'drop': 2531, 'visual': 9530, 'appeal': 327, 'concern': 1770, 'chew': 1461, 'regular': 6867, 'cancel': 1238, 'scare': 7278, 'grey': 3648, 'croc': 2005, 'rich': 7042, 'video': 9492, 'indent': 4229, 'play': 6282, 'thumb': 8783, 'beautiful': 668, 'instead': 4306, 'orang': 5796, 'nostalgia': 5669, 'obvious': 5722, 'bunch': 1131, 'uncomfort': 9217, 'dug': 2554, 'unbear': 9194, 'grayish': 3635, 'timeless': 8826, 'pass': 6027, 'inscript': 4292, 'add': 58, 'flair': 3067, 'pair': 5957, 'shoe': 7518, 'oxblood': 5931, 'avail': 477, 'sill': 7608, 'oversight': 5905, 'fault': 2917, 'incur': 4227, 'select': 7376, 'option': 5792, 'holder': 4018, 'align': 181, 'stem': 8170, 'shame': 7457, 'longer': 4898, 'search': 7351, 'loop': 4910, 'havent': 3850, 'head': 3863, 'aspect': 403, 'duct': 2546, 'tape': 8576, 'target': 8582, 'yard': 9923, 'met': 5226, 'fraction': 3253, 'notch': 5671, 'stretch': 8273, 'soak': 7843, 'custom': 2072, 'wise': 9800, 'dive': 2405, 'distract': 2392, 'doorway': 2459, 'lick': 4777, 'sun': 8386, 'solar': 7871, 'lose': 4922, 'direct': 2333, 'upper': 9377, 'pinch': 6221, 'unsight': 9330, 'dolphin': 2434, 'emblem': 2663, 'favor': 2919, 'clinic': 1610, 'vital': 9532, 'sign': 7596, 'track': 8962, 'squint': 8089, 'report': 6935, 'stain': 8106, 'factor': 2855, 'version': 9474, 'afford': 97, 'corolla': 1883, 'japan': 4401, 'dental': 2227, 'hygienist': 4149, 'withstand': 9818, 'unravel': 9315, 'instrument': 4311, 'panel': 5975, 'bode': 891, 'lug': 4950, 'wont': 9836, 'rose': 7120, 'catcher': 1337, 'satchel': 7245, 'handbag': 3780, 'shopper': 7528, 'golf': 3555, 'pearl': 6074, 'stand': 8119, 'opposit': 5785, 'hack': 3744, 'user': 9401, 'jump': 4467, 'hash': 3835, 'equal': 2724, 'intuit': 4348, 'zero': 9981, 'mind': 5294, 'six': 7651, 'question': 6639, 'collector': 1696, 'dozen': 2492, 'rid': 7045, 'note': 5672, 'somehow': 7888, 'drawback': 2508, 'aw': 489, 'fog': 3164, 'meet': 5184, 'compass': 1741, 'that': 8689, 'manner': 5072, 'action': 48, 'starter': 8138, 'prevent': 6466, 'plain': 6259, 'batman': 640, 'superman': 8414, 'destroy': 2253, 'job': 4436, 'strong': 8296, 'program': 6513, 'indigo': 4237, 'fade': 2859, 'label': 4599, 'older': 5759, 'younger': 9960, 'child': 1473, 'overhang': 5884, 'origin': 5809, 'road': 7084, 'cole': 1687, 'present': 6457, 'chic': 1465, 'rave': 6737, 'waterproof': 9636, 'depth': 2238, 'confirm': 1785, 'speed': 7979, 'weak': 9647, 'faster': 2907, 'ago': 122, 'squeak': 8083, 'annoy': 293, 'shot': 7537, 'lubric': 4944, 'hate': 3842, 'final': 3017, 'relic': 6892, 'listen': 4841, 'daylight': 2141, 'snorkel': 7833, 'con': 1766, 'knew': 4558, 'sleeker': 7712, 'chrome': 1519, 'frame': 3258, 'fee': 2935, 'carrier': 1307, 'moment': 5379, 'restaur': 6976, 'angel': 281, 'step': 8174, 'inspect': 4303, 'true': 9071, 'art': 386, 'outer': 5836, 'looker': 4904, 'whilst': 9724, 'auto': 469, 'toward': 8950, 'west': 9690, 'straight': 8244, 'power': 6425, 'test': 8673, 'guy': 3733, 'caveat': 1351, 'sound': 7917, 'bight': 768, 'join': 4445, 'bum': 1125, 'convent': 1840, 'bang': 587, 'diver': 2406, 'gone': 3559, 'ill': 4177, 'effect': 2620, 'owner': 5928, 'prove': 6546, 'summer': 8380, 'grab': 3592, 'oh': 5751, 'yeah': 9929, 'seal': 7342, 'fray': 3268, 'count': 1921, 'onto': 5774, 'law': 4683, 'slam': 7693, 'appear': 328, 'site': 7646, 'excess': 2790, 'flash': 3078, 'stick': 8190, 'titanium': 8848, 'eta': 2757, 'butter': 1178, 'hollow': 4026, 'suck': 8362, 'backward': 535, 'spin': 8003, 'shift': 7495, 'velvet': 9455, 'owl': 5926, 'shape': 7463, 'paperweight': 5990, 'flaw': 3090, 'swap': 8458, 'pendant': 6107, 'broad': 1051, 'glass': 3496, 'tilt': 8820, 'drive': 2524, 'sand': 7225, 'neat': 5564, 'support': 8422, 'invest': 4353, 'shade': 7444, 'hit': 3996, 'free': 3271, 'lap': 4645, 'taken': 8544, 'write': 9899, 'former': 3220, 'master': 5127, 'smell': 7778, 'recheck': 6795, 'floor': 3124, 'grandson': 3618, 'up': 9368, 'bath': 637, 'bump': 1127, 'envelop': 2713, 'zip': 9987, 'hey': 3957, 'allot': 191, 'placement': 6256, 'letter': 4761, 'rod': 7101, 'attach': 442, 'driver': 2526, 'pocket': 6326, 'knife': 4561, 'load': 4861, 'compress': 1763, 'thousand': 8748, 'serious': 7413, 'revers': 7014, 'tier': 8810, 'garish': 3383, 'repeat': 6925, 'trust': 9077, 'pro': 6492, 'adapt': 55, 'flow': 3133, 'maid': 5018, 'technic': 8621, 'copper': 1863, 'counterpart': 1925, 'thorough': 8742, 'comparison': 1738, 'thin': 8727, 'caught': 1342, 'rip': 7067, 'ahead': 131, 'slow': 7757, 'speck': 7970, 'unrealist': 9318, 'rust': 7177, 'school': 7293, 'tail': 8536, 'neither': 5581, 'loss': 4924, 'transit': 8994, 'coat': 1648, 'mode': 5359, 'unfair': 9253, 'father': 2911, 'disappear': 2340, 'underneath': 9234, 'tear': 8615, 'cell': 1362, 'afterward': 109, 'sheik': 7484, 'form': 3217, 'rectangular': 6812, 'slept': 7720, 'glove': 3518, 'thinner': 8732, 'effort': 2621, 'dim': 2313, 'hydro': 4146, 'static': 8145, 'retain': 6989, 'emboss': 2664, 'pattern': 6052, 'bambino': 575, 'regret': 6865, 'over': 5870, 'maintain': 5027, 'scale': 7266, 'mountain': 5451, 'success': 8356, 'paper': 5987, 'sweet': 8474, 'hue': 4102, 'snap': 7804, 'heft': 3905, 'tend': 8652, 'accept': 25, 'atom': 439, 'sync': 8512, 'major': 5028, 'age': 113, 'eyesight': 2840, 'brilliant': 1043, 'sea': 7340, 'extend': 2819, 'bracket': 981, 'dope': 2460, 'grad': 3598, 'fore': 3193, 'lie': 4779, 'complement': 1750, 'nylon': 5705, 'monster': 5397, 'hing': 3986, 'awkward': 502, 'doubt': 2471, 'mislead': 5326, 'tho': 8737, 'fan': 2883, 'staff': 8099, 'frequent': 3281, 'wash': 9615, 'receipt': 6787, 'spend': 7987, 'increment': 4225, 'kit': 4546, 'craftsman': 1953, 'trade': 8967, 'delight': 2206, 'shirt': 7511, 'stuff': 8314, 'skeptic': 7661, 'icon': 4161, 'war': 9598, 'maroon': 5109, 'retail': 6987, 'market': 5103, 'status': 8148, 'symbol': 8510, 'depend': 2231, 'male': 5036, 'defect': 2190, 'wheel': 9708, 'anyhow': 312, 'pour': 6421, 'rise': 7070, 'appoint': 333, 'sub': 8334, 'diesel': 2298, 'sculpt': 7337, 'along': 200, 'various': 9437, 'killer': 4527, 'aka': 156, 'outdoor': 5834, 'straightforward': 8247, 'equip': 2728, 'ding': 2323, 'pleasant': 6293, 'aluminum': 218, 'common': 1731, 'fear': 2925, 'follow': 3172, 'onlook': 5771, 'stein': 8166, 'royal': 7144, 'peel': 6090, 'trim': 9039, 'mail': 5020, 'spent': 7989, 'mike': 5267, 'zodiac': 9994, 'physic': 6184, 'generic': 3429, 'whether': 9717, 'ton': 8885, 'enter': 2706, 'amber': 232, 'corner': 1882, 'glue': 3522, 'heat': 3889, 'bargain': 604, 'cloth': 1626, 'layout': 4692, 'fill': 3010, 'instant': 4305, 'outstand': 5858, 'cut': 2073, 'unhook': 9269, 'enorm': 2700, 'scream': 7320, 'clamp': 1566, 'accord': 30, 'bore': 941, 'trash': 9003, 'process': 6500, 'rout': 7139, 'explicit': 2812, 'record': 6807, 'sec': 7355, 'laid': 4618, 'faint': 2862, 'dome': 2438, 'flat': 3082, 'bund': 1132, 'consider': 1807, 'therefor': 8706, 'ate': 434, 'stink': 8208, 'mildew': 5271, 'exceed': 2783, 'network': 5594, 'teeter': 8632, 'san': 7223, 'mirror': 5314, 'cutout': 2077, 'layer': 4690, 'cross': 2011, 'stock': 8217, 'lest': 4757, 'vain': 9416, 'micro': 5252, 'familiar': 2881, 'spot': 8045, 'sail': 7199, 'season': 7353, 'act': 46, 'rigor': 7057, 'etch': 2758, 'snapback': 7805, 'yea': 9928, 'team': 8612, 'attempt': 445, 'redeem': 6820, 'public': 6565, 'boost': 932, 'heck': 3898, 'sake': 7206, 'planet': 6265, 'edit': 2617, 'virtual': 9517, 'dexter': 2280, 'octopus': 5731, 'grasp': 3625, 'exert': 2795, 'unfasten': 9256, 'blade': 813, 'dime': 2314, 'share': 7465, 'exhibit': 2797, 'sweat': 8467, 'august': 461, 'seven': 7430, 'taper': 8577, 'yr': 9967, 'font': 3173, 'salmon': 7216, 'strike': 8284, 'wellington': 9677, 'simplist': 7621, 'whole': 9751, 'lifeless': 4784, 'mad': 4998, 'written': 9902, 'inner': 4287, 'seam': 7345, 'bother': 954, 'weigh': 9669, 'budget': 1096, 'scuff': 7335, 'warrant': 9610, 'spare': 7949, 'gadget': 3348, 'kalashnikov': 4484, 'robust': 7097, 'trace': 8960, 'interest': 4325, 'beater': 664, 'era': 2730, 'chapter': 1412, 'insist': 4299, 'hill': 3980, 'thickish': 8722, 'oval': 5867, 'oyster': 5934, 'oversea': 5902, 'garden': 3381, 'kitchen': 4547, 'pure': 6598, 'vibrant': 9486, 'chose': 1513, 'avoid': 487, 'club': 1636, 'roller': 7109, 'childish': 1475, 'cartoon': 1314, 'decad': 2165, 'access': 26, 'town': 8953, 'pick': 6193, 'protect': 6540, 'tin': 8830, 'lid': 4778, 'forward': 3230, 'accustom': 35, 'wizard': 9822, 'octan': 5729, 'today': 8864, 'portion': 6394, 'vinyl': 9509, 'split': 8024, 'jar': 4402, 'harsh': 3831, 'sweep': 8472, 'compel': 1743, 'away': 497, 'inferior': 4254, 'stray': 8261, 'kill': 4526, 'weekend': 9666, 'switch': 8494, 'post': 6405, 'suffer': 8370, 'snag': 7800, 'lover': 4934, 'ten': 8650, 'agreement': 126, 'bond': 914, 'laser': 4656, 'beam': 656, 'pun': 6584, 'intend': 4316, 'prep': 6451, 'eyeglass': 2836, 'outward': 5861, 'behind': 695, 'offset': 5746, 'knurl': 4576, 'grip': 3662, 'miner': 5299, 'ballist': 568, 'clam': 1562, 'shell': 7486, 'rib': 7038, 'roll': 7108, 'emit': 2667, 'minuet': 5308, 'transact': 8984, 'tome': 8883, 'stamp': 8118, 'incorrect': 4224, 'stope': 8233, 'magnific': 5014, 'workmanship': 9856, 'chime': 1480, 'stone': 8227, 'maraca': 5087, 'pouch': 6418, 'fasten': 2906, 'flawless': 3091, 'stun': 8318, 'breath': 1020, 'humid': 4118, 'news': 5605, 'prank': 6430, 'with': 9808, 'known': 4574, 'bolt': 904, 'bent': 721, 'legit': 4735, 'ratti': 6734, 'albeit': 166, 'snug': 7841, 'tough': 8936, 'overwhelm': 5918, 'awd': 498, 'ana': 263, 'nail': 5525, 'cheer': 1447, 'regardless': 6856, 'throw': 8774, 'earring': 2596, 'dad': 2090, 'vapor': 9433, 'poster': 6407, 'threw': 8760, 'tan': 8563, 'leatherwork': 4716, 'boom': 929, 'drool': 2529, 'finger': 3024, 'current': 2061, 'tab': 8520, 'keeper': 4499, 'afraid': 102, 'nevertheless': 5602, 'chick': 1466, 'mess': 5224, 'lay': 4688, 'pavement': 6054, 'rais': 6692, 'flesh': 3098, 'pale': 5960, 'uncertain': 9208, 'prong': 6523, 'latch': 4664, 'grown': 3686, 'fail': 2861, 'rapper': 6717, 'north': 5660, 'south': 7923, 'script': 7328, 'idiot': 4168, 'midday': 5257, 'respect': 6971, 'wallet': 9582, 'par': 5992, 'your': 9963, 'dual': 2542, 'wooden': 9839, 'card': 1278, 'handcraft': 3782, 'knockout': 4570, 'block': 851, 'whose': 9757, 'vision': 9523, 'fourth': 3245, 'itch': 4375, 'oil': 5753, 'closer': 1623, 'brass': 997, 'map': 5085, 'understand': 9238, 'radio': 6675, 'intern': 4333, 'colorado': 1703, 'boston': 950, 'antenna': 304, 'signal': 7597, 'recept': 6791, 'stile': 8196, 'spark': 7950, 'litter': 4849, 'downright': 2486, 'grain': 3606, 'wrap': 9880, 'cushion': 2068, 'rangeman': 6709, 'frogman': 3301, 'climb': 1603, 'hot': 4081, 'booklet': 926, 'resin': 6962, 'speak': 7961, 'twist': 9149, 'ground': 3678, 'colour': 1709, 'float': 3118, 'desk': 2248, 'lamp': 4632, 'suit': 8375, 'sister': 7644, 'bare': 603, 'criteria': 2000, 'carbon': 1274, 'fiber': 2979, 'somber': 7885, 'premium': 6449, 'reach': 6749, 'trivial': 9051, 'inter': 4319, 'coastal': 1646, 'st': 8095, 'beach': 651, 'bay': 647, 'tide': 8807, 'swift': 8480, 'outgo': 5839, 'ha': 3741, 'indoor': 4242, 'withal': 9809, 'moon': 5404, 'chart': 1424, 'phase': 6167, 'odd': 5734, 'unlatch': 9284, 'moist': 5369, 'hook': 4056, 'event': 2769, 'slide': 7728, 'lead': 4696, 'detach': 2254, 'ideal': 4165, 'expand': 2804, 'burden': 1139, 'swatch': 8463, 'biggest': 766, 'thread': 8753, 'insert': 4294, 'charcoal': 1416, 'jet': 4423, 'lift': 4787, 'warn': 9607, 'shoulder': 7541, 'young': 9959, 'qualm': 6625, 'stupid': 8325, 'inform': 4262, 'al': 159, 'stare': 8132, 'convex': 1843, 'rad': 6669, 'gym': 3735, 'lit': 4843, 'pant': 5980, 'withdraw': 9810, 'cave': 1350, 'dweller': 2584, 'basement': 621, 'capacitor': 1260, 'absorb': 16, 'minim': 5301, 'cloud': 1627, 'grant': 3620, 'drain': 2498, 'defeat': 2189, 'will': 9775, 'scientist': 7294, 'genius': 3435, 'god': 3540, 'ambient': 234, 'delay': 2204, 'detect': 2257, 'ti': 8795, 'processor': 6501, 'latest': 4668, 'sluggish': 7760, 'sensor': 7396, 'tether': 8677, 'bet': 740, 'street': 8267, 'successor': 8358, 'cart': 1310, 'sequel': 7404, 'born': 944, 'specialist': 7968, 'strengthen': 8269, 'scope': 7301, 'dear': 2155, 'mass': 5125, 'passion': 6029, 'rare': 6721, 'tech': 8620, 'vestal': 9479, 'brig': 1038, 'tall': 8554, 'context': 1825, 'bat': 633, 'benefit': 717, 'stream': 8263, 'limp': 4810, 'mid': 5256, 'view': 9494, 'hip': 3988, 'palm': 5965, 'unbias': 9200, 'opt': 5787, 'loosen': 4912, 'slid': 7727, 'raven': 6739, 'segment': 7374, 'ur': 9388, 'pod': 6329, 'correspond': 1893, 'flavor': 3088, 'wolf': 9828, 'silk': 7606, 'plane': 6264, 'kor': 4587, 'slick': 7725, 'wonderful': 9831, 'teal': 8611, 'tire': 8844, 'sh': 7441, 'balloon': 569, 'beef': 679, 'nonetheless': 5649, 'mall': 5038, 'task': 8589, 'liner': 4820, 'prolong': 6519, 'punch': 6585, 'camper': 1230, 'sleep': 7713, 'bring': 1046, 'heartbeat': 3882, 'autism': 467, 'spectrum': 7975, 'fuss': 3341, 'thrill': 8763, 'tomboy': 8881, 'girl': 3475, 'distributor': 2395, 'vendor': 9459, 'nonprofit': 5650, 'wrench': 9887, 'bookshelf': 928, 'spectacular': 7971, 'trial': 9026, 'error': 2742, 'swag': 8451, 'shipment': 7507, 'wasnt': 9620, 'lumberjack': 4956, 'approach': 334, 'wall': 9581, 'tamper': 8561, 'resubmit': 6983, 'bell': 704, 'impact': 4184, 'mash': 5122, 'dig': 2305, 'flick': 3103, 'calendar': 1209, 'blare': 826, 'walk': 9579, 'hallway': 3768, 'magnet': 5012, 'timekeep': 8825, 'affect': 91, 'easter': 2604, 'rosewood': 7121, 'spacer': 7939, 'intent': 4318, 'tore': 8914, 'iso': 4372, 'monument': 5401, 'tube': 9084, 'trip': 9043, 'fate': 2910, 'hong': 4047, 'explain': 2810, 'amiss': 248, 'knacker': 4553, 'rhyme': 7034, 'drove': 2535, 'addict': 60, 'giant': 3458, 'stater': 8142, 'saver': 7254, 'neo': 5583, 'ray': 6743, 'steroid': 8181, 'adult': 77, 'invent': 4350, 'air': 141, 'temp': 8640, 'result': 6984, 'dip': 2329, 'tub': 9083, 'chemic': 1452, 'highest': 3972, 'laugh': 4674, 'whim': 9725, 'braid': 986, 'rock': 7098, 'drag': 2496, 'drill': 2520, 'clue': 1637, 'gun': 3719, 'mar': 5086, 'strict': 8279, 'unread': 9316, 'death': 2157, 'blow': 859, 'strip': 8288, 'ski': 7666, 'shou': 7539, 'fabric': 2844, 'sustain': 8447, 'dint': 2327, 'wearer': 9653, 'random': 6707, 'agre': 125, 'wrote': 9905, 'lever': 4764, 'shield': 7494, 'regard': 6855, 'blemish': 835, 'conflict': 1786, 'incident': 4220, 'bless': 838, 'carolin': 1300, 'whoever': 9750, 'unlock': 9292, 'ordeal': 5802, 'fat': 2908, 'trick': 9031, 'flower': 3134, 'hero': 3942, 'gen': 3424, 'writ': 9898, 'coaxial': 1650, 'tighten': 8815, 'workout': 9857, 'chuck': 1526, 'slip': 7739, 'dud': 2547, 'subject': 8338, 'cardboard': 1279, 'lawn': 4684, 'stood': 8229, 'scotch': 7307, 'graveyard': 3633, 'ex': 2779, 'sunray': 8401, 'soften': 7862, 'comic': 1723, 'wane': 9594, 'toss': 8927, 'twin': 9145, 'flashlight': 3080, 'tip': 8841, 'pout': 6422, 'dough': 2474, 'creat': 1973, 'sick': 7577, 'exterior': 2821, 'boot': 934, 'fingernail': 3025, 'flip': 3110, 'cheater': 1438, 'concept': 1769, 'connector': 1798, 'burn': 1151, 'precisionist': 6437, 'theater': 8696, 'bed': 673, 'nip': 5628, 'amphibian': 259, 'graphic': 3624, 'develop': 2270, 'whale': 9698, 'groom': 3670, 'owe': 5925, 'percept': 6124, 'sheet': 7483, 'bend': 713, 'respond': 6973, 'lime': 4806, 'plier': 6299, 'coast': 1645, 'winner': 9792, 'yachtsman': 9916, 'nautic': 5550, 'flag': 3063, 'dice': 2292, 'loyalist': 4941, 'lemon': 4739, 'cast': 1324, 'shadow': 7445, 'min': 5291, 'geneva': 3432, 'monitor': 5387, 'bout': 966, 'grat': 3627, 'grader': 3600, 'shrink': 7558, 'scan': 7270, 'grade': 3599, 'anxious': 311, 'draw': 2507, 'readjust': 6756, 'fob': 3159, 'nine': 5625, 'york': 9956, 'minus': 5309, 'devote': 2276, 'blank': 824, 'object': 5714, 'nit': 5631, 'joy': 4459, 'ubiquit': 9165, 'rash': 6724, 'land': 4636, 'vow': 9551, 'quilt': 6647, 'span': 7945, 'hung': 4129, 'student': 8310, 'code': 1666, 'craft': 1952, 'forethought': 3208, 'ga': 3345, 'yellowish': 9936, 'there': 8705, 'lend': 4740, 'electron': 2643, 'tie': 8808, 'befit': 682, 'internship': 4334, 'opal': 5778, 'slender': 7719, 'strength': 8268, 'vast': 9441, 'keyboard': 4513, 'recess': 6794, 'depict': 2232, 'frozen': 3308, 'splendid': 8018, 'sumptuous': 8385, 'auction': 454, 'jean': 4411, 'protector': 6541, 'ratchet': 6727, 'suspect': 8444, 'drip': 2523, 'round': 7134, 'east': 2602, 'driven': 2525, 'platinum': 6279, 'brought': 1074, 'heartbroken': 3884, 'tempt': 8648, 'shi': 7493, 'sadden': 7190, 'arch': 344, 'jealous': 4410, 'golden': 3550, 'prior': 6487, 'priceless': 6471, 'tha': 8682, 'iter': 4377, 'ruin': 7157, 'ross': 7124, 'raw': 6742, 'pice': 6192, 'risk': 7073, 'bravo': 1001, 'backup': 534, 'tenth': 8659, 'retroact': 7003, 'proven': 6547, 'gap': 3377, 'cheat': 1437, 'rank': 6711, 'bland': 823, 'doc': 2412, 'win': 9778, 'ether': 2759, 'ann': 290, 'cat': 1328, 'theme': 8702, 'facet': 2849, 'slope': 7751, 'pie': 6202, 'roof': 7113, 'circular': 1547, 'tent': 8658, 'tarnish': 8584, 'rig': 7051, 'prop': 6527, 'pray': 6431, 'pickpocket': 6196, 'steer': 8165, 'downtown': 2487, 'cook': 1848, 'data': 2131, 'ie': 4171, 'es': 2746, 'un': 9186, 'das': 2128, 'de': 2144, 'interior': 4327, 'flop': 3125, 'surfer': 8430, 'tedious': 8628, 'crisp': 1996, 'forum': 3229, 'arrow': 382, 'visit': 9524, 'coin': 1680, 'clip': 1613, 'door': 2452, 'shut': 7570, 'occur': 5724, 'partner': 6024, 'companion': 1737, 'joker': 4449, 'swam': 8454, 'river': 7081, 'lake': 4622, 'flabbergast': 3061, 'teacher': 8608, 'blunder': 871, 'streak': 8262, 'closet': 1624, 'input': 4290, 'grate': 3628, 'anchor': 271, 'codger': 1668, 'chosen': 1514, 'upward': 9387, 'pivot': 6251, 'mold': 5373, 