Emotion_detection_model.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AKing-283/Multi-class-Text-Emotion-Analysis/blob/main/Emotion_detecction_model.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IdWlej1xq7Ui",
        "outputId": "f849f34c-2332-4357-d222-ed89c9df824c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: textblob in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (0.19.0)\n",
            "Requirement already satisfied: nltk>=3.9 in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from textblob) (3.9.1)\n",
            "Requirement already satisfied: click in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from nltk>=3.9->textblob) (8.1.8)\n",
            "Requirement already satisfied: joblib in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from nltk>=3.9->textblob) (1.4.2)\n",
            "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from nltk>=3.9->textblob) (2024.11.6)\n",
            "Requirement already satisfied: tqdm in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from nltk>=3.9->textblob) (4.67.1)\n",
            "Requirement already satisfied: colorama in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (from click->nltk>=3.9->textblob) (0.4.6)\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n",
            "[notice] A new release of pip is available: 24.3.1 -> 25.0.1\n",
            "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
          ]
        }
      ],
      "source": [
        "!pip install textblob"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2rLa0X_jDxtD",
        "outputId": "e4a72e87-b532-40e7-8cd7-b891868247d6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: emot in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (3.1)\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n",
            "[notice] A new release of pip is available: 24.3.1 -> 25.0.1\n",
            "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
          ]
        }
      ],
      "source": [
        "!pip install emot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "45FLNKE9DzIT",
        "outputId": "9a6c99f6-10fd-449c-a808-980dcf3bb899"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: emot in c:\\users\\gauravkarakoti\\desktop\\multi-class-text-emotion-analysis\\venv\\lib\\site-packages (3.1)\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n",
            "[notice] A new release of pip is available: 24.3.1 -> 25.0.1\n",
            "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
          ]
        }
      ],
      "source": [
        "!pip install emot --upgrade"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-DamJuAhF1eL",
        "outputId": "20317e07-6714-4227-f4c4-af309e9bd524"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\n",
            "[notice] A new release of pip is available: 24.3.1 -> 25.0.1\n",
            "[notice] To update, run: python.exe -m pip install --upgrade pip\n",
            "ERROR: Invalid requirement: '#': Expected package name at the start of dependency specifier\n",
            "    #\n",
            "    ^\n"
          ]
        }
      ],
      "source": [
        "!pip install emot==2.1 # Install a compatible version of emot\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import collections\n",
        "import joblib\n",
        "import nltk\n",
        "import io\n",
        "from textblob import Word\n",
        "import re\n",
        "import sys, os, csv\n",
        "import string\n",
        "from sklearn import preprocessing\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.linear_model import SGDClassifier\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.base import BaseEstimator, TransformerMixin\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.metrics import accuracy_score\n",
        "# import the entire emo_unicode module\n",
        "#from emot.emo_unicode import EMOJI_UNICODE # Import EMOJI_UNICODE instead of UNICODE_EMOJI\n",
        "#from emot.emo_unicode import EMOTICONS_EMO # Import EMOTICONS_EMO directly\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import wordnet\n",
        "from nltk.stem import PorterStemmer\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "from collections import Counter\n",
        "\n",
        "\n",
        "# Access UNICODE_EMO and EMOTICONS using the module\n",
        "# UNICODE_EMO = emo_unicode.UNICODE_EMO # No longer needed\n",
        "# EMOTICONS = emo_unicode.EMOTICONS # No longer needed"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f1lDVe_2PToX"
      },
      "source": [
        "## Data Cleaning/Major Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "id": "ebSUWF7qF1eT"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<>:34: SyntaxWarning: invalid escape sequence '\\s'\n",
            "<>:45: SyntaxWarning: invalid escape sequence '\\w'\n",
            "<>:47: SyntaxWarning: invalid escape sequence '\\d'\n",
            "<>:34: SyntaxWarning: invalid escape sequence '\\s'\n",
            "<>:45: SyntaxWarning: invalid escape sequence '\\w'\n",
            "<>:47: SyntaxWarning: invalid escape sequence '\\d'\n",
            "C:\\Users\\GauravKarakoti\\AppData\\Local\\Temp\\ipykernel_35188\\4145891134.py:34: SyntaxWarning: invalid escape sequence '\\s'\n",
            "  \"\"\"pattern = re.compile(r\"(.)\\1{2,}\")\n",
            "C:\\Users\\GauravKarakoti\\AppData\\Local\\Temp\\ipykernel_35188\\4145891134.py:45: SyntaxWarning: invalid escape sequence '\\w'\n",
            "  tweet = ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
            "C:\\Users\\GauravKarakoti\\AppData\\Local\\Temp\\ipykernel_35188\\4145891134.py:47: SyntaxWarning: invalid escape sequence '\\d'\n",
            "  tweet = re.sub('\\d+', '', str(tweet))\n"
          ]
        }
      ],
      "source": [
        "def word_prob(word): return dictionary[word] / total\n",
        "def words(text): return re.findall('[a-z]+', text.lower())\n",
        "dictionary = Counter(words(open('content/merged.txt').read()))\n",
        "max_word_length = max(map(len, dictionary))\n",
        "total = float(sum(dictionary.values()))\n",
        "\n",
        "def viterbi_segment(text):\n",
        "    probs, lasts = [1.0], [0]\n",
        "    for i in range(1, len(text) + 1):\n",
        "        prob_k, k = max((probs[j] * word_prob(text[j:i]), j)\n",
        "                        for j in range(max(0, i - max_word_length), i))\n",
        "        probs.append(prob_k)\n",
        "        lasts.append(k)\n",
        "    words = []\n",
        "    i = len(text)\n",
        "    while 0 < i:\n",
        "        words.append(text[lasts[i]:i])\n",
        "        i = lasts[i]\n",
        "    words.reverse()\n",
        "    return words, probs[-1]\n",
        "\n",
        "def fix_hashtag(text):\n",
        "    text = text.group().split(\":\")[0]\n",
        "    text = text[1:] # remove '#'\n",
        "    try:\n",
        "        test = int(text[0])\n",
        "        text = text[1:]\n",
        "    except:\n",
        "        pass\n",
        "    output = ' '.join(viterbi_segment(text)[0])\n",
        "    return output\n",
        "\n",
        "def prep(tweet):\n",
        "    \"\"\"pattern = re.compile(r\"(.)\\1{2,}\")\n",
        "    tweet = pattern.sub(r\"\\1\\1\", str(tweet))\n",
        "    tweet = re.sub(r'http.?://[^\\s]+[\\s]?', '', str(tweet))\n",
        "    punct = string.punctuation\n",
        "    trantab = str.maketrans(punct, len(punct) * ' ')  # Every punctuation symbol will be replaced by a space\n",
        "    tweet = tweet.translate(trantab)\n",
        "    tweet = tweet.lower()\n",
        "    tweet = tweet.strip()\"\"\"\n",
        "\n",
        "    tweet = tweet.lower()\n",
        "    tweet = re.sub(\"(#[A-Za-z0-9]+)\", fix_hashtag, tweet)\n",
        "    tweet = ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
        "\n",
        "    tweet = re.sub('\\d+', '', str(tweet))\n",
        "    def get_wordnet_pos(word):\n",
        "        tag = nltk.pos_tag([word])[0][1][0].upper()\n",
        "        tag_dict = {\"J\": wordnet.ADJ, \"N\": wordnet.NOUN, \"V\": wordnet.VERB, \"R\": wordnet.ADV}\n",
        "        return tag_dict.get(tag, wordnet.NOUN)\n",
        "\n",
        "    ps = PorterStemmer()\n",
        "    words = tweet.split()\n",
        "    lemmatizer = WordNetLemmatizer()\n",
        "    lemma_words = [lemmatizer.lemmatize(word, get_wordnet_pos(word)) for word in words]\n",
        "    tweet = \" \".join(lemma_words)\n",
        "\n",
        "    stopwords_list = stopwords.words('english')\n",
        "    # Some words which might indicate a certain sentiment are kept via a whitelist\n",
        "    whitelist = [\"n't\", \"not\", \"no\"]\n",
        "    words = tweet.split()\n",
        "    clean_words = [word for word in words if (word not in stopwords_list or word in whitelist) and len(word) > 1]\n",
        "    tweet = \" \".join(clean_words)\n",
        "\n",
        "    tweet = tweet.strip()\n",
        "    return tweet\n",
        "\n",
        "def vectorise_label(label):\n",
        "    if label == \"empty\":return 0\n",
        "    elif label == \"sadness\":return 2\n",
        "    elif label == \"enthusiasm\":return 1\n",
        "    elif label == \"neutral\":return 0\n",
        "    elif label == \"worry\":return 2\n",
        "    elif label == \"surprise\":return 1\n",
        "    elif label == \"love\":return 3\n",
        "    elif label == \"fun\":return 1\n",
        "    elif label == \"hate\":return 4\n",
        "    elif label == \"happiness\":return 1\n",
        "    elif label == \"boredom\":return 0\n",
        "    elif label == \"relief\":return 1\n",
        "    elif label == \"anger\":return 4"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zSqRNKTQF1eW",
        "outputId": "0d5796d6-2a16-4e32-aa45-d789429bd321"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import re\n",
        "import nltk\n",
        "from nltk.stem import WordNetLemmatizer, PorterStemmer\n",
        "from nltk.corpus import stopwords, wordnet\n",
        "from nltk.tokenize import word_tokenize\n",
        "from sklearn.model_selection import train_test_split\n",
        "import pickle\n",
        "\n",
        "# Download necessary NLTK data\n",
        "nltk.download('punkt', quiet=True)\n",
        "nltk.download('wordnet', quiet=True)\n",
        "nltk.download('stopwords', quiet=True)\n",
        "nltk.download('averaged_perceptron_tagger', quiet=True)\n",
        "try:\n",
        "    nltk.data.find('taggers/averaged_perceptron_tagger')\n",
        "except LookupError:\n",
        "    print(\"Downloading averaged_perceptron_tagger...\")\n",
        "    nltk.download('averaged_perceptron_tagger')\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Preprocessing text...\n"
          ]
        },
        {
          "ename": "LookupError",
          "evalue": "\n**********************************************************************\n  Resource \u001b[93maveraged_perceptron_tagger_eng\u001b[0m not found.\n  Please use the NLTK Downloader to obtain the resource:\n\n  \u001b[31m>>> import nltk\n  >>> nltk.download('averaged_perceptron_tagger_eng')\n  \u001b[0m\n  For more information see: https://www.nltk.org/data.html\n\n  Attempted to load \u001b[93mtaggers/averaged_perceptron_tagger_eng/\u001b[0m\n\n  Searched in:\n    - 'C:\\\\Users\\\\GauravKarakoti/nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\share\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\lib\\\\nltk_data'\n    - 'C:\\\\Users\\\\GauravKarakoti\\\\AppData\\\\Roaming\\\\nltk_data'\n    - 'C:\\\\nltk_data'\n    - 'D:\\\\nltk_data'\n    - 'E:\\\\nltk_data'\n    - 'nltk_data'\n    - 'nltk_data'\n    - './nltk_data/'\n**********************************************************************\n",
          "output_type": "error",
          "traceback": [
            "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
            "\u001b[31mLookupError\u001b[39m                               Traceback (most recent call last)",