'woven': 9875, 'synch': 8513, 'emmet': 2668, 'replica': 6933, 'board': 879, 'frank': 3262, 'drown': 2536, 'reel': 6831, 'bummer': 1126, 'salt': 7218, 'ban': 577, 'bog': 893, 'rule': 7158, 'ah': 129, 'stew': 8185, 'hat': 3840, 'tug': 9091, 'snugger': 7842, 'sudden': 8367, 'pump': 6582, 'gas': 3391, 'ride': 7047, 'freeway': 3276, 'fingerprint': 3026, 'folk': 3171, 'region': 6863, 'teach': 8607, 'ear': 2591, 'string': 8286, 'alloy': 193, 'dupe': 2567, 'dude': 2548, 'puller': 6578, 'nose': 5667, 'sooner': 7899, 'torn': 8916, 'bound': 962, 'flake': 3069, 'preset': 6458, 'clank': 1569, 'eight': 2628, 'coach': 1643, 'soccer': 7849, 'mako': 5032, 'smoother': 7792, 'squat': 8081, 'novel': 5681, 'lust': 4974, 'undo': 9246, 'unit': 9277, 'holster': 4030, 'clever': 1597, 'tension': 8657, 'clunk': 1639, 'gram': 3607, 'cup': 2050, 'overwound': 5921, 'pinion': 6227, 'gasket': 3394, 'reaction': 6752, 'liquid': 4835, 'bitch': 794, 'border': 940, 'turner': 9115, 'undon': 9247, 'supper': 8418, 'gag': 3350, 'answer': 299, 'net': 5590, 'treat': 9012, 'bride': 1035, 'dearth': 2156, 'establish': 2754, 'class': 1577, 'wight': 9769, 'thow': 8750, 'bob': 886, 'jam': 4394, 'combat': 1714, 'resort': 6968, 'rag': 6679, 'flicker': 3104, 'hiccup': 3961, 'dought': 2476, 'foam': 3158, 'nut': 5702, 'buff': 1097, 'dream': 2512, 'feather': 2929, 'mood': 5403, 'piano': 6190, 'beaten': 663, 'employ': 2671, 'prescript': 6456, 'sprout': 8064, 'cuff': 2043, 'lesser': 4754, 'lighten': 4791, 'dog': 2427, 'pace': 5938, 'geat': 3413, 'stopper': 8236, 'film': 3013, 'ion': 4357, 'scrape': 7313, 'flap': 3076, 'church': 1532, 'brainer': 988, 'tinker': 8835, 'log': 4884, 'slot': 7753, 'assort': 419, 'wisdom': 9799, 'author': 466, 'shockproof': 7517, 'aunt': 462, 'faith': 2866, 'dirt': 2336, 'truth': 9078, 'unintent': 9274, 'contain': 1821, 'sept': 7401, 'horrid': 4074, 'inde': 4228, 'shocker': 7516, 'crash': 1963, 'halfway': 3763, 'fresh': 3283, 'futurist': 3343, 'sat': 7243, 'verdict': 9470, 'asleep': 401, 'cautious': 1347, 'fancier': 2884, 'german': 3445, 'wave': 9640, 'ceptor': 1373, 'suppressor': 8425, 'partial': 6022, 'scrap': 7311, 'strung': 8301, 'beast': 661, 'core': 1876, 'dinner': 2325, 'rustic': 7178, 'cooper': 1857, 'compact': 1735, 'neck': 5567, 'cutoff': 2076, 'launch': 4676, 'prob': 6493, 'exist': 2800, 'document': 2417, 'fass': 2904, 'photograph': 6181, 'blink': 843, 'proprietor': 6533, 'dusk': 2576, 'bold': 899, 'hurt': 4137, 'senior': 7393, 'oral': 5795, 'music': 5497, 'rage': 6680, 'ala': 160, 'cold': 1685, 'elegant': 2644, 'nephew': 5585, 'rep': 6919, 'bridal': 1034, 'scout': 7309, 'tile': 8818, 'sight': 7591, 'knockoff': 4569, 'convert': 1841, 'irk': 4363, 'serial': 7410, 'sticker': 8191, 'tritium': 9047, 'nation': 5545, 'chagrin': 1385, 'fool': 3176, 'theft': 8700, 'deter': 2260, 'stubborn': 8304, 'batt': 642, 'graph': 3623, 'grove': 3682, 'cheep': 1445, 'modest': 5364, 'clearer': 1589, 'grownup': 3687, 'abroad': 13, 'wreck': 9885, 'peg': 6096, 'medic': 5177, 'alert': 173, 'anklet': 289, 'lobster': 4870, 'twofold': 9154, 'group': 3680, 'easiest': 2601, 'russia': 7176, 'incarn': 4217, 'hawk': 3855, 'wild': 9770, 'notion': 5676, 'seed': 7364, 'handicap': 3788, 'sewn': 7437, 'scrub': 7331, 'lite': 4844, 'island': 4370, 'secret': 7358, 'mend': 5201, 'park': 6013, 'poseur': 6400, 'strang': 8252, 'cig': 1535, 'retard': 6990, 'marc': 5089, 'unclasp': 9210, 'plug': 6306, 'wither': 9813, 'unsnap': 9332, 'mission': 5334, 'alien': 179, 'hopeless': 4066, 'damn': 2104, 'reliant': 6891, 'shark': 7466, 'environ': 2715, 'detriment': 2266, 'nick': 5616, 'nan': 5530, 'warch': 9599, 'ball': 562, 'format': 3219, 'unidirect': 9271, 'nearest': 5563, 'skill': 7669, 'spoke': 8030, 'tooth': 8898, 'mount': 5450, 'lean': 4703, 'depress': 2237, 'pen': 6102, 'astonish': 425, 'fro': 3299, 'out': 5826, 'reactor': 6753, 'gamma': 3369, 'system': 8518, 'cooler': 1853, 'beer': 680, 'govern': 3587, 'mud': 5468, 'percent': 6123, 'mink': 5304, 'earth': 2598, 'linear': 4817, 'highland': 3973, 'tint': 8839, 'boast': 882, 'iron': 4364, 'absent': 15, 'anti': 308, 'stranger': 8253, 'scallop': 7267, 'smoke': 7787, 'hater': 3843, 'reader': 6755, 'pregnant': 6446, 'bluish': 870, 'backdrop': 524, 'outlay': 5846, 'overbear': 5872, 'patrol': 6048, 'bathroom': 638, 'pawn': 6059, 'credit': 1976, 'mix': 5349, 'quirk': 6651, 'burst': 1159, 'bonus': 920, 'fiction': 2984, 'yep': 9939, 'freak': 3269, 'crook': 2009, 'lesson': 4755, 'leg': 4730, 'jut': 4477, 'superb': 8408, 'reposit': 6936, 'row': 7142, 'shallow': 7453, 'divot': 2410, 'blame': 818, 'drum': 2538, 'file': 3007, 'session': 7421, 'what': 9703, 'starch': 8130, 'wether': 9694, 'yourself': 9964, 'mesh': 5223, 'uncoat': 9215, 'fifteen': 2996, 'moron': 5423, 'mil': 5268, 'ow': 5924, 'mo': 5351, 'skeleton': 7660, 'pu': 6561, 'calfskin': 1211, 'relax': 6885, 'fire': 3033, 'ran': 6702, 'accomplish': 29, 'tid': 8804, 'keen': 4497, 'highlight': 3974, 'triumph': 9049, 'rim': 7059, 'nickel': 5617, 'cobbler': 1653, 'purr': 6603, 'io': 4356, 'beta': 741, 'collar': 1694, 'unbutton': 9206, 'hotel': 4082, 'hazard': 3860, 'locket': 4876, 'neutral': 5597, 'te': 8605, 'geld': 3421, 'blind': 841, 'rugged': 7156, 'render': 6910, 'storm': 8239, 'elbow': 2636, 'conjunct': 1794, 'panda': 5972, 'yo': 9950, 'pix': 6252, 'courteous': 1934, 'void': 9538, 'filter': 3014, 'bust': 1170, 'tou': 8931, 'math': 5141, 'geek': 3417, 'extent': 2820, 'setback': 7423, 'stunner': 8321, 'western': 9691, 'sink': 7629, 'mate': 5136, 'lag': 4614, 'interact': 4320, 'bedroom': 676, 'luster': 4975, 'bullet': 1117, 'steam': 8158, 'sauna': 7251, 'farmer': 2896, 'meaning': 5165, 'sandalwood': 7227, 'porous': 6385, 'wing': 9788, 'drawer': 2509, 'doesnt': 2424, 'reward': 7021, 'watcher': 9625, 'lamb': 4626, 'sheep': 7480, 'urban': 9390, 'channel': 1403, 'crotch': 2014, 'restock': 6979, 'via': 9484, 'mat': 5130, 'tattoo': 8598, 'plumber': 6309, 'bead': 653, 'momentum': 5380, 'friction': 3288, 'teeth': 8633, 'mute': 5508, 'batter': 644, 'quest': 6638, 'seamless': 7346, 'score': 7303, 'foot': 3179, 'miser': 5320, 'obtain': 5721, 'mimic': 5290, 'outlier': 5848, 'rotor': 7129, 'focus': 3161, 'peer': 6094, 'decal': 2166, 'mild': 5269, 'canada': 1235, 'wright': 9892, 'swum': 8506, 'gulf': 3713, 'profess': 6508, 'hasp': 3836, 'sailboat': 7200, 'race': 6664, 'crucial': 2020, 'pee': 6087, 'caution': 1346, 'fantastico': 2890, 'overlap': 5891, 'lure': 4969, 'sharpish': 7471, 'overshoot': 5904, 'meager': 5161, 'worthless': 9869, 'acryl': 45, 'sway': 8465, 'nay': 5556, 'sayer': 7263, 'until': 9348, 'assess': 413, 'succeed': 8355, 'hive': 3999, 'request': 6947, 'runner': 7169, 'portray': 6397, 'awe': 499, 'cabinet': 1195, 'goon': 3571, 'carpet': 1305, 'shag': 7447, 'neighbor': 5578, 'yank': 9922, 'treatment': 9014, 'margin': 5096, 'marathon': 5088, 'sar': 7238, 'supplier': 8421, 'tsar': 9080, 'elder': 2637, 'colibri': 1690, 'central': 1371, 'ranch': 6703, 'popular': 6380, 'toy': 8957, 'expert': 2809, 'standpoint': 8123, 'postal': 6406, 'utilitarian': 9407, 'account': 32, 'apt': 336, 'sheer': 7482, 'guitar': 3711, 'player': 6287, 'liken': 4798, 'plush': 6319, 'smash': 7775, 'countless': 1929, 'flight': 3106, 'tourbillion': 8941, 'jaeger': 4384, 'gasp': 3395, 'remark': 6902, 'sew': 7435, 'eh': 2627, 'triplet': 9044, 'afternoon': 107, 'invalid': 4349, 'sis': 7641, 'artist': 390, 'resign': 6961, 'foresight': 3206, 'household': 4088, 'drew': 2517, 'clockwork': 1619, 'gorilla': 3576, 'yoga': 9951, 'tuff': 9089, 'divers': 2407, 'career': 1288, 'salesman': 7211, 'blah': 814, 'bombproof': 910, 'wine': 9787, 'warm': 9604, 'vet': 9480, 'bite': 795, 'surf': 8428, 'venom': 9462, 'gang': 3373, 'disc': 2346, 'basket': 627, 'soap': 7844, 'scatter': 7282, 'homeless': 4034, 'earn': 2593, 'swear': 8466, 'gloss': 3517, 'hidden': 3964, 'whip': 9732, 'flare': 3077, 'characterist': 1415, 'merchant': 5211, 'ownership': 5929, 'lee': 4721, 'wad': 9555, 'getter': 3452, 'project': 6516, 'dink': 2324, 'scam': 7269, 'steep': 8163, 'magic': 5009, 'dragon': 2497, 'resize': 6967, 'mart': 5114, 'joint': 4447, 'chink': 1489, 'blood': 854, 'amongst': 254, 'bison': 792, 'sock': 7852, 'assist': 418, 'marshal': 5113, 'acquaint': 41, 'rigid': 7056, 'contour': 1829, 'flatter': 3086, 'relief': 6893, 'floral': 3126, 'saint': 7204, 'cruiser': 2023, 'aurora': 465, 'slave': 7705, 'stich': 8189, 'liar': 4770, 'spur': 8069, 'simpler': 7619, 'shaken': 7450, 'bin': 779, 'cog': 1674, 'leaflet': 4700, 'token': 8874, 'an': 262, 'jog': 4443, 'feedback': 2937, 'wouldnt': 9872, 'pendulum': 6109, 'avid': 483, 'breather': 1021, 'survey': 8438, 'aura': 463, 'zenith': 9979, 'honeymoon': 4046, 'looser': 4913, 'heel': 3903, 'ceil': 1361, 'pusher': 6609, 'doctor': 2416, 'quieter': 6645, 'razor': 6746, 'pointer': 6337, 'tank': 8569, 'ing': 4265, 'wrest': 9888, 'scroll': 7329, 'piss': 6243, 'soleus': 7877, 'synchro': 8514, 'habit': 3742, 'os': 5816, 'grief': 3651, 'glide': 3505, 'boredom': 942, 'shone': 7521, 'attest': 448, 'ghost': 3457, 'lame': 4628, 'cream': 1972, 'smallish': 7771, 'brief': 1037, 'trooper': 9058, 'blanc': 820, 'desert': 2246, 'cinch': 1538, 'toddler': 8865, 'junior': 4471, 'pon': 6359, 'defiant': 2193, 'droplet': 2532, 'downward': 2489, 'intact': 4314, 'discomfort': 2351, 'waist': 9569, 'teen': 8631, 'flush': 3146, 'rune': 7167, 'labor': 4600, 'address': 61, 'root': 7118, 'submit': 8342, 'unaccept': 9187, 'satin': 7248, 'flood': 3122, 'cord': 1871, 'conk': 1795, 'kidney': 4525, 'numb': 5697, 'stole': 8222, 'scar': 7276, 'norm': 5657, 'patriot': 6047, 'uneven': 9252, 'horn': 4070, 'corp': 1887, 'endless': 2692, 'outing': 5842, 'bee': 678, 'mystic': 5517, 'seaport': 7349, 'struck': 8300, 'fort': 3223, 'collin': 1699, 'mile': 5272, 'workday': 9852, 'substandard': 8346, 'versus': 9475, 'heritor': 3940, 'hi': 3959, 'vis': 9520, 'duck': 2545, 'deer': 2187, 'wart': 9613, 'grass': 3626, 'lifeguard': 4783, 'withstood': 9819, 'concert': 1771, 'ice': 4157, 'aquarium': 338, 'wa': 9553, 'stripper': 8291, 'reptilian': 6944, 'watertight': 9637, 'sigh': 7590, 'judgment': 4461, 'coco': 1661, 'stripe': 8289, 'khaki': 4516, 'fork': 3216, 'boarder': 880, 'gum': 3716, 'optimist': 5790, 'among': 253, 'million': 5283, 'abandon': 4, 'joe': 4441, 'hander': 3785, 'latter': 4672, 'valid': 9422, 'technician': 8623, 'juxtaposit': 4478, 'sunset': 8402, 'hassel': 3837, 'wick': 9759, 'deb': 2158, 'scheme': 7289, 'effortless': 2622, 'zoom': 9999, 'ruck': 7148, 'tact': 8529, 'electro': 2641, 'el': 2633, 'aa': 0, 'puma': 6581, 'cake': 1205, 'prism': 6488, 'ne': 5558, 'tween': 9135, 'perish': 6136, 'utter': 9409, 'rubbish': 7147, 'machinist': 4993, 'boss': 949, 'boomer': 930, 'diagram': 2284, 'renew': 6911, 'snakeskin': 7803, 'stud': 8307, 'hundredth': 4128, 'slack': 7689, 'concur': 1774, 'hinder': 3984, 'humidor': 4119, 'mint': 5307, 'muscular': 5491, 'unworn': 9364, 'counterfeit': 1924, 'attend': 446, 'spoken': 8031, 'greet': 3644, 'affirm': 93, 'attain': 444, 'pitch': 6248, 'indirect': 4238, 'embed': 2659, 'discuss': 2359, 'bamboo': 576, 'queen': 6634, 'dang': 2113, 'stylist': 8331, 'loyal': 4940, 'client': 1600, 'dull': 2556, 'crude': 2021, 'bugger': 1104, 'beneath': 716, 'disconcert': 2352, 'behavior': 690, 'selector': 7377, 'preform': 6445, 'needless': 5572, 'radium': 6676, 'nib': 5613, 'gutter': 3732, 'hide': 3965, 'pad': 5944, 'patina': 6044, 'afterglow': 105, 'wire': 9796, 'sig': 7589, 'entertain': 2707, 'regal': 6854, 'pound': 6419, 'noon': 5655, 'brow': 1075, 'vise': 9522, 'array': 378, 'subway': 8354, 'trek': 9016, 'overnight': 5898, 'gild': 3463, 'vivid': 9535, 'publish': 6567, 'useful': 9399, 'ringer': 7062, 'galapago': 3356, 'flex': 3101, 'peak': 6070, 'dom': 2436, 'tungsten': 9102, 'baton': 641, 'marina': 5099, 'someday': 7887, 'punk': 6590, 'brag': 984, 'discreet': 2358, 'cling': 1609, 'li': 4767, 'witch': 9806, 'flywheel': 3156, 'nervous': 5587, 'sideway': 7584, 'curl': 2059, 'slider': 7729, 'torch': 8912, 'descent': 2244, 'doff': 2426, 'packer': 5941, 'physician': 6185, 'nighthawk': 5621, 'unparallel': 9304, 'mistaken': 5337, 'mannish': 5073, 'sin': 7623, 'pickup': 6197, 'truck': 9068, 'bench': 712, 'seat': 7354, 'whine': 9730, 'woo': 9837, 'interim': 4326, 'mortal': 5427, 'coz': 1947, 'causal': 1343, 'alcohol': 170, 'wipe': 9794, 'nowaday': 5684, 'vine': 9505, 'detract': 2264, 'polar': 6345, 'bevel': 747, 'menu': 5208, 'neon': 5584, 'parcel': 6006, 'huer': 4103, 'pertain': 6147, 'tuck': 9086, 'electrician': 2640, 'sandal': 7226, 'genial': 3433, 'painless': 5953, 'commit': 1730, 'ting': 8832, 'behold': 696, 'handbook': 3781, 'champ': 1396, 'reek': 6830, 'puke': 6574, 'buzzard': 1185, 'gut': 3731, 'railroad': 6685, 'radar': 6671, 'cheapen': 1435, 'bird': 786, 'defend': 2191, 'rainbow': 6688, 'blast': 827, 'downpour': 2485, 'proceed': 6499, 'ribbon': 7040, 'compart': 1739, 'await': 491, 'cain': 1204, 'cock': 1656, 'tock': 8861, 'extract': 2829, 'slap': 7697, 'butt': 1177, 'untwist': 9357, 'patent': 6040, 'pamphlet': 5969, 'ak': 155, 'oblong': 5717, 'goldish': 3553, 'chest': 1457, 'alight': 180, 'kohl': 4582, 'anda': 275, 'hulk': 4110, 'disconnect': 2353, 'reconnect': 6805, 'wagon': 9564, 'bug': 1102, 'thrown': 8778, 'swallow': 8453, 'bone': 915, 'misread': 5329, 'cent': 1368, 'tweezer': 9138, 'cashier': 1320, 'gawk': 3406, 'tch': 8604, 'washer': 9617, 'cotton': 1912, 'cor': 1869, 'tidal': 8805, 'drawn': 2510, 'dunk': 2565, 'song': 7895, 'dub': 2543, 'guest': 3706, 'coo': 1847, 'clash': 1574, 'mow': 5461, 'gage': 3351, 'thave': 8693, 'kiosk': 4542, 'overstock': 5909, 'advert': 80, 'goal': 3535, 'content': 1823, 'ae': 82, 'bachelor': 521, 'trigger': 9035, 'sundial': 8390, 'omit': 5764, 'dose': 2468, 'gusto': 3730, 'bien': 762, 'platform': 6277, 'deduct': 2181, 'facer': 2848, 'ram': 6699, 'thou': 8744, 'dock': 2414, 'facial': 2851, 'persist': 6142, 'dieter': 2300, 'perfectionist': 6130, 'element': 2645, 'temper': 8641, 'sour': 7922, 'puss': 6611, 'paperboard': 5989, 'rope': 7119, 'logic': 4889, 'craze': 1970, 'id': 4162, 'myriad': 5514, 'nag': 5524, 'farther': 2898, 'retract': 7000, 'outdoorsman': 5835, 'stealth': 8157, 'git': 3482, 'complex': 1751, 'momo': 5381, 'remodel': 6907, 'poll': 6353, 'bingo': 783, 'mallet': 5039, 'barrel': 613, 'huh': 4108, 'mete': 5233, 'fuse': 3339, 'ware': 9602, 'blister': 846, 'swimmer': 8485, 'shrunk': 7563, 'react': 6751, 'fireman': 3036, 'sleeper': 7714, 'addendum': 59, 'costa': 1905, 'claw': 1582, 'crape': 1961, 'insult': 4313, 'bunt': 1136, 'unclip': 9214, 'someway': 7890, 'ape': 316, 'kangaroo': 4487, 'trauma': 9004, 'froze': 3307, 'calf': 1210, 'worker': 9853, 'station': 8146, 'goo': 3562, 'sweatshop': 8471, 'rush': 7174, 'porcelain': 6381, 'holiday': 4022, 'misunderstand': 5343, 'forearm': 3194, 'jack': 4380, 'probe': 6496, 'grabber': 3593, 'sprung': 8066, 'spotless': 8046, 'cutter': 2078, 'bever': 748, 'ca': 1191, 'alpha': 204, 'hyphen': 4153, 'refinish': 6837, 'cure': 2055, 'outermost': 5837, 'spit': 8011, 'welder': 9675, 'scent': 7286, 'contradict': 1833, 'overheat': 5887, 'blaze': 830, 'violet': 9512, 'barley': 606, 'merit': 5216, 'balk': 561, 'clog': 1620, 'teju': 8635, 'rebrand': 6781, 'thrash': 8751, 'devil': 2273, 'march': 5092, 'em': 2654, 'junker': 4473, 'sofa': 7859, 'reinsert': 6875, 'progress': 6514, 'cur': 2052, 'embellish': 2660, 'mailer': 5022, 'flew': 3100, 'sing': 7626, 'unfold': 9260, 'hunk': 4131, 'sender': 7392, 'vender': 9458, 'ya': 9914, 'wen': 9680, 'waver': 9641, 'dash': 2129, 'yesteryear': 9945, 'quart': 6629, 'lab': 4598, 'disturb': 2398, 'hello': 3919, 'presbyopia': 6454, 'lone': 4895, 'cow': 1941, 'gal': 3353, 'dinosaur': 2326, 'eldest': 2638, 'windup': 9785, 'amateur': 227, 'ornament': 5812, 'mental': 5204, 'subtract': 8351, 'pet': 6155, 'contractor': 1832, 'forest': 3207, 'convey': 1844, 'marvel': 5119, 'gent': 3437, 'inlaw': 4282, 'robot': 7096, 'businessman': 1168, 'urologist': 9395, 'grommet': 3669, 'axe': 506, 'shovel': 7545, 'meat': 5168, 'potato': 6414, 'throat': 8767, 'cowboy': 1943, 'barter': 617, 'consult': 1817, 'punish': 6589, 'dismay': 2371, 'blown': 862, 'duller': 2557, 'bias': 753, 'drab': 2494, 'sweater': 8469, 'muck': 5467, 'blatant': 828, 'legal': 4731, 'hideous': 3966, 'jacket': 4382, 'mower': 5462, 'weightless': 9671, 'bu': 1089, 'conscious': 1804, 'imperfect': 4191, 'glee': 3502, 'breakdown': 1013, 'callous': 1216, 'queue': 6640, 'tactic': 8530, 'transform': 8990, 'hah': 3753, 'restrict': 6982, 'droop': 2530, 'grandchild': 3612, 'skate': 7657, 'fad': 2857, 'pig': 6205, 'en': 2675, 'rewind': 7022, 'whoa': 9749, 'mill': 5276, 'brake': 990, 'reveal': 7009, 'camel': 1224, 'contract': 1831, 'sung': 8394, 'ouch': 5822, 'wonderland': 9832, 'godsend': 3543, 'autist': 468, 'werewolf': 9688, 'human': 4113, 'topaz': 8903, 'flaunt': 3087, 'inlay': 4283, 'neap': 5561, 'si': 7574, 'shove': 7544, 'index': 4230, 'powerful': 6426, 'halt': 3771, 'chunk': 1530, 'sheen': 7479, 'mu': 5465, 'wade': 9556, 'rice': 7041, 'snow': 7835, 'frost': 3305, 'relish': 6896, 'shore': 7531, 'foremost': 3204, 'ruler': 7159, 'setter': 7427, 'rapid': 6716, 'ramp': 6700, 'solo': 7881, 'tar': 8580, 'tweak': 9131, 'ber': 725, 'warp': 9609, 'soho': 7865, 'whimsic': 9728, 'rabid': 6663, 'barracuda': 612, 'bali': 560, 'detent': 2259, 'soil': 7866, 'inset': 4295, 'nonstop': 5653, 'snip': 7820, 'plural': 6317, 'ratio': 6731, 'frighten': 3293, 'alchemist': 169, 'parent': 6010, 'nope': 5656, 'annual': 294, 'pretend': 6463, 'conductor': 1781, 'hansom': 3804, 'trail': 8973, 'apar': 314, 'chore': 1510, 'scant': 7273, 'classroom': 1579, 'inflex': 4260, 'polka': 6352, 'ho': 4001, 'hammerhead': 3774, 'dab': 2088, 'cement': 1366, 'brain': 987, 'export': 2814, 'termin': 8665, 'damp': 2105, 'lotion': 4927, 'squeege': 8086, 'sharper': 7470, 'sole': 7875, 'iwa': 4378, 'instructor': 4310, 'bucket': 1093, 'damper': 2107, 'stellar': 8169, 'prize': 6491, 'bait': 553, 'doorjamb': 2453, 'dare': 2120, 'ell': 2652, 'disclaim': 2349, 'crackerjack': 1951, 'legitim': 4736, 'pit': 6246, 'gymnast': 3737, 'chalk': 1391, 'continent': 1826, 'dismal': 2370, 'loom': 4907, 'overjoy': 5888, 'stolen': 8223, 'astound': 427, 'careless': 1290, 'gracious': 3597, 'exit': 2801, 'glam': 3491, 'midnight': 5260, 'circa': 1544, 'spray': 8053, 'munch': 5486, 'saber': 7186, 'franc': 3260, 'excellent': 2785, 'daunt': 2136, 'eager': 2590, 'fandom': 2885, 'mace': 4989, 'girth': 3480, 'spill': 8001, 'distress': 2394, 'cusp': 2069, 'poke': 6341, 'kin': 4535, 'shouldnt': 7542, 'jag': 4385, 'heirloom': 3912, 'shall': 7452, 'unrepair': 9320, 'incognito': 4222, 'tote': 8930, 'loup': 4932, 'vanish': 9430, 'camera': 1227, 'champion': 1398, 'pistol': 6244, 'adorn': 75, 'lad': 4607, 'flathead': 3083, 'plyer': 6321, 'urgent': 9394, 'supervisor': 8417, 'extern': 2822, 'reddish': 6818, 'punctual': 6587, 'cabin': 1194, 'steeler': 8162, 'lo': 4859, 'goer': 3545, 'forgot': 3214, 'variant': 9436, 'lum': 4954, 'deg': 2201, 'hitch': 3997, 'forecast': 3196, 'runway': 7171, 'sailor': 7203, 'brew': 1030, 'cyclist': 2082, 'rider': 7048, 'rack': 6667, 'se': 7339, 'bureau': 1141, 'volt': 9543, 'packet': 5942, 'rive': 7080, 'grew': 3647, 'mouth': 5456, 'singular': 7628, 'sooth': 7901, 'enamel': 2679, 'reduct': 6826, 'deaf': 2148, 'woke': 9826, 'dimmer': 2317, 'drink': 2521, 'torpedo': 8920, 'absurd': 19, 'bulb': 1109, 'utmost': 9408, 'throwaway': 8775, 'creep': 1980, 'boo': 921, 'yield': 9947, 'wilder': 9772, 'wiz': 9821, 'fisherman': 3048, 'serous': 7415, 'cataract': 1335, 'tee': 8629, 'bah': 549, 'rival': 7079, 'borrow': 946, 'pride': 6474, 'flyer': 3153, 'role': 7107, 'digress': 2310, 'wilt': 9777, 'astronaut': 430, 'garner': 3386, 'encrust': 2685, 'clap': 1570, 'habitat': 3743, 'eastern': 2605, 'brick': 1033, 'fight': 3002, 'faucet': 2915, 'happiest': 3811, 'spacious': 7941, 'creak': 1971, 'trap': 9000, 'hire': 3991, 'speaker': 7962, 'holla': 4024, 'prone': 6522, 'gauntlet': 3403, 'adaptor': 56, 'di': 2283, 'nameless': 5529, 'secondhand': 7357, 'pari': 6012, 'king': 4539, 'shimmer': 7500, 'agon': 123, 'mum': 5484, 'bitten': 797, 'clone': 1621, 'thrice': 8761, 'global': 3512, 'clown': 1633, 'circus': 1548, 'tout': 8948, 'bow': 967, 'tow': 8949, 'grill': 3656, 'scarlet': 7280, 'freight': 3279, 'grind': 3660, 'shear': 7476, 'creator': 1975, 'buildup': 1107, 'grime': 3658, 'blackish': 807, 'belong': 706, 'phrase': 6183, 'consensus': 1805, 'proofread': 6526, 'neglect': 5575, 'retent': 6991, 'tang': 8565, 'sportsman': 8042, 'cline': 1608, 'fir': 3032, 'biz': 800, 'sam': 7219, 'gentleman': 3439, 'honor': 4050, 'gown': 3589, 'denim': 2224, 'zig': 9984, 'zag': 9973, 'payment': 6065, 'tragic': 8972, 'bus': 1162, 'patio': 6045, 'neighborhood': 5579, 'envious': 2714, 'pointless': 6338, 'hoarder': 4003, 'cleaner': 1585, 'solvent': 7882, 'helmet': 3921, 'cote': 1909, 'hut': 4142, 'medallion': 5173, 'flyback': 3151, 'crank': 1959, 'attack': 443, 'grid': 3650, 'reorder': 6917, 'baloney': 572, 'encyclopedia': 2687, 'hum': 4112, 'sprint': 8060, 'psych': 6558, 'tic': 8798, 'taller': 8556, 'tasker': 8590, 'pip': 6238, 'pan': 5970, 'barcelona': 602, 'unknown': 9283, 'bane': 586, 'shipper': 7508, 'dealt': 2153, 'conduct': 1780, 'refresh': 6847, 'lustrous': 4976, 'overlay': 5892, 'muss': 5501, 'fetch': 2965, 'forgotten': 3215, 'sandwich': 7232, 'fleet': 3097, 'hypo': 4154, 'allergen': 188, 'overlaid': 5889, 'ancient': 272, 'hug': 4105, 'shroud': 7560, 'irregular': 4368, 'unopen': 9299, 'path': 6041, 'finder': 3021, 'caterpillar': 1340, 'goof': 3568, 'oki': 5756, 'outlast': 5844, 'plum': 6307, 'farm': 2895, 'sketch': 7662, 'giver': 3486, 'forewarn': 3209, 'stateroom': 8143, 'mismatch': 5327, 'donor': 2446, 'swell': 8477, 'tropic': 9060, 'fluke': 3141, 'relay': 6886, 'feat': 2928, 'flame': 3071, 'sought': 7914, 'gate': 3399, 'foe': 3163, 'purport': 6602, 'roger': 7105, 'brook': 1066, 'naval': 5552, 'anal': 266, 'whisper': 9741, 'oak': 5707, 'dementia': 2216, 'brownish': 1078, 'chief': 1470, 'overlook': 5895, 'ly': 4978, 'heal': 3872, 'reluct': 6900, 'innermost': 4288, 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2852, 'om': 5761, 'armor': 370, 'samurai': 7222, 'indign': 4236, 'batch': 634, 'revert': 7016, 'consumpt': 1819, 'underground': 9232, 'civil': 1556, 'rewound': 7025, 'realm': 6764, 'inherit': 4272, 'shutdown': 7571, 'kindergarten': 4538, 'brad': 983, 'zoo': 9997, 'turf': 9109, 'seldom': 7375, 'puck': 6568, 'slogan': 7748, 'interlock': 4330, 'architect': 348, 'dam': 2101, 'monochromat': 5391, 'whew': 9718, 'mull': 5479, 'rethink': 6993, 'millisecond': 5285, 'toast': 8856, 'soup': 7921, 'anvil': 310, 'stool': 8230, 'elect': 2639, 'poker': 6342, 'shriek': 7555, 'moot': 5410, 'mutant': 5506, 'funk': 3329, 'marijuana': 5098, 'hiss': 3993, 'mosquito': 5431, 'summar': 8379, 'thew': 8718, 'lenth': 4748, 'germ': 3444, 'cluster': 1640, 'trot': 9061, 'chord': 1509, 'stunt': 8322, 'stork': 8238, 'eric': 2736, 'unadjust': 9189, 'cliff': 1601, 'micron': 5254, 'deform': 2197, 'stap': 8126, 'folio': 3170, 'tumbler': 9094, 'flamingo': 3073, 'pac': 5937, 'prowess': 6549, 'cater': 1339, 'repack': 6920, 'hade': 3748, 'succinct': 8359, 'stroke': 8293, 'widen': 9762, 'painter': 5956, 'fitment': 3055, 'ore': 5804, 'unbeaten': 9195, 'eastward': 2606, 'overstress': 5910, 'gel': 3420, 'leap': 4705, 'consent': 1806, 'pot': 6413, 'ai': 133, 'hatch': 3841, 'deposit': 2235, 'shotgun': 7538, 'chao': 1405, 'altho': 211, 'berri': 730, 'knight': 4562, 'perfecti': 6129, 'whack': 9697, 'soco': 7854, 'coil': 1679, 'digest': 2306, 'sha': 7442, 'bid': 759, 'distant': 2388, 'unpopular': 9312, 'perk': 6137, 'pedestrian': 6084, 'pole': 6347, 'stoke': 8221, 'brute': 1087, 'agua': 128, 'midway': 5262, 'greener': 3642, 'milk': 5275, 'forbid': 3190, 'anew': 280, 'til': 8817, 'plethora': 6297, 'adject': 65, 'recoil': 6800, 'vitamin': 9533, 'blower': 860, 'modena': 5361, 'consign': 1808, 'seventeen': 7431, 'stucco': 8305, 'understood': 9239, 'splatter': 8015, 'tractor': 8966, 'livestock': 4855, 'be': 650, 'rime': 7060, 'court': 1933, 'jay': 4407, 'barb': 598, 'lookout': 4906, 'hallow': 3767, 'bere': 726, 'cube': 2036, 'harbor': 3813, 'alphabet': 205, 'thereof': 8708, 'transcend': 8985, 'bulldog': 1116, 'whit': 9743, 'sixteenth': 7653, 'stall': 8113, 'gleam': 3500, 'vulgar': 9552, 'awl': 503, 'martin': 5117, 'weir': 9672, 'scoot': 7299, 'scooter': 7300, 'mustard': 5504, 'hound': 4084, 'censor': 1367, 'metaphor': 5232, 'jeep': 4413, 'unbox': 9203, 'knick': 4559, 'spice': 7994, 'primer': 6481, 'squash': 8080, 'handcuff': 3783, 'penguin': 6110, 'aft': 103, 'ream': 6766, 'nub': 5690, 'stagger': 8103, 'drunk': 2540, 'hose': 4077, 'unwork': 9363, 'lineman': 4818, 'bake': 554, 'loke': 4892, 'bass': 628, 'mug': 5474, 'locker': 4875, 'sperm': 7990, 'shiver': 7513, 'fever': 2969, 'dormant': 2465, 'resurrect': 6985, 'umbrella': 9180, 'orbit': 5799, 'infant': 4250, 'maverick': 5148, 'paragraph': 5998, 'scrath': 7319, 'ail': 135, 'twig': 9142, 'courier': 1932, 'attorney': 450, 'factual': 2856, 'unfamiliar': 9254, 'brooch': 1065, 'tutor': 9123, 'transmit': 8995, 'hex': 3955, 'mantel': 5079, 'unpredict': 9313, 'patron': 6049, 'sai': 7197, 'umber': 9179, 'nil': 5623, 'coffin': 1673, 'eve': 2767, 'plant': 6269, 'sundown': 8391, 'slicker': 7726, 'vault': 9443, 'slaughter': 7704, 'rhine': 7031, 'airtight': 151, 'gos': 3577, 'heed': 3902, 'sice': 7576, 'off': 5740, 'crawl': 1968, 'doest': 2425, 'atop': 440, 'shiner': 7503, 'quotient': 6660, 'octagon': 5728, 'cryptic': 2032, 'noma': 5644, 'chaotic': 1406, 'audio': 455, 'frantic': 3264, 'plump': 6312, 'sphere': 7992, 'bleed': 834, 'neutron': 5598, 'union': 9275, 'firsthand': 3043, 'these': 8716, 'exploit': 2813, 'sex': 7438, 'hart': 3832, 'overhaul': 5885, 'moral': 5415, 'foolish': 3177, 'detector': 2258, 'sealant': 7343, 'threaten': 8755, 'breach': 1007, 'mock': 5357, 'mixer': 5350, 'dimension': 2315, 'spleen': 8017, 'bozo': 976, 'wage': 9562, 'mustang': 5503, 'spider': 7996, 'interrupt': 4337, 'wrapper': 9881, 'topo': 8908, 'quadrant': 6622, 'hight': 3975, 'meaningless': 5166, 'riot': 7066, 'carpel': 1303, 'terrier': 8670, 'casement': 1317, 'harmless': 3824, 'alp': 203, 'overcast': 5876, 'surplus': 8434, 'pill': 6213, 'behemoth': 693, 'turkey': 9111, 'ug': 9166, 'chock': 1497, 'guilt': 3709, 'beaker': 655, 'wi': 9758, 'fi': 2973, 'lumen': 4957, 'disk': 2369, 'clang': 1568, 'chestnut': 1459, 'chine': 1487, 'gallon': 3362, 'razorback': 6747, 'southeast': 7924, 'badger': 542, 'ravel': 6738, 'suscept': 8442, 'throwback': 8776, 'cracker': 1950, 'soul': 7915, 'grinder': 3661, 'battalion': 643, 'carabin': 1269, 'umpteen': 9184, 'bas': 619, 'aimless': 139, 'shook': 7523, 'gong': 3561, 'printer': 6486, 'perpendicular': 6140, 'mote': 5435, 'medio': 5178, 'muller': 5480, 'prohibit': 6515, 'rotten': 7130, 'requiem': 6948, 'atlas': 437, 'flock': 3120, 'swarm': 8460, 'unlist': 9289, 'lotus': 4929, 'eel': 2619, 'unbrand': 9204, 'flourish': 3132, 'contort': 1828, 'conceit': 1768, 'lessor': 4756, 'smear': 7777, 'hangar': 3798, 'breakfast': 1015, 'stomach': 8225, 'scene': 7284, 'revel': 7011, 'smirk': 7784, 'plummet': 6311, 'lounger': 4931, 'jumbo': 4466, 'reship': 6960, 'veneer': 9460, 'through': 8772, 'akin': 158, 'resistant': 6965, 'cree': 1977, 'tablet': 8523, 'permit': 6139, 'slate': 7702, 'stead': 8151, 'autumn': 476, 'caramel': 1271, 'workshop': 9859, 'sprinkler': 8059, 'leman': 4738, 'album': 168, 'surveyor': 8439, 'lat': 4662, 'rant': 6713, 'unstick': 9336, 'bask': 626, 'sworn': 8505, 'blanket': 825, 'fruitless': 3312, 'pawl': 6058, 'modal': 5358, 'jab': 4379, 'duel': 2550, 'inert': 4245, 'lightless': 4794, 'median': 5176, 'stow': 8242, 'bur': 1137, 'outlandish': 5843, 'rainstorm': 6691, 'jersey': 4420, 'fare': 2894, 'wold': 9827, 'hexagon': 3956, 'minion': 5303, 'jot': 4453, 'highway': 3976, 'builder': 1106, 'biggish': 767, 'cesium': 1379, 'council': 1918, 'sunken': 8397, 'renown': 6912, 'gluck': 3520, 'flagship': 3065, 'peep': 6092, 'fiend': 2993, 'strick': 8277, 'breakout': 1016, 'stringent': 8287, 'charmer': 1423, 'jolt': 4450, 'spiral': 8008, 'leash': 4711, 'uncoil': 9216, 'dee': 2182, 'recommand': 6801, 'poop': 6372, 'careful': 1289, 'ness': 5588, 'algorithm': 177, 'spa': 7937, 'pointman': 6339, 'peter': 6158, 'yahoo': 9918, 'overwind': 5919, 'bladder': 812, 'bowel': 968, 'were': 9686, 'scrunch': 7334, 'jock': 4439, 'just': 4475, 'amend': 241, 'urethan': 9393, 'rist': 7074, 'speechless': 7978, 'sternum': 8180, 'counteract': 1923, 'gender': 3425, 'pave': 6053, 'ace': 36, 'glace': 3487, 'wetter': 9695, 'prick': 6473, 'tatter': 8597, 'racist': 6666, 'captor': 1267, 'lobe': 4868, 'strut': 8302, 'ersatz': 2743, 'pulley': 6579, 'broaden': 1053, 'lion': 4831, 'kingdom': 4540, 'arsenal': 384, 'donna': 2444, 'fiftieth': 2999, 'netter': 5593, 'preview': 6467, 'dos': 2467, 'unwound': 9365, 'unwind': 9362, 'mistreat': 5340, 'pushpin': 6610, 'vera': 9465, 'arni': 374, 'whore': 9756, 'ey': 2833, 'carton': 1313, 'ego': 2626, 'golder': 3551, 'limb': 4803, 'unbroken': 9205, 'velatura': 9453, 'resent': 6956, 'disrespect': 2381, 'parsec': 6018, 'pacer': 5939, 'ambit': 235, 'dole': 2430, 'ford': 3192, 'devast': 2269, 'skirt': 7678, 'durn': 2574, 'cubic': 2037, 'zirconia': 9990, 'booster': 933, 'lather': 4671, 'sleet': 7716, 'sack': 7188, 'cockpit': 1658, 'luna': 4961, 'lanyard': 4644, 'alin': 182, 'timid': 8829, 'aha': 130, 'haze': 3861, 'slit': 7743, 'strenuous': 8270, 'ka': 4479, 'mica': 5247, 'otter': 5820, 'pandora': 5973, 'domino': 2439, 'dairi': 2097, 'whish': 9737, 'unreason': 9319, 'conus': 1838, 'asset': 415, 'hindsight': 3985, 'stutter': 8327, 'lieu': 4781, 'chrisma': 1516, 'reseal': 6952, 'michigan': 5249, 'comeback': 1717, 'ra': 6661, 'shank': 7461, 'cape': 1261, 'unfound': 9262, 'browner': 1077, 'revisit': 7018, 'tobacco': 8858, 'pelican': 6098, 'sank': 7235, 'beacon': 652, 'eaten': 2608, 'wander': 9593, 'tribe': 9029, 'feast': 2927, 'imbed': 4180, 'thigh': 8725, 'contest': 1824, 'vial': 9485, 'fruit': 3310, 'sounder': 7918, 'exam': 2782, 'tundra': 9099, 'crayon': 1969, 'fount': 3240, 'unstrap': 9338, 'socialist': 7851, 'carpal': 1302, 'tunnel': 9104, 'loan': 4864, 'morgan': 5418, 'ionize': 4359, 'tort': 8924, 'motto': 5447, 'plume': 6310, 'spruce': 8065, 'wretch': 9890, 'blurb': 874, 'chit': 1496, 'tit': 8847, 'unconcern': 9219, 'unsuccess': 9342, 'viewer': 9495, 'assign': 417, 'freshman': 3285, 'abrupt': 14, 'ay': 511, 'cop': 1858, 'grin': 3659, 'plumb': 6308, 'bombast': 908, 'slop': 7750, 'hone': 4042, 'sharpen': 7469, 'spank': 7946, 'taught': 8599, 'firmer': 3041, 'glean': 3501, 'fret': 3287, 'baron': 610, 'awat': 495, 'redwood': 6827, 'nuclear': 5692, 'realign': 6760, 'jerk': 4419, 'blackbird': 803, 'echelon': 2611, 'amateurish': 228, 'shap': 7462, 'thug': 8782, 'baker': 555, 'smelt': 7779, 'spoon': 8039, 'hub': 4097, 'waterman': 9633, 'underweight': 9243, 'bale': 559, 'satan': 7244, 'goat': 3536, 'awa': 490, 'errand': 2740, 'redo': 6824, 'battleship': 646, 'outset': 5856, 'posh': 6401, 'abut': 21, 'reservoir': 6957, 'valiant': 9421, 'peal': 6071, 'boulder': 959, 'swat': 8462, 'stickler': 8192, 'stride': 8280, 'gud': 3700, 'landmark': 4639, 'brock': 1058, 'skater': 7658, 'sentiment': 7399, 'thunderstorm': 8791, 'homo': 4038, 'fay': 2921, 'unlit': 9290, 'noxious': 5686, 'blameless': 819, 'unseen': 9326, 'mammal': 5045, 'ladder': 4608, 'clinch': 1606, 'overturn': 5915, 'scape': 7274, 'jake': 4391, 'barbarian': 599, 'frugal': 3309, 'mellow': 5189, 'scratchproof': 7318, 'curt': 2065, 'repay': 6924, 'fam': 2878, 'mobster': 5355, 'mite': 5345, 'victim': 9490, 'ketchup': 4511, 'cosmos': 1903, 'odorless': 5737, 'compressor': 1764, 'magnum': 5017, 'pi': 6187, 'ward': 9601, 'boil': 897, 'grail': 3605, 'ilk': 4176, 'kay': 4491, 'veterinarian': 9482, 'reconstruct': 6806, 'cope': 1859, 'cursor': 2064, 'starfish': 8134, 'cub': 2035, 'fig': 3000, 'dauphin': 2137, 'lawyer': 4686, 'thermostat': 8715, 'bearer': 660, 'ballast': 564, 'unbeknownst': 9197, 'broadcast': 1052, 'mortar': 5428, 'prudent': 6553, 'consumer': 1818, 'tender': 8653, 'scour': 7308, 'dale': 2099, 'woodland': 9840, 'advisor': 81, 'primero': 6482, 'tourniquet': 8947, 'northeastern': 5662, 'roam': 7088, 'garnish': 3388, 'sparrow': 7952, 'graze': 3636, 'gallant': 3360, 'pup': 6594, 'pail': 5950, 'playboy': 6286, 'trepid': 9021, 'where': 9712, 'paramount': 6002, 'walt': 9588, 'survivor': 8441, 'septic': 7402, 'learner': 4709, 'almond': 196, 'diva': 2404, 'roar': 7090, 'reed': 6828, 'tu': 9082, 'tine': 8831, 'doorknob': 2454, 'portal': 6389, 'brethren': 1027, 'unbend': 9198, 'tireless': 8846, 'allan': 186, 'tale': 8549, 'feal': 2924, 'monogram': 5393, 'eyebrow': 2835, 'fuel': 3314, 'waft': 9560, 'retreat': 7002, 'pose': 6398, 'planner': 6268, 'brutal': 1086, 'twilight': 9143, 'underlay': 9233, 'blacken': 805, 'regiment': 6862, 'youd': 9958, 'veri': 9471, 'descend': 2243, 'clan': 1567, 'loader': 4862, 'on': 5765, 'oft': 5748, 'seamster': 7347, 'gosh': 3578, 'hellish': 3918, 'timework': 8828, 'nab': 5520, 'hundi': 4127, 'pate': 6038, 'watchless': 9626, 'warmth': 9606, 'deem': 2184, 'azimuth': 513, 'trophi': 9059, 'varnish': 9438, 'librarian': 4775, 'moth': 5437, 'misinform': 5323, 'herb': 3935, 'sierra': 7587, 'ist': 4374, 'elastic': 2635, 'dire': 2332, 'fountain': 3241, 'profound': 6512, 'wealth': 9649, 'unknow': 9282, 'constrict': 1814, 'betwixt': 746, 'crime': 1993, 'exoner': 2802, 'alibi': 178, 'erect': 2734, 'clour': 1629, 'mason': 5124, 'zipper': 9988, 'bolivia': 901, 'cayman': 1357, 'studio': 8312, 'smoker': 7788, 'flank': 3074, 'endow': 2693, 'sur': 8426, 'koa': 4578, 'blob': 850, 'refit': 6838, 'ham': 3772, 'shack': 7443, 'fuzz': 3344, 'niceish': 5615, 'dune': 2563, 'stove': 8241, 'hoopla': 4060, 'rumor': 7161, 'benjamin': 719, 'bedstand': 677, 'crumpet': 2025, 'crimp': 1994, 'mole': 5374, 'arow': 377, 'weri': 9689, 'tangent': 8567, 'glacier': 3488, 'quiz': 6655, 'browser': 1079, 'debt': 2162, 'upstair': 9382, 'lass': 4658, 'cavern': 1352, 'plaster': 6272, 'eyelet': 2838, 'jockey': 4440, 'chase': 1426, 'pamper': 5968, 'flyboy': 3152, 'ascertain': 394, 'petroleum': 6161, 'truer': 9072, 'header': 3866, 'intertwin': 4341, 'athletic': 436, 'undid': 9245, 'ruse': 7173, 'communism': 1733, 'sham': 7456, 'growth': 3688, 'sewer': 7436, 'botch': 952, 'overt': 5911, 'lumber': 4955, 'dishonest': 2365, 'freed': 3272, 'flea': 3093, 'vernier': 9473, 'lace': 4603, 'misinterpret': 5324, 'straw': 8260, 'snack': 7798, 'emerald': 2665, 'ointment': 5755, 'tec': 8619, 'scum': 7338, 'quickset': 6642, 'hop': 4063, 'elicit': 2650, 'doubtless': 2473, 'surfboard': 8429, 'ingot': 4267, 'hustler': 4141, 'scull': 7336, 'caoutchouc': 1258, 'fireproof': 3037, 'smother': 7793, 'aspirin': 406, 'drummer': 2539, 'musician': 5498, 'sprang': 8051, 'bejewel': 698, 'commando': 1726, 'rede': 6819, 'hooey': 4054, 'trio': 9042, 'whiten': 9745, 'pajama': 5958, 'slay': 7707, 'getaway': 3450, 'enrich': 2702, 'spectral': 7974, 'jami': 4397, 'toup': 8939, 'aerograph': 86, 'phosphor': 6177, 'transocean': 8996, 'branch': 992, 'bide': 761, 'traffic': 8971, 'blotch': 858, 'hora': 4068, 'nirvana': 5630, 'skimp': 7673, 'robe': 7094, 'suspend': 8445, 'hotter': 4083, 'overtravel': 5914, 'poi': 6334, 'carl': 1296, 'pasha': 6026, 'cabochon': 1196, 'sneaker': 7814, 'ageless': 114, 