            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[37]\u001b[39m\u001b[32m, line 5\u001b[39m\n\u001b[32m      3\u001b[39m \u001b[38;5;66;03m# Apply preprocessing to the text column\u001b[39;00m\n\u001b[32m      4\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mPreprocessing text...\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m df[\u001b[33m'\u001b[39m\u001b[33mpreprocessed_text\u001b[39m\u001b[33m'\u001b[39m] = \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mcontent\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprep\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m      7\u001b[39m \u001b[38;5;66;03m# Vectorize labels\u001b[39;00m\n\u001b[32m      8\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mMapping labels...\u001b[39m\u001b[33m\"\u001b[39m)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\series.py:4924\u001b[39m, in \u001b[36mSeries.apply\u001b[39m\u001b[34m(self, func, convert_dtype, args, by_row, **kwargs)\u001b[39m\n\u001b[32m   4789\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mapply\u001b[39m(\n\u001b[32m   4790\u001b[39m     \u001b[38;5;28mself\u001b[39m,\n\u001b[32m   4791\u001b[39m     func: AggFuncType,\n\u001b[32m   (...)\u001b[39m\u001b[32m   4796\u001b[39m     **kwargs,\n\u001b[32m   4797\u001b[39m ) -> DataFrame | Series:\n\u001b[32m   4798\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m   4799\u001b[39m \u001b[33;03m    Invoke function on values of Series.\u001b[39;00m\n\u001b[32m   4800\u001b[39m \n\u001b[32m   (...)\u001b[39m\u001b[32m   4915\u001b[39m \u001b[33;03m    dtype: float64\u001b[39;00m\n\u001b[32m   4916\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m   4917\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   4918\u001b[39m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m   4919\u001b[39m \u001b[43m        \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4920\u001b[39m \u001b[43m        \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4921\u001b[39m \u001b[43m        \u001b[49m\u001b[43mby_row\u001b[49m\u001b[43m=\u001b[49m\u001b[43mby_row\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4922\u001b[39m \u001b[43m        \u001b[49m\u001b[43margs\u001b[49m\u001b[43m=\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4923\u001b[39m \u001b[43m        \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m-> \u001b[39m\u001b[32m4924\u001b[39m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\apply.py:1427\u001b[39m, in \u001b[36mSeriesApply.apply\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1424\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.apply_compat()\n\u001b[32m   1426\u001b[39m \u001b[38;5;66;03m# self.func is Callable\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1427\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\apply.py:1507\u001b[39m, in \u001b[36mSeriesApply.apply_standard\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1501\u001b[39m \u001b[38;5;66;03m# row-wise access\u001b[39;00m\n\u001b[32m   1502\u001b[39m \u001b[38;5;66;03m# apply doesn't have a `na_action` keyword and for backward compat reasons\u001b[39;00m\n\u001b[32m   1503\u001b[39m \u001b[38;5;66;03m# we need to give `na_action=\"ignore\"` for categorical data.\u001b[39;00m\n\u001b[32m   1504\u001b[39m \u001b[38;5;66;03m# TODO: remove the `na_action=\"ignore\"` when that default has been changed in\u001b[39;00m\n\u001b[32m   1505\u001b[39m \u001b[38;5;66;03m#  Categorical (GH51645).\u001b[39;00m\n\u001b[32m   1506\u001b[39m action = \u001b[33m\"\u001b[39m\u001b[33mignore\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj.dtype, CategoricalDtype) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1507\u001b[39m mapped = \u001b[43mobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_map_values\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   1508\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcurried\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m=\u001b[49m\u001b[43maction\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mconvert_dtype\u001b[49m\n\u001b[32m   1509\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1511\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[32m0\u001b[39m], ABCSeries):\n\u001b[32m   1512\u001b[39m     \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[32m   1513\u001b[39m     \u001b[38;5;66;03m#  See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[32m   1514\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m obj._constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index=obj.index)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\base.py:921\u001b[39m, in \u001b[36mIndexOpsMixin._map_values\u001b[39m\u001b[34m(self, mapper, na_action, convert)\u001b[39m\n\u001b[32m    918\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arr, ExtensionArray):\n\u001b[32m    919\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m arr.map(mapper, na_action=na_action)\n\u001b[32m--> \u001b[39m\u001b[32m921\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43malgorithms\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmap_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43marr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m=\u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\algorithms.py:1743\u001b[39m, in \u001b[36mmap_array\u001b[39m\u001b[34m(arr, mapper, na_action, convert)\u001b[39m\n\u001b[32m   1741\u001b[39m values = arr.astype(\u001b[38;5;28mobject\u001b[39m, copy=\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[32m   1742\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m na_action \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1743\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlib\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1744\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m   1745\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m lib.map_infer_mask(\n\u001b[32m   1746\u001b[39m         values, mapper, mask=isna(values).view(np.uint8), convert=convert\n\u001b[32m   1747\u001b[39m     )\n",
            "\u001b[36mFile \u001b[39m\u001b[32mlib.pyx:2972\u001b[39m, in \u001b[36mpandas._libs.lib.map_infer\u001b[39m\u001b[34m()\u001b[39m\n",
            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[35]\u001b[39m\u001b[32m, line 56\u001b[39m, in \u001b[36mprep\u001b[39m\u001b[34m(tweet)\u001b[39m\n\u001b[32m     54\u001b[39m words = tweet.split()\n\u001b[32m     55\u001b[39m lemmatizer = WordNetLemmatizer()\n\u001b[32m---> \u001b[39m\u001b[32m56\u001b[39m lemma_words = [lemmatizer.lemmatize(word, \u001b[43mget_wordnet_pos\u001b[49m\u001b[43m(\u001b[49m\u001b[43mword\u001b[49m\u001b[43m)\u001b[49m) \u001b[38;5;28;01mfor\u001b[39;00m word \u001b[38;5;129;01min\u001b[39;00m words]\n\u001b[32m     57\u001b[39m tweet = \u001b[33m\"\u001b[39m\u001b[33m \u001b[39m\u001b[33m\"\u001b[39m.join(lemma_words)\n\u001b[32m     59\u001b[39m stopwords_list = stopwords.words(\u001b[33m'\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m'\u001b[39m)\n",
            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[35]\u001b[39m\u001b[32m, line 49\u001b[39m, in \u001b[36mprep.<locals>.get_wordnet_pos\u001b[39m\u001b[34m(word)\u001b[39m\n\u001b[32m     48\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mget_wordnet_pos\u001b[39m(word):\n\u001b[32m---> \u001b[39m\u001b[32m49\u001b[39m     tag = \u001b[43mnltk\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpos_tag\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mword\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m[\u001b[32m0\u001b[39m][\u001b[32m1\u001b[39m][\u001b[32m0\u001b[39m].upper()\n\u001b[32m     50\u001b[39m     tag_dict = {\u001b[33m\"\u001b[39m\u001b[33mJ\u001b[39m\u001b[33m\"\u001b[39m: wordnet.ADJ, \u001b[33m\"\u001b[39m\u001b[33mN\u001b[39m\u001b[33m\"\u001b[39m: wordnet.NOUN, \u001b[33m\"\u001b[39m\u001b[33mV\u001b[39m\u001b[33m\"\u001b[39m: wordnet.VERB, \u001b[33m\"\u001b[39m\u001b[33mR\u001b[39m\u001b[33m\"\u001b[39m: wordnet.ADV}\n\u001b[32m     51\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m tag_dict.get(tag, wordnet.NOUN)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tag\\__init__.py:168\u001b[39m, in \u001b[36mpos_tag\u001b[39m\u001b[34m(tokens, tagset, lang)\u001b[39m\n\u001b[32m    143\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpos_tag\u001b[39m(tokens, tagset=\u001b[38;5;28;01mNone\u001b[39;00m, lang=\u001b[33m\"\u001b[39m\u001b[33meng\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m    144\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    145\u001b[39m \u001b[33;03m    Use NLTK's currently recommended part of speech tagger to\u001b[39;00m\n\u001b[32m    146\u001b[39m \u001b[33;03m    tag the given list of tokens.\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    166\u001b[39m \u001b[33;03m    :rtype: list(tuple(str, str))\u001b[39;00m\n\u001b[32m    167\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m168\u001b[39m     tagger = \u001b[43m_get_tagger\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    169\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m _pos_tag(tokens, tagset, tagger, lang)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tag\\__init__.py:110\u001b[39m, in \u001b[36m_get_tagger\u001b[39m\u001b[34m(lang)\u001b[39m\n\u001b[32m    108\u001b[39m     tagger = PerceptronTagger(lang=lang)\n\u001b[32m    109\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m110\u001b[39m     tagger = \u001b[43mPerceptronTagger\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    111\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m tagger\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tag\\perceptron.py:183\u001b[39m, in \u001b[36mPerceptronTagger.__init__\u001b[39m\u001b[34m(self, load, lang)\u001b[39m\n\u001b[32m    181\u001b[39m \u001b[38;5;28mself\u001b[39m.classes = \u001b[38;5;28mset\u001b[39m()\n\u001b[32m    182\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m load:\n\u001b[32m--> \u001b[39m\u001b[32m183\u001b[39m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mload_from_json\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tag\\perceptron.py:273\u001b[39m, in \u001b[36mPerceptronTagger.load_from_json\u001b[39m\u001b[34m(self, lang)\u001b[39m\n\u001b[32m    271\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mload_from_json\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang=\u001b[33m\"\u001b[39m\u001b[33meng\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m    272\u001b[39m     \u001b[38;5;66;03m# Automatically find path to the tagger if location is not specified.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m273\u001b[39m     loc = \u001b[43mfind\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43mf\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtaggers/averaged_perceptron_tagger_\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mlang\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[33;43m/\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m    274\u001b[39m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(loc + TAGGER_JSONS[lang][\u001b[33m\"\u001b[39m\u001b[33mweights\u001b[39m\u001b[33m\"\u001b[39m]) \u001b[38;5;28;01mas\u001b[39;00m fin:\n\u001b[32m    275\u001b[39m         \u001b[38;5;28mself\u001b[39m.model.weights = json.load(fin)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\data.py:579\u001b[39m, in \u001b[36mfind\u001b[39m\u001b[34m(resource_name, paths)\u001b[39m\n\u001b[32m    577\u001b[39m sep = \u001b[33m\"\u001b[39m\u001b[33m*\u001b[39m\u001b[33m\"\u001b[39m * \u001b[32m70\u001b[39m\n\u001b[32m    578\u001b[39m resource_not_found = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mmsg\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m579\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mLookupError\u001b[39;00m(resource_not_found)\n",
            "\u001b[31mLookupError\u001b[39m: \n**********************************************************************\n  Resource \u001b[93maveraged_perceptron_tagger_eng\u001b[0m not found.\n  Please use the NLTK Downloader to obtain the resource:\n\n  \u001b[31m>>> import nltk\n  >>> nltk.download('averaged_perceptron_tagger_eng')\n  \u001b[0m\n  For more information see: https://www.nltk.org/data.html\n\n  Attempted to load \u001b[93mtaggers/averaged_perceptron_tagger_eng/\u001b[0m\n\n  Searched in:\n    - 'C:\\\\Users\\\\GauravKarakoti/nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\share\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\lib\\\\nltk_data'\n    - 'C:\\\\Users\\\\GauravKarakoti\\\\AppData\\\\Roaming\\\\nltk_data'\n    - 'C:\\\\nltk_data'\n    - 'D:\\\\nltk_data'\n    - 'E:\\\\nltk_data'\n    - 'nltk_data'\n    - 'nltk_data'\n    - './nltk_data/'\n**********************************************************************\n"
          ]
        }
      ],
      "source": [
        "\n",
        "df = pd.read_csv('content/tweet_emotions.csv')\n",
        "\n",
        "# Apply preprocessing to the text column\n",
        "print(\"Preprocessing text...\")\n",
        "df['preprocessed_text'] = df['content'].apply(prep)\n",
        "\n",
        "# Vectorize labels\n",
        "print(\"Mapping labels...\")\n",
        "df['label_vector'] = df['sentiment'].apply(vectorise_label)\n",
        "\n",
        "# Save the preprocessed data\n",
        "df.to_csv('content/data_prep.csv', index=False)\n",
        "print(\"Saved data_prep.csv\")\n",
        "\n",
        "# Filter for 'sadness' (example for sad_prep.csv)\n",
        "sad_df = df[df['sentiment'] == 'sadness']\n",
        "sad_df.to_csv('content/sad_prep.csv', index=False)\n",
        "print(\"Saved sad_prep.csv\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "ename": "LookupError",
          "evalue": "\n**********************************************************************\n  Resource \u001b[93mpunkt_tab\u001b[0m not found.\n  Please use the NLTK Downloader to obtain the resource:\n\n  \u001b[31m>>> import nltk\n  >>> nltk.download('punkt_tab')\n  \u001b[0m\n  For more information see: https://www.nltk.org/data.html\n\n  Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n  Searched in:\n    - 'C:\\\\Users\\\\GauravKarakoti/nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\share\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\lib\\\\nltk_data'\n    - 'C:\\\\Users\\\\GauravKarakoti\\\\AppData\\\\Roaming\\\\nltk_data'\n    - 'C:\\\\nltk_data'\n    - 'D:\\\\nltk_data'\n    - 'E:\\\\nltk_data'\n**********************************************************************\n",
          "output_type": "error",
          "traceback": [
            "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
            "\u001b[31mLookupError\u001b[39m                               Traceback (most recent call last)",
            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[27]\u001b[39m\u001b[32m, line 9\u001b[39m\n\u001b[32m      7\u001b[39m sad_df = pd.read_csv(\u001b[33m'\u001b[39m\u001b[33mcontent/sad_prep.csv\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m      8\u001b[39m \u001b[38;5;66;03m# Additional processing for sad_processes.csv\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m sad_df[\u001b[33m'\u001b[39m\u001b[33mtokens\u001b[39m\u001b[33m'\u001b[39m] = \u001b[43msad_df\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mpreprocessed_text\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mword_tokenize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m     11\u001b[39m \u001b[38;5;66;03m# Save processed sadness data\u001b[39;00m\n\u001b[32m     12\u001b[39m sad_df.to_csv(\u001b[33m'\u001b[39m\u001b[33mcontent/sad_processes.csv\u001b[39m\u001b[33m'\u001b[39m, index=\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\series.py:4924\u001b[39m, in \u001b[36mSeries.apply\u001b[39m\u001b[34m(self, func, convert_dtype, args, by_row, **kwargs)\u001b[39m\n\u001b[32m   4789\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mapply\u001b[39m(\n\u001b[32m   4790\u001b[39m     \u001b[38;5;28mself\u001b[39m,\n\u001b[32m   4791\u001b[39m     func: AggFuncType,\n\u001b[32m   (...)\u001b[39m\u001b[32m   4796\u001b[39m     **kwargs,\n\u001b[32m   4797\u001b[39m ) -> DataFrame | Series:\n\u001b[32m   4798\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m   4799\u001b[39m \u001b[33;03m    Invoke function on values of Series.\u001b[39;00m\n\u001b[32m   4800\u001b[39m \n\u001b[32m   (...)\u001b[39m\u001b[32m   4915\u001b[39m \u001b[33;03m    dtype: float64\u001b[39;00m\n\u001b[32m   4916\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m   4917\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   4918\u001b[39m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m   4919\u001b[39m \u001b[43m        \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4920\u001b[39m \u001b[43m        \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4921\u001b[39m \u001b[43m        \u001b[49m\u001b[43mby_row\u001b[49m\u001b[43m=\u001b[49m\u001b[43mby_row\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4922\u001b[39m \u001b[43m        \u001b[49m\u001b[43margs\u001b[49m\u001b[43m=\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   4923\u001b[39m \u001b[43m        \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m=\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m-> \u001b[39m\u001b[32m4924\u001b[39m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\apply.py:1427\u001b[39m, in \u001b[36mSeriesApply.apply\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1424\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m.apply_compat()\n\u001b[32m   1426\u001b[39m \u001b[38;5;66;03m# self.func is Callable\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1427\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\apply.py:1507\u001b[39m, in \u001b[36mSeriesApply.apply_standard\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m   1501\u001b[39m \u001b[38;5;66;03m# row-wise access\u001b[39;00m\n\u001b[32m   1502\u001b[39m \u001b[38;5;66;03m# apply doesn't have a `na_action` keyword and for backward compat reasons\u001b[39;00m\n\u001b[32m   1503\u001b[39m \u001b[38;5;66;03m# we need to give `na_action=\"ignore\"` for categorical data.\u001b[39;00m\n\u001b[32m   1504\u001b[39m \u001b[38;5;66;03m# TODO: remove the `na_action=\"ignore\"` when that default has been changed in\u001b[39;00m\n\u001b[32m   1505\u001b[39m \u001b[38;5;66;03m#  Categorical (GH51645).\u001b[39;00m\n\u001b[32m   1506\u001b[39m action = \u001b[33m\"\u001b[39m\u001b[33mignore\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj.dtype, CategoricalDtype) \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1507\u001b[39m mapped = \u001b[43mobj\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_map_values\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   1508\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcurried\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m=\u001b[49m\u001b[43maction\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mconvert_dtype\u001b[49m\n\u001b[32m   1509\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1511\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[32m0\u001b[39m], ABCSeries):\n\u001b[32m   1512\u001b[39m     \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[32m   1513\u001b[39m     \u001b[38;5;66;03m#  See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[32m   1514\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m obj._constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index=obj.index)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\base.py:921\u001b[39m, in \u001b[36mIndexOpsMixin._map_values\u001b[39m\u001b[34m(self, mapper, na_action, convert)\u001b[39m\n\u001b[32m    918\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(arr, ExtensionArray):\n\u001b[32m    919\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m arr.map(mapper, na_action=na_action)\n\u001b[32m--> \u001b[39m\u001b[32m921\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43malgorithms\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmap_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43marr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m=\u001b[49m\u001b[43mna_action\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\core\\algorithms.py:1743\u001b[39m, in \u001b[36mmap_array\u001b[39m\u001b[34m(arr, mapper, na_action, convert)\u001b[39m\n\u001b[32m   1741\u001b[39m values = arr.astype(\u001b[38;5;28mobject\u001b[39m, copy=\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[32m   1742\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m na_action \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m1743\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mlib\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m=\u001b[49m\u001b[43mconvert\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1744\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m   1745\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m lib.map_infer_mask(\n\u001b[32m   1746\u001b[39m         values, mapper, mask=isna(values).view(np.uint8), convert=convert\n\u001b[32m   1747\u001b[39m     )\n",
            "\u001b[36mFile \u001b[39m\u001b[32mlib.pyx:2972\u001b[39m, in \u001b[36mpandas._libs.lib.map_infer\u001b[39m\u001b[34m()\u001b[39m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:142\u001b[39m, in \u001b[36mword_tokenize\u001b[39m\u001b[34m(text, language, preserve_line)\u001b[39m\n\u001b[32m    127\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mword_tokenize\u001b[39m(text, language=\u001b[33m\"\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m\"\u001b[39m, preserve_line=\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[32m    128\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    129\u001b[39m \u001b[33;03m    Return a tokenized copy of *text*,\u001b[39;00m\n\u001b[32m    130\u001b[39m \u001b[33;03m    using NLTK's recommended word tokenizer\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    140\u001b[39m \u001b[33;03m    :type preserve_line: bool\u001b[39;00m\n\u001b[32m    141\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m142\u001b[39m     sentences = [text] \u001b[38;5;28;01mif\u001b[39;00m preserve_line \u001b[38;5;28;01melse\u001b[39;00m \u001b[43msent_tokenize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    143\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m [\n\u001b[32m    144\u001b[39m         token \u001b[38;5;28;01mfor\u001b[39;00m sent \u001b[38;5;129;01min\u001b[39;00m sentences \u001b[38;5;28;01mfor\u001b[39;00m token \u001b[38;5;129;01min\u001b[39;00m _treebank_word_tokenizer.tokenize(sent)\n\u001b[32m    145\u001b[39m     ]\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:119\u001b[39m, in \u001b[36msent_tokenize\u001b[39m\u001b[34m(text, language)\u001b[39m\n\u001b[32m    109\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34msent_tokenize\u001b[39m(text, language=\u001b[33m\"\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m    110\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m    111\u001b[39m \u001b[33;03m    Return a sentence-tokenized copy of *text*,\u001b[39;00m\n\u001b[32m    112\u001b[39m \u001b[33;03m    using NLTK's recommended sentence tokenizer\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    117\u001b[39m \u001b[33;03m    :param language: the model name in the Punkt corpus\u001b[39;00m\n\u001b[32m    118\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m119\u001b[39m     tokenizer = \u001b[43m_get_punkt_tokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    120\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m tokenizer.tokenize(text)\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tokenize\\__init__.py:105\u001b[39m, in \u001b[36m_get_punkt_tokenizer\u001b[39m\u001b[34m(language)\u001b[39m\n\u001b[32m     96\u001b[39m \u001b[38;5;129m@functools\u001b[39m.lru_cache\n\u001b[32m     97\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m_get_punkt_tokenizer\u001b[39m(language=\u001b[33m\"\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m     98\u001b[39m \u001b[38;5;250m    \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m     99\u001b[39m \u001b[33;03m    A constructor for the PunktTokenizer that utilizes\u001b[39;00m\n\u001b[32m    100\u001b[39m \u001b[33;03m    a lru cache for performance.\u001b[39;00m\n\u001b[32m   (...)\u001b[39m\u001b[32m    103\u001b[39m \u001b[33;03m    :type language: str\u001b[39;00m\n\u001b[32m    104\u001b[39m \u001b[33;03m    \"\"\"\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m105\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mPunktTokenizer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlanguage\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1744\u001b[39m, in \u001b[36mPunktTokenizer.__init__\u001b[39m\u001b[34m(self, lang)\u001b[39m\n\u001b[32m   1742\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang=\u001b[33m\"\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m   1743\u001b[39m     PunktSentenceTokenizer.\u001b[34m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1744\u001b[39m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mload_lang\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlang\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\tokenize\\punkt.py:1749\u001b[39m, in \u001b[36mPunktTokenizer.load_lang\u001b[39m\u001b[34m(self, lang)\u001b[39m\n\u001b[32m   1746\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mload_lang\u001b[39m(\u001b[38;5;28mself\u001b[39m, lang=\u001b[33m\"\u001b[39m\u001b[33menglish\u001b[39m\u001b[33m\"\u001b[39m):\n\u001b[32m   1747\u001b[39m     \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mnltk\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mdata\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m find\n\u001b[32m-> \u001b[39m\u001b[32m1749\u001b[39m     lang_dir = \u001b[43mfind\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43mf\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtokenizers/punkt_tab/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mlang\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[33;43m/\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m   1750\u001b[39m     \u001b[38;5;28mself\u001b[39m._params = load_punkt_params(lang_dir)\n\u001b[32m   1751\u001b[39m     \u001b[38;5;28mself\u001b[39m._lang = lang\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\nltk\\data.py:579\u001b[39m, in \u001b[36mfind\u001b[39m\u001b[34m(resource_name, paths)\u001b[39m\n\u001b[32m    577\u001b[39m sep = \u001b[33m\"\u001b[39m\u001b[33m*\u001b[39m\u001b[33m\"\u001b[39m * \u001b[32m70\u001b[39m\n\u001b[32m    578\u001b[39m resource_not_found = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00mmsg\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00msep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m579\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mLookupError\u001b[39;00m(resource_not_found)\n",