'oneself': 5769, 'lune': 4965, 'gyro': 3740, 'bleach': 832, 'workman': 9855, 'picnic': 6198, 'chamfer': 1395, 'campaign': 1229, 'jap': 4400, 'laden': 4610, 'tailor': 8539, 'gremlin': 3645, 'unemploy': 9250, 'siphon': 7636, 'sneak': 7813, 'bolivar': 900, 'likelihood': 4797, 'nace': 5521, 'civilian': 1557, 'axion': 509, 'disrepair': 2380, 'onward': 5776, 'malodor': 5041, 'glint': 3508, 'jig': 4428, 'ostent': 5817, 'mourn': 5454, 'toxin': 8956, 'wang': 9595, 'canon': 1251, 'pinpoint': 6232, 'jamb': 4396, 'disrupt': 2382, 'granddad': 3613, 'gunner': 3722, 'hail': 3754, 'ventil': 9464, 'dame': 2103, 'porter': 6392, 'dan': 2108, 'vie': 9493, 'poignet': 6335, 'rapport': 6718, 'mead': 5159, 'colorless': 1706, 'hedgehog': 3901, 'waistband': 9570, 'rebuy': 6784, 'chin': 1484, 'forebear': 3195, 'covet': 1940, 'fawn': 2920, 'waterlog': 9632, 'gall': 3359, 'webster': 9660, 'vanquish': 9431, 'shred': 7554, 'tester': 8675, 'yoy': 9966, 'parallax': 6000, 'ope': 5779, 'refasten': 6833, 'wid': 9760, 'petal': 6156, 'char': 1413, 'heroin': 3944, 'upheld': 9371, 'trinket': 9041, 'faceless': 2847, 'virgin': 9515, 'eggplant': 2625, 'thump': 8788, 'copycat': 1867, 'arc': 343, 'scrollwork': 7330, 'receptionist': 6792, 'quaint': 6624, 'cod': 1665, 'creation': 1974, 'pedant': 6082, 'askew': 400, 'waterfront': 9631, 'lingual': 4824, 'bra': 977, 'backlash': 529, 'sputter': 8074, 'conquest': 1803, 'cotter': 1911, 'fibrous': 2981, 'malo': 5040, 'nexus': 5611, 'northeast': 5661, 'coaster': 1647, 'insect': 4293, 'swivel': 8498, 'ere': 2733, 'professor': 6510, 'overflow': 5881, 'bluer': 868, 'gramp': 3609, 'rent': 6913, 'railway': 6686, 'paler': 5961, 'superhuman': 8411, 'corrupt': 1895, 'freshen': 3284, 'relent': 6888, 'summon': 8383, 'pester': 6154, 'tobe': 8859, 'hock': 4007, 'ridden': 7046, 'speech': 7977, 'afterthought': 108, 'russel': 7175, 'tsunami': 9081, 'sword': 8503, 'leftmost': 4728, 'wis': 9798, 'parallel': 6001, 'mice': 5248, 'pallet': 5964, 'repossess': 6937, 'mob': 5354, 'cellular': 1364, 'swore': 8504, 'breathless': 1022, 'slung': 7764, 'regent': 6858, 'coronet': 1886, 'phoenix': 6175, 'raid': 6682, 'squadron': 8076, 'croak': 2004, 'banda': 582, 'facia': 2850, 'dampen': 2106, 'helm': 3920, 'beck': 671, 'tite': 8849, 'unbent': 9199, 'typo': 9162, 'impromptu': 4209, 'lametta': 4630, 'membership': 5194, 'protocol': 6543, 'retighten': 6995, 'asphalt': 405, 'cougar': 1914, 'belief': 703, 'dar': 2119, 'godson': 3544, 'gif': 3460, 'zinc': 9985, 'cha': 1381, 'ching': 1488, 'soundless': 7919, 'magnifico': 5015, 'buzzer': 1186, 'frigid': 3294, 'arctic': 349, 'silverish': 7613, 'callus': 1217, 'roi': 7106, 'doxa': 2490, 'reseat': 6954, 'leukemia': 4762, 'boatload': 885, 'rue': 7153, 'lollipop': 4894, 'swamp': 8455, 'daydream': 2140, 'abyss': 23, 'tron': 9056, 'overbuilt': 5875, 'hind': 3983, 'stereo': 8177, 'pricer': 6472, 'knit': 4563, 'gambler': 3366, 'have': 3848, 'farsighted': 2897, 'grunt': 3694, 'airman': 148, 'logarithm': 4885, 'acrobat': 42, 'hairdress': 3758, 'cadet': 1200, 'vino': 9508, 'snork': 7832, 'heroic': 3943, 'cereal': 1375, 'unstuck': 9340, 'billet': 775, 'communist': 1734, 'thrive': 8765, 'thaught': 8692, 'thee': 8698, 'shameless': 7458, 'flail': 3066, 'pleaser': 6294, 'statesman': 8144, 'strive': 8292, 'electromagnet': 2642, 'chiffon': 1472, 'pitchfork': 6250, 'beauteous': 666, 'swelter': 8478, 'resew': 6959, 'radius': 6677, 'hay': 3857, 'lore': 4919, 'liber': 4772, 'evergreen': 2772, 'justo': 4476, 'coff': 1671, 'philosoph': 6172, 'guild': 3708, 'pam': 5967, 'sow': 7933, 'tought': 8938, 'gat': 3398, 'spout': 8049, 'panther': 5982, 'swig': 8482, 'tequila': 8662, 'crescendo': 1984, 'steeper': 8164, 'twill': 9144, 'nap': 5532, 'scree': 7321, 'drug': 2537, 'logbook': 4886, 'err': 2739, 'ember': 2661, 'experiment': 2808, 'tiger': 8812, 'clime': 1605, 'deport': 2234, 'archaeologist': 345, 'loser': 4923, 'volcano': 9541, 'copyright': 1868, 'mask': 5123, 'unadorn': 9190, 'yore': 9955, 'refract': 6845, 'gaze': 3408, 'onion': 5770, 'breed': 1024, 'hooker': 4057, 'politician': 6351, 'thud': 8781, 'pipe': 6239, 'whirl': 9734, 'ova': 5866, 'accordion': 31, 'den': 2222, 'polygon': 6356, 'fortieth': 3227, 'cab': 1192, 'metalwork': 5231, 'inspector': 4304, 'frig': 3291, 'embarras': 2657, 'las': 4655, 'acyl': 53, 'risen': 7071, 'behaviour': 691, 'safari': 7191, 'windshield': 9784, 'civic': 1555, 'transgress': 8991, 'mort': 5426, 'peculiar': 6079, 'bastard': 632, 'scatch': 7281, 'dick': 2293, 'pat': 6035, 'reap': 6767, 'vinegar': 9506, 'manger': 5057, 'here': 3937, 'grump': 3693, 'watchman': 9627, 'wham': 9699, 'churn': 1533, 'agenda': 116, 'ake': 157, 'boba': 887, 'loco': 4880, 'raisin': 6694, 'enthral': 2708, 'nam': 5527, 'moonset': 5408, 'worsen': 9864, 'underwood': 9244, 'minster': 5306, 'duper': 2568, 'tonneau': 8891, 'wristlet': 9897, 'sol': 7869, 'pita': 6247, 'tong': 8889, 'linen': 4819, 'panton': 5983, 'cerulean': 1378, 'kon': 4584, 'dolor': 2433, 'hover': 4093, 'binocular': 784, 'sturdy': 8326, 'complin': 1755, 'pager': 5948, 'blake': 817, 'turnoff': 9117, 'artifact': 387, 'sori': 7908, 'righteous': 7054, 'sang': 7234, 'pock': 6325, 'checker': 1441, 'tomboyish': 8882, 'pungent': 6588, 'ritual': 7077, 'flatten': 3085, 'rabbit': 6662, 'defunct': 2200, 'skewer': 7665, 'journal': 4454, 'mot': 5434, 'inhibit': 4273, 'pharmacist': 6166, 'ken': 4502, 'reunion': 7006, 'cannon': 1249, 'ligament': 4789, 'maria': 5097, 'garment': 3385, 'stunk': 8320, 'threshold': 8759, 'chieftain': 1471, 'lord': 4918, 'bud': 1095, 'trader': 8968, 'topograph': 8909, 'upstream': 9385, 'infest': 4256, 'goner': 3560, 'aga': 111, 'microsecond': 5255, 'conundrum': 1837, 'seeker': 7366, 'hoax': 4004, 'diamondback': 2288, 'divert': 2408, 'scarf': 7279, 'manila': 5066, 'pane': 5974, 'splay': 8016, 'supermarket': 8415, 'booth': 935, 'depot': 2236, 'bulbous': 1110, 'thine': 8728, 'squeal': 8084, 'synonym': 8515, 'dispatch': 2375, 'ism': 4371, 'ess': 2751, 'visa': 9521, 'thong': 8739, 'leeway': 4726, 'cramp': 1957, 'pule': 6576, 'turnip': 9116, 'broker': 1062, 'bankrupt': 594, 'jordan': 4451, 'saucer': 7250, 'login': 4890, 'ascent': 393, 'opera': 5782, 'scanner': 7272, 'restrain': 6980, 'geo': 3441, 'mir': 5311, 'ich': 4160, 'nun': 5701, 'dod': 2418, 'stipe': 8211, 'fifteenth': 2997, 'proctor': 6503, 'mare': 5094, 'yale': 9920, 'mindless': 5297, 'misunderstood': 5344, 'sweeper': 8473, 'unscent': 9322, 'fuller': 3318, 'helpful': 3924, 'boyish': 975, 'twentieth': 9140, 'crescent': 1985, 'deficit': 2194, 'shure': 7569, 'soundproof': 7920, 'ash': 397, 'thirteen': 8736, 'phew': 6170, 'sophia': 7903, 'prof': 6507, 'focal': 3160, 'tikker': 8816, 'bing': 782, 'demi': 2218, 'snot': 7834, 'sundri': 8392, 'squirrel': 8091, 'ox': 5930, 'floss': 3128, 'drunken': 2541, 'shenanigan': 7488, 'worm': 9861, 'clame': 1564, 'vigilant': 9498, 'marquis': 5110, 'invert': 4352, 'hardwood': 3820, 'flute': 3148, 'tonal': 8886, 'chorus': 1512, 'nana': 5531, 'khan': 4518, 'exclaim': 2791, 'bunker': 1135, 'marlin': 5107, 'strontium': 8298, 'cachet': 1197, 'parrot': 6017, 'infer': 4253, 'horror': 4075, 'prepay': 6453, 'dodecagon': 2419, 'dowel': 2482, 'virtu': 9516, 'crept': 1983, 'halo': 3769, 'ponder': 6361, 'gon': 3558, 'hunger': 4130, 'debut': 2164, 'peerless': 6095, 'indict': 4234, 'gravel': 3632, 'encompass': 2683, 'misfit': 5321, 'corrector': 1892, 'fa': 2843, 'wat': 9623, 'emptor': 2674, 'crisper': 1997, 'spastic': 7954, 'loath': 4866, 'mala': 5034, 'manipular': 5068, 'tien': 8809, 'chino': 1490, 'slew': 7722, 'shaker': 7451, 'realtor': 6765, 'penal': 6103, 'housekeep': 4089, 'cade': 1199, 'metallurgist': 5230, 'filth': 3015, 'consol': 1810, 'bae': 544, 'coolant': 1852, 'geta': 3449, 'sane': 7233, 'viper': 9514, 'hazel': 3862, 'backflow': 526, 'swan': 8456, 'spear': 7963, 'grammar': 3608, 'bedridden': 675, 'cedar': 1359, 'nu': 5689, 'stretcher': 8274, 'pub': 6563, 'bloke': 853, 'ge': 3410, 'mas': 5120, 'hiker': 3979, 'ba': 515, 'column': 1711, 'soda': 7856, 'plop': 6301, 'blacker': 806, 'untrain': 9353, 'prayer': 6432, 'wounder': 9874, 'mant': 5077, 'sixteen': 7652, 'pepper': 6120, 'rocket': 7100, 'peasant': 6076, 'plasma': 6271, 'usher': 9402, 'hummer': 4120, 'mansion': 5076, 'drone': 2528, 'trillion': 9037, 'folder': 3169, 'coca': 1655, 'cola': 1684, 'undress': 9248, 'swoon': 8500, 'foul': 3236, 'fairer': 2865, 'adit': 64, 'junction': 4469, 'ammo': 250, 'redhead': 6822, 'blazer': 831, 'mal': 5033, 'nother': 5674, 'uncoop': 9221, 'whir': 9733, 'dealership': 2152, 'stroller': 8295, 'unearth': 9249, 'undead': 9224, 'cleric': 1595, 'modicum': 5365, 'libel': 4771, 'lummox': 4959, 'criss': 1998, 'regimen': 6861, 'framework': 3259, 'lux': 4977, 'stamina': 8116, 'mermaid': 5219, 'watt': 9639, 'coup': 1930, 'turd': 9108, 'regatta': 6857, 'objection': 5715, 'mime': 5289, 'persona': 6144, 'deign': 2203, 'plunger': 6315, 'unfashion': 9255, 'tern': 8667, 'unproven': 9314, 'spirit': 8010, 'optometrist': 5793, 'pioneer': 6237, 'valor': 9424, 'purplish': 6601, 'duke': 2555, 'cork': 1878, 'fleck': 3094, 'eschew': 2747, 'kicker': 4521, 'pumpkin': 6583, 'percuss': 6126, 'null': 5696, 'ide': 4163, 'tendon': 8654, 'coth': 1910, 'mattress': 5146, 'duster': 2579, 'hogwash': 4013, 'skimmer': 7672, 'lindo': 4814, 'ingress': 4269, 'doodad': 2448, 'parsley': 6019, 'sift': 7588, 'skyrocket': 7686, 'ahem': 132, 'lark': 4654, 'wha': 9696, 'nook': 5654, 'peck': 6078, 'toad': 8855, 'hardship': 3819, 'fluff': 3139, 'pug': 6573, 'dine': 2320, 'hush': 4139, 'whick': 9720, 'strait': 8249, 'whiff': 9721, 'nee': 5570, 'karma': 4489, 'deceit': 2168, 'engross': 2694, 'oxymoron': 5933, 'birth': 787, 'lipstick': 4834, 'rhe': 7028, 'hallmark': 3766, 'brim': 1044, 'monsoon': 5396, 'ut': 9405, 'ascend': 392, 'guidebook': 3707, 'outboard': 5829, 'tal': 8547, 'recruit': 6811, 'grope': 3674, 'gust': 3729, 'clutch': 1641, 'pang': 5976, 'upstand': 9383, 'zing': 9986, 'ballroom': 570, 'swith': 8497, 'cargo': 1295, 'swill': 8483, 'mammoth': 5046, 'sap': 7237, 'iceland': 4159, 'laker': 4623, 'woodwork': 9843, 'riff': 7050, 'tuxedo': 9127, 'shin': 7501, 'rescind': 6951, 'unpeel': 9306, 'bugaboo': 1103, 'rerun': 6950, 'machan': 4990, 'gio': 3472, 'colt': 1710, 'pst': 6557, 'prowl': 6550, 'waw': 9643, 'spree': 8055, 'butch': 1174, 'oe': 5738, 'exemplar': 2793, 'jane': 4398, 'shout': 7543, 'ripe': 7068, 'maw': 5149, 'exorcist': 2803, 'townsman': 8954, 'cleaver': 1591, 'meridian': 5215, 'chimer': 1481, 'eject': 2632, 'ani': 287, 'dashboard': 2130, 'robber': 7093, 'elf': 2649, 'clint': 1612, 'terrorist': 8672, 'falsehood': 2875, 'bloat': 849, 'ser': 7406, 'tead': 8609, 'lilac': 4800, 'notebook': 5673, 'pounder': 6420, 'refocus': 6842, 'delta': 2209, 'rever': 7012, 'illuminati': 4179, 'nectar': 5569, 'naysay': 5557, 'pigeon': 6206, 'sipe': 7635, 'boardwalk': 881, 'chromium': 1520, 'topmost': 8906, 'defier': 2195, 'morbid': 5416, 'lockup': 4879, 'actor': 50, 'tackey': 8528, 'inaugur': 4213, 'repress': 6940, 'hemostat': 3928, 'jade': 4383, 'brink': 1047, 'disjoint': 2368, 'para': 5993, 'overpay': 5900, 'wer': 9685, 'forbidden': 3191, 'ax': 505, 'woodman': 9841, 'armrest': 372, 'decibel': 2171, 'spike': 8000, 'knack': 4552, 'blair': 816, 'waer': 9558, 'granular': 3621, 'honeycomb': 4045, 'optician': 5789, 'loca': 4871, 'compliant': 1753, 'enchant': 2681, 'mutter': 5510, 'thermonuclear': 8714, 'humanoid': 4116, 'vessel': 9477, 'guru': 3726, 'sheath': 7477, 'aeronaut': 87, 'coal': 1644, 'steven': 8184, 'fess': 2960, 'watchwork': 9629, 'propper': 6532, 'and': 274, 'helpless': 3925, 'snivel': 7825, 'benn': 720, 'switcher': 8496, 'rebuilt': 6783, 'bangkok': 589, 'havoc': 3853, 'plainer': 6260, 'ballerina': 566, 'ping': 6224, 'turbo': 9107, 'sao': 7236, 'stent': 8173, 'freedom': 3273, 'insight': 4296, 'mound': 5449, 'sil': 7600, 'devoid': 2275, 'melon': 5190, 'gilt': 3465, 'umpteenth': 9185, 'ado': 72, 'southwestern': 7929, 'shill': 7498, 'haw': 3854, 'blip': 844, 'wool': 9845, 'inject': 4277, 'tasteless': 8594, 'floater': 3119, 'yuck': 9969, 'reoccur': 6915, 'aint': 140, 'lotto': 4928, 'receive': 6788, 'ginger': 3470, 'longa': 4897, 'clay': 1583, 'gros': 3675, 'few': 2971, 'banjo': 591, 'loot': 4914, 'chump': 1529, 'pea': 6067, 'aluminium': 217, 'horologist': 4073, 'asteroid': 423, 'weasel': 9654, 'carr': 1306, 'amethyst': 242, 'basil': 624, 'gist': 3481, 'emphasis': 2670, 'redskin': 6825, 'astray': 428, 'mor': 5413, 'inclement': 4221, 'sherbet': 7490, 'bon': 911, 'ade': 62, 'fur': 3331, 'qua': 6618, 'mese': 5222, 'crest': 1986, 'serif': 7411, 'sellar': 7382, 'maestro': 5004, 'repaint': 6921, 'flown': 3135, 'dividend': 2409, 'nave': 5553, 'aural': 464, 'symptom': 8511, 'dubious': 2544, 'cleanser': 1586, 'supplant': 8419, 'troll': 9055, 'lapel': 4646, 'pore': 6383, 'if': 4172, 'taxi': 8603, 'precess': 6434, 'mabi': 4985, 'latex': 4669, 'sunk': 8396, 'scorpion': 7306, 'kilogram': 4530, 'apparatus': 325, 'garb': 3380, 'ballet': 567, 'seacoast': 7341, 'gunsmith': 3724, 'pintura': 6236, 'tingi': 8833, 'garnet': 3387, 'hem': 3926, 'canteen': 1254, 'whan': 9700, 'complexion': 1752, 'relearn': 6887, 'omen': 5763, 'manifest': 5065, 'centric': 1372, 'embark': 2656, 'marsh': 5112, 'beholden': 697, 'retrospect': 7004, 'beet': 681, 'coke': 1682, 'vill': 9501, 'zest': 9982, 'boulevard': 960, 'pocketbook': 6327, 'psi': 6556, 'brough': 1073, 'burnish': 1153, 'foster': 3232, 'fu': 3313, 'upmost': 9375, 'rhetor': 7029, 'heap': 3876, 'jinx': 4432, 'complect': 1749, 'scratcher': 7316, 'prison': 6489, 'chimney': 1483, 'fora': 3187, 'solicit': 7878, 'veer': 9447, 'conquer': 1801, 'bruiser': 1081, 'muffler': 5472, 'mistook': 5339, 'chevron': 1460, 'ionic': 4358, 'meteor': 5235, 'magenta': 5007, 'trench': 9019, 'putrid': 6613, 'yuan': 9968, 'snipe': 7821, 'koala': 4579, 'pedal': 6081, 'yearn': 9932, 'tate': 8596, 'stopgap': 8235, 'mang': 5055, 'lump': 4960, 'jail': 4390, 'watermark': 9634, 'pardon': 6008, 'anther': 307, 'snitch': 7824, 'foolproof': 3178, 'bliss': 845, 'colder': 1686, 'moss': 5432, 'stude': 8309, 'viola': 9510, 'fiddler': 2986, 'crab': 1948, 'weber': 9659, 'hickey': 3963, 'those': 8743, 'hafnium': 3749, 'oxygen': 5932, 'ferrous': 2957, 'prius': 6490, 'demon': 2221, 'haunt': 3847, 'copious': 1862, 'snapdragon': 7806, 'kat': 4490, 'precursor': 6438, 'binder': 781, 'fatten': 2913, 'suburban': 8353, 'carcinogen': 1277, 'apex': 318, 'rocker': 7099, 'yorker': 9957, 'canvass': 1256, 'wrath': 9882, 'unstylish': 9341, 'interwork': 4343, 'stoop': 8231, 'mango': 5058, 'moonlight': 5406, 'concord': 1773, 'clerk': 1596, 'dout': 2477, 'pecan': 6077, 'mae': 5003, 'unpaint': 9303, 'homeland': 4033, 'quip': 6650, 'minder': 5296, 'shrimp': 7557, 'wink': 9791, 'knockabout': 4567, 'ladybug': 4612, 'bribe': 1032, 'sultan': 8377, 'mutual': 5511, 'flux': 3150, 'stepper': 8175, 'cloudless': 1628, 'fouth': 3246, 'detractor': 2265, 'northwest': 5665, 'snipper': 7823, 'buttermilk': 1179, 'wy': 9911, 'duo': 2566, 'password': 6031, 'pict': 6199, 'had': 3747, 'helper': 3923, 'both': 953, 'withhold': 9815, 'oversold': 5907, 'keel': 4496, 'whet': 9716, 'backtrack': 533, 'sealer': 7344, 'withheld': 9814, 'mishap': 5322, 'drape': 2503, 'spatula': 7958, 'chap': 1407, 'unorthodox': 9300, 'ret': 6986, 'tomb': 8880, 'diehard': 2296, 'harrier': 3829, 'sped': 7976, 'trimmer': 9040, 'za': 9971, 'beth': 742, 'filament': 3006, 'loa': 4860, 'languish': 4642, 'perch': 6125, 'predictor': 6441, 'wallop': 9583, 'playback': 6284, 'rodeo': 7103, 'doze': 2491, 'flannel': 3075, 'gore': 3574, 'clownish': 1634, 'rebirth': 6778, 'clad': 1559, 'hider': 3967, 'fe': 2923, 'ocelot': 5726, 'amidst': 246, 'ambassador': 231, 'ledger': 4720, 'moat': 5353, 'offbeat': 5741, 'perplex': 6141, 'amt': 260, 'siver': 7650, 'swoop': 8501, 'tubular': 9085, 'farthest': 2899, 'clincher': 1607, 'faction': 2854, 'misprint': 5328, 'roader': 7085, 'putter': 6615, 'pur': 6597, 'unto': 9349, 'servant': 7417, 'prophet': 6530, 'sinner': 7631, 'shalt': 7455, 'poe': 6331, 'airmail': 147, 'rosier': 7122, 'trapper': 9002, 'lash': 4657, 'milliamp': 5281, 'remiss': 6905, 'disarm': 2342, 'wring': 9893, 'livid': 4856, 'introvert': 4346, 'twink': 9147, 'violent': 9511, 'swank': 8457, 'banker': 593, 'detour': 2263, 'wiser': 9801, 'buffet': 1100, 'ull': 9169, 'rife': 7049, 'launcher': 4677, 'gush': 3727, 'jogger': 4444, 'climber': 1604, 'legion': 4734, 'sandbox': 7229, 'airbrush': 142, 'beheld': 692, 'misreport': 5330, 'tinsel': 8838, 'faddish': 2858, 'bord': 939, 'lent': 4747, 'sot': 7912, 'ami': 243, 'don': 2440, 'emperor': 2669, 'augment': 460, 'tandem': 8564, 'liang': 4769, 'friendship': 3290, 'fid': 2985, 'fetcher': 2966, 'unspectacular': 9335, 'preach': 6433, 'rape': 6715, 'handed': 3784, 'brunch': 1082, 'fisher': 3047, 'hallelujah': 3765, 'scarab': 7277, 'hookup': 4058, 'diner': 2321, 'outclass': 5832, 'peanut': 6072, 'teck': 8626, 'bludgeon': 864, 'spencer': 7986, 'lectern': 4718, 'burgeon': 1144, 'boxer': 971, 'dessert': 2252, 'lowish': 4937, 'overcrowd': 5878, 'grampa': 3610, 'igloo': 4174, 'caw': 1355, 'doom': 2450, 'despair': 2249, 'guinea': 3710, 'scrimp': 7327, 'snobbish': 7827, 'peril': 6134, 'treater': 9013, 'tor': 8911, 'wot': 9870, 'cleat': 1590, 'frat': 3265, 'twitch': 9151, 'fash': 2902, 'stalk': 8111, 'stalker': 8112, 'hectic': 3899, 'babyish': 518, 'editor': 2618, 'hairband': 3756, 'prod': 6504, 'pare': 6009, 'linker': 4828, 'pearlish': 6075, 'billboard': 774, 'thrust': 8780, 'poco': 6328, 'between': 745, 'dun': 2562, 'isopropyl': 4373, 'vale': 9417, 'stitcher': 8215, 'ulna': 9170, 'meed': 5182, 'xi': 9913, 'arent': 356, 'bypass': 1189, 'spoilt': 8029, 'pendent': 6108, 'projector': 6517, 'gala': 3354, 