            "\u001b[31mLookupError\u001b[39m: \n**********************************************************************\n  Resource \u001b[93mpunkt_tab\u001b[0m not found.\n  Please use the NLTK Downloader to obtain the resource:\n\n  \u001b[31m>>> import nltk\n  >>> nltk.download('punkt_tab')\n  \u001b[0m\n  For more information see: https://www.nltk.org/data.html\n\n  Attempted to load \u001b[93mtokenizers/punkt_tab/english/\u001b[0m\n\n  Searched in:\n    - 'C:\\\\Users\\\\GauravKarakoti/nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\share\\\\nltk_data'\n    - 'c:\\\\Users\\\\GauravKarakoti\\\\Desktop\\\\Multi-class-Text-Emotion-Analysis\\\\venv\\\\lib\\\\nltk_data'\n    - 'C:\\\\Users\\\\GauravKarakoti\\\\AppData\\\\Roaming\\\\nltk_data'\n    - 'C:\\\\nltk_data'\n    - 'D:\\\\nltk_data'\n    - 'E:\\\\nltk_data'\n**********************************************************************\n"
          ]
        }
      ],
      "source": [
        "# Additional processing for sad_processes.csv\n",
        "sad_df['tokens'] = sad_df['preprocessed_text'].apply(word_tokenize)\n",
        "\n",
        "# Save processed sadness data\n",
        "sad_df.to_csv('content/sad_processes.csv', index=False)\n",
        "print(\"Saved sad_processes.csv\")\n",
        "\n",
        "# Split into train/test (optional)\n",
        "train_df, test_df = train_test_split(df, test_size=0.2)\n",
        "train_df.to_csv('content/emotion_data_prep_train.csv', index=False)\n",
        "test_df.to_csv('content/emotion_data_prep_test.csv', index=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [
        {
          "ename": "FileNotFoundError",
          "evalue": "[Errno 2] No such file or directory: 'content/sad_processes.csv'",
          "output_type": "error",
          "traceback": [
            "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
            "\u001b[31mFileNotFoundError\u001b[39m                         Traceback (most recent call last)",
            "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m      1\u001b[39m \u001b[38;5;66;03m# Read CSV file\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m data1 = \u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcontent/sad_processes.csv\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msep\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m,\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mutf-8\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m      4\u001b[39m \u001b[38;5;66;03m# Open output CSV file\u001b[39;00m\n\u001b[32m      5\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[33m'\u001b[39m\u001b[33mcontent/sad_prep.csv\u001b[39m\u001b[33m'\u001b[39m, \u001b[33m'\u001b[39m\u001b[33mw\u001b[39m\u001b[33m'\u001b[39m, newline=\u001b[33m'\u001b[39m\u001b[33m'\u001b[39m, encoding=\u001b[33m'\u001b[39m\u001b[33mutf-8\u001b[39m\u001b[33m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m file:\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1026\u001b[39m, in \u001b[36mread_csv\u001b[39m\u001b[34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[39m\n\u001b[32m   1013\u001b[39m kwds_defaults = _refine_defaults_read(\n\u001b[32m   1014\u001b[39m     dialect,\n\u001b[32m   1015\u001b[39m     delimiter,\n\u001b[32m   (...)\u001b[39m\u001b[32m   1022\u001b[39m     dtype_backend=dtype_backend,\n\u001b[32m   1023\u001b[39m )\n\u001b[32m   1024\u001b[39m kwds.update(kwds_defaults)\n\u001b[32m-> \u001b[39m\u001b[32m1026\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:620\u001b[39m, in \u001b[36m_read\u001b[39m\u001b[34m(filepath_or_buffer, kwds)\u001b[39m\n\u001b[32m    617\u001b[39m _validate_names(kwds.get(\u001b[33m\"\u001b[39m\u001b[33mnames\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[32m    619\u001b[39m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m620\u001b[39m parser = \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    622\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[32m    623\u001b[39m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1620\u001b[39m, in \u001b[36mTextFileReader.__init__\u001b[39m\u001b[34m(self, f, engine, **kwds)\u001b[39m\n\u001b[32m   1617\u001b[39m     \u001b[38;5;28mself\u001b[39m.options[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m] = kwds[\u001b[33m\"\u001b[39m\u001b[33mhas_index_names\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m   1619\u001b[39m \u001b[38;5;28mself\u001b[39m.handles: IOHandles | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1620\u001b[39m \u001b[38;5;28mself\u001b[39m._engine = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\io\\parsers\\readers.py:1880\u001b[39m, in \u001b[36mTextFileReader._make_engine\u001b[39m\u001b[34m(self, f, engine)\u001b[39m\n\u001b[32m   1878\u001b[39m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[32m   1879\u001b[39m         mode += \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1880\u001b[39m \u001b[38;5;28mself\u001b[39m.handles = \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m   1881\u001b[39m \u001b[43m    \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1882\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1883\u001b[39m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1884\u001b[39m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcompression\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1885\u001b[39m \u001b[43m    \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmemory_map\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1886\u001b[39m \u001b[43m    \u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m=\u001b[49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1887\u001b[39m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mencoding_errors\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstrict\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1888\u001b[39m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstorage_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m   1889\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m   1890\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m.handles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m   1891\u001b[39m f = \u001b[38;5;28mself\u001b[39m.handles.handle\n",
            "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\GauravKarakoti\\Desktop\\Multi-class-Text-Emotion-Analysis\\venv\\Lib\\site-packages\\pandas\\io\\common.py:882\u001b[39m, in \u001b[36mget_handle\u001b[39m\u001b[34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[39m\n\u001b[32m    873\u001b[39m         handle = \u001b[38;5;28mopen\u001b[39m(\n\u001b[32m    874\u001b[39m             handle,\n\u001b[32m    875\u001b[39m             ioargs.mode,\n\u001b[32m   (...)\u001b[39m\u001b[32m    878\u001b[39m             newline=\u001b[33m\"\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m    879\u001b[39m         )\n\u001b[32m    880\u001b[39m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m    881\u001b[39m         \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m882\u001b[39m         handle = \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m    883\u001b[39m     handles.append(handle)\n\u001b[32m    885\u001b[39m \u001b[38;5;66;03m# Convert BytesIO or file objects passed with an encoding\u001b[39;00m\n",
            "\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: 'content/sad_processes.csv'"
          ]
        }
      ],
      "source": [
        "\n",
        "# Read CSV file\n",
        "data1 = pd.read_csv(\"content/sad_processes.csv\", sep=',', encoding='utf-8')\n",
        "\n",
        "# Open output CSV file\n",
        "with open('content/sad_prep.csv', 'w', newline='', encoding='utf-8') as file:\n",
        "    dataWriter = csv.writer(file, delimiter=',', lineterminator=\"\\n\")\n",
        "\n",
        "    # Loop over rows and process data\n",
        "    for i in range(min(2000, len(data1))):  # Ensure you don't go out of bounds\n",
        "        tweet = prep(data1.iloc[i, 0])  # Assuming text is in the first column\n",
        "        dataWriter.writerow([tweet, 2])  # Writing the processed tweet with label 2\n",
        "\n",
        "    print(\"Done!\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AURuymItF1eX",
        "outputId": "fe341a66-7dec-4f8b-fcb9-9c144c669563"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1999\n"
          ]
        }
      ],
      "source": [
        "count = 0\n",
        "with open('/content/sad_prep.csv', encoding = \"utf8\") as csvfile:\n",
        "    readCSV = csv.reader(csvfile, delimiter=',')\n",
        "    for row in readCSV:\n",
        "        count+=1\n",
        "print(count)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "P9ZT3UwYjJOt",
        "outputId": "ac2755cc-7292-4e39-e494-0540e98f017e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset shape: (40000, 4)\n",
            "empty : @tiffanylue i know  i was listenin to bad habit earlier and i started freakin at his part =[\n"
          ]
        }
      ],
      "source": [
        "data2 = pd.read_csv('/content/text_emotion.csv', sep=',', encoding='utf-8')\n",
        "print(\"Dataset shape:\",data2.shape)\n",
        "print(data2.sentiment[0],\":\",data2.content[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JoM0DWavjKQv",
        "outputId": "9731677b-1ac7-4218-beec-bd53d1e82f96"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "40000\n"
          ]
        }
      ],
      "source": [
        "count = 0\n",
        "with open('/content/data_prep.csv') as csvfile:\n",
        "    readCSV = csv.reader(csvfile, delimiter=',')\n",
        "    for row in readCSV:\n",
        "        count+=1\n",
        "print(count)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cWNaut19F1eb"
      },
      "source": [
        "## Cleaned data file"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-IA6VoE1F1ec",
        "outputId": "446703d1-6852-4aab-bb71-75671efb7ee2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataset shape: (62014, 2)\n"
          ]
        }
      ],
      "source": [
        "data_train = pd.read_csv('/content/emotion_data_prep.csv', sep=',', encoding='utf-8')\n",
        "print(\"Dataset shape:\",data_train.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "bQBSdRFUF1ed",
        "outputId": "708e5ba4-c3e2-479e-9145-427e81d2064f"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-14-36b5d96b1354>:3: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "  sns.barplot(x=count.index, y=count.values, alpha=0.8, palette=\"plasma\") # Pass x and y as keyword arguments\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 900x700 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "count  = data_train.iloc[:,1].value_counts()\n",
        "plt.figure(figsize=(9,7))\n",
        "sns.barplot(x=count.index, y=count.values, alpha=0.8, palette=\"plasma\") # Pass x and y as keyword arguments\n",
        "plt.ylabel('Count', fontsize=12)\n",
        "plt.xlabel('Emotions', fontsize=12)\n",
        "plt.show()\n",
        "# 0 = neutral\n",
        "# 1 = happy\n",
        "# 2 = sad\n",
        "# 3 = love\n",
        "# 4 = anger"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dEZpqs7lm-xI"
      },
      "outputs": [],
      "source": [
        "X_train = data_train.iloc[:,0][:49611]\n",
        "#[:47583]\n",
        "y_train = data_train.iloc[:,-1][:49611]\n",
        "#[:47583]\n",
        "X_val = data_train.iloc[:,0][49612:]\n",
        "#[47584:]\n",
        "y_val = data_train.iloc[:,-1][49612:]\n",
        "#[47584:]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UmhgGwMaoSFk"
      },
      "source": [
        "## Count Vectorization"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qcl-4JnOoX4W",
        "outputId": "1525f4be-bd3b-4acc-9838-9a6d749f9f83"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'ok': 20354, 'sound': 26605, 'goood': 11730, 'hehe': 12827, 'egg': 8756, 'holder': 13183, 'make': 17384, 'ash': 1711, 'wood': 31953, 'shop': 25631, 'link': 16632, 'wooden': 31958, 'tray': 29374, 'anniversary': 1224, 'ea': 8530, 'buy': 4251, 'book': 3485, 'review': 23966, 'help': 12888, 'get': 11375, 'amazon': 1001, 'new': 19587, 'release': 23644, 'sufi': 27500, 'poetry': 22051, 'spiritualism': 26795, 'islam': 14587, 'eeek': 8714, 'come': 5798, 'im': 13877, 'soo': 26519, 'excite': 9543, 'see': 25111, 'thursday': 28765, 'hate': 12604, 'broken': 3902, 'wrist': 32131, 'pe': 21305, 'next': 19621, 'ugh': 29957, 'sb': 24852, 'christmas': 5320, 'surprise': 27730, 'family': 9828, 'ver': 30670, 'merry': 18087, 'justin': 15267, 'josh': 15121, 'sejun': 25150, 'lol': 16834, 'nope': 19924, 'saw': 24836, 'show': 25686, 'tv': 29671, 'claimed': 5454, 'figure': 10157, 'try': 29547, 'non': 19871, 'medium': 17946, 'stats': 27069, 'guy': 12227, 'kunxx': 15953, 'royale': 24382, 'high': 13023, 'halo': 12398, 'trading': 29281, 'rh': 24003, 'sell': 25174, 'yall': 32312, 'know': 15814, 'kid': 15631, 'drown': 8344, 'swim': 27876, 'bottom': 3605, 'ocean': 20211, 'order': 20630, 'find': 10208, 'sponge': 26831, 'bob': 3379, 'pineapple': 21772, 'house': 13415, 'rofl': 24232, 'sowy': 26645, 'bore': 3558, 'lazy': 16275, 'away': 2035, 'shower': 25689, 'go': 11615, 'mother': 18848, 'fuck': 10921, 'duet': 8419, 'hysterical': 13668, 'twt': 29860, 'army': 1601, 'jim': 14988, 'work': 32030, 'dig': 7693, 'dug': 8422, 'level': 16456, 'without': 31858, 'die': 7670, 'mega': 17967, 'man': 17444, 'tomorrow': 29080, 'goal': 11618, 'minute': 18395, 'robertpatt': 24193, 'awee': 2042, 'basic': 2485, 'self': 25160, 'care': 4574, 'posit': 22219, 'affirm': 469, 'possibl': 22237, 'think': 28631, 'ha': 12248, 'awww': 2087, 'suck': 27463, 'also': 922, 'finish': 10224, 'uni': 30203, 'totally': 29203, 'mini': 18350, 'housewarming': 13421, 'yes': 32433, 'around': 1619, 'schedule': 24905, 'arviematibag': 1689, 'ig': 13788, 'thank': 28482, 'lord': 16952, 'blessing': 3236, 'back': 2183, 'monday': 18669, 'good': 11693, 'vibe': 30732, 'alden': 746, 'richards': 24039, 'road': 24170, 'php': 21670, 'giveaway': 11512, 'follow': 10495, 'retweet': 23939, 'tag': 28007, 'friend': 10830, 'end': 9028, 'exactly': 9502, 'sit': 25955, 'remember': 23692, 'allah': 820, 'bad': 2222, 'slammin': 26070, 'headache': 12705, 'sun': 27574, 'sam': 24649, 'frasier': 10721, 'carla': 4593, 'hand': 12429, 'top': 29144, 'three': 28703, 'cheer': 5078, 'character': 4992, 'suuure': 27785, 'woke': 31913, 'teeth': 28272, 'really': 23349, 'hurt': 13599, 'rubber': 24407, 'band': 2352, 'move': 18892, 'clear': 5513, 'across': 278, 'country': 6374, 'two': 29855, 'thing': 28624, 'matter': 17746, 'lacey': 16014, 'overcome': 20830, 'ptsd': 22763, 'baseball': 2476, 'team': 28227, 'take': 28030, 'david': 7045, 'lah': 16052, 'want': 31160, 'danny': 6970, 'not': 19964, 'tom': 29055, 'union': 30219, 'let': 16439, 'anyone': 1337, 'run': 24442, 'anything': 1345, 'everyday': 9442, 'opportunity': 20584, 'store': 27227, 'happiness': 12501, 'thought': 28688, 'hi': 13004, 'wake': 31088, 'would': 32089, 'proud': 22696, 'btw': 3999, 'nice': 19660, 'colour': 5777, 'burnt': 4172, 'somewhere': 26489, 'hehehe': 12831, 'well': 31429, 'hope': 13322, 'njoy': 19801, 'night': 19712, 'tonight': 29103, 'need': 19447, 'give': 11511, 'shopiing': 25635, 'like': 16579, 'plan': 21871, 'peppermint': 21436, 'tea': 28219, 'day': 7060, 'morning': 18798, 'exhaust': 9574, 'call': 4396, 'ur': 30405, 'parent': 21130, 'angry': 1177, 'stress': 27298, 'welcome': 31426, 'cutie': 6788, 'pie': 21719, 'kiddo': 15636, 'picture': 21712, 'love': 17005, 'shade': 25365, 'home': 13221, 'feel': 10000, 'short': 25650, 'story': 27233, 'collection': 5749, 'available': 1986, 'paperback': 21086, 'author': 1957, 'uproar': 30384, 'boost': 3533, 'cool': 6205, 'company': 5887, 'culture': 6706, 'rule': 24430, 'beer': 2710, 'burger': 4149, 'friday': 10823, 'km': 15778, 'hmn': 13139, 'bpm': 3672, 'great': 11945, 'no': 19822, 'fatigue': 9925, 'speed': 26736, 'room': 24295, 'packed': 20944, 'clean': 5504, 'tire': 28907, 'nap': 19310, 'use': 30446, 'heartbreak': 12756, 'pehle': 21368, 'wala': 31100, 'galat': 11103, 'tha': 28467, 'twitter': 29801, 'people': 21427, 'boy': 3652, 'girl': 11489, 'lie': 16530, 'santa': 24722, 'real': 23323, 'either': 8794, 'peace': 21309, 'treat': 29383, 'watch': 31230, 'half': 12383, 'men': 18026, 'experience': 9620, 'listen': 16665, 'steal': 27090, 'music': 19109, 'cause': 4751, 'free': 10749, 'trace': 29263, 'core': 6258, 'discovery': 7846, 'strength': 27296, 'true': 29520, 'pentagram': 21420, 'reject': 23615, 'offering': 20266, 'cant': 4509, 'believe': 2766, 'tila': 28840, 'tequila': 28377, 'ct': 6666, 'didnt': 7667, 'upset': 30387, 'interest': 14347, 'never': 19578, 'tooshers': 29135, 'confusion': 6032, 'donnie': 8132, 'illegitimate': 13834, 'president': 22442, 'trigger': 29439, 'death': 7141, 'operation': 20566, 'happy': 12505, 'mom': 18632, 'success': 27447, 'rain': 23138, 'pours': 22276, 'sorry': 26578, 'kinda': 15682, 'time': 28849, 'john': 15065, 'present': 22431, 'ever': 9421, 'even': 9410, 'online': 20476, 'edu': 8685, 'slack': 26065, 'blip': 3252, 'mellow': 17999, 'one': 20453, 'sleep': 26105, 'told': 29046, 'ttt': 29587, 'th': 28466, 'july': 15220, 'wish': 31836, 'fun': 10961, 'safe': 24568, 'holiday': 13189, 'thof': 28662, 'independence': 14070, 'weekend': 31381, 'miley': 18281, 'cyrus': 6846, 'actress': 294, 'ice': 13708, 'grande': 11887, 'sweet': 27851, 'french': 10784, 'vanilla': 30591, 'soy': 26647, 'milk': 18288, 'starbucks': 27026, 'mean': 17895, 'summaa': 27544, 'omg': 20419, 'poor': 22158, 'jack': 14703, 'happen': 12487, 'dog': 8055, 'soon': 26522, 'first': 10267, 'whore': 31662, 'amp': 1071, 'boyfriend': 3661, 'jackie': 14709, 'fml': 10456, 'embrace': 8938, 'phone': 21638, 'uff': 29938, 'hard': 12523, 'today': 29002, 'year': 32380, 'old': 20382, 'son': 26496, 'oh': 20306, 'ck': 5441, 'completely': 5917, 'forgot': 10601, 'thirsty': 28640, 'gaga': 11081, 'belfast': 2757, 'promise': 22637, 'window': 31785, 'bed': 2686, 'someone': 26472, 'motivation': 18862, 'mot': 18842, 'iva': 14659, 'ton': 29090, 'blue': 3327, 'blog': 3274, 'quote': 23050, 'owl': 20897, 'huh': 13519, 'birmingham': 3077, 'st': 26958, 'result': 23903, 'green': 11968, 'black': 3144, 'finger': 10220, 'last': 16188, 'lonesometown': 16872, 'sure': 27707, 'eat': 8594, 'always': 951, 'yellow': 32420, 'likewise': 16585, 'built': 4082, 'confidence': 6015, 'encourage': 9025, 'lift': 16558, 'import': 13963, 'rememb': 23691, 'choic': 5266, 'chang': 4956, 'influenc': 14152, 'life': 16538, 'chase': 5033, 'dream': 8289, 'look': 16899, 'forward': 10644, 'hmm': 13129, 'rly': 24162, 'miss': 18448, 'boo': 3466, 'wtf': 32160, 'currently': 6755, 'penguin': 21405, 'mn': 18545, 'zoo': 32740, 'sometime': 26486, 'ohwwww': 20335, 'whatever': 31530, 'anyway': 1348, 'ya': 32275, 'demi': 7370, 'glad': 11524, 'personally': 21516, 'haha': 12304, 'drop': 8338, 'beautiful': 2642, 'heartwarming': 12769, 'delight': 7337, 'whe': 31548, 'ohh': 20313, 'grandpa': 11895, 'stable': 26966, 'kno': 15802, 'detail': 7528, 'til': 28839, 'visit': 30869, 'keep': 15484, 'fam': 9820, 'prayer': 22351, 'goodnite': 11709, 'dear': 7136, 'select': 25155, 'bit': 3100, 'highlight': 13030, 'soprano': 26556, 'brilliant': 3849, 'campaign': 4456, 'way': 31286, 'resilient': 23846, 'challenge': 4931, 'jump': 15227, 'nan': 19293, 'tweet': 29703, 'bgt': 2944, 'wonderful': 31937, 'crazy': 6499, 'weird': 31415, 'greg': 11993, 'fair': 9788, 'silly': 25858, 'little': 16700, 'cope': 6232, 'urgh': 30419, 'read': 23310, 'sometimes': 26487, 'though': 28686, 'co': 5633, 'dad': 6870, 'chuck': 5335, 'pollard': 22104, 'ban': 2347, 'court': 6395, 'soooooo': 26534, 'sleeeeepy': 26095, 'school': 24926, 'sniffle': 26322, 'bradie': 3686, 'ah': 578, 'found': 10659, 'screen': 25016, 'name': 19288, 'war': 31169, 'jazz': 14847, 'killer': 15659, 'smile': 26244, 'ag': 514, 'william': 31756, 'barr': 2457, 'announces': 1235, 'launch': 16229, 'legend': 16367, 'yr': 32578, 'talus': 28063, 'ferro': 10069, 'mouth': 18890, 'stupid': 27382, 'retainer': 23910, 'zero': 32698, 'thomas': 28664, 'aww': 2084, 'dunno': 8463, 'nicole': 19686, 'city': 5428, 'probably': 22556, 'worried': 32067, 'srry': 26936, 'hun': 13565, 'hello': 12874, 'taylor': 28191, 'wanna': 31156, 'say': 24842, 'already': 908, 'vote': 30970, 'mum': 19048, 'pretty': 22465, 'small': 26209, 'wow': 32096, 'test': 28426, 'pasta': 21209, 'recepies': 23401, 'drove': 8343, 'fisher': 10276, 'sad': 24541, 'paid': 20982, 'retweets': 23942, 'along': 890, 'comment': 5833, 'becuz': 2685, 'braggin': 3692, 'square': 26901, 'somerville': 26477, 'point': 22059, 'finland': 10230, 'rent': 23738, 'finn': 10233, 'initiative': 14192, 'become': 2679, 'vivid': 30896, 'four': 10664, 'video': 30761, 'feature': 9980, 'expert': 9625, 'promote': 22644, 'folk': 10489, 'mbb': 17809, 'longer': 16878, 'long': 16875, 'shiraz': 25565, 'event': 9415, 'anti': 1282, 'bahai': 2260, 'center': 4851, 'mosque': 18836, 'election': 8821, 'sadly': 24561, 'child': 5181, 'wr': 32107, 'involve': 14476, 'zahedan': 32656, 'still': 27165, 'news': 19605, 'however': 13443, 'audio': 1915, 'turn': 29649, 'grabbed': 11839, 'depress': 7443, 'join': 15072, 'right': 24084, 'apple': 1431, 'start': 27045, 'manufacturing': 17532, 'inch': 14028, 'macbook': 17247, 'pro': 22550, 'lead': 16297, 'display': 7902, 'cooked': 6195, 'breakfast': 3751, 'thanks': 28489, 'unfortunately': 30181, 'eu': 9374, 'probs': 22567, 'satellite': 24782, 'provider': 22706, 'basically': 2486, 'useless': 30448, 'harv': 12578, 'eker': 8801, 'onli': 20474, 'person': 21511, 'destin': 7510, 'becom': 2678, 'decid': 7182, 'ralph': 23166, 'waldo': 31107, 'emerson': 8947, 'tobe': 28991, 'ucc': 29918, 'follower': 10496, 'support': 27677, 'vakeel': 30545, 'saab': 24514, 'psp': 22730, 'kad': 15292, 'vb': 30619, 'master': 17708, 'skill': 26012, 'hold': 13180, 'flashlight': 10331, 'father': 9921, 'fix': 10299, 'car': 4554, 'worki': 32041, 'slept': 26131, 'almost': 881, 'hour': 13412, 'straight': 27249, 'sick': 25770, 'babe': 2148, 'lt': 17068, 'cooking': 6200, 'undergo': 30115, 'chemotherapy': 5115, 'multiple': 19040, 'cancer': 4480, 'remind': 23696, 'taoist': 28105, 'depressed': 7444, 'hr': 13458, 'drive': 8325, 'adopt': 382, 'place': 21859, 'cry': 6641, 'cat': 4701, 'kitten': 15747, 'purpose': 22872, 'dalai': 6909, 'lama': 16081, 'daily': 6898, 'tuesday': 29611, 'chat': 5037, 'border': 3554, 'pastel': 21211, 'recipe': 23411, 'email': 8907, 'everything': 9456, 'beauty': 2649, 'left': 16356, 'befor': 2723, 'flower': 10417, 'enjoy': 9082, 'quite': 23042, 'hot': 13390, 'la': 15993, 'gay': 11219, 'murtough': 19092, 'fine': 10215, 'learnt': 16316, 'chick': 5166, 'flick': 10367, 'check': 5062, 'score': 24970, 'season': 25074, 'tiny': 28897, 'island': 14591, 'coast': 5639, 'mexico': 18143, 'danger': 6953, 'survival': 27747, 'romance': 24267, 'lot': 16967, 'poignant': 22058, 'moment': 18638, 'reade': 23312, 'boring': 3570, 'skool': 26039, 'yippee': 32478, 'jackson': 14713, 'tyler': 29881, 'morris': 18816, 'forgotten': 10602, 'yeah': 32370, 'big': 2994, 'perv': 21530, 'hop': 13321, 'week': 31374, 'scrap': 24998, 'tshirts': 29566, 'hey': 12970, 'johno': 15069, 'pirate': 21807, 'voice': 30932, 'aaarrrggghhh': 41, 'damn': 6929, 'wallet': 31125, 'shermk': 25508, 'dammit': 6927, 'close': 5579, 'yet': 32451, 'far': 9876, 'starve': 27052, 'bummer': 4113, 'mansfield': 17520, 'park': 21140, 'emma': 8961, 'jane': 14784, 'austen': 1946, 'club': 5602, 'sandi': 24693, 'violence': 30829, 'police': 22089, 'baltimore': 2337, 'lawlessness': 16250, 'disrespect': 7912, 'law': 16248, 'example': 9513, 'via': 30730, 'light': 16561, 'concern': 5967, 'stay': 27078, 'healthy': 12740, 'mind': 18328, 'provide': 22704, 'range': 23196, 'talk': 28048, 'base': 2475, 'therapy': 28574, 'living': 16724, 'worcestershire': 32022, 'ego': 8760, 'unhappy': 30196, 'eck': 8625, 'xx': 32257, 'shall': 25383, 'till': 28843, 'twist': 29780, 'ankle': 1204, 'mile': 18275, 'bonus': 3462, 'weather': 31328, 'report': 23775, 'upper': 30376, 'perfect': 21452, 'sunk': 27597, 'shock': 25606, 'tbh': 28199, 'cuddle': 6684, 'wit': 31842, 'sasha': 24770, 'later': 16200, 'alligator': 836, 'da': 6854, 'riah': 24026, 'fell': 10021, 'asleep': 1742, 'nothing': 19977, 'maybe': 17783, 'www': 32185, 'fail': 9778, 'naw': 19396, 'voicemail': 30933, 'shannon': 25409, 'head': 12702, 'yay': 32340, 'much': 18988, 'bottle': 3604, 'wine': 31792, 'drink': 8313, 'dinner': 7753, 'mia': 18166, 'leave': 16325, 'rainy': 23150, 'fork': 10606, 'journey': 15140, 'rachel': 23072, 'reading': 23317, 'dont': 8138, 'worry': 32069, 'il': 13827, 'send': 25191, 'stuff': 27365, 'everyone': 9447, 'betrayal': 2894, 'boil': 3413, 'hat': 12600, 'swallow': 27806, 'poison': 22067, 'soul': 26595, 'heart': 12751, 'wither': 31854, 'shatt': 25441, 'best': 2874, 'movie': 18897, 'neverending': 19579, 'babbby': 2147, 'trump': 29532, 'surge': 27717, 'june': 15235, 'dead': 7111, 'million': 18301, 'infect': 14130, 'cultist': 6700, 'covid': 6411, 'rally': 23165, 'virus': 30857, 'defense': 7250, 'adem': 338, 'uit': 29987, 'happens': 12491, 'race': 23068, 'erase': 9222, 'sunshine': 27620, 'bts': 3995, 'dae': 6881, 'jun': 15233, 'grandma': 11892, 'since': 25901, 'retro': 23930, 'game': 11122, 'nintendo': 19772, 'asks': 1740, 'possibly': 22239, 'photo': 21650, 'receive': 23398, 'diploma': 7770, 'camera': 4441, 'lightsabers': 16573, 'write': 32134, 'moro': 18806, 'supper': 27670, 'desi': 7484, 'version': 30703, 'happi': 12492, 'laugh': 16219, 