'sweatband': 8468, 'crepe': 1982, 'streamer': 8264, 'crane': 1958, 'hasta': 3838, 'output': 5853, 'octogenarian': 5730, 'loaner': 4865, 'championship': 1399, 'urchin': 9391, 'dolt': 2435, 'penchant': 6104, 'poss': 6403, 'bread': 1008, 'heartbreak': 3883, 'wean': 9650, 'spotlight': 8047, 'strass': 8256, 'plunk': 6316, 'pork': 6384, 'memo': 5196, 'pint': 6234, 'burg': 1143, 'luncheon': 4964, 'whelm': 9710, 'arbutus': 342, 'neet': 5574, 'payoff': 6066, 'slacker': 7691, 'nineteen': 5626, 'warren': 9611, 'clicker': 1599, 'impetus': 4194, 'haver': 3851, 'snail': 7801, 'loafer': 4863, 'unveil': 9359, 'jibe': 4427, 'fant': 2887, 'evil': 2777, 'soar': 7846, 'citrus': 1554, 'afflict': 95, 'cloverleaf': 1632, 'clover': 1631, 'bulletin': 1118, 'valley': 9423, 'arrest': 379, 'emblazon': 2662, 'hull': 4111, 'wayward': 9646, 'actress': 51, 'horizon': 4069, 'tachymeter': 8526, 'diss': 2383, 'throe': 8768, 'archaic': 346, 'spurt': 8073, 'all': 185, 'unclick': 9213, 'flint': 3109, 'fragment': 3254, 'simp': 7618, 'applaud': 332, 'wand': 9592, 'reckon': 6797, 'catamaran': 1332, 'septuagenarian': 7403, 'dimmest': 2318, 'salesperson': 7212, 'blitz': 847, 'headlight': 3868, 'toot': 8897, 'crop': 2010, 'nightmarish': 5622, 'ungain': 9265, 'quad': 6620, 'serio': 7412, 'gluey': 3523, 'eighteen': 2629, 'bulkhead': 1113, 'stell': 8167, 'again': 112, 'bark': 605, 'bracer': 980, 'torchlight': 8913, 'avian': 482, 'wherein': 9714, 'cond': 1776, 'glyph': 3527, 'demean': 2213, 'uncontrol': 9220, 'snafu': 7799, 'copier': 1861, 'consul': 1816, 'quotidian': 6659, 'chaff': 1384, 'spaghetti': 7943, 'vortex': 9547, 'inbuilt': 4216, 'flavour': 3089, 'pannel': 5978, 'widespread': 9763, 'housework': 4091, 'magician': 5010, 'filler': 3011, 'cove': 1937, 'papa': 5985, 'laughter': 4675, 'convict': 1845, 'wheat': 9706, 'earnest': 2594, 'entrust': 2712, 'tract': 8964, 'dagger': 2095, 'upshot': 9381, 'amic': 244, 'stencil': 8172, 'fling': 3108, 'thunder': 8789, 'hare': 3821, 'tango': 8568, 'flounder': 3130, 'freeman': 3275, 'sic': 7575, 'pictogram': 6200, 'pictograph': 6201, 'lush': 4973, 'overblown': 5873, 'protest': 6542, 'shrill': 7556, 'biologist': 785, 'herd': 3936, 'visor': 9527, 'dian': 2289, 'hew': 3952, 'snicker': 7817, 'gee': 3416, 'whiz': 9748, 'turk': 9110, 'phosphorus': 6178, 'senseless': 7395, 'monolith': 5394, 'argument': 359, 'leprechaun': 4751, 'dreamt': 2513, 'bom': 905, 'initial': 4276, 'superintend': 8412, 'carat': 1272, 'intermit': 4331, 'buffer': 1099, 'supe': 8406, 'trill': 9036, 'demolish': 2220, 'receptor': 6793, 'workbench': 9851, 'overpass': 5899, 'aback': 2, 'crate': 1965, 'pud': 6570, 'wrangler': 9879, 'kaka': 4482, 'runabout': 7164, 'tornado': 8917, 'scholar': 7291, 'spinel': 8006, 'staid': 8105, 'brackish': 982, 'pseudo': 6555, 'whitish': 9747, 'more': 5417, 'oiler': 5754, 'materiel': 5140, 'mosey': 5430, 'retailor': 6988, 'boon': 931, 'decolour': 2176, 'forb': 3189, 'fender': 2952, 'porta': 6388, 'distraught': 2393, 'squad': 8075, 'crouch': 2015, 'sextant': 7439, 'neckless': 5568, 'bonito': 918, 'sightless': 7594, 'reclaim': 6798, 'reload': 6897, 'disinterest': 2367, 'faithful': 2867, 'tapper': 8579, 'chocker': 1498, 'swape': 8459, 'frist': 3297, 'reread': 6949, 'finial': 3028, 'rump': 7162, 'cordoba': 1874, 'moor': 5409, 'balm': 571, 'arn': 373, 'trivia': 9050, 'bluebird': 866, 'holden': 4017, 'cinema': 1541, 'bogart': 894, 'district': 2396, 'rhodium': 7033, 'mushroom': 5496, 'spool': 8038, 'goliath': 3557, 'cordial': 1873, 'drank': 2502, 'ethic': 2760, 'wilk': 9774, 'chemist': 1453, 'quiver': 6654, 'reinvent': 6876, 'foreshadow': 3205, 'yas': 9925, 'founder': 3239, 'orphan': 5813, 'spelunk': 7985, 'errant': 2741, 'disbelief': 2345, 'cameo': 1226, 'skittish': 7681, 'prim': 6476, 'pigment': 6208, 'guesswork': 3705, 'cycler': 2080, 'mercer': 5209, 'awash': 494, 'bittersweet': 799, 'curtain': 2067, 'slug': 7759, 'twas': 9130, 'benign': 718, 'metallic': 5229, 'ast': 420, 'uplift': 9374, 'tusk': 9121, 'bald': 557, 'taint': 8540, 'parfait': 6011, 'mainstay': 5025, 'shrank': 7552, 'pervious': 6149, 'manhood': 5059, 'rick': 7043, 'empress': 2673, 'maze': 5158, 'hawker': 3856, 'extol': 2825, 'porr': 6386, 'golfer': 3556, 'vein': 9452, 'deepen': 2186, 'extort': 2826, 'unload': 9291, 'plumper': 6313, 'rally': 6697, 'riley': 7058, 'pope': 6376, 'cuckoo': 2038, 'calmer': 1219, 'tod': 8863, 'reinvest': 6877, 'flog': 3121, 'headway': 3871, 'pension': 6115, 'lawsuit': 4685, 'palladium': 5963, 'doorstop': 2458, 'ach': 37, 'cuss': 2070, 'alma': 194, 'congest': 1791, 'burrito': 1157, 'equestrian': 2725, 'stadium': 8098, 'ammonia': 251, 'orb': 5798, 'copperish': 1865, 'dow': 2481, 'snub': 7838, 'volley': 9542, 'crumb': 2024, 'virus': 9519, 'nth': 5688, 'courtroom': 1935, 'serval': 7416, 'restitch': 6977, 'doornail': 2456, 'dustproof': 2580, 'enamor': 2680, 'plaza': 6290, 'fixer': 3060, 'underbrush': 9226, 'platoon': 6280, 'meteorologist': 5236, 'sen': 7390, 'annular': 295, 'reprimand': 6941, 'whisker': 9739, 'clamor': 1565, 'bac': 519, 'wort': 9867, 'unseal': 9324, 'winger': 9789, 'koi': 4583, 'tuner': 9101, 'regift': 6860, 'sawdust': 7259, 'tunic': 9103, 'outgrow': 5840, 'sodium': 7857, 'vomit': 9545, 'sweeten': 8475, 'sofar': 7860, 'diaper': 2290, 'filet': 3009, 'mignon': 5266, 'sirloin': 7640, 'forego': 3198, 'interstellar': 4340, 'leftward': 4729, 'linguist': 4825, 'molecular': 5375, 'kidnap': 4524, 'fainter': 2863, 'manilla': 5067, 'alan': 161, 'savoy': 7257, 'quantum': 6626, 'kodak': 4581, 'prima': 6477, 'submiss': 8341, 'angular': 286, 'plot': 6302, 'sorrow': 7909, 'franklin': 3263, 'thief': 8723, 'cheek': 1444, 'banner': 595, 'ticken': 8800, 'counterweight': 1928, 'col': 1683, 'stepson': 8176, 'kora': 4588, 'thermo': 8713, 'earplug': 2595, 'jo': 4435, 'seventeenth': 7432, 'reflex': 6841, 'striker': 8285, 'cuir': 2044, 'brill': 1042, 'pentagram': 6116, 'fulcrum': 3316, 'stinker': 8209, 'lorica': 4921, 'shrub': 7561, 'splice': 8020, 'gin': 3468, 'awful': 501, 'dess': 2251, 'defraud': 2198, 'muster': 5505, 'benthic': 722, 'pact': 5943, 'runaround': 7165, 'slighter': 7731, 'dama': 2102, 'sou': 7913, 'paradigm': 5994, 'forgo': 3213, 'gangster': 3375, 'shudder': 7566, 'chug': 1527, 'panama': 5971, 'cadmium': 1201, 'eczema': 2616, 'zirconium': 9992, 'jive': 4434, 'communion': 1732, 'postman': 6409, 'strapless': 8255, 'sari': 7242, 'technocrat': 8624, 'carrot': 1308, 'welsh': 9678, 'ancestor': 270, 'duro': 2575, 'comport': 1757, 'pluck': 6305, 'tipe': 8842, 'replenish': 6932, 'corral': 1890, 'ager': 118, 'flu': 3136, 'subscript': 8343, 'spine': 8005, 'drinker': 2522, 'thana': 8684, 'sa': 7183, 'albino': 167, 'cyclic': 2081, 'goi': 3547, 'soapbox': 7845, 'tart': 8587, 'lament': 4629, 'untruth': 9355, 'decompress': 2177, 'kai': 4480, 'vernacular': 9472, 'mathematician': 5142, 'different': 2302, 'unclean': 9211, 'negro': 5576, 'nincompoop': 5624, 'adust': 79, 'luce': 4945, 'fice': 2982, 'dopey': 2461, 'entail': 2705, 'grape': 3622, 'twelfth': 9139, 'puffer': 6572, 'sniper': 7822, 'draper': 2504, 'tra': 8959, 'choreograph': 1511, 'realism': 6761, 'outspoken': 5857, 'boughten': 958, 'lyric': 4981, 'sate': 7246, 'pier': 6203, 'staffer': 8100, 'bookmark': 927, 'chroma': 1518, 'relock': 6898, 'alumni': 219, 'resp': 6970, 'burton': 1161, 'attic': 449, 'alum': 215, 'now': 5683, 'aristocrat': 364, 'leviathan': 4765, 'peed': 6088, 'chamber': 1393, 'unplat': 9309, 'impregn': 4203, 'curio': 2057, 'corgi': 1877, 'fiat': 2977, 'obi': 5713, 'bel': 700, 'deaden': 2146, 'quid': 6643, 'kilo': 4529, 'wrack': 9878, 'scrapbook': 7312, 'shutter': 7573, 'overhand': 5883, 'heyday': 3958, 'longish': 4900, 'sandblast': 7228, 'slag': 7692, 'crome': 2008, 'flummox': 3142, 'demerit': 2217, 'combust': 1715, 'heighten': 3909, 'rea': 6748, 'writh': 9901, 'charter': 1425, 'forfeit': 3211, 'grosgrain': 3676, 'dandruff': 2112, 'maniac': 5062, 'falcon': 2870, 'watchout': 9628, 'whopper': 9755, 'holdup': 4019, 'brat': 998, 'waiter': 9573, 'maxim': 5150, 'stupe': 8323, 'hobo': 4006, 'hiro': 3992, 'patter': 6051, 'hymn': 4150, 'eyelash': 2837, 'cate': 1338, 'pine': 6223, 'stallion': 8114, 'bluff': 869, 'spoiler': 8028, 'maam': 4984, 'graft': 3603, 'debit': 2160, 'cyma': 2083, 'yelp': 9937, 'slapdash': 7698, 'greyhound': 3649, 'shutoff': 7572, 'ure': 9392, 'cud': 2039, 'nutrient': 5703, 'plunder': 6314, 'curriculum': 2062, 'syllabus': 8508, 'textbook': 8679, 'disarray': 2343, 'powerless': 6427, 'robin': 7095, 'mayor': 5157, 'nothing': 5675, 'forefront': 3197, 'breadbox': 1009, 'snuff': 7840, 'slang': 7695, 'sod': 7855, 'assessor': 414, 'steward': 8186, 'axiom': 508, 'rayon': 6745, 'chant': 1404, 'colorful': 1705, 'scribe': 7326, 'millionth': 5284, 'amir': 247, 'stim': 8200, 'sud': 8365, 'foray': 3188, 'stiletto': 8197, 'beauty': 669, 'splendor': 8019, 'paranoia': 6003, 'wase': 9614, 'campus': 1233, 'anonym': 297, 'hevi': 3951, 'sailcloth': 7201, 'orthodox': 5815, 'cad': 1198, 'endeavor': 2690, 'handler': 3792, 'pong': 6363, 'overshadow': 5903, 'cyan': 2079, 'crystallin': 2034, 'vacant': 9411, 'auburn': 453, 'tidbit': 8806, 'attractor': 452, 'trey': 9023, 'infantryman': 4251, 'sag': 7194, 'rit': 7075, 'doohickey': 2449, 'ascot': 395, 'vegetarian': 9448, 'walker': 9580, 'carcass': 1276, 'patten': 6050, 'ust': 9403, 'corder': 1872, 'ort': 5814, 'wager': 9563, 'grandnephew': 3616, 'cutaway': 2074, 'aday': 57, 'whin': 9729, 'caption': 1266, 'cosmic': 1901, 'tun': 9097, 'watermelon': 9635, 'further': 3337, 'yor': 9954, 'spurious': 8070, 'daylit': 2142, 'collet': 1698, 'layman': 4691, 'unborn': 9202, 'seer': 7372, 'pianist': 6189, 'bazooka': 649, 'slough': 7756, 'logger': 4888, 'ingrain': 4268, 'parchment': 6007, 'chateau': 1429, 'carol': 1299, 'coconut': 1663, 'herald': 3934, 'dodger': 2420, 'kronen': 4593, 'gland': 3493, 'heathen': 3892, 'violin': 9513, 'amass': 226, 'refound': 6844, 'reflector': 6840, 'trow': 9066, 'glassless': 3497, 'widow': 9764, 'flunk': 3144, 'rook': 7115, 'deed': 2183, 'chapel': 1408, 'midget': 5259, 'rancid': 6705, 'eater': 2609, 'protractor': 6545, 'tiara': 8796, 'unloop': 9293, 'insomnia': 4301, 'checkup': 1443, 'mise': 5319, 'tigger': 8813, 'fie': 2990, 'berserk': 731, 'verbal': 9467, 'ringlet': 7063, 'seemless': 7369, 'bast': 631, 'dialer': 2286, 'shun': 7567, 'safeguard': 7193, 'thon': 8738, 'punt': 6591, 'alar': 162, 'weep': 9668, 'yawn': 9926, 'holograph': 4029, 'bootleg': 936, 'imp': 4183, 'verbatim': 9468, 'popcorn': 6375, 'kitten': 4550, 'shah': 7448, 'beggar': 686, 'napkin': 5534, 'smatter': 7776, 'therm': 8710, 'ninth': 5627, 'fiberboard': 2980, 'zircon': 9989, 'ethnic': 2761, 'ama': 223, 'greed': 3639, 'scepter': 7287, 'uncut': 9223, 'marksman': 5104, 'taker': 8545, 'corduroy': 1875, 'riser': 7072, 'tooken': 8893, 'brawl': 1003, 'toke': 8873, 'spiff': 7999, 'spunk': 8068, 'fisherwoman': 3049, 'hector': 3900, 'largo': 4652, 'ardent': 350, 'diet': 2299, 'flung': 3143, 'enwrap': 2719, 'yin': 9948, 'yang': 9921, 'harvest': 3833, 'deader': 2147, 'reaper': 6768, 'podium': 6330, 'mould': 5448, 'troop': 9057, 'forehead': 3201, 'intersect': 4338, 'indistinct': 4240, 'chopstick': 1508, 'weel': 9667, 'rebound': 6780, 'dement': 2215, 'feral': 2953, 'dum': 2559, 'trucker': 9069, 'devour': 2277, 'fallow': 2874, 'extinguish': 2824, 'viewpoint': 9496, 'eyewear': 2842, 'berger': 728, 'fei': 2940, 'goddard': 3542, 'iota': 4360, 'tanker': 8571, 'plait': 6261, 'garlic': 3384, 'avocado': 485, 'jackass': 4381, 'planter': 6270, 'swine': 8488, 'ditto': 2402, 'gypsum': 3739, 'protract': 6544, 'snarl': 7811, 'geologist': 3442, 'lath': 4670, 'lue': 4949, 'poppin': 6378, 'trouser': 9064, 'congress': 1792, 'seminar': 7389, 'firewood': 3038, 'maul': 5147, 'griffin': 3654, 'lifter': 4788, 'rake': 6696, 'snore': 7831, 'theyll': 8719, 'ecosystem': 2614, 'thinker': 8731, 'unlink': 9288, 'rebel': 6776, 'gamecock': 3368, 'abound': 11, 'lukewarm': 4952, 'trank': 8983, 'idiom': 4167, 'aport': 324, 'spender': 7988, 'vaunt': 9444, 'reacquaint': 6750, 'clack': 1558, 'gene': 3426, 'stong': 8228, 'nubbin': 5691, 'wafer': 9559, 'hag': 3751, 'feller': 2944, 'fiasco': 2976, 'lile': 4801, 'nauseous': 5548, 'uranium': 9389, 'bop': 937, 'toolbox': 8895, 'aria': 360, 'augh': 458, 'ofter': 5750, 'dynamo': 2587, 'assault': 410, 'haven': 3849, 'thoughtless': 8747, 'krone': 4592, 'thrower': 8777, 'lamplight': 4633, 'shard': 7464, 'inept': 4244, 'statist': 8147, 'latent': 4666, 'toon': 8896, 'remount': 6908, 'unusual': 9358, 'mulch': 5477, 'slobber': 7746, 'slink': 7738, 'culprit': 2046, 'underwear': 9242, 'stomp': 8226, 'swagger': 8452, 'hairpin': 3760, 'cauter': 1345, 'clobber': 1616, 'dustbin': 2578, 'beret': 727, 'tweet': 9136, 'fungus': 3328, 'broadway': 1056, 'degauss': 2202, 'sho': 7514, 'coax': 1649, 'supercool': 8409, 'insulin': 4312, 'holocaust': 4028, 'onyx': 5777, 'tepid': 8661, 'lori': 4920, 'disallow': 2339, 'traditionalist': 8970, 'sportswear': 8043, 'shopworn': 7529, 'straightaway': 8245, 'flack': 3062, 'valedictorian': 9418, 'reg': 6852, 'scoff': 7296, 'dismount': 2373, 'lave': 4681, 'slab': 7688, 'runaway': 7166, 'quail': 6623, 'thermal': 8711, 'equilibrium': 2726, 'brit': 1049, 'banal': 578, 'ankh': 288, 'twister': 9150, 'buffalo': 1098, 'herein': 3938, 'covert': 1939, 'sanction': 7224, 'huff': 4104, 'minutia': 5310, 'miller': 5280, 'soot': 7900, 'haggard': 3752, 'yeat': 9933, 'laster': 4661, 'graham': 3604, 'leaguer': 4701, 'lynch': 4980, 'caviar': 1353, 'walter': 9589, 'boho': 896, 'coexist': 1670, 'willing': 9776, 'haphazard': 3807, 'tye': 9156, 'tomato': 8879, 'insofar': 4300, 'knitter': 4564, 'keek': 4495, 'holler': 4025, 'dodo': 2421, 'strident': 8281, 'endear': 2689, 'playa': 6283, 'dermatologist': 2241, 'rigger': 7052, 'grateful': 3629, 'shoop': 7524, 'feint': 2942, 'pinto': 6235, 'wildcat': 9771, 'myopic': 5513, 'snoop': 7829, 'feck': 2933, 'waster': 9622, 'sop': 7902, 'reimport': 6872, 'windward': 9786, 'materialist': 5139, 'astrograph': 429, 'equinox': 2727, 'flasher': 3079, 'culpa': 2045, 'idyl': 4170, 'backboard': 523, 'aweek': 500, 'girlish': 3476, 'goldsmith': 3554, 'cavatina': 1349, 'wroth': 9906, 'pimpish': 6218, 'whereabout': 9713, 'traction': 8965, 'hoe': 4010, 'zealous': 9975, 'aught': 459, 'muff': 5470, 'forehand': 3200, 'leep': 4724, 'napa': 5533, 'nugget': 5694, 'purveyor': 6606, 'moan': 5352, 'fike': 3005, 'cornea': 1881, 'oner': 5768, 'wale': 9578, 'bunk': 1134, 'plywood': 6322, 'amid': 245, 'burglar': 1146, 'regain': 6853, 'scorn': 7305, 'shepherd': 7489, 'juggernaut': 4464, 'taut': 8601, 'whiskey': 9740, 'reguard': 6866, 'ump': 9182, 'ted': 8627, 'headroom': 3869, 'kona': 4585, 'earshot': 2597, 'disdain': 2360, 'westward': 9692, 'choker': 1501, 'seth': 7424, 'stank': 8125, 'fume': 3319, 'erg': 2735, 'skinner': 7675, 'brawn': 1004, 'antarctica': 302, 'bigg': 764, 'jitter': 4433, 'searchlight': 7352, 'colossus': 1708, 'spaceship': 7940, 'kilt': 4531, 'waistcoat': 9571, 'turmoil': 9112, 'petrol': 6160, 'cardigan': 1281, 'weatherproof': 9657, 'handgun': 3787, 'firearm': 3034, 'resound': 6969, 'merch': 5210, 'ponto': 6366, 'escort': 2748, 'reckless': 6796, 'bellow': 705, 'burial': 1148, 'humbug': 4117, 'revolt': 7019, 'dere': 2240, 'stilt': 8199, 'contributor': 1835, 'timberland': 8822, 'bagger': 548, 'gaw': 3405, 'unjam': 9278, 'capitalist': 1262, 'peacock': 6069, 'harrow': 3830, 'thorn': 8741, 'induct': 4243, 'angler': 283, 'pow': 6423, 'acronym': 43, 'chronogram': 1523, 'thousandth': 8749, 'cinder': 1539, 'steadfast': 8152, 'toyish': 8958, 'buna': 1130, 'physicist': 6186, 'tourn': 8944, 'slayer': 7708, 'puncher': 6586, 'overmuch': 5897, 'prose': 6535, 'commission': 1729, 'postscript': 6412, 'southwest': 7928, 'thankful': 8686, 'pigskin': 6209, 'tiff': 8811, 'ovarian': 5868, 'matrix': 5143, 'leach': 4695, 'sonic': 7896, 'mantra': 5080, 'peeper': 6093, 'carney': 1298, 'scruff': 7332, 'realize': 6763, 'snare': 7810, 'blurt': 875, 'blot': 857, 'heater': 3890, 'overrun': 5901, 'specter': 7972, 'mitt': 5347, 'motel': 5436, 'raucous': 6736, 'unhitch': 9268, 'revolution': 7020, 'conner': 1799, 'original': 5810, 'guss': 3728, 'sri': 8094, 'refect': 6834, 'gay': 3407, 'activist': 49, 'inasmuch': 4212, 'masterwork': 5128, 'apron': 335, 'roamer': 7089, 'martinico': 5118, 'galant': 3355, 'whiner': 9731, 'dand': 2110, 'hearken': 3879, 'upbeat': 9369, 'bouquet': 963, 'seamstress': 7348, 'coul': 1916, 'bib': 754, 'sponsorship': 8035, 'toa': 8854, 'cum': 2048, 'springboard': 8058, 'vista': 9528, 'unafraid': 9191, 'planar': 6263, 'naw': 5555, 'gool': 3570, 'symbiot': 8509, 'sal': 7207, 'dancer': 2109, 'fiscal': 3045, 'markup': 5106, 'sleeveless': 7717, 'heavy': 3896, 'silverback': 7612, 'halogen': 3770, 'lier': 4780, 'nock': 5637, 'transplant': 8998, 'gnome': 3531, 'banish': 590, 'onus': 5775, 'oat': 5709, 'cinnamon': 1542, 'muir': 5476, 'calculus': 1208, 'terror': 8671, 'hogan': 4012, 'viva': 9534, 'hep': 3933, 'dev': 2268, 'ransom': 6712, 'parka': 6014, 'singer': 7627, 'morphic': 5425, 'sola': 7870, 'dissent': 2385, 'inmost': 4285, 'josh': 4452, 'dill': 2312, 'loon': 4908, 'colon': 1700, 'kep': 4506, 'lupe': 4967, 'donnot': 2445, 'puff': 6571, 'compost': 1759, 'flipper': 3113, 'moisten': 5370, 'girt': 3479, 'quasi': 6633, 'shoehorn': 7519, 'spline': 8021, 'beset': 734, 'newton': 5609, 'annex': 292, 'canso': 1252, 'squid': 8087, 'carp': 1301, 'stale': 8110, 'brightwork': 1041, 'fluent': 3138, 'whisk': 9738, 'pitcher': 6249, 'popper': 6377, 'carburetor': 1275, 'mister': 5338, 'hump': 4124, 'kip': 4543, 'rover': 7141, 'allgood': 190, 'preflight': 6444, 'roast': 7091, 'sider': 7581, 'chunky': 1531, 'talker': 8553, 'sax': 7260, 'pal': 5959, 'snooker': 7828, 