'action': 285, 'grab': 11838, 'walk': 31113, 'canal': 4471, 'tweeple': 29699, 'lmao': 16751, 'gutted': 12221, 'presentation': 22432, 'term': 28390, 'quot': 23046, 'list': 16663, 'pink': 21781, 'peach': 21317, 'punch': 22827, 'ro': 24168, 'white': 31609, 'rum': 24434, 'mint': 18386, 'simple': 25886, 'syrup': 27960, 'lime': 16603, 'juice': 15204, 'rise': 24127, 'summer': 27551, 'deep': 7229, 'cleanse': 5511, 'detoxify': 7546, 'foam': 10468, 'face': 9739, 'wash': 31212, 'benefit': 2814, 'contains': 6134, 'vitamin': 30887, 'honey': 13276, 'aloe': 886, 'vera': 30671, 'important': 13965, 'supp': 27669, 'learn': 16311, 'conquer': 6074, 'setukari': 25306, 'camp': 4454, 'stroke': 27322, 'everytime': 9459, 'mad': 17281, 'quietly': 23027, 'roll': 24252, 'knooooow': 15809, 'guess': 12154, 'catch': 4709, 'instead': 14293, 'wahh': 31059, 'lub': 17079, 'toooo': 29127, 'tweetup': 29735, 'loc': 16787, 'recognize': 23427, 'outside': 20787, 'turquoise': 29658, 'shirt': 25568, 'please': 21938, 'intro': 14427, 'meet': 17961, 'mc': 17813, 'string': 27313, 'dress': 8306, 'track': 29267, 'fan': 9836, 'hear': 12744, 'behind': 2740, 'scene': 24895, 'woohoo': 31973, 'procrastinate': 22579, 'lunch': 17143, 'wait': 31079, 'sister': 25952, 'dang': 6952, 'waht': 31068, 'thnk': 28654, 'catur': 4742, 'soft': 26412, 'witter': 31865, 'renga': 23732, 'vintage': 30820, 'unused': 30339, 'valentine': 30555, 'greet': 11989, 'card': 4567, 'emboss': 8934, 'front': 10878, 'box': 3646, 'yesterday': 32445, 'vi': 30729, 'ka': 15284, 'du': 8379, 'bey': 2924, 'kill': 15654, 'encounter': 9023, 'escape': 9281, 'could': 6350, 'avenge': 1995, 'fill': 10175, 'gas': 11189, 'stall': 26998, 'lamborghini': 16087, 'crash': 6479, 'casue': 4700, 'seperate': 25240, 'ooh': 20506, 'coffee': 5678, 'idea': 13742, 'fuckin': 10927, 'packer': 20945, 'pour': 22275, 'wet': 31489, 'uncommon': 30088, 'anxious': 1322, 'lo': 16770, 'ancient': 1122, 'phrygian': 21674, 'lonely': 16867, 'grieve': 12014, 'corinth': 6262, 'archaeological': 1520, 'museum': 19100, 'flood': 10392, 'town': 29244, 'unless': 30251, 'water': 31243, 'stop': 27222, 'may': 17780, 'homework': 13256, 'excuse': 9559, 'effed': 8741, 'acceptance': 195, 'wonder': 31936, 'rest': 23878, 'world': 32060, 'feed': 9992, 'change': 4957, 'remain': 23679, 'sati': 24784, 'excitement': 9547, 'overnight': 20856, 'sadness': 24562, 'ad': 307, 'bot': 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7882, 'word': 32023, 'url': 30427, 'luck': 17092, 'march': 17550, 'bank': 2385, 'god': 11631, 'rajiv': 23158, 'gandhi': 11141, 'foundation': 10661, 'donation': 8118, 'rehab': 23588, 'organisation': 20644, 'dis': 7792, 'shoc': 25605, 'travel': 29363, 'cold': 5713, 'major': 17376, 'tset': 29564, 'math': 17731, 'ye': 32358, 'padegi': 20959, 'sab': 24516, 'bhari': 2958, 'sura': 27705, 'jp': 15160, 'mangal': 17484, 'hari': 12541, 'pause': 21264, 'facebook': 9742, 'tell': 28312, 'gosh': 11774, 'award': 2030, 'early': 8552, 'count': 6360, 'midnight': 18219, 'thurs': 28764, 'fri': 10816, 'en': 9006, 'route': 24362, 'airport': 672, 'bound': 3618, 'bet': 2885, 'planet': 21875, 'problem': 22562, 'ugly': 29969, 'interview': 14396, 'sing': 25906, 'song': 26498, 'dissonant': 7927, 'cacophony': 4321, 'whirl': 31596, 'view': 30781, 'flow': 10416, 'earth': 8570, 'goin': 11666, 'takin': 28036, 'easy': 8592, 'prepare': 22414, 'comin': 5817, 'inspire': 14274, 'mate': 17724, 'ion': 14487, 'itx': 14654, 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30195, 'reflection': 23536, 'inverse': 14452, 'capacity': 4531, 'joy': 15148, 'subponea': 27424, 'queen': 22992, 'bee': 2698, 'umm': 30027, 'cupcake': 6726, 'bag': 2244, 'stylish': 27399, 'congrats': 6043, 'heapin': 12743, 'faith': 9802, 'protect': 22685, 'christian': 5315, 'livechat': 16710, 'cu': 6669, 'weekday': 31375, 'recent': 23399, 'gettng': 11389, 'church': 5348, 'errand': 9259, 'anywhere': 1353, 'krogers': 15916, 'hopeful': 13324, 'cought': 6346, 'giardia': 11427, 'awol': 2080, 'hundred': 13568, 'jul': 15208, 'pm': 22016, 'et': 9346, 'rap': 23207, 'promotes': 22645, 'racism': 23079, 'aggressive': 542, 'movement': 18894, 'gossip': 11781, 'fluffodile': 10433, 'teg': 28279, 'lou': 16979, 'te': 28218, 'frey': 10813, 'gender': 11289, 'cuz': 6803, 'act': 282, 'ignore': 13799, 'local': 16789, 'blogger': 3276, 'thankyou': 28495, 'beg': 2725, 'gin': 11471, 'er': 9216, 'couple': 6381, 'mamo': 17443, 'msn': 18953, 'awesome': 2050, 'newjabbakidz': 19599, 'performance': 21463, 'mask': 17690, 'scream': 25009, 'pc': 21289, 'mcfly': 17844, 'evolution': 9473, 'round': 24354, 'rbat': 23277, 'ueself': 29936, 'insane': 14240, 'ikea': 13821, 'roomie': 24297, 'apartment': 1375, 'ten': 28339, 'post': 22241, 'pic': 21688, 'suit': 27519, 'regard': 23562, 'knowledge': 15818, 'robot': 24200, 'circuit': 5406, 'imput': 13991, 'shave': 25444, 'facial': 9756, 'hair': 12350, 'except': 9529, 'moustache': 18888, 'gross': 12057, 'deer': 7234, 'snowy': 26350, 'terrible': 28408, 'moleskine': 18619, 'notebook': 19969, 'geez': 11268, 'checked': 5063, 'part': 21162, 'every': 9437, 'energy': 9051, 'trouser': 29507, 'combat': 5789, 'wks': 31877, 'america': 1032, 'deserves': 7483, 'respect': 23862, 'endless': 9034, 'bashing': 2483, 'social': 26383, 'justice': 15263, 'racket': 23083, 'gots': 11794, 'regret': 23581, 'decis': 7188, 'sustain': 27773, 'nfl': 19628, 'player': 21912, 'exchange': 9537, 'jersey': 14925, 'pizza': 21847, 'heey': 12821, 'awsome': 2082, 'bless': 3235, 'freak': 10734, 'horse': 13365, 'crush': 6634, 'tear': 28231, 'carmichael': 4613, 'hearing': 12747, 'pub': 22768, 'closing': 5587, 'potential': 22259, 'case': 4664, 'isolate': 14601, 'wh': 31497, 'platform': 21896, 'partner': 21179, 'spread': 26867, 'swo': 27901, 'le': 16294, 'weight': 31408, 'emerge': 8945, 'lockdown': 16799, 'global': 11561, 'hypnotherapy': 13660, 'skype': 26055, 'grahamhowes': 11864, 'creativ': 6518, 'abl': 115, 'afresh': 485, 'progress': 22619, 'tribe': 29425, 'motiv': 18859, 'outcom': 20759, 'monitor': 18693, 'xd': 32210, 'guitar': 12181, 'steam': 27093, 'nameless': 19289, 'pelican': 21378, 'group': 12068, 'regular': 23584, 'price': 22486, 'code': 5668, 'bright': 3837, 'side': 25785, 'prg': 22484, 'beauti': 2639, 'leaf': 16300, 'clover': 5597, 'everyon': 9445, 'especi': 9300, 'aw': 2018, 'sky': 26046, 'weep': 31389, 'wk': 31871, 'earn': 8556, 'okaaayyyyy': 20356, 'informative': 14164, 'prof': 22597, 'digestion': 7698, 'throat': 28719, 'special': 26715, 'access': 198, 'play': 21903, 'pete': 21542, 'month': 18723, 'orlando': 20666, 'armando': 1589, 'daughter': 7034, 'sweetest': 27857, 'woa': 31901, 'nobody': 19831, 'inside': 14255, 'theater': 28526, 'termenator': 28391, 'ppl': 22308, 'shud': 25722, 'ba': 2134, 'enlist': 9094, 'cr': 6445, 'whyyyy': 31682, 'hindi': 13073, 'naman': 19282, 'conflict': 6025, 'ang': 1157, 'labo': 16005, 'ng': 19630, 'grabe': 11841, 'crown': 6608, 'south': 26621, 'moreton': 18780, 'stroppy': 27331, 'teenager': 28269, 'fat': 9911, 'seductively': 25110, 'sprawl': 26864, 'bloke': 3287, 'bonnet': 3458, 'shocker': 25608, 'whoo': 31644, 'raider': 23133, 'final': 10192, 'raven': 23248, 'age': 527, 'fantastic': 9868, 'clayton': 5500, 'greek': 11966, 'resturant': 23900, 'huckabee': 13496, 'goodness': 11705, 'som': 26460, 'situpps': 25970, 'prince': 22510, 'wedding': 31356, 'planner': 21881, 'nook': 19893, 'bestseller': 2882, 'fsb': 10904, 'va': 30511, 'pond': 22125, 'documentary': 8044, 'uk': 29991, 'aiyo': 683, 'eh': 8767, 'nevrmine': 19585, 'young': 32544, 'fight': 10149, 'monster': 18708, 'abyss': 167, 'abi': 107, 'american': 1033, 'democrat': 7378, 'defunding': 7286, 'ongoing': 20467, 'street': 27287, 'gn': 11603, 'cd': 4793, 'replacement': 23762, 'bought': 3611, 'oscc': 20687, 'lately': 16199, 'layout': 16272, 'flu': 10425, 'nagase': 19248, 'york': 32530, 'photograph': 21655, 'film': 10181, 'desperate': 7497, 'dangerous': 6955, 'hve': 13621, 'docent': 8036, 'training': 29300, 'study': 27360, 'hvng': 13623, 'zombie': 32734, 'aftrn': 512, 'shld': 25598, 'proof': 22651, 'heat': 12773, 'spent': 26756, 'perhaps': 21469, 'pull': 22812, 'pigtail': 21741, 'trak': 29307, 'van': 30583, 'alcohol': 742, 'approach': 1458, 'quickly': 23021, 'dentist': 7409, 'november': 20013, 'risk': 24131, 'whiny': 31593, 'gotta': 11796, 'hoooooooooooomeeeee': 13311, 'drinkin': 8317, 'aint': 656, 'uhh': 29972, 'include': 14035, 'sittin': 25964, 'cadillac': 4330, 'buenos': 4049, 'dia': 7613, 'todos': 29015, 'downtown': 8231, 'thana': 28479, 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29867, 'ripped': 24118, 'pure': 22863, 'spirit': 26791, 'sense': 25213, 'presence': 22430, 'jesus': 14945, 'soar': 26366, 'within': 31855, 'stepdaughter': 27115, 'imexpecting': 13897, 'parcel': 21122, 'todaysupreme': 29005, 'cbd': 4778, 'oil': 20344, 'cheeky': 5077, 'cozimgoingt': 6434, 'idk': 13766, 'hyper': 13650, 'jumping': 15230, 'everyhere': 9443, 'sweeney': 27846, 'todd': 29012, 'cinco': 5387, 'de': 7109, 'mayo': 17798, 'party': 21182, 'realise': 23329, 'hannahs': 12470, 'hollyoaks': 13205, 'wattup': 31271, 'bro': 3883, 'hows': 13449, 'kick': 15623, 'jv': 15277, 'cunning': 6717, 'cousin': 6400, 'grad': 11850, 'buffalo': 4051, 'wing': 31798, 'happier': 12494, 'state': 27059, 'tour': 29224, 'asia': 1732, 'specifically': 26722, 'philippine': 21606, 'yo': 32493, 'save': 24823, 'bing': 3046, 'mobile': 18556, 'imperialpurple': 13950, 'wl': 31878, 'bisexual': 3091, 'fic': 10121, 'lgb': 16481, 'pride': 22494, 'scaptured': 24875, 'lover': 17028, 'nat': 19349, 'trip': 29456, 'twilight': 29762, 'consume': 6124, 'engross': 9073, 'rick': 24051, 'brian': 3814, 'cafe': 4334, 'dip': 7767, 'omelette': 20415, 'goooooodmorning': 11743, 'stack': 26971, 'nearly': 19428, 'tap': 28106, 'takeover': 28034, 'pint': 21798, 'prom': 22632, 'isay': 14572, 'kamusta': 15342, 'bulacan': 4087, 'gimmick': 11469, 'gilmore': 11461, 'shopping': 25642, 'heal': 12728, 'begin': 2731, 'programmed': 22617, 'illusion': 13845, 'refusal': 23556, 'upon': 30374, 'realisation': 23328, 'morrissey': 18818, 'gig': 11442, 'brixton': 3879, 'postpone': 22252, 'fwd': 11047, 'monthsish': 18725, 'revamp': 23953, 'record': 23444, 'studio': 27359, 'add': 318, 'outboard': 20756, 'gear': 11251, 'exit': 9594, 'brutal': 3970, 'metal': 18108, 'duty': 8497, 'streamer': 27278, 'stream': 27277, 'history': 13103, 'quiz': 23045, 'revision': 23971, 'inthe': 14405, 'mixed': 18494, 'knockout': 15807, 'woman': 31928, 'insist': 14261, 'hw': 13624, 'chic': 5158, 'sf': 25341, 'breeze': 3786, 'comeback': 5799, 'incessantly': 14026, 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24270, 'macleod': 17269, 'sneak': 26310, 'peek': 21352, 'upcoming': 30355, 'lovely': 17024, 'rane': 23193, 'particular': 21175, 'angel': 1159, 'fantasy': 9873, 'marketing': 17604, 'spoil': 26823, 'sme': 26233, 'anoying': 1257, 'unfollow': 30170, 'peep': 21357, 'control': 6165, 'population': 22182, 'perfact': 21450, 'crowd': 6604, 'condom': 5995, 'scot': 24977, 'jprice': 15166, 'lia': 16491, 'seem': 25125, 'set': 25295, 'profit': 22606, 'extremism': 9690, 'dan': 6938, 'katherine': 15420, 'zachy': 32650, 'mark': 17597, 'redmi': 23488, 'decrease': 7212, 'oliver': 20391, 'frickin': 10819, 'lulz': 17126, 'robert': 24192, 'samurai': 24679, 'shodown': 25611, 'mlagaminghd': 18516, 'manager': 17452, 'champion': 4943, 'radiator': 23100, 'moooooooooooooooo': 18754, 'copy': 6239, 'fm': 10452, 'haizzz': 12371, 'hem': 12897, 'ai': 640, 'qu': 22961, 'bibi': 2974, 'nh': 19642, 'tr': 29260, 'volleyball': 30946, 'arrive': 1637, 'office': 20273, 'busy': 4206, 'debussy': 7160, 'arena': 1539, 'fold': 10484, 'recession': 23403, 'grrrrr': 12088, 'gq': 11834, 'fhm': 10109, 'survive': 27749, 'account': 224, 'rettung': 23937, 'au': 1898, 'seenot': 25128, 'mu': 18975, 'tread': 29376, 'erotic': 9256, 'ahaha': 583, 'argument': 1558, 'mess': 18097, 'defleswinkel': 7280, 'deliciousness': 7334, 'commonwealthbrewco': 5861, 'nutter': 20108, 'fluffer': 10431, 'diadem': 7617, 'strong': 27325, 'transformer': 29331, 'colombia': 5766, 'air': 657, 'condition': 5990, 'bus': 4186, 'myspace': 19192, 'com': 5785, 'pwnage': 22909, 'org': 20640, 'pcfopc': 21291, 'officially': 20278, 'jord': 15110, 'enterprise': 9122, 'mr': 18935, 'kirk': 15723, 'kyle': 15985, 'cody': 5672, 'wee': 31362, 'adultery': 409, 'trust': 29538, 'insecurity': 14246, 'pu': 22767, 'incessantli': 14025, 'huski': 13609, 'puppi': 22853, 'mention': 18051, 'thread': 28698, 'sowwy': 26644, 'break': 3748, 'ahahahahahaha': 590, 'tan': 28076, 'sesh': 25289, 'snack': 26292, 'sigh': 25804, 'freshener': 10801, 'sub': 27404, 'nike': 19740, 'pegasus': 21366, 'fit': 10289, 'bishop': 3094, 'cleeve': 5520, 'wrong': 32149, 'belongs': 2790, 'makin': 17391, 'upload': 30370, 'priceless': 22487, 'memory': 18024, 'bring': 3854, 'sleepover': 26113, 'lif': 16537, 'unfair': 30161, 'luk': 17114, 'wat': 31228, 'frend': 10789, 'looool': 16920, 'ana': 1093, 'ele': 8817, 'yeleni': 32418, 'taqaod': 28115, 'whats': 31535, 'trouble': 29502, 'cannot': 4504, 