'nitrogen': 5634, 'reverb': 7013, 'fogey': 3165, 'amour': 258, 'screech': 7322, 'salient': 7214, 'wondrous': 9833, 'skit': 7679, 'untrust': 9354, 'by': 1187, 'ko': 4577, 'fraught': 3267, 'gnomon': 3532, 'paraphernalia': 6005, 'scratchless': 7317, 'piston': 6245, 'cruse': 2027, 'tourist': 8943, 'swastika': 8461, 'trave': 9006, 'miler': 5273, 'shunt': 7568, 'cockroach': 1659, 'obey': 5712, 'slipe': 7740, 'broach': 1050, 'aloud': 201, 'mistress': 5341, 'flinch': 3107, 'morph': 5424, 'sedan': 7361, 'amalgam': 224, 'wail': 9568, 'inboard': 4214, 'improvement': 4210, 'alem': 172, 'footstep': 3183, 'thig': 8724, 'handset': 3796, 'anachronist': 264, 'retest': 6992, 'nat': 5541, 'roter': 7127, 'faker': 2869, 'everyman': 2775, 'cruel': 2022, 'mora': 5414, 'simular': 7622, 'concuss': 1775, 'genus': 3440, 'selfless': 7380, 'goa': 3534, 'than': 8683, 'almanac': 195, 'vehement': 9449, 'dyke': 2586, 'nipper': 5629, 'snowstorm': 7837, 'stung': 8319, 'paintbrush': 5955, 'blizzard': 848, 'curb': 2054, 'sett': 7426, 'elain': 2634, 'stake': 8109, 'skier': 7668, 'teem': 8630, 'slur': 7765, 'probal': 6495, 'armpit': 371, 'chili': 1477, 'memento': 5195, 'functionless': 3324, 'footer': 3180, 'aver': 480, 'stimuli': 8202, 'illicit': 4178, 'ame': 238, 'shaver': 7475, 'squeamish': 8085, 'haystack': 3859, 'phenomenon': 6169, 'julio': 4465, 'homer': 4035, 'waken': 9577, 'headboard': 3865, 'spook': 8037, 'quota': 6658, 'regress': 6864, 'striation': 8276, 'gateway': 3400, 'implant': 4195, 'wrestler': 9889, 'taboo': 8524, 'goodyear': 3567, 'rewrap': 7026, 'ticktock': 8803, 'denial': 2223, 'hula': 4109, 'mentor': 5207, 'swa': 8449, 'dern': 2242, 'silica': 7604, 'bespoken': 736, 'impend': 4190, 'detest': 2262, 'cretin': 1988, 'retort': 6998, 'bidder': 760, 'burlap': 1150, 'dwell': 2583, 'pest': 6153, 'backwood': 536, 'geisha': 3419, 'continuum': 1827, 'impost': 4201, 'hieroglyph': 3969, 'rectilinear': 6813, 'recoup': 6809, 'limbo': 4805, 'tassel': 8592, 'picket': 6195, 'uncheck': 9209, 'fitter': 3056, 'takin': 8546, 'squawk': 8082, 'hurley': 4135, 'barber': 601, 'ona': 5766, 'diopter': 2328, 'sla': 7687, 'plead': 6292, 'saleswoman': 7213, 'fodder': 3162, 'yule': 9970, 'theorist': 8703, 'docent': 2413, 'stigma': 8195, 'servo': 7420, 'caustic': 1344, 'wend': 9682, 'balder': 558, 'foreword': 3210, 'tempo': 8646, 'abacus': 3, 'teaser': 8617, 'gad': 3347, 'pantheon': 5981, 'spew': 7991, 'dank': 2116, 'buss': 1169, 'rental': 6914, 'iridium': 4362, 'sprawl': 8052, 'holl': 4023, 'firework': 3039, 'barbel': 600, 'sander': 7230, 'topper': 8910, 'exhort': 2798, 'rink': 7064, 'frontier': 3304, 'pike': 6210, 'ode': 5735, 'kyle': 4596, 'sith': 7647, 'sitter': 7649, 'dispel': 2376, 'crossbar': 2012, 'pillar': 6214, 'checkerboard': 1442, 'handless': 3793, 'featherweight': 2930, 'tare': 8581, 'broadhead': 1054, 'liquor': 4836, 'wingman': 9790, 'pathway': 6042, 'nomad': 5645, 'muse': 5493, 'torsion': 8922, 'whee': 9707, 'affection': 92, 'spiderweb': 7997, 'peyton': 6163, 'garth': 3390, 'detain': 2256, 'windowless': 9783, 'bandit': 584, 'striper': 8290, 'spay': 7960, 'trice': 9030, 'rah': 6681, 'sicken': 7578, 'eros': 2738, 'heigh': 3907, 'rethread': 6994, 'snuck': 7839, 'frown': 3306, 'tol': 8875, 'lys': 4982, 'mina': 5292, 'modular': 5368, 'tramp': 8981, 'kraft': 4591, 'tae': 8532, 'vodka': 9537, 'inventor': 4351, 'clench': 1594, 'hydrogen': 4148, 'firth': 3044, 'backer': 525, 'daresay': 2121, 'fet': 2963, 'lear': 4707, 'lander': 4637, 'savior': 7255, 'noway': 5685, 'launder': 4678, 'subcontract': 8335, 'cardstock': 1286, 'emir': 2666, 'insomniac': 4302, 'uncorrect': 9222, 'kickback': 4520, 'bailey': 551, 'decolor': 2175, 'boob': 922, 'raptor': 6720, 'slob': 7745, 'skid': 7667, 'gether': 3451, 'chinchilla': 1486, 'slipper': 7741, 'babu': 517, 'tinnitus': 8837, 'artisanship': 389, 'gleeful': 3503, 'copter': 1866, 'rex': 7027, 'unman': 9295, 'aerial': 84, 'brewer': 1031, 'studier': 8311, 'padlock': 5945, 'cortez': 1898, 'fest': 2961, 'sighted': 7592, 'slump': 7763, 'prevail': 6465, 'hetero': 3950, 'throng': 8770, 'him': 3981, 'pulp': 6580, 'gook': 3569, 'goldfish': 3552, 'enact': 2676, 'bleak': 833, 'flagrant': 3064, 'roach': 7083, 'pompous': 6358, 'narcissist': 5537, 'dorm': 2464, 'buster': 1171, 'barrow': 616, 'luscious': 4972, 'gossip': 3580, 'ricochet': 7044, 'biscuit': 791, 'wordless': 9847, 'jalap': 4393, 'unison': 9276, 'tartan': 8588, 'knead': 4554, 'hog': 4011, 'remnant': 6906, 'reword': 7023, 'leer': 4725, 'nach': 5522, 'sie': 7585, 'hei': 3906, 'gibberish': 3459, 'salad': 7208, 'dell': 2208, 'settlement': 7428, 'jumper': 4468, 'typical': 9161, 'tyre': 9164, 'fide': 2988, 'slacken': 7690, 'metropolitan': 5241, 'antediluvian': 303, 'gnat': 3529, 'president': 6459, 'neal': 5560, 'patel': 6039, 'abduct': 5, 'subterranean': 8349, 'rhino': 7032, 'deafen': 2149, 'jargon': 4403, 'tapeworm': 8578, 'groomer': 3671, 'coop': 1856, 'laud': 4673, 'lope': 4916, 'router': 7140, 'riva': 7078, 'simmer': 7616, 'mascot': 5121, 'propaganda': 6528, 'lard': 4649, 'homey': 4037, 'curfew': 2056, 'cero': 1376, 'slather': 7703, 'dissect': 2384, 'molten': 5378, 'dong': 2442, 'fuji': 3315, 'neer': 5573, 'gingerbread': 3471, 'eureka': 2766, 'winch': 9779, 'duress': 2573, 'flee': 3096, 'camara': 1222, 'cardiac': 1280, 'likin': 4799, 'sepia': 7400, 'neverland': 5601, 'smoothen': 7791, 'algebra': 176, 'portrait': 6396, 'overact': 5871, 'assi': 416, 'noun': 5678, 'percussionist': 6127, 'slouch': 7755, 'howel': 4094, 'rightmost': 7055, 'cystal': 2086, 'gare': 3382, 'tention': 8660, 'pisiform': 6242, 'substant': 8347, 'mide': 5258, 'vare': 9434, 'samson': 7221, 'frontal': 3303, 'putt': 6614, 'marcello': 5091, 'twant': 9129, 'toi': 8869, 'expel': 2806, 'mane': 5052, 'beaver': 670, 'amulet': 261, 'mico': 5251, 'journeyman': 4456, 'nast': 5540, 'leaner': 4704, 'hend': 3932, 'portent': 6391, 'smush': 7795, 'blight': 840, 'vex': 9483, 'spokesman': 8032, 'finis': 3029, 'denizen': 2225, 'talisman': 8551, 'counsel': 1919, 'pus': 6607, 'crutch': 2030, 'engulf': 2695, 'gunshot': 3723, 'boll': 902, 'velveteen': 9456, 'auditorium': 457, 'convertor': 1842, 'lop': 4915, 'noy': 5687, 'romp': 7111, 'expound': 2816, 'crass': 1964, 'woe': 9825, 'vei': 9450, 'hale': 3761, 'hap': 3806, 'butcher': 1175, 'stine': 8204, 'mothership': 5440, 'numberless': 5699, 'vell': 9454, 'wield': 9766, 'inlet': 4284, 'groan': 3667, 'tampon': 8562, 'vas': 9439, 'unpaid': 9302, 'horseback': 4076, 'semicircular': 7386, 'thrasher': 8752, 'coma': 1712, 'oversleep': 5906, 'intercept': 4321, 'aground': 127, 'mesa': 5221, 'shoo': 7522, 'stapler': 8127, 'cocoa': 1662, 'plaid': 6258, 'reak': 6758, 'flask': 3081, 'bong': 916, 'bourn': 965, 'heartburn': 3885, 'transcendent': 8986, 'teak': 8610, 'bub': 1090, 'merciless': 5212, 'chameleon': 1394, 'bemoan': 710, 'sequin': 7405, 'repercuss': 6928, 'genet': 3431, 'selfish': 7379, 'priest': 6475, 'quadra': 6621, 'torment': 8915, 'lantern': 4643, 'nether': 5592, 'terrazzo': 8669, 'corps': 1888, 'knub': 4575, 'bombard': 907, 'solver': 7883, 'tarot': 8585, 'tog': 8868, 'timed': 8824, 'oatmeal': 5710, 'figaro': 3001, 'dropper': 2533, 'slimer': 7734, 'should': 7540, 'lecher': 4717, 'guerrilla': 3702, 'easer': 2599, 'stella': 8168, 'analyst': 267, 'jayhawk': 4408, 'bung': 1133, 'overtop': 5913, 'ariel': 361, 'pia': 6188, 'taunt': 8600, 'nova': 5680, 'battlefield': 645, 'underdog': 9229, 'husker': 4140, 'unluck': 9294, 'tariff': 8583, 'trainman': 8977, 'gob': 3537, 'quo': 6656, 'crater': 1966, 'reign': 6871, 'gove': 3586, 'blueness': 867, 'overland': 5890, 'not': 5670, 'bandless': 585, 'gambit': 3365, 'tuft': 9090, 'stoical': 8220, 'supa': 8405, 'psychic': 6559, 'bushi': 1165, 'monarch': 5384, 'spore': 8040, 'ked': 4494, 'volcan': 9540, 'handful': 3786, 'docker': 2415, 'chatter': 1430, 'picker': 6194, 'prosper': 6538, 'doer': 2423, 'lis': 4838, 'dele': 2205, 'playroom': 6289, 'skunk': 7683, 'tryout': 9079, 'acorn': 40, 'punta': 6592, 'twine': 9146, 'comet': 1720, 'lockout': 4877, 'pincher': 6222, 'labour': 4601, 'revamp': 7008, 'millibar': 5282, 'sheriff': 7491, 'herring': 3947, 'ultraviolet': 9177, 'liven': 4853, 'raiser': 6693, 'functional': 3322, 'glade': 3490, 'tulip': 9093, 'cocoon': 1664, 'cine': 1540, 'saturnalia': 7249, 'chairman': 1388, 'impression': 4205, 'hie': 3968, 'adjoin': 66, 'acclaim': 28, 'woohoo': 9844, 'jess': 4421, 'choir': 1499, 'sporty': 8044, 'extravaganza': 2831, 'thicken': 8721, 'southpaw': 7927, 'gue': 3701, 'cleanup': 1587, 'fallback': 2872, 'vacuous': 9412, 'casework': 1318, 'coper': 1860, 'amelia': 239, 'fluster': 3147, 'slingshot': 7737, 'reprint': 6942, 'anterior': 305, 'tanner': 8572, 'spatter': 7957, 'tyke': 9157, 'capitan': 1263, 'utensil': 9406, 'sob': 7847, 'stammer': 8117, 'wod': 9824, 'spar': 7948, 'policeman': 6348, 'tut': 9122, 'recount': 6808, 'maney': 5054, 'orchestra': 5800, 'sheepish': 7481, 'che': 1433, 'append': 329, 'assassin': 409, 'miasma': 5245, 'libertarian': 4773, 'development': 2271, 'capper': 1264, 'slumber': 7762, 'dean': 2154, 'hatter': 3845, 'foppish': 3186, 'retouch': 6999, 'wallow': 9584, 'timber': 8821, 'vineyard': 9507, 'catamount': 1333, 'crick': 1991, 'knop': 4571, 'rudder': 7151, 'entrepreneur': 2711, 'suppress': 8424, 'fico': 2983, 'pep': 6119, 'slat': 7701, 'millennia': 5278, 'flak': 3068, 'magnify': 5016, 'fiver': 3058, 'repugn': 6946, 'allay': 187, 'bourbon': 964, 'reverso': 7015, 'handkerchief': 3791, 'anesthesia': 278, 'hummingbird': 4121, 'sleepless': 7715, 'chalet': 1390, 'norma': 5658, 'roto': 7128, 'canari': 1237, 'dextrous': 2281, 'excrement': 2792, 'undercut': 9228, 'overload': 5893, 'spinal': 8004, 'unforeseen': 9261, 'reborn': 6779, 'upstart': 9384, 'outher': 5841, 'poem': 6332, 'abstract': 18, 'swept': 8479, 'hoist': 4014, 'evict': 2776, 'marco': 5093, 'wisp': 9803, 'thumbprint': 8785, 'ravish': 6741, 'millefiori': 5277, 'mandarin': 5051, 'backset': 532, 'jeer': 4414, 'stint': 8210, 'loll': 4893, 'bicyclist': 758, 'fission': 3051, 'broom': 1067, 'chronometer': 1525, 'roofer': 7114, 'pone': 6362, 'swoosh': 8502, 'drainer': 2499, 'huntsman': 4133, 'sovereign': 7931, 'sare': 7241, 'gaseous': 3392, 'tanga': 8566, 'tutti': 9124, 'darkroom': 2125, 'reget': 6859, 'bey': 750, 'harper': 3827, 'maxima': 5151, 'textual': 8680, 'snape': 7807, 'tortious': 8925, 'saliva': 7215, 'manta': 5078, 'tornillo': 8918, 'foreman': 3203, 'handiwork': 3790, 'indicia': 4233, 'domain': 2437, 'genera': 3427, 'mediterranean': 5179, 'freewheel': 3277, 'gradient': 3601, 'savant': 7252, 'twee': 9133, 'punto': 6593, 'matchbox': 5133, 'lurk': 4971, 'handrail': 3795, 'unplan': 9308, 'transistor': 8993, 'hertz': 3948, 'piezo': 6204, 'are': 352, 'compactor': 1736, 'apocalypt': 322, 'saya': 7262, 'hugger': 4107, 'inhabit': 4271, 'presser': 6461, 'sarcasm': 7239, 'untuck': 9356, 'overlord': 5896, 'yak': 9919, 'piper': 6240, 'mocha': 5356, 'forthwith': 3226, 'bonanza': 913, 'shrapnel': 7553, 'fieldwork': 2992, 'hen': 3930, 'hao': 3805, 'prune': 6554, 'to': 8853, 'calk': 1213, 'sparkler': 7951, 'lob': 4867, 'sniff': 7819, 'chad': 1382, 'oblivion': 5716, 'dorsal': 2466, 'jobless': 4438, 'heaper': 3877, 'brainwash': 989, 'withdrawn': 9811, 'hearth': 3887, 'guesser': 3704, 'kobold': 4580, 'musk': 5499, 'sprinter': 8061, 'hod': 4009, 'hank': 3801, 'spellbind': 7983, 'doomsday': 2451, 'unsmooth': 9331, 'foun': 3237, 'trite': 9046, 'poon': 6371, 'cower': 1944, 'swish': 8492, 'argo': 357, 'sorcer': 7906, 'smarten': 7773, 'wench': 9681, 'doit': 2429, 'hiver': 4000, 'noir': 5642, 'passer': 6028, 'sire': 7638, 'tume': 9095, 'orchid': 5801, 'stalwart': 8115, 'derail': 2239, 'scald': 7265, 'kore': 4589, 'strewn': 8275, 'savor': 7256, 'buffoon': 1101, 'mankind': 5069, 'alumina': 216, 'aglow': 121, 'theatric': 8697, 'decoy': 2178, 'sunlamp': 8398, 'buckskin': 1094, 'turret': 9120, 'grr': 3689, 'waiver': 9575, 'despond': 2250, 'exempt': 2794, 'peso': 6151, 'diem': 2297, 'curmudgeon': 2060, 'slosh': 7752, 'rand': 6706, 'whar': 9701, 'relabel': 6882, 'atmo': 438, 'donkey': 2443, 'spiel': 7998, 'amort': 256, 'sunup': 8403, 'bonair': 912, 'scalpel': 7268, 'untoward': 9352, 'vigil': 9497, 'flier': 3105, 'prey': 6469, 'paradox': 5996, 'squirt': 8092, 'broth': 1069, 'diffract': 2304, 'fascia': 2900, 'intrust': 4347, 'therein': 8707, 'gab': 3346, 'ming': 5300, 'dao': 2117, 'earl': 2592, 'encrypt': 2686, 'lam': 4625, 'rut': 7180, 'filer': 3008, 'neural': 5595, 'bal': 556, 'pega': 6097, 'livelihood': 4852, 'especial': 2750, 'estado': 2755, 'hurl': 4134, 'paragon': 5997, 'tradesman': 8969, 'lurch': 4968, 'stave': 8149, 'carter': 1312, 'goy': 3590, 'scholarship': 7292, 'toner': 8888, 'usar': 9397, 'rota': 7126, 'kim': 4533, 'hoy': 4096, 'stra': 8243, 'turnscrew': 9119, 'mudd': 5469, 'crappo': 1962, 'lavish': 4682, 'makeshift': 5031, 'some': 7886, 'feeder': 2938, 'congeal': 1790, 'slime': 7733, 'booger': 923, 'dorado': 2463, 'yester': 9943, 'reindeer': 6874, 'jest': 4422, 'moleskin': 5376, 'maneuver': 5053, 'erd': 2732, 'eventual': 2770, 'paquet': 5991, 'snide': 7818, 'bes': 733, 'deben': 2159, 'lenticular': 4749, 'tele': 8636, 'faraday': 2892, 'thaw': 8694, 'verd': 9469, 'vail': 9415, 'trekker': 9017, 'cuesta': 2042, 'mania': 5061, 'caract': 1270, 'coli': 1689, 'janitor': 4399, 'mope': 5412, 'ultima': 9173, 'shrunken': 7564, 'ingest': 4266, 'raincoat': 6689, 'democrat': 2219, 'gris': 3665, 'hairless': 3759, 'chiropractor': 1493, 'fetal': 2964, 'inexpress': 4249, 'alf': 174, 'onset': 5772, 'groot': 3673, 'restless': 6978, 'tarp': 8586, 'misadjust': 5315, 'fraid': 3256, 'heald': 3873, 'mig': 5264, 'olden': 5758, 'billfold': 776, 'ecru': 2615, 'talc': 8548, 'hoodwink': 4053, 'criterion': 2001, 'pete': 6157, 'lar': 4648, 'publican': 6566, 'comprador': 1761, 'bender': 714, 'ohm': 5752, 'stimulus': 8203, 'tucker': 9087, 'mamma': 5044, 'dey': 2282, 'wroke': 9903, 'replant': 6930, 'anon': 296, 'pinhead': 6225, 'unleash': 9286, 'voucher': 9550, 'bloom': 855, 'guardian': 3697, 'merlin': 5218, 'blab': 801, 'foreground': 3199, 'economist': 2613, 'merger': 5214, 'dover': 2479, 'dure': 2572, 'stollen': 8224, 'injunct': 4278, 'humour': 4123, 'lister': 4842, 'undershirt': 9237, 'anathema': 269, 'rein': 6873, 'nosey': 5668, 'liaison': 4768, 'creed': 1978, 'finch': 3019, 'bred': 1023, 'vat': 9442, 'meek': 5183, 'strop': 8299, 'quarterback': 6631, 'brut': 1085, 'doughnut': 2475, 'blindfold': 842, 'placer': 6257, 'unseat': 9325, 'mule': 5478, 'anguish': 285, 'spat': 7955, 'bosom': 948, 'sprite': 8062, 'nuke': 5695, 'lenient': 4744, 'motorcyclist': 5446, 'breakthrough': 1017, 'posterior': 6408, 'inbound': 4215, 'shuck': 7565, 'photogen': 6180, 'excerpt': 2789, 'bod': 890, 'mouton': 5457, 'convenient': 1839, 'mem': 5192, 'scrumptious': 7333, 'subset': 8345, 'heer': 3904, 'condemn': 1777, 'overwrought': 5922, 'feign': 2941, 'lucern': 4946, 'memoir': 5197, 'relink': 6895, 'disband': 2344, 'dor': 2462, 'deliver': 2207, 'verb': 9466, 'sise': 7642, 'ender': 2691, 'stagnant': 8104, 'inconvenient': 4223, 'mutt': 5509, 'investor': 4354, 'hapless': 3808, 'coll': 1693, 'mib': 5246, 'largess': 4650, 'knocker': 4568, 'simpleton': 7620, 'ase': 396, 'uptown': 9386, 'dissimilar': 2386, 'beak': 654, 'affluent': 96, 'imponent': 4198, 'pincer': 6220, 'tourney': 8946, 'impostor': 4202, 'lazuli': 4693, 'soy': 7935, 'zee': 9978, 'overthink': 5912, 'retrain': 7001, 'macaroni': 4987, 'untap': 9345, 'mitten': 5348, 'pawnshop': 6060, 'wite': 9807, 'giro': 3478, 'burt': 1160, 'pleat': 6295, 'byth': 1190, 'trumpet': 9074, 'repolish': 6934, 'erudit': 2744, 'impressionist': 4206, 'leadership': 4698, 'guarantor': 3695, 'deft': 2199, 'wark': 9603, 'jellyfish': 4417, 'yolk': 9953, 'cloak': 1615, 'am': 222, 'freehand': 3274, 'trun': 9075, 'scold': 7297, 'metel': 5234, 'suppost': 8423, 'soprano': 7905, 'rode': 7102, 'badminton': 543, 'intil': 4344, 'dullish': 2558, 'sandstorm': 7231, 'madam': 4999, 'autograph': 470, 'overcook': 5877, 'idol': 4169, 'pilfer': 6212, 'thumbscrew': 8786, 'setscrew': 7425, 'unmet': 9296, 'erika': 2737, 'aircrew': 144, 'berlin': 729, 'plateau': 6276, 'ora': 5794, 'aper': 317, 'libra': 4774, 'wuss': 9909, 'tercer': 8663, 'embargo': 2655, 'datum': 2134, 'girder': 3474, 'boycott': 973, 'jug': 4463, 'nerver': 5586, 'salon': 7217, 'washout': 9618, 'dither': 2401, 'duffel': 2553, 'gulp': 3715, 'checkbook': 1440, 'whimsey': 9727, 'aba': 1, 'coercion': 1669, 'spilt': 8002, 'scandal': 7271, 'their': 8701, 'hostel': 4079, 'hiatus': 3960, 'doorman': 2455, 'sienna': 7586, 'valueless': 9425, 'matron': 5144, 'payer': 6064, 'department': 2230, 'lof': 4882, 'lagoon': 4616, 'linoleum': 4829, 'crib': 1990, 'seduct': 7362, 'natatorium': 5543, 'lith': 4846, 'resistor': 6966, 'hatt': 3844, 'vincent': 9504, 'telegraph': 8637, 'pelt': 6101, 'starer': 8133, 'bice': 755, 'outstrip': 5860, 'bestow': 739, 'arris': 381, 'sidetrack': 7582, 'mein': 5185, 'custodian': 2071, 'berth': 732, 'potent': 6415, 'yoke': 9952, 'burner': 1152, 'flippant': 3112, 'airship': 150, 'chimera': 1482, 'plutonium': 6320, 'trapezoid': 9001, 'maint': 5026, 'tur': 9106, 'amma': 249, 'reassess': 6772, 'hewer': 3953, 'housewarm': 4090, 'swath': 8464, 'epoch': 2723, 'dag': 2094, 'practical': 6429, 'awrist': 504, 'jama': 4395, 'after': 104, 'emporium': 2672, 'brotherhood': 1072, 'spurn': 8071, 'dace': 2089, 'indictor': 4235, 'enam': 2678, 'ferret': 2954, 'washroom': 9619, 'haft': 3750, 'aplomb': 320, 'dirk': 2335, 'corsair': 1896, 'debunk': 2163, 'syntax': 8516, 'glaze': 3499, 'hove': 4092, 'threefold': 8757, 'reaffirm': 6757, 'inport': 4289, 'jaunt': 4405, 'rejoin': 6880, 'drier': 2518, 'spurrier': 8072, 'falutin': 2877, 'litmus': 4848, 'refuel': 6848, 'syrup': 8517, 'semiform': 7388, 'pont': 6365, 'lambskin': 4627, 'whata': 9704, 'obe': 5711, 'mult': 5481, 'welt': 9679, 'foist': 3167, 'buttonless': 1181, 'manul': 5082, 'whoo': 9752, 'antic': 309, 'nocturn': 5638, 'lethal': 4760, 'sudd': 8366, 'intrepid': 4345, 'pliant': 6298, 'tweeter': 9137, 'ewe': 2778, 'layaway': 4689, 'jager': 4386, 'chute': 1534, 'gunman': 3721, 'prepared': 6452, 'delusion': 2210, 'kan': 4486, 'clocksmith': 1618, 'humanitarian': 4114, 'basin': 625, 'mender': 5202, 'phi': 6171, 'romero': 7110, 'cogent': 1675, 'parakeet': 5999, 'blackjack': 808, 'godchild': 3541, 'indiscreet': 4239, 'cafeteria': 1202, 'coffer': 1672, 'photon': 6182, 'morocco': 5422, 'bullock': 1123, 'beget': 685, 'rehear': 6870, 'sunlit': 8400, 'mho': 5243, 'unsaid': 9321, 'tetanus': 8676, 'kneel': 4557, 'bodyguard': 892, 'hypothermia': 4155, 'sok': 7868, 'brine': 1045, 'monocular': 5392, 'stander': 8121, 'circlet': 1545, 'redirect': 6823, 'kith': 4549, 'bushcraft': 1164, 'headband': 3864, 'bate': 635, 'roughen': 7132, 'birthright': 789, 'turnout': 9118, 'motley': 5444, 'discredit': 2357, 'unthread': 9347, 'stull': 8316, 'rancher': 6704, 'wong': 9835, 'of': 5739, 'ket': 4509, 'quarrel': 6628, 'outback': 5827, 'neath': 5565, 'apnea': 321, 'mack': 4994, 'jell': 4416, 'somerset': 7889, 'arriba': 380, 'phlebotomist': 6173, 'chimaera': 1479, 'unarm': 9192, 'corpus': 1889, 'essling': 2753, 'franco': 3261, 'glider': 3506, 'hanker': 3802, 'oppress': 5786, 'decipher': 2172, 'stoper': 8234, 'panoram': 5979, 'pali': 5962, 'dib': 2291, 'tempi': 8645, 'material': 5138, 'vita': 9531, 'nei': 5577, 'wreath': 9884, 'phenomena': 6168, 'eleventh': 2648, 'inroad': 4291, 'tyrant': 9163, 'crestfallen': 1987, 'summerish': 8381, 'squall': 8077, 'mugger': 5475, 'naturalist': 5546, 'plat': 6274, 'immit': 4182, 'adulthood': 78, 'erupt': 2745, 'rebar': 6775, 'barren': 614, 'steadier': 8153, 'wreak': 9883, 'abort': 10, 'currier': 2063, 'splint': 8022, 'unpin': 9307, 'howl': 4095, 'umlaut': 9181, 'smacker': 7768, 'piglet': 6207, 'individualist': 4241, 'teardrop': 8616, 'decrement': 2179, 'lin': 4812, 'miter': 5346, 'lea': 4694, 'uppermost': 9378, 'sprain': 8050, 'soma': 7884, 'peddler': 6083, 'chais': 1389, 'whereupon': 9715, 'unsharpen': 9329, 'scab': 7264, 'hydrocarbon': 4147, 'gallop': 3363, 'rower': 7143, 'flit': 3115, 'silva': 7610, 'blain': 815, 'joust': 4457, 'candlelight': 1242, 'cloy': 1635, 'broomstick': 1068, 'ruth': 7181, 'mano': 5074, 'stang': 8124, 'fluorescent': 3145, 'baccarat': 520, 'lata': 4663, 'constrain': 1812, 'crenel': 1981, 'chaperon': 1409, 'sind': 7624, 'colonel': 1701, 'inexact': 4247, 'outlaw': 5845, 'zo': 9993, 'eyestrain': 2841, 'jettison': 4424, 'toenail': 8867, 'quilter': 6648, 'mecon': 5171, 'suttin': 8448, 'redden': 6816, 'crust': 2029, 'warcraft': 9600, 'wap': 9597, 'toughen': 8937, 'nous': 5679, 'raindrop': 6690, 'yest': 9942, 'dovetail': 2480, 'lacer': 4604, 'calcium': 1207, 'slander': 7694, 'tai': 8535, 'neuter': 5596, 'abject': 7, 'maybe': 5155, 'motherhood': 5439, 'spoof': 8036, 'fruition': 3311, 'cookbook': 1849, 'furbish': 3332, 'hijack': 3977, 'toit': 8872, 'partnership': 6025, 'hostess': 4080, 'traitor': 8979, 'devout': 2278, 'splashproof': 8014, 'infern': 4255, 'mire': 5312, 'gout': 3585, 'ajar': 154, 'curacao': 2053, 'sloth': 7754, 'merk': 5217, 'paar': 5936, 'iguana': 4175, 'angst': 284, 'mojo': 5371, 'mout': 5455, 'huck': 4100, 'goodish': 3565, 'memoria': 5199, 'sere': 7408, 'subsea': 8344, 'adrift': 76, 'gogo': 3546, 'cowl': 1945, 'inexist': 4248, 'cynic': 2084, 'greenback': 3641, 'stime': 8201, 'ara': 340, 'toil': 8870, 'veil': 9451, 'rum': 7160, 'maco': 4995, 'joiner': 4446, 'whill': 9723, 'bater': 636, 'barney': 609, 'sneer': 7815, 'neve': 5599, 'swifter': 8481, 'taft': 8533, 'interconnect': 4323, 'rend': 6909, 'castellano': 1325, 'umph': 9183, 'helix': 3915, 'discover': 2356, 'margarita': 5095, 'puppet': 6596, 'hamster': 3777, 'humankind': 4115, 'mim': 5288, 'dangler': 2115, 'naught': 5547, 'rattler': 6735, 'autopilot': 475, 'pediatrician': 6085, 'chooser': 1504, 'playbook': 6285, 'unspeak': 9334, 'comer': 1719, 'bora': 938, 'cay': 1356, 'harmonica': 3825, 'slowdown': 7758, 'splitter': 8025, 'kina': 4536, 'misstep': 5335, 'rapt': 6719, 'newscast': 5606, 'whey': 9719, 'rosin': 7123, 'glaucoma': 3498, 'kosher': 4590, 'mao': 5084, 'proletariat': 6518, 'musculin': 5492, 'underplay': 9235, 'tankard': 8570, 'dozer': 2493, 'fetus': 2968, 'grenadin': 3646, 'sike': 7599, 'fut': 3342, 'buckaroo': 1092, 'proviso': 6548, 'outburst': 5831, 'breve': 1029, 'fearless': 2926, 'balsa': 573, 'brett': 1028, 'musket': 5500, 'toro': 8919, 'beckon': 672, 'bequeath': 724, 'spire': 8009, 'rheumatoid': 7030, 'flameless': 3072, 'slipshod': 7742, 'aero': 85, 'corridor': 1894, 'matchstick': 5135, 'blackmail': 809, 'patriarch': 6046, 'freir': 3280, 'heartfelt': 3886, 'billiard': 777, 'ashen': 398, 'pucker': 6569, 'plight': 6300, 'marksmanship': 5105, 'flatland': 3084, 'overdress': 5880, 'bureaucrat': 1142, 'reproach': 6943, 'featureless': 2931, 'gearbox': 3412, 'concoct': 1772, 'sensate': 7394, 'navel': 5554, 'leapt': 4706, 'detritus': 2267, 'smiler': 7782, 'ale': 171, 'suction': 8364, 'quell': 6636, 'conqueror': 1802, 'flot': 3129, 'canna': 1247, 'goodman': 3566, 'costal': 1906, 'lyse': 4983, 'lac': 4602, 'hooter': 4062, 'yarn': 9924, 'miscreant': 5318, 'meadow': 5160, 'jib': 4426, 'caress': 1291, 'asta': 421, 'lill': 4802, 'portfolio': 6393, 'newish': 5604, 'sog': 7863, 'sunburn': 8388, 'vicious': 9489, 'fungal': 3327, 'bikini': 771, 'painful': 5952, 'susi': 8443, 'lair': 4620, 'gloom': 3514, 'foy': 3250, 'theer': 8699, 'lye': 4979, 'mistrust': 5342, 'ruckus': 7150, 'sermon': 7414, 'gymnasium': 3736, 'landlock': 4638, 'bruin': 1080, 'disalign': 2338, 'footwork': 3184, 'gill': 3464, 'milo': 5287, 'broadsword': 1055, 'pol': 6344, 'luminous': 4958, 'wrought': 9907, 'surgeon': 8431, 'ruthless': 7182, 'tempest': 8644, 'chromo': 1521, 'snick': 7816, 'outweight': 5864, 'ravin': 6740, 'fiar': 2975, 'tram': 8980, 'nacreous': 5523, 'inland': 4281, 'audit': 456, 'gell': 3422, 'underway': 9241, 'smartish': 7774, 'kiln': 4528, 'dung': 2564, 'homogen': 4039, 'faraway': 2893, 'leek': 4723, 'pax': 6061, 'repent': 6927, 'wag': 9561, 'growl': 3685, 'sergeant': 7409, 'disown': 2374, 'tweaker': 9132, 'decrepit': 2180, 'myopia': 5512, 'tenant': 8651, 'jaguar': 4389, 'wriest': 9891, 'azon': 514, 'vile': 9500, 'inhibitor': 4274, 'miscolor': 5317, 'nasal': 5539, 'flay': 3092, 'barrack': 611, 'cavort': 1354, 'mover': 5460, 'excelsior': 2786, 'hacksaw': 3746, 'vagina': 9414, 'candlestick': 1244, 'kickoff': 4522, 'theta': 8717, 'alga': 175, 'unkempt': 9280, 'touchdown': 8934, 'hippo': 3989, 'borg': 943, 'ped': 6080, 'rebellion': 6777, 'overlong': 5894, 'bult': 1124, 'gar': 3379, 'kirk': 4544, 'rhythmic': 7036, 'aye': 512, 'hutch': 4143, 'functionalist': 3323, 'whist': 9742, 'cohort': 1678, 'contra': 1830, 'gyp': 3738, 'hopeful': 4065, 'productor': 6506, 'southeastern': 7925, 'oar': 5708, 'heinous': 3910, 'helio': 3913, 'stager': 8102, 'outpost': 5852, 'galley': 3361, 'thereon': 8709, 'lade': 4609, 'pollen': 6354, 'paperback': 5988, 'judo': 4462, 'walrus': 9586, 'kiwi': 4551, 'kelp': 4501, 'postmark': 6410, 'forthright': 3225, 'krypton': 4594, 'bulker': 1112, 'bicker': 756, 'openwork': 5781, 'ladyish': 4613, 'aspen': 404, 'sublet': 8339, 'cheng': 1454, 'steamer': 8160, 'soybean': 7936, 'tasteful': 8593, 'flyspeck': 3154, 'historian': 3995, 'soulless': 7916, 'republican': 6945, 'kneed': 4556, 'gol': 3548, 'lew': 4766, 'tamp': 8560, 'ambo': 236, 'meatal': 5169, 'insipid': 4298, 'avocet': 486, 'technologist': 8625, 'shipwreck': 7509, 'teapot': 8614, 'ripper': 7069, 'grater': 3630, 'tinner': 8836, 'cummerbund': 2049, 'pubic': 6564, 'hackney': 3745, 'triton': 9048, 'orgasm': 5806, 'menthol': 5205, 'determinist': 2261, 'brandish': 994, 'quark': 6627, 'encroach': 2684, 'unkind': 9281, 'pessimist': 6152, 'fitch': 3054, 'bicolor': 757, 'linea': 4816, 'refuge': 6849, 'boyhood': 974, 'harbour': 3814, 'patchwork': 6037, 'undertook': 9240, 'thrum': 8779, 'informal': 4263, 'diploma': 2330, 'garrison': 3389, 'chandler': 1400, 'blocker': 852, 'tailless': 8538, 'unthink': 9346, 'cheke': 1451, 'suitor': 8376, 'poach': 6324, 'carless': 1297, 'nought': 5677, 'atta': 441, 'postpaid': 6411, 'unjust': 9279, 'primar': 6479, 'computer': 1765, 'plebeian': 6296, 'gloat': 3511, 'interceptor': 4322, 'nar': 5536, 'moonless': 5405, 'bravura': 1002, 'exalt': 2781, 'matchless': 5134, 'virtuoso': 9518, 'getup': 3453, 'when': 9711, 'limelight': 4807, 'serviceman': 7419, 'matchbook': 5132, 'cholesterol': 1502, 'yeard': 9931, 'ceramic': 1374, 'skylight': 7685, 'spotter': 8048, 'radii': 6674, 'toucan': 8932, 'chow': 1515, 'bobbin': 888, 'codfish': 1667, 'confront': 1789, 'cosmopolitan': 1902, 'thriller': 8764, 'snapper': 7808, 'alto': 213, 'bis': 790, 'leath': 4714, 'sailer': 7202, 'sprig': 8056, 'bulky': 1114, 'payday': 6063, 'magi': 5008, 'interlink': 4329, 'ebb': 2610, 'haircut': 3757, 'hin': 3982, 'foo': 3174, 'paga': 5946, 'lei': 4737, 'lender': 4741, 'seel': 7367, 'flitter': 3116, 'norther': 5663, 'accouter': 33, 'basset': 629, 'casket': 1322, 'finalist': 3018, 'infract': 4264, 'bespeak': 735, 'upbring': 9370, 'bullit': 1122, 'festoon': 2962, 'outbound': 5830, 'oldster': 5760, 'dander': 2111, 'adolescent': 73, 'warner': 9608, 'preorder': 6450, 'overspend': 5908, 'ria': 7037, 'cro': 2003, 'coleur': 1688, 'cinquecento': 1543, 'magneto': 5013, 'bade': 541, 'sugarplum': 8373, 'stod': 8219, 'fecal': 2932, 'cello': 1363, 'starship': 8136, 'dishevel': 2364, 'chia': 1464, 'cob': 1651, 'chauffeur': 1432, 'flores': 3127, 'breakaway': 1012, 'mun': 5485, 'bagel': 547, 'duet': 2551, 'impar': 4187, 'irregardless': 4367, 'marten': 5115, 'pell': 6099, 'myst': 5516, 'pul': 6575, 'regur': 6868, 'millwright': 5286, 'sleigh': 7718, 'shipyard': 7510, 'rehash': 6869, 'unsold': 9333, 'explant': 2811, 'knickknack': 4560, 'spawn': 7959, 'northwestern': 5666, 'caber': 1193, 'recant': 6785, 'lox': 4938, 'signet': 7598, 'wone': 9834, 'thro': 8766, 'catalyst': 1331, 'gander': 3372, 'torrent': 8921, 'malign': 5037, 'essay': 2752, 'corkscrew': 1879, 'ingrown': 4270, 'repin': 6929, 'tablecloth': 8521, 'twa': 9128, 'unlaw': 9285, 'counterpoint': 1926, 'llama': 4858, 'honker': 4049, 'offshoot': 5747, 'monsieur': 5395, 'tait': 8541, 'worrier': 9863, 'hurrah': 4136, 'nye': 5704, 'fletcher': 3099, 'liss': 4839, 'bullish': 1121, 'woodshop': 9842, 'reclasp': 6799, 'ocular': 5732, 'calypso': 1220, 'unwoven': 9366, 'papaya': 5986, 'machi': 4991, 'tamer': 8559, 'trillium': 9038, 'griff': 3653, 'marrow': 5111, 'straiten': 8250, 'zealot': 9974, 'roust': 7138, 'gan': 3371, 'sherlock': 7492, 'axis': 510, 'diurnal': 2403, 'extant': 2818, 'jeopard': 4418, 'rascal': 6722, 'suer': 8369, 'compatriot': 1742, 'charisma': 1421, 'shatterproof': 7473, 'thoo': 8740, 'poetic': 6333, 'extortion': 2827, 'fife': 2995, 'naut': 5549, 'rustproof': 7179, 'styler': 8329, 'neigher': 5580, 'cass': 1323, 'agen': 115, 'skitter': 7680, 'leat': 4713, 'bedlam': 674, 'malt': 5042, 'lull': 4953, 'milder': 5270, 'holm': 4027, 'gouger': 3583, 'zoologist': 9998, 'loy': 4939, 'tiptop': 8843, 'brutish': 1088, 'vapid': 9432, 'enactor': 2677, 'grub': 3690, 'neth': 5591, 'grievous': 3652, 'maya': 5154, 'muffin': 5471, 'avert': 481, 'uva': 9410, 'oaf': 5706, 'gurl': 3725, 'fen': 2950, 'daft': 2093, 'queer': 6635, 'component': 1756, 'mysel': 5515, 'gospel': 3579, 'lightish': 4793, 'convoy': 1846, 'supernova': 8416, 'aforesaid': 101, 'shipboard': 7506, 'wut': 9910, 'stinger': 8206, 'semiconductor': 7387, 'dal': 2098, 'legato': 4732, 'pontoon': 6367, 'infirm': 4258, 'blender': 837, 'titi': 8850, 'thwack': 8793, 'astor': 426, 'frim': 3296, 'linchpin': 4813, 'downturn': 2488, 'automaton': 474, 'gimbal': 3466, 'hasan': 3834, 'aerosol': 88, 'chess': 1456, 'breadth': 1010, 'assail': 408, 'firebird': 3035, 'brothel': 1070, 'ging': 3469, 'sidelong': 7580, 'outstretch': 5859, 'colorfast': 1704, 'younker': 9962, 'dote': 2470, 'governor': 3588, 'interject': 4328, 'offhand': 5744, 'vase': 9440, 'goober': 3563, 'felon': 2947, 'dada': 2091, 'macaw': 4988, 'coon': 1855, 'altruist': 214, 'dyslexia': 2588, 'wae': 9557, 'chopper': 1507, 'corona': 1884, 'iba': 4156, 'starboard': 8129, 'leno': 4745, 'snoozer': 7830, 'catalina': 1330, 'laura': 4679, 'flexion': 3102, 'imperium': 4193, 'plow': 6303, 'iceberg': 4158, 'curtail': 2066, 'menial': 5203, 'villain': 9503, 'gird': 3473, 'while': 9722, 'fervor': 2959, 'cand': 1240, 'locksmith': 4878, 'foal': 3157, 'loch': 4873, 'mele': 5188, 'bemad': 709, 'argon': 358, 'meander': 5164, 'cit': 1549, 'substract': 8348, 'rondo': 7112, 'alumnus': 220, 'novem': 5682, 'wah': 9565, 'keylock': 4515, 'beluga': 708, 'hud': 4101, 'confect': 1783, 'thatch': 8690, 'behest': 694, 'otto': 5821, 'corundum': 1899, 'shalom': 7454, 'seme': 7384, 'thresher': 8758, 'flub': 3137, 'granger': 3619, 'demark': 2212, 'houri': 4087, 'tycoon': 9155, 'sinker': 7630, 'unpass': 9305, 'onslaught': 5773, 'protagonist': 6539, 'kaki': 4483, 'alow': 202, 'unfit': 9258, 'pennant': 6113, 'wavey': 9642, 'comma': 1724, 'remember': 6903, 'gale': 3357, 'cyrus': 2085, 'longhorn': 4899, 'cogwheel': 1677, 'blossom': 856, 'loge': 4887, 'piscina': 6241, 'toother': 8900, 'galloway': 3364, 'devilish': 2274, 'fop': 3185, 'madman': 5002, 'banc': 580, 'ire': 4361, 'peninsula': 6111, 'nitch': 5632, 'flam': 3070, 'sma': 7766, 'chaplain': 1410, 'anthem': 306, 'implicit': 4197, 'breezeway': 1025, 'cataclysm': 1329, 'siren': 7639, 'headless': 3867, 'lucid': 4947, 'ribber': 7039, 'thankless': 8687, 'coolth': 1854, 'snab': 7797, 'litz': 4850, 'pesa': 6150, 'girly': 3477, 'atheist': 435, 'triad': 9025, 'slimish': 7735, 'porto': 6395, 'henceforth': 3931, 'afoot': 100, 'quill': 6646, 'anan': 268, 'instruction': 4309, 'kaiser': 4481, 'laney': 4641, 'solemn': 7876, 'hark': 3822, 'pursuant': 6604, 'doubter': 2472, 'spall': 7944, 'travail': 9005, 'idic': 4166, 'manicurist': 5064, 'moy': 5464, 'mona': 5383, 'fragrant': 3255, 'actin': 47, 'irrepair': 4369, 'prowler': 6551, 'soh': 7864, 'penmanship': 6112, 'environmentalist': 2717, 'moonlit': 5407, 'chapman': 1411, 'fresnel': 3286, 'prober': 6497, 'roundabout': 7135, 'clot': 1625, 'citadel': 1550, 'heath': 3891, 'sonar': 7893, 'treacher': 9010, 'surrealist': 8435, 'strife': 8282, 'tutu': 9125, 'molar': 5372, 'ghat': 3455, 'limpet': 4811, 'workaday': 9850, 'newsprint': 5608, 'elemin': 2646, 'tope': 8904, 'pellet': 6100, 'tumor': 9096, 'campground': 1231, 'caravel': 1273, 'sunfish': 8393, 'outmost': 5850, 'sigma': 7595, 'tambour': 8557, 'indican': 4232, 'fantasia': 2888, 'fiesta': 2994, 'broil': 1059, 'sonnet': 7897, 'sensual': 7397, 'apocryph': 323, 'studious': 8313, 'roadway': 7087, 'mincemeat': 5293, 'automatical': 473, 'sharkskin': 7467, 'candlelit': 1243, 'appet': 331, 'lasso': 4659, 'clamber': 1563, 'accredit': 34, 'anaconda': 265, 'slicer': 7724, 'graceful': 3595, 'discord': 2354, 'wynn': 9912, 'whare': 9702, 'hearsay': 3880, 'slee': 7710, 'genitalia': 3434, 'nea': 5559, 'squirm': 8090, 'handstand': 3797, 'barton': 618, 'ultimatum': 9174, 'raya': 6744, 'medial': 5175, 'gest': 3446, 'kernel': 4508, 'tremor': 9018, 'glop': 3515, 'drat': 2506, 'shih': 7497, 'bongo': 917, 'cockatoo': 1657, 'asp': 402, 'important': 4200, 'stree': 8265, 'ailment': 137, 'successful': 8357, 'spatial': 7956, 'heroism': 3945, 'streep': 8266, 'classy': 1580, 'crisscross': 1999, 'breakup': 1018, 'hermit': 3941, 'reorient': 6918, 'lady': 4611, 'pedro': 6086, 'salesclerk': 7210, 'kung': 4595, 'prosaic': 6534, 'mown': 5463, 'psychologist': 6560, 'polder': 6346, 'stealer': 8156, 'hereon': 3939, 'aileron': 136, 'murmur': 5490, 'cartel': 1311, 'fled': 3095, 'amarillo': 225, 'ambar': 230, 'chide': 1469, 'messin': 5225, 'chalmer': 1392, 'gourmet': 3584, 'lood': 4902, 'unstretch': 9339, 'backless': 530, 'sketcher': 7663, 'glen': 3504, 'celluloid': 1365, 'boiler': 898, 'asthma': 424, 'scrat': 7314, 'planetarium': 6266, 'burrow': 1158, 'blanco': 822, 'spearmint': 7965, 'sloop': 7749, 'such': 8361, 'marcel': 5090, 'arsenic': 385, 'lalo': 4624, 'fowl': 3247, 'benzyl': 723, 'peridot': 6133, 'bekiss': 699, 'hitter': 3998, 'sophic': 7904, 'quina': 6649, 'skeet': 7659, 'moo': 5402, 'bouncer': 961, 'glut': 3524, 'jobber': 4437, 'cookout': 1850, 'outwork': 5865, 'showboat': 7547, 'intension': 4317, 'comedian': 1718, 'unbeknown': 9196, 'carful': 1293, 'zeta': 9983, 'cardiologist': 1283, 'smoot': 7789, 'primal': 6478, 'hubbub': 4099, 'chipper': 1492, 'guitarist': 3712, 'kennel': 4503, 'teat': 8618, 'copperhead': 1864, 'alarum': 164, 'soe': 7858, 'citron': 1553, 'hoofprint': 4055, 'thinnish': 8733, 'thight': 8726, 'trist': 9045, 'ens': 2704, 'bijoux': 769, 'aneurysm': 279, 'paver': 6055, 'sist': 7643, 'jed': 4412, 'at': 432, 'tibet': 8797, 'sabe': 7185, 'tenner': 8656, 'conic': 1793, 'gnaw': 3530, 'fib': 2978, 'gewgaw': 3454, 'infidel': 4257, 'bitt': 796, 'simmon': 7617, 'lohan': 4891, 'comfit': 1721, 'fiddley': 2987, 'scoreboard': 7304, 'subcontractor': 8336, 'limitless': 4809, 'trocar': 9053, 'troca': 9052, 'pua': 6562, 'fauld': 2916, 'contempt': 1822, 'lancer': 4635, 'claimant': 1561, 'transcript': 8987, 'theat': 8695, 'tablespoon': 8522, 'bazaar': 648, 'aval': 478, 'rucksack': 7149, 'enzym': 2720, 'neb': 5566, 'offish': 5745, 'jaun': 4404, 'dah': 2096, 'blowfish': 861, 'afterwork': 110, 'outreach': 5854, 'kebab': 4493, 'afield': 98, 'natch': 5544, 'shiny': 7504, 'foyer': 3251, 'shiv': 7512, 'floodlight': 3123, 'screwhead': 7325, 'mechanist': 5170, 'asterisk': 422, 'uncaught': 