'bother': 3597, 'chelsea': 5106, 'hurtig': 13601, 'vaccine': 30522, 'todayyy': 29007, 'loveeya': 17018, 'ride': 24064, 'yup': 32618, 'dude': 8411, 'eerie': 8727, 'blister': 3257, 'pinky': 21789, 'nd': 19413, 'soooo': 26530, 'heartbroken': 12759, 'tomtom': 29088, 'traffic': 29287, 'full': 10952, 'moon': 18745, 'gray': 11933, 'cutest': 6786, 'whatt': 31541, 'thats': 28511, 'mesmerize': 18096, 'amen': 1027, 'brotha': 3931, 'normal': 19934, 'hardest': 12531, 'effort': 8748, 'grind': 12031, 'heineken': 12843, 'cup': 6724, 'trek': 29394, 'amaze': 987, 'effect': 8737, 'definately': 7265, 'recommend': 23434, 'trekky': 29398, 'ran': 23184, 'awayyy': 2036, 'dilfs': 7724, 'sunburn': 27580, 'peel': 21354, 'yu': 32587, 'trang': 29314, 'xem': 32213, 'yayay': 32342, 'oops': 20538, 'barbecue': 2421, 'pack': 20941, 'shape': 25415, 'merman': 18083, 'cop': 6230, 'fall': 9812, 'eco': 8630, 'warrior': 31201, 'hell': 12860, 'coulda': 6351, 'gotten': 11798, 'outta': 20795, 'foil': 10480, 'prem': 22399, 'rawat': 23258, 'raw': 23256, 'timeless': 28856, 'possible': 22238, 'peacemaker': 21315, 'inspirational': 14272, 'loverboy': 17029, 'isnt': 14599, 'tho': 28659, 'woop': 32008, 'elliot': 8877, 'minor': 18381, 'album': 736, 'itunes': 14651, 'gah': 11083, 'reminds': 23698, 'often': 20298, 'instal': 14282, 'phpmyadmin': 21672, 'dev': 7551, 'machine': 17261, 'type': 29887, 'host': 13383, 'xampp': 32199, 'senility': 25201, 'mostly': 18841, 'hannah': 12467, 'montana': 18715, 'todaaaay': 28999, 'gon': 11685, 'azz': 2132, 'betta': 2899, 'vid': 30758, 'dun': 8450, 'properly': 22661, 'lar': 16161, 'medicine': 17935, 'leftover': 16358, 'domino': 8110, 'noiiiiice': 19850, 'notice': 19980, 'topic': 29148, 'spock': 26822, 'biz': 3124, 'money': 18678, 'chicago': 5160, 'cover': 6406, 'sir': 25936, 'acquire': 273, 'ministry': 18368, 'loooooong': 16926, 'complete': 5916, 'thankful': 28483, 'oiiiiiii': 20341, 'london': 16862, 'reunion': 23944, 'funny': 10991, 'pet': 21540, 'owner': 20899, 'entertainment': 9125, 'humo': 13556, 'purple': 22869, 'third': 28638, 'demon': 7382, 'brother': 3932, 'expire': 9628, 'leland': 16390, 'sklar': 26031, 'establishment': 9328, 'succinct': 27455, 'subscribe': 27426, 'newsletter': 19612, 'health': 12733, 'freebie': 10752, 'herefordshire': 12932, 'feeli': 10002, 'reviewer': 23967, 'update': 30358, 'website': 31351, 'genre': 11317, 'rom': 24264, 'paypal': 21282, 'refuse': 23557, 'verify': 30683, 'tehr': 28284, 'goo': 11692, 'morganauthor': 18783, 'dragon': 8249, 'knight': 15793, 'sword': 27906, 'mary': 17671, 'morgan': 18782, 'apparently': 1416, 'apart': 1373, 'embassy': 8927, 'paper': 21085, 'clout': 5596, 'tune': 29632, 'ptv': 22765, 'producer': 22591, 'engineer': 9066, 'cloud': 5593, 'handle': 12441, 'anxiety': 1320, 'daddy': 6876, 'cia': 5361, 'officer': 20275, 'swept': 27871, 'deadly': 7117, 'decimate': 7186, 'politics': 22099, 'trystianity': 29558, 'sexy': 25338, 'eyebrow': 9698, 'pierce': 21723, 'piercings': 21724, 'trend': 29404, 'bout': 3631, 'tuh': 29614, 'sum': 27538, 'wher': 31563, 'hospital': 13380, 'doc': 8035, 'whisper': 31602, 'doubt': 8198, 'false': 9819, 'afraid': 483, 'sign': 25813, 'product': 22592, 'grill': 12022, 'firestarter': 10259, 'natural': 19375, 'organic': 20642, 'blah': 3172, 'blahing': 3176, 'yep': 32426, 'monika': 18691, 'ddlc': 7104, 'anime': 1191, 'dlc': 8002, 'oki': 20370, 'literature': 16686, 'bik': 3016, 'ov': 20813, 'hungry': 13575, 'biotch': 3065, 'wifi': 31719, 'sunny': 27609, 'congress': 6051, 'bharat': 2957, 'nuclear': 20053, 'weapon': 31317, 'brought': 3936, 'countr': 6372, 'weare': 31320, 'natu': 19372, 'rl': 24156, 'prague': 22333, 'allo': 851, 'richie': 24045, 'perform': 21461, 'replace': 23761, 'wisdom': 31832, 'helpful': 12890, 'positive': 22222, 'affirmation': 470, 'positivity': 22227, 'possibility': 22236, 'sore': 26562, 'koda': 15836, 'rat': 23227, 'estate': 9331, 'adventur': 418, 'magic': 17320, 'discov': 7842, 'jovani': 15144, 'sausage': 24814, 'solo': 26450, 'option': 20604, 'tick': 28787, 'disappear': 7806, 'text': 28443, 'xoxo': 32243, 'blees': 3225, 'george': 11344, 'michael': 18174, 'icon': 13730, 'mmmm': 18534, 'chilli': 5196, 'crab': 6447, 'deal': 7124, 'date': 7028, 'baby': 2159, 'janes': 14787, 'joplin': 15108, 'munsay': 19075, 'wich': 31688, 'mcdonalds': 17839, 'nugget': 20063, 'embarrased': 8921, 'droped': 8339, 'soda': 26402, 'melissa': 17998, 'celebrity': 4822, 'ina': 13998, 'cin': 5384, 'amana': 974, 'tabbatar': 27974, 'sunnah': 27603, 'amuse': 1085, 'frndz': 10867, 'marry': 17640, 'husband': 13605, 'celebrate': 4814, 'envy': 9160, 'aots': 1365, 'gratitud': 11922, 'closest': 5583, 'manifest': 17500, 'emot': 8972, 'grate': 11918, 'breath': 3769, 'rega': 23560, 'woot': 32014, 'johnny': 15068, 'saga': 24575, 'kiss': 15734, 'bumping': 4119, 'computer': 5952, 'internet': 14368, 'file': 10167, 'slowest': 26179, 'eeeeevvveeerrrr': 8709, 'download': 8219, 'thriller': 28712, 'mystery': 19201, 'batty': 2536, 'refresh': 23546, 'mornin': 18797, 'barely': 2435, 'anyways': 1349, 'everybody': 9439, 'rush': 24460, 'explode': 9635, 'bigotry': 3005, 'sweeter': 27856, 'offl': 20281, 'pass': 21195, 'bride': 3824, 'humor': 13557, 'wore': 32029, 'gown': 11819, 'accident': 203, 'crude': 6616, 'contemporary': 6138, 'clue': 5606, 'hubby': 13491, 'aps': 1475, 'taar': 27971, 'truth': 29541, 'gratitude': 11923, 'bep': 2839, 'dolly': 8095, 'al': 713, 'awwh': 2085, 'heard': 12745, 'daniel': 6965, 'teacher': 28221, 'medicate': 17931, 'fresh': 10800, 'herb': 12920, 'block': 3265, 'blatently': 3204, 'fault': 9931, 'shove': 25685, 'tricked': 29432, 'impoant': 13961, 'number': 20074, 'cheat': 5059, 'shin': 25544, 'israelite': 14609, 'advocate': 434, 'holdin': 13184, 'kale': 15320, 'foot': 10544, 'bruise': 3958, 'forehead': 10571, 'klutz': 15777, 'frozen': 10888, 'cocktail': 5660, 'butmy': 4220, 'noooo': 19901, 'wandelweekend': 31147, 'jolt': 15087, 'massive': 17704, 'panic': 21057, 'attack': 1864, 'speak': 26705, 'condolence': 5994, 'background': 2188, 'grin': 12029, 'dec': 7162, 'slightly': 26142, 'doesntfeelwell': 8054, 'blitz': 3258, 'submission': 27420, 'decline': 7199, 'onto': 20492, 'hardcore': 12525, 'wor': 32020, 'ground': 12062, 'different': 7683, 'differ': 7681, 'temperament': 28326, 'puy': 22901, 'tetri': 28436, 'cut': 6779, 'thumb': 28750, 'clothes': 5591, 'pace': 20937, 'truck': 29514, 'package': 20942, 'ichiban': 13721, 'kan': 15343, 'est': 9325, 'ohl': 20320, 'alumnus': 945, 'tender': 28345, 'laforest': 16044, 'sp': 26650, 'episode': 9190, 'jonas': 15090, 'beet': 2713, 'sg': 25348, 'wasabi': 31210, 'vodka': 30926, 'ginger': 11476, 'ale': 751, 'babysitting': 2169, 'prevent': 22473, 'blast': 3197, 'pod': 22038, 'abortion': 123, 'ask': 1736, 'retailer': 23908, 'dm': 8008, 'mex': 18141, 'rep': 23746, 'kb': 15462, 'meme': 18015, 'react': 23304, 'pakistan': 21003, 'groom': 12049, 'maid': 17351, 'sandwich': 24701, 'msd': 18946, 'dada': 6871, 'expectation': 9607, 'jubilation': 15180, 'thanx': 28499, 'annoy': 1236, 'deaf': 7121, 'skittl': 26028, 'twittervers': 29837, 'furrend': 11011, 'purr': 22874, 'peac': 21308, 'happ': 12482, 'rather': 23233, 'closer': 5582, 'akko': 705, 'naked': 19276, 'amanda': 975, 'tie': 28805, 'andrew': 1142, 'wi': 31685, 'married': 17635, 'cinderelliiee': 5390, 'somehow': 26469, 'alarm': 724, 'put': 22893, 'pot': 22255, 'stove': 27240, 'huddle': 13498, 'couch': 6340, 'nerd': 19518, 'twitch': 29787, 'token': 29041, 'electricity': 8825, 'bill': 3029, 'ume': 30024, 'madison': 17297, 'abandon': 78, 'bestfriend': 2877, 'whole': 31636, 'ambien': 1009, 'klonopin': 15775, 'quarter': 22981, 'smh': 26241, 'inotia': 14231, 'millenni': 18295, 'psych': 22738, 'psycholog': 22747, 'mental': 18046, 'develop': 7557, 'improv': 13983, 'vampy': 30581, 'sparkly': 26681, 'vampire': 30579, 'literally': 16683, 'sci': 24946, 'fi': 10111, 'val': 30546, 'umbrella': 30022, 'brazil': 3740, 'tae': 28001, 'gi': 11424, 'lolz': 16855, 'blockbuster': 3267, 'rental': 23740, 'coupon': 6382, 'coke': 5700, 'reward': 23984, 'augh': 1931, 'fever': 10087, 'weho': 31404, 'piss': 21814, 'boytoy': 3666, 'plague': 21866, 'chillaxin': 5193, 'bankholiday': 2388, 'everbody': 9424, 'wkend': 31873, 'apoplectic': 1404, 'kels': 15513, 'yer': 32429, 'stalk': 26995, 'simply': 25892, 'ny': 20126, 'sweat': 27829, 'degens': 7293, 'wsop': 32156, 'brad': 3682, 'pix': 21839, 'plane': 21873, 'everywhere': 9460, 'europe': 9390, 'beyond': 2929, 'cheap': 5054, 'oct': 20223, 'near': 19426, 'future': 11030, 'announce': 1233, 'sc': 24854, 'inst': 14279, 'agram': 558, 'insta': 14280, 'page': 20971, 'hustle': 13615, 'ia': 13671, 'india': 14079, 'bbc': 2563, 'collect': 5744, 'momen': 18637, 'actual': 295, 'sala': 24607, 'haar': 12267, 'log': 16814, 'zi': 32704, 'nda': 19414, 'surprising': 27732, 'billy': 3038, 'idol': 13774, 'constantly': 6108, 'obsess': 20186, 'hm': 13127, 'whatcha': 31526, 'sat': 24777, 'retard': 23913, 'congratulation': 6048, 'adorable': 387, 'ring': 24099, 'equipment': 9214, 'analog': 1096, 'anymore': 1334, 'bowl': 3639, 'spicy': 26769, 'lentil': 16419, 'gap': 11155, 'lion': 16642, 'icymi': 13735, 'mainstream': 17366, 'libera': 16504, 'doctor': 8039, 'bitch': 3102, 'hurtin': 13602, 'return': 23938, 'rbi': 23279, 'dj': 7995, 'teen': 28267, 'jedi': 14871, 'influencer': 14154, 'spotlight': 26858, 'wha': 31498, 'hacky': 12282, 'sack': 24532, 'sans': 24721, 'mcafee': 17814, 'career': 4575, 'ruin': 24428, 'whil': 31585, 'gate': 11201, 'partake': 21166, 'molestation': 18621, 'pedophile': 21347, 'cape': 4533, 'breton': 3801, 'coal': 5636, 'lesson': 16437, 'dairy': 6902, 'spotify': 26857, 'crud': 6615, 'regency': 23565, 'believable': 2765, 'chillin': 5198, 'healthified': 12739, 'streusel': 27307, 'cake': 4359, 'whaaaaaat': 31502, 'comedian': 5801, 'switch': 27895, 'meaning': 17898, 'pimp': 21756, 'pwns': 22912, 'waste': 31224, 'hahahaha': 12315, 'shot': 25668, 'coolest': 6208, 'wednesday': 31360, 'innovation': 14224, 'stock': 27189, 'tail': 28016, 'bourbon': 3626, 'smash': 26227, 'spring': 26871, 'muddle': 18998, 'oz': 20926, 'shake': 25374, 'script': 25028, 'pleasure': 21953, 'warn': 31191, 'together': 29028, 'amu': 1082, 'sheriff': 25506, 'cho': 5249, 'con': 5955, 'hamster': 12425, 'ch': 4896, 'banh': 2382, 'trong': 29490, 'ph': 21575, 'icehockey': 13713, 'victory': 30757, 'switzerland': 27899, 'traditional': 29283, 'ive': 14663, 'shy': 25750, 'biteeee': 3108, 'flavor': 10344, 'whimsical': 31588, 'lit': 16677, 'jamie': 14771, 'everyoneeeee': 9449, 'xxxxxxloser': 32267, 'mat': 17716, 'skid': 26009, 'countri': 6373, 'happiest': 12496, 'coronaviru': 6283, 'pandem': 21042, 'gym': 12244, 'garden': 11167, 'everyo': 9444, 'admire': 369, 'chillingoutnow': 5200, 'odds': 20237, 'melbet': 17992, 'jzxd': 15283, 'signup': 25824, 'cristiano': 6576, 'ronald': 24283, 'lionel': 16643, 'puke': 22804, 'jizz': 15016, 'pant': 21065, 'enthusiasm': 9131, 'leadership': 16299, 'growth': 12078, 'honesty': 13274, 'discontinue': 7835, 'abuse': 160, 'dal': 6908, 'facebookov': 9744, 'aplikace': 1392, 'na': 19216, 'hovno': 13434, 'despite': 7505, 'loom': 16909, 'departure': 7420, 'soll': 26447, 'ym': 32485, 'meebo': 17949, 'ebuddy': 8614, 'able': 116, 'jerk': 14918, 'stanky': 27016, 'sunset': 27616, 'cliff': 5541, 'headlight': 12715, 'colorado': 5771, 'male': 17407, 'singer': 25908, 'zac': 32645, 'hanson': 12475, 'pooorr': 22151, 'fella': 10022, 'governor': 11817, 'clever': 5529, 'wise': 31833, 'rumi': 24437, 'sham': 25389, 'stab': 26961, 'holy': 13215, 'moley': 18623, 'snazzified': 26308, 'salon': 24632, 'costa': 6319, 'claire': 5456, 'woofed': 31968, 'musing': 19119, 'asher': 1714, 'summary': 27548, 'corner': 6272, 'vacation': 30518, 'graduate': 11855, 'pajama': 21001, 'sinatra': 25899, 'lovey': 17034, 'mama': 17431, 'sweetdreams': 27854, 'appy': 1470, 'bite': 3107, 'flatbread': 10335, 'dine': 7745, 'redbull': 23471, 'amount': 1069, 'caffine': 4341, 'theory': 28566, 'quashed': 22985, 'nicola': 19685, 'nita': 19786, 'ulead': 30002, 'yea': 32359, 'abt': 152, 'nt': 20039, 'gettin': 11387, 'hectic': 12793, 'dk': 8000, 'mindfulness': 18336, 'psychology': 22749, 'joke': 15078, 'deny': 7412, 'oppression': 20588, 'meeting': 17963, 'afternoon': 501, 'bb': 2558, 'metsies': 18134, 'stake': 26991, 'yaaaaaaay': 32278, 'cleaning': 5509, 'cynic': 6840, 'answer': 1265, 'handley': 12444, 'awaken': 2026, 'meri': 18077, 'woah': 31902, 'land': 16113, 'scenery': 24896, 'lil': 16589, 'drum': 8351, 'hurry': 13598, 'zealand': 32675, 'bryan': 3977, 'sadd': 24543, 'space': 26652, 'conservative': 6085, 'useful': 30447, 'tutorial': 29666, 'resource': 23859, 'design': 7485, 'voic': 30931, 'gerri': 11370, 'reich': 23595, 'path': 21230, 'nc': 19406, 'uta': 30469, 'wireless': 31828, 'wont': 31948, 'downstairs': 8229, 'stu': 27345, 'deezy': 7236, 'xxoxo': 32261, 'repost': 23781, 'accepted': 196, 'role': 24249, 'escalation': 9279, 'myanmar': 19168, 'corrective': 6299, 'measure': 17910, 'mir': 18402, 'nick': 19671, 'tiger': 28817, 'costume': 6323, 'cld': 5501, 'ill': 13832, 