9207, 'junto': 4474, 'sojourn': 7867, 'egad': 2623, 'gazer': 3409, 'jagger': 4388, 'parson': 6020, 'carver': 1315, 'mero': 5220, 'amnesia': 252, 'wept': 9684, 'bewilder': 749, 'platter': 6281, 'jing': 4431, 'pap': 5984, 'sima': 7614, 'tapa': 8575, 'snowbird': 7836, 'microgram': 5253, 'fresco': 3282, 'lora': 4917, 'transient': 8992, 'magnesium': 5011, 'admonish': 71, 'sunbeam': 8387, 'sighter': 7593, 'aphrodisiac': 319, 'ponga': 6364, 'blackboard': 804, 'skillet': 7670, 'rodney': 7104, 'wrecker': 9886, 'weatherman': 9656, 'ough': 5823, 'vanguard': 9428, 'maiden': 5019, 'molest': 5377, 'bilious': 772, 'ancora': 273, 'costar': 1907, 'visto': 9529, 'cest': 1380, 'durant': 2571, 'keyless': 4514, 'mick': 5250, 'sinus': 7632, 'termino': 8666, 'carga': 1294, 'mast': 5126, 'bolster': 903, 'silt': 7609, 'lak': 4621, 'scenic': 7285, 'thwart': 8794, 'cigarillo': 1537, 'armchair': 368, 'shrivel': 7559, 'rampant': 6701, 'bela': 701, 'anorth': 298, 'sera': 7407, 'vali': 9420, 'burp': 1155, 'pagina': 5949, 'canto': 1255, 'fabricant': 2845, 'meio': 5186, 'fae': 2860, 'spectra': 7973, 'slapper': 7699, 'roundish': 7137, 'blanca': 821, 'bushwhack': 1166, 'people': 6118, 'grout': 3681, 'guardsman': 3699, 'ulcer': 9168, 'assent': 411, 'cuerda': 2041, 'dura': 2570, 'lobo': 4869, 'quis': 6652, 'bock': 889, 'campo': 1232, 'relot': 6899, 'genteel': 3438, 'conn': 1796, 'rada': 6670, 'envoy': 2718, 'agora': 124, 'corta': 1897, 'abord': 9, 'mew': 5242, 'fez': 2972, 'schnauzer': 7290, 'galera': 3358, 'parado': 5995, 'armless': 369, 'proximo': 6552, 'backlog': 531, 'unwield': 9360, 'same': 7220, 'perkin': 6138, 'zirconian': 9991, 'aviso': 484, 'relevant': 6890, 'outbid': 5828, 'stratum': 8259, 'brant': 995, 'broch': 1057, 'gluten': 3525, 'glucosid': 3521, 'stewardess': 8187, 'trifold': 9034, 'throu': 8771, 'gump': 3717, 'airfield': 145, 'walsh': 9587, 'encomienda': 2682, 'venezolano': 9461, 'unbidden': 9201, 'coward': 1942, 'spick': 7995, 'leech': 4722, 'dado': 2092, 'caret': 1292, 'reconfirm': 6804, 'ambush': 237, 'reveil': 7010, 'ballad': 563, 'furrow': 3336, 'mufti': 5473, 'voltaic': 9544, 'bestir': 738, 'automatic': 472, 'blick': 839, 'sion': 7633, 'toller': 8878, 'prospector': 6537, 'ironwork': 4366, 'interset': 4339, 'lionel': 4832, 'sile': 7601, 'seg': 7373, 'familia': 2880, 'pino': 6231, 'sitio': 7648, 'tula': 9092, 'bookish': 925, 'vison': 9526, 'ultimo': 9175, 'grovel': 3683, 'groin': 3668, 'tup': 9105, 'mambo': 5043, 'digital': 2309, 'claspt': 1576, 'fourteenth': 3244, 'purl': 6600, 'resina': 6963, 'gopher': 3572, 'principal': 6484, 'monk': 5388, 'imprison': 4208, 'thermistor': 8712, 'trawl': 9008, 'borracha': 945, 'crux': 2031, 'heller': 3917, 'blacksmith': 811, 'linha': 4826, 'vane': 9427, 'tiver': 8852, 'swindler': 8487, 'gruff': 3692, 'reattempt': 6774, 'foud': 3234, 'ferric': 2956, 'crossword': 2013, 'marm': 5108, 'colin': 1691, 'vee': 9446, 'lifer': 4786, 'villa': 9502, 'blowout': 863, 'smyth': 7796, 'miro': 5313, 'groundless': 3679, 'decern': 2170, 'solidi': 7880, 'inflect': 4259, 'slavish': 7706, 'mischief': 5316, 'lai': 4617, 'lod': 4881, 'tenfold': 8655, 'personal': 6145, 'holer': 4021, 'exigent': 2799, 'cardiovascular': 1284, 'aftermath': 106, 'incrust': 4226, 'jigger': 4429, 'overwork': 5920, 'ourself': 5825, 'titular': 8851, 'gestion': 3447, 'mastiff': 5129, 'unequal': 9251, 'compartment': 1740, 'jovial': 4458, 'raj': 6695, 'stressful': 8272, 'fright': 3292, 'abreast': 12, 'clima': 1602, 'tailer': 8537, 'relament': 6883, 'chester': 1458, 'receivership': 6789, 'casula': 1327, 'flipe': 3111, 'stipend': 8212, 'switchback': 8495, 'stronghold': 8297, 'canning': 1248, 'manal': 5049, 'manic': 5063, 'undergrad': 9231, 'alk': 184, 'haya': 3858, 'caucho': 1341, 'bain': 552, 'looney': 4909, 'hydrant': 4145, 'gastric': 3397, 'joyous': 4460, 'submain': 8340, 'stright': 8283, 'footman': 3181, 'peon': 6117, 'chewer': 1462, 'stardom': 8131, 'jako': 4392, 'sumner': 8384, 'ulterior': 9172, 'rational': 6733, 'lain': 4619, 'moro': 5421, 'lubber': 4942, 'whitetail': 9746, 'interdepend': 4324, 'devest': 2272, 'wiper': 9795, 'ketch': 4510, 'alison': 183, 'armadillo': 367, 'arisen': 363, 'figment': 3004, 'untold': 9350, 'tinta': 8840, 'belabor': 702, 'colleen': 1697, 'blather': 829, 'cardon': 1285, 'unaccustom': 9188, 'aloft': 199, 'chauffer': 1431, 'hornet': 4072, 'multimillion': 5483, 'silken': 7607, 'hippocampus': 3990, 'admiral': 69, 'pavilion': 6056, 'lan': 4634, 'hyperopia': 4152, 'archer': 347, 'handicraft': 3789, 'ratch': 6726, 'workingman': 9854, 'ganga': 3374, 'hemorrhoid': 3927, 'caliber': 1212, 'stewardship': 8188, 'hardish': 3818, 'inhuman': 4275, 'horner': 4071, 'mage': 5006, 'teamwork': 8613, 'fellowship': 2946, 'canid': 1246, 'eucalyptus': 2764, 'portend': 6390, 'homunculus': 4040, 'chopin': 1506, 'enigma': 2696, 'christen': 1517, 'fowler': 3248, 'tress': 9022, 'eyelid': 2839, 'ark': 365, 'phobic': 6174, 'baga': 546, 'fra': 3252, 'munt': 5487, 'tantrum': 8573, 'hopper': 4067, 'funnel': 3330, 'zac': 9972, 'holyday': 4031, 'sair': 7205, 'workroom': 9858, 'methyl': 5239, 'buran': 1138, 'overzeal': 5923, 'referent': 6836, 'fishhook': 3050, 'genom': 3436, 'imperialist': 4192, 'atavus': 433, 'ambidexter': 233, 'manuscript': 5083, 'goblin': 3539, 'promethium': 6520, 'kali': 4485, 'license': 4776, 'sled': 7709, 'chare': 1418, 'intellect': 4315, 'asylum': 431, 'sac': 7187, 'unfrozen': 9264, 'preheat': 6447, 'impala': 4186, 'clement': 1593, 'impel': 4189, 'tempora': 8647, 'squarer': 8078, 'malaria': 5035, 'sonata': 7894, 'unwilling': 9361, 'tired': 8845, 'looking': 4905, 'amazing': 229, 'modist': 5367, 'lire': 4837, 'perturb': 6148, 'intermix': 4332, 'squinch': 8088, 'centaur': 1369, 'avow': 488, 'toucher': 8935, 'transparent': 8997, 'mamo': 5047, 'sateen': 7247, 'stet': 8182, 'antagonist': 301, 'natal': 5542, 'scrambler': 7310, 'whirlwind': 9736, 'noel': 5641, 'mountaintop': 5452, 'surtout': 8437, 'steamboat': 8159, 'camelback': 1225, 'hewn': 3954, 'washcloth': 9616, 'dogfight': 2428, 'tortuous': 8926, 'harpoon': 3828, 'mien': 5263, 'duff': 2552, 'gant': 3376, 'ged': 3415, 'stetch': 8183, 'feverish': 2970, 'truckload': 9070, 'operetta': 5783, 'minded': 5295, 'slog': 7747, 'unselfish': 9327, 'furlong': 3334, 'competent': 1745, 'busine': 1167, 'poppycock': 6379, 'bure': 1140, 'unmount': 9297, 'exceptional': 2788, 'subtext': 8350, 'lari': 4653, 'pomp': 6357, 'coliseum': 1692, 'mounter': 5453, 'ethyl': 2762, 'graceless': 3596, 'appendix': 330, 'teil': 8634, 'khalifa': 4517, 'jihad': 4430, 'heron': 3946, 'taj': 8542, 'unsung': 9344, 'aryl': 391, 'eral': 2731, 'hoodlum': 4052, 'lapper': 4647, 'histogram': 3994, 'jagged': 4387, 'aneroid': 277, 'manna': 5070, 'smirch': 7783, 'lurid': 4970, 'mayhem': 5156, 'spellbound': 7984, 'pinhold': 6226, 'pretext': 6464, 'undersea': 9236, 'humpback': 4125, 'gyle': 3734, 'temptress': 8649, 'scapegoat': 7275, 'guardrail': 3698, 'toccata': 8860, 'barleycorn': 607, 'skipper': 7677, 'spasm': 7953, 'ife': 4173, 'sleuth': 7721, 'extrovert': 2832, 'airhead': 146, 'modish': 5366, 'eastbound': 2603, 'tallboy': 8555, 'shortish': 7536, 'brent': 1026, 'cee': 1360, 'morgen': 5419, 'fascist': 2901, 'palmetto': 5966, 'troika': 9054, 'trotter': 9062, 'glareproof': 3495, 'wowser': 9877, 'basso': 630, 'technica': 8622, 'surmount': 8432, 'fillet': 3012, 'pinprick': 6233, 'chard': 1417, 'polis': 6349, 'tass': 8591, 'tourism': 8942, 'escudo': 2749, 'voodoo': 9546, 'goblet': 3538, 'silen': 7602, 'studder': 8308, 'newsman': 5607, 'kelek': 4500, 'kopeck': 4586}\n",
            "\n",
            "tf-idf value:\n",
            "  (0, 9652)\t0.3529874569510425\n",
            "  (0, 8823)\t0.2956996527742424\n",
            "  (0, 197)\t0.5509835134800533\n",
            "  (0, 1754)\t0.4954803479633658\n",
            "  (0, 3448)\t0.36017715314891097\n",
            "  (0, 9624)\t0.16350591012510535\n",
            "  (0, 4933)\t0.28708221634823217\n",
            "  (1, 9830)\t0.7133109375110801\n",
            "  (1, 4498)\t0.4815526473746454\n",
            "  (1, 8823)\t0.33960046349395484\n",
            "  (1, 9624)\t0.18778068334385095\n",
            "  (1, 4933)\t0.3297036463115652\n",
            "  (2, 7315)\t1.0\n",
            "  (3, 5029)\t0.3913555192851567\n",
            "  (3, 6254)\t0.539276453176256\n",
            "  (3, 6470)\t0.30919849828939533\n",
            "  (3, 3238)\t0.49568685972507204\n",
            "  (3, 9676)\t0.34062719163787575\n",
            "  (3, 9849)\t0.3141428124962533\n",
            "  (4, 9160)\t0.17277876068298684\n",
            "  (4, 2139)\t0.08910727626578256\n",
            "  (4, 3564)\t0.07167795318776285\n",
            "  (4, 4507)\t0.14904601379438734\n",
            "  (4, 2891)\t0.113627848096094\n",
            "  (4, 9664)\t0.10960640151824567\n",
            "  :\t:\n",
            "  (960047, 8543)\t0.090247340022112\n",
            "  (960047, 2301)\t0.09855381648652058\n",
            "  (960047, 5502)\t0.11817935752343887\n",
            "  (960047, 9846)\t0.14095354933363713\n",
            "  (960047, 9398)\t0.07200503659837068\n",
            "  (960047, 2139)\t0.07485381430389038\n",
            "  (960047, 9624)\t0.03141942799105502\n",
            "  (960048, 9639)\t0.5568302155835672\n",
            "  (960048, 1746)\t0.229304217454577\n",
            "  (960048, 6867)\t0.1497608908213043\n",
            "  (960048, 134)\t0.2198855091600263\n",
            "  (960048, 8902)\t0.13303762437217476\n",
            "  (960048, 4936)\t0.16546193348382024\n",
            "  (960048, 3922)\t0.12952993784051864\n",
            "  (960048, 8120)\t0.15098900962787212\n",
            "  (960048, 3878)\t0.636660146621531\n",
            "  (960048, 5757)\t0.11221831272589107\n",
            "  (960048, 8198)\t0.09595676314520762\n",
            "  (960048, 9153)\t0.10299673374987565\n",
            "  (960048, 7655)\t0.0926554377757678\n",
            "  (960048, 207)\t0.09139175638823412\n",
            "  (960048, 5767)\t0.06936075694128806\n",
            "  (960048, 2139)\t0.08471601473873162\n",
            "  (960048, 3238)\t0.11829883188300742\n",
            "  (960048, 9624)\t0.03555902594310944\n"
          ]
        }
      ],
      "source": [
        "# get indexing\n",
        "print('\\nWord indexes:')\n",
        "print(tfidf_b.vocabulary_)\n",
        "\n",
        "# display tf-idf values\n",
        "print('\\ntf-idf value:')\n",
        "print(result_b)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Splitting the Data"
      ],
      "metadata": {
        "id": "xKuDXfIE-OXF"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2aQmLKJUVIC9"
      },
      "outputs": [],
      "source": [
        "#spliting data into train, dev, test\n",
        "xh = result_h\n",
        "xb = result_b\n",
        "y = np.array(rate)\n",
        "xh_train, xh_test, xb_train, xb_test, y_train, y_test = train_test_split(xh, xb, y, test_size=0.4)\n",
        "xh_dev, xh_test, xb_dev, xb_test, y_dev, y_test = train_test_split(xh_test, xb_test, y_test, test_size=0.5)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Model"
      ],
      "metadata": {
        "id": "XMUhDLptXlPL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Naive Bayes\n"
      ],
      "metadata": {
        "id": "iwZlSLLSXFFd"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5j8y3gyboz-m"
      },
      "outputs": [],
      "source": [
        "csr_matrix.sort_indices(xh_train)\n",
        "csr_matrix.sort_indices(xh_dev)\n",
        "csr_matrix.sort_indices(xh_test)\n",
        "csr_matrix.sort_indices(xb_train)\n",
        "csr_matrix.sort_indices(xb_dev)\n",
        "csr_matrix.sort_indices(xb_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZS9wjG2_UZUq"
      },
      "outputs": [],
      "source": [
        "x_train = hstack((xh_train, xb_train))\n",
        "x_test = hstack((xh_test, xb_test))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZLEQfRCJWlSX"
      },
      "outputs": [],
      "source": [
        "model = MultinomialNB(force_alpha=True)\n",
        "model.fit(x_train,y_train)\n",
        "y_pred = model.predict(x_test)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Report"
      ],
      "metadata": {
        "id": "u89FfEIE-rIK"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0jP33_yAXg8i",
        "outputId": "d6105a75-75f3-45cc-a317-8c86f2bfbcb2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.77      0.72      0.74     27641\n",
            "           1       0.60      0.30      0.40     15850\n",
            "           2       0.91      0.97      0.94    148519\n",
            "\n",
            "    accuracy                           0.88    192010\n",
            "   macro avg       0.76      0.66      0.69    192010\n",
            "weighted avg       0.86      0.88      0.86    192010\n",
            "\n"
          ]
        }
      ],
      "source": [
        "print(classification_report(y_test, y_pred,zero_division=0))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_predicted_train = model.predict(x_train)\n",
        "y_predicted_labels_train = [np.argmax(i) for i in y_predicted_train]\n",
        "cm = tf.math.confusion_matrix(labels=y_train,predictions=y_predicted_labels_train)\n",
        "plt.figure(figsize = (10,7))\n",
        "sn.heatmap(cm, annot=True, fmt='d')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Truth')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        },
        "id": "uxd2McTsdAtn",
        "outputId": "ef37dd46-766a-477e-b38f-3b8a5c616f9e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(95.72222222222221, 0.5, 'Truth')"
            ]
          },
          "metadata": {},
          "execution_count": 38
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "6Vj-EvcjXagO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Neural Network"
      ],
      "metadata": {
        "id": "8Ckugpg3XuJk"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Agu_hAL6edoq"
      },
      "outputs": [],
      "source": [
        "x_train = [xh_train,xb_train]\n",
        "x_dev = [xh_dev, xb_dev]\n",
        "x_test = [xh_test,xb_test]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XeKu22MgrqEJ"
      },
      "outputs": [],
      "source": [
        "y_trainOH = to_categorical(y_train)[:, 0:3]\n",
        "y_devOH = to_categorical(y_dev)[:, 0:3]\n",
        "y_testOH = to_categorical(y_test)[:, 0:3]\n",
        "validation_data = (x_dev[1], y_devOH)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dX7y1R0KD-e7",
        "outputId": "da61a4bd-78d8-4df3-911a-7cbdc96042a6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((576029, 3), (576029,))"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ],
      "source": [
        "y_trainOH.shape, y_train.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "trfvhnSLvHuX"
      },
      "outputs": [],
      "source": [
        "input1 = Input(shape=x_train[0].shape[1:],sparse=True)\n",
        "input2 = Input(shape=x_train[1].shape[1:],sparse=True)\n",
        "x = Dense(256,activation='relu')(input1)\n",
        "a = Dense(256,activation='relu')(input2)\n",
        "\n",
        "merge = Concatenate()([x, a])\n",
        "\n",
        "x = Dense(64,activation='relu')(merge)\n",
        "output = Dense(3,activation='softmax')(x)\n",
        "\n",
        "model = Model(inputs=[input1,input2],outputs=output)\n",
        "model.compile(loss=\"categorical_crossentropy\",optimizer=Adam(0.01),metrics=['categorical_accuracy'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lRE8jhMDWGjT",
        "outputId": "d9dfa2dc-9ac7-466a-d1d9-20912dbd42b0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/3\n",
            "18001/18001 [==============================] - 237s 13ms/step - loss: 0.3028 - categorical_accuracy: 0.8891 - val_loss: 0.2876 - val_categorical_accuracy: 0.8944\n",
            "Epoch 2/3\n",
            "18001/18001 [==============================] - 152s 8ms/step - loss: 0.2699 - categorical_accuracy: 0.9001 - val_loss: 0.2940 - val_categorical_accuracy: 0.8947\n",
            "Epoch 3/3\n",
            " 9733/18001 [===============>..............] - ETA: 57s - loss: 0.2429 - categorical_accuracy: 0.9098"
          ]
        }
      ],
      "source": [
        "with tf.device('/GPU:0'):\n",
        "  history = model.fit(x_train, y_trainOH,epochs=3, validation_data = (x_test ,y_testOH))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = model.predict(x_test)"
      ],
      "metadata": {
        "id": "XmX5L8hPjPXm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Report"
      ],
      "metadata": {
        "id": "7G4NpoWb-udU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "z = np.argmax(y_pred, axis = 1)\n",
        "z = to_categorical(z)\n",
        "z"
      ],
      "metadata": {
        "id": "yYFZsW4kKE7k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(classification_report(y_testOH, z,zero_division=0))"
      ],
      "metadata": {
        "id": "LmMFbmXGixDY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_predicted_train = model.predict(x_train)\n",
        "y_predicted_labels_train = [np.argmax(i) for i in y_predicted_train]\n",
        "cm = tf.math.confusion_matrix(labels=y_train,predictions=y_predicted_labels_train)\n",
        "plt.figure(figsize = (10,7))\n",
        "sn.heatmap(cm, annot=True, fmt='d')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Truth')"
      ],
      "metadata": {
        "id": "uPc42ph2jf8y"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}