'disgust': 7871, 'ent': 9114, 'warcraft': 31175, 'tri': 29416, 'somebodi': 26465, 'el': 8804, 'twain': 29677, 'del': 7309, 'cook': 6193, 'actually': 297, 'ireland': 14528, 'invite': 14472, 'awake': 2024, 'couldnt': 6352, 'ccrying': 4791, 'immune': 13924, 'system': 27964, 'paige': 20983, 'jenn': 14899, 'adam': 309, 'imagination': 13885, 'goingto': 11671, 'photographer': 21656, 'marianne': 17577, 'wishful': 31837, 'bin': 3040, 'sleeep': 26100, 'mornining': 18803, 'rich': 24037, 'pocket': 22035, 'delcious': 7316, 'create': 6515, 'crisis': 6569, 'political': 22096, 'thinker': 28632, 'propped': 22672, 'fluffy': 10434, 'pillow': 21751, 'boxed': 3647, 'suitable': 27520, 'patch': 21224, 'skunk': 26043, 'bald': 2304, 'eagle': 8535, 'lighthouse': 16566, 'hangout': 12459, 'hang': 12455, 'anna': 1206, 'prob': 22552, 'slo': 26159, 'whoever': 31633, 'stole': 27199, 'purse': 22878, 'pero': 21491, 'yata': 32335, 'sa': 24509, 'singapore': 25907, 'curiosity': 6743, 'overload': 20852, 'indigo': 14089, 'sarong': 24761, 'pareo': 21135, 'bikini': 3023, 'scarf': 24882, 'sw': 27801, 'hip': 13081, 'rapper': 23216, 'trap': 29352, 'dance': 6944, 'beat': 2623, 'jessica': 14936, 'alba': 729, 'weekly': 31384, 'snicker': 26319, 'flyer': 10444, 'valid': 30563, 'information': 14163, 'obvious': 20195, 'jmichelle': 15033, 'step': 27114, 'strange': 27257, 'body': 3394, 'sicker': 25773, 'xo': 32239, 'teadrops': 28225, 'blueberry': 3330, 'spice': 26767, 'citrus': 5427, 'matcha': 17721, 'hunny': 13580, 'parody': 21155, 'chris': 5305, 'moyles': 18913, 'sykes': 27924, 'gain': 11097, 'frankly': 10713, 'rightards': 24085, 'oof': 20503, 'moron': 18808, 'shout': 25679, 'boooo': 3517, 'shoot': 25626, 'scar': 24876, 'practice': 22325, 'routine': 24365, 'grateful': 11919, 'cramp': 6464, 'tgif': 28463, 'andria': 1143, 'least': 16320, 'gunpoint': 12201, 'karen': 15382, 'karma': 15392, 'adictivo': 345, 'cristalino': 6575, 'bundle': 4124, 'reisling': 23612, 'hahahahahahaha': 12320, 'oshodhara': 20690, 'rid': 24058, 'worri': 32066, 'ji': 14974, 'bhai': 2952, 'ho': 13146, 'stre': 27275, 'played': 21911, 'smell': 26236, 'pinch': 21767, 'politician': 22098, 'celebs': 4824, 'lottsa': 16977, 'sin': 25897, 'nicer': 19665, 'warren': 31198, 'fearless': 9973, 'stand': 27008, 'porn': 22189, 'crew': 6550, 'cubby': 6675, 'wan': 31141, 'quick': 23018, 'sketch': 26004, 'sally': 24628, 'sal': 24606, 'litte': 16694, 'hollywood': 13208, 'corn': 6266, 'pea': 21306, 'onion': 20471, 'br': 3675, 'tt': 29579, 'martabak': 17649, 'fatten': 9926, 'juliamarie': 15213, 'isla': 14586, 'whilst': 31586, 'relaxed': 23635, 'mood': 18735, 'rant': 23205, 'employer': 8993, 'yaaaay': 32283, 'italy': 14620, 'france': 10698, 'belgium': 2759, 'germany': 11365, 'surprisingly': 27734, 'bum': 4108, 'tradition': 29282, 'ado': 376, 'moore': 18762, 'gtg': 12125, 'cobra': 5649, 'ttyl': 29589, 'santi': 24726, 'ti': 28777, 'motivate': 18860, 'hustlaball': 13614, 'citizen': 5422, 'personal': 21513, 'appearance': 1421, 'prowler': 22714, 'fantast': 9867, 'danc': 6943, 'chapel': 4976, 'tattoo': 28170, 'inde': 14063, 'cost': 6318, 'blink': 3250, 'bragg': 3691, 'colin': 5729, 'blunstone': 3340, 'dayyyy': 7082, 'alright': 916, 'surf': 27711, 'net': 19547, 'focu': 10473, 'creat': 6514, 'jealous': 14865, 'ella': 8872, 'ninja': 19770, 'cotswold': 6329, 'um': 30019, 'threw': 28709, 'imax': 13890, 'enzo': 9164, 'blech': 3216, 'dollar': 8088, 'usd': 30445, 'sickly': 25778, 'ahead': 598, 'yippeee': 32479, 'exalt': 9506, 'assignment': 1779, 'vision': 30866, 'comfo': 5810, 'nutrition': 20104, 'consultant': 6122, 'aaah': 33, 'bye': 4278, 'mikee': 18258, 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15964, 'lang': 16129, 'huhuh': 13521, 'earring': 8564, 'diamond': 7626, 'ruby': 24411, 'stone': 27206, 'dangle': 6960, 'sterling': 27137, 'silverhandmade': 25864, 'earringvictor': 8568, 'essay': 9316, 'allow': 854, 'pop': 22168, 'distance': 7932, 'gnome': 11613, 'door': 8161, 'wreath': 32116, 'wanda': 31146, 'correspondent': 6302, 'association': 1789, 'afriad': 486, 'promo': 22641, 'contact': 6129, 'kra': 15886, 'ishii': 14581, 'musically': 19112, 'classical': 5484, 'fourth': 10667, 'thanxxx': 28502, 'acrylic': 279, 'canvas': 4523, 'dorset': 8180, 'landscape': 16125, 'throwback': 28732, 'festival': 10074, 'tht': 28742, 'calendar': 4378, 'cottin': 6332, 'emilyyyyyyyy': 8953, 'ashton': 1728, 'kutcher': 15962, 'trailer': 29294, 'nowhere': 20021, 'sight': 25807, 'blow': 3315, 'thoughh': 28687, 'adventure': 419, 'discover': 7843, 'chelmsford': 5104, 'demad': 7365, 'slow': 26177, 'knuckle': 15825, 'research': 23825, 'wango': 31153, 'tango': 28086, 'ozaki': 20927, 'gooot': 11754, 'riiight': 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'impossible': 13970, 'plurk': 22005, 'administrator': 366, 'firew': 10260, 'reboot': 23386, 'laptop': 16159, 'factory': 9764, 'setting': 25303, 'process': 22573, 'weepies': 31390, 'harassmind': 12519, 'cartoon': 4652, 'omar': 20407, 'abdallat': 91, 'editorial': 8675, 'harassment': 12518, 'ab': 74, 'mainly': 17365, 'profotos': 22610, 'strobe': 27321, 'smartphone': 26224, 'rn': 24165, 'parler': 21148, 'chrisrian': 5307, 'guideline': 12165, 'swine': 27883, 'rub': 24405, 'five': 10297, 'kota': 15878, 'begum': 2735, 'musharraf': 19103, 'fabinho': 9722, 'lf': 16477, 'liv': 16706, 'ingredient': 14176, 'summertime': 27556, 'plymouth': 22010, 'sleepy': 26117, 'princess': 22513, 'sakura': 24605, 'therefor': 28580, 'tj': 28939, 'grr': 12079, 'official': 20277, 'strep': 27297, 'tasty': 28153, 'earlier': 8550, 'yummmmmyyyy': 32608, 'although': 935, 'sport': 26848, 'knowledgable': 15817, 'dumb': 8434, 'assault': 1763, 'ooooo': 20524, 'explanation': 9632, 'mare': 17558, 'bubbly': 4015, 'catchup': 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'suggestion': 27511, 'ken': 15524, 'chive': 5240, 'difference': 7682, 'btween': 4000, 'comedyqueen': 5804, 'poverty': 22282, 'xmen': 32233, 'orange': 20613, 'pulp': 22816, 'drag': 8248, 'cranky': 6473, 'suuuuck': 27786, 'vacines': 30524, 'absenc': 136, 'meaningless': 17900, 'zak': 32659, 'ir': 14517, 'wallace': 31122, 'gromit': 12046, 'hmmm': 13130, 'wiv': 31867, 'feeling': 10005, 'tend': 28343, 'poofy': 22140, 'aahhg': 52, 'slice': 26134, 'pickle': 21701, 'sxyhrlygrl': 27916, 'midterm': 18227, 'hangin': 12458, 'twiligghhttt': 29761, 'readin': 23316, 'sukked': 27530, 'bahaha': 2257, 'stare': 27032, 'gladiolu': 11528, 'natur': 19373, 'photographi': 21657, 'interested': 14348, 'app': 1409, 'allows': 858, 'hashtags': 12590, 'sm': 26203, 'solution': 26456, 'itagg': 14618, 'spaghetti': 26657, 'red': 23467, 'agave': 526, 'plant': 21885, 'hum': 13531, 'overwhelmed': 20884, 'frustrate': 10897, 'wally': 31133, 'rely': 23677, 'lack': 16016, 'reception': 23402, 'layed': 16266, 'jobfield': 15040, 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18189, 'swoon': 27905, 'tit': 28921, 'ude': 29931, 'doin': 8070, 'national': 19365, 'passtime': 21205, 'skye': 26048, 'roommate': 24298, 'livewriter': 16720, 'accessible': 200, 'driver': 8327, 'lay': 16262, 'snuggeling': 26356, 'cc': 4782, 'premier': 22401, 'yahoo': 32300, 'texas': 28442, 'beloved': 2793, 'series': 25268, 'labor': 16006, 'ufc': 29937, 'tapped': 28114, 'shoulder': 25675, 'ove': 20819, 'resort': 23857, 'college': 5754, 'student': 27356, 'cuuute': 6800, 'ily': 13873, 'ty': 29873, 'delamerced': 7310, 'judge': 15189, 'fid': 10128, 'tort': 29178, 'lawyer': 16257, 'oj': 20351, 'trial': 29417, 'serio': 25269, 'barroca': 2464, 'parabens': 21099, 'apprehensive': 1455, 'heather': 12776, 'fahy': 9776, 'serrano': 25278, 'msg': 18948, 'ibook': 13693, 'rtg': 24402, 'ge': 11250, 'oii': 20339, 'oiii': 20340, 'whenever': 31561, 'youuuuu': 32568, 'hallway': 12396, 'similarity': 25872, 'georgiana': 11349, 'detox': 7544, 'diet': 7675, 'loudly': 16984, 'coworker': 6424, 'klemm': 15769, 'tronic': 29491, 'corruptedangel': 6304, 'christ': 5310, 'ouuuuuuuuuchhhhhhhh': 20810, 'barca': 2426, 'spank': 26672, 'poster': 22244, 'weath': 31327, 'headphone': 12718, 'mp': 18923, 'fw': 11046, 'twa': 29676, 'boycott': 3655, 'goya': 11821, 'racist': 23080, 'generate': 11298, 'se': 25056, 'longg': 16879, 'senior': 25202, 'sushi': 27758, 'restaurant': 23882, 'cambodian': 4430, 'waitress': 31083, 'throw': 28731, 'famous': 9834, 'fundraiser': 10970, 'percent': 21441, 'platium': 21898, 'signing': 25823, 'yearbook': 32381, 'excursion': 9558, 'kiddos': 15638, 'braille': 3700, 'skateboard': 25997, 'spokane': 26828, 'dexter': 7585, 'chunky': 5345, 'qld': 22945, 'argentina': 1546, 'burgh': 4152, 'reality': 23335, 'alex': 764, 'slam': 26067, 'cub': 6671, 'rd': 23288, 'bang': 2368, 'spgridview': 26762, 'prettier': 22460, 'td': 28210, 'battle': 2532, 'processor': 22575, 'nambu': 19287, 'unintuitive': 30217, 'samantha': 24652, 'heeeeey': 12809, 'outrage': 20780, 'ashley': 1720, 'dotty': 8193, 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'cadbury': 4326, 'chocolate': 5257, 'macedonian': 17258, 'canada': 4468, 'exist': 9586, 'subject': 27414, 'cdn': 4796, 'kitchen': 15741, 'misfit': 18430, 'tylenol': 29880, 'udah': 29929, 'di': 7612, 'tennis': 28365, 'bel': 2752, 'nooooooooooooooo': 19911, 'press': 22445, 'previous': 22477, 'hoodie': 13295, 'workee': 32035, 'hoodies': 13296, 'pikachu': 21744, 'pokemon': 22074, 'sweatshirt': 27834, 'shipping': 25561, 'kindergarten': 15686, 'behavior': 2738, 'deeply': 7233, 'creme': 6542, 'brulee': 3959, 'tiramisu': 28906, 'secret': 25094, 'born': 3574, 'fab': 9719, 'standard': 27010, 'jason': 14822, 'donovan': 8137, 'chore': 5287, 'ghc': 11405, 'seed': 25113, 'wip': 31822, 'anatomical': 1113, 'bloom': 3306, 'nooooooooo': 19906, 'superficial': 27639, 'outsmart': 20792, 'powerful': 22294, 'fut': 11026, 'nari': 19330, 'mermaid': 18082, 'fred': 10744, 'mhm': 18160, 'nightmare': 19722, 'dlp': 8006, 'grace': 11843, 'kotenok': 15879, 'expression': 9654, 'blank': 3190, 'nemesis': 19505, 'reun': 23943, 'jamies': 14772, 'businesswales': 4198, 'deliver': 7344, 'seo': 25232, 'rude': 24416, 'ebtter': 8613, 'adn': 375, 'shortstack': 25664, 'cosby': 6311, 'held': 12853, 'comedy': 5803, 'skit': 26027, 'preacher': 22358, 'fry': 10901, 'haerlemsche': 12290, 'vlaamse': 30904, 'collage': 5737, 'feminism': 10035, 'wud': 32167, 'unique': 30221, 'accordion': 223, 'thief': 28613, 'buff': 4050, 'excerpt': 9534, 'italian': 14619, 'tycoon': 29875, 'vineyard': 30815, 'calenetti': 4379, 'jennifer': 14905, 'faye': 9951, 'chinese': 5212, 'delivery': 7348, 'altho': 934, 'participant': 21171, 'survey': 27745, 'violent': 30830, 'aggression': 541, 'alen': 759, 'submit': 27421, 'error': 9263, 'prove': 22699, 'rz': 24508, 'veri': 30682, 'trhuth': 29415, 'kj': 15758, 'meant': 17902, 'hungover': 13573, 'pedro': 21349, 'calder': 4374, 'atmospheric': 1854, 'gothic': 11789, 'hymn': 13644, 'err': 9258, 'buck': 4023, 'expensive': 9612, 'auntiegail': 1939, 'vest': 30712, 'auntie': 1938, 'gails': 11095, 'childminding': 5185, 'stir': 27182, 'silver': 25861, 'tongue': 29097, 'potion': 22262, 'teach': 28220, 'heck': 12790, 'twittascope': 29799, 'doooooo': 8156, 'coin': 5695, 'met': 18105, 'creepy': 6541, 'fgs': 10107, 'peop': 21425, 'wellbeing': 31432, 'breathe': 3770, 'hotel': 13393, 'nightie': 19718, 'mommy': 18650, 'quiet': 23026, 'header': 12711, 'folio': 10488, 'impatient': 13943, 'employee': 8992, 'frank': 10708, 'palma': 21018, 'condone': 5996, 'thankfully': 28485, 'popular': 22178, 'dino': 7757, 'loveeeee': 17013, 'dinos': 7758, 'spell': 26745, 'articl': 1666, 'pd': 21297, 'introduc': 14428, 'measur': 17908, 'relev': 23646, 'patient': 21235, 'futur': 11029, 'parkin': 21143, 'whataburger': 31523, 'location': 16793, 'tally': 28060, 'harsh': 12573, 'hk': 13124, 'stiller': 27167, 'sorryyyyyy': 26580, 'goosebump': 11757, 'delay': 7314, 'nurse': 20089, 'rc': 23283, 'sushine': 27759, 'session': 25293, 'ama': 966, 'aft': 493, 'ali': 786, 'khan': 15598, 'tal': 28040, 'pelosi': 21383, 'statute': 27074, 'crate': 6481, 'dolce': 8084, 'tto': 29585, 'richmond': 24047, 'visual': 30879, 'aid': 643, 'determine': 7539, 'fungicide': 10974, 'phos': 21647, 'uptake': 30397, 'ic': 13698, 'honor': 13285, 'opening': 20559, 'vault': 30618, 'peabody': 21307, 'sent': 25225, 'anto': 1307, 'granny': 11903, 'wean': 31316, 'murray': 19091, 'baristas': 2442, 'bruno': 3963, 'mar': 17542, 'brit': 3866, 'hulu': 13529, 'selection': 25156, 'netflix': 19551, 'mon': 18656, 'tutor': 29665, 'lobster': 16786, 'linda': 16616, 'indeed': 14066, 'talented': 28044, 'rlda': 24158, 'baisakhi': 2274, 'harvest': 12580, 'famili': 9824, 'awhile': 2071, 'crashed': 6480, 'iya': 14681, 'nyokap': 20140, 'gue': 12150, 'pernah': 21490, 'berkata': 2847, 'demikian': 7371, 'cracker': 6452, 'froma': 10874, 'coupla': 6380, 'detroit': 7547, 'teresa': 28386, 'distanc': 7931, 'shoo': 25618, 'marathon': 17546, 'superstar': 27657, 'entrepreneur': 9145, 'busi': 4193, 'inspir': 14270, 'mindset': 18338, 'logic': 16818, 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28416, 'alm': 872, 'elm': 8882, 'redirects': 23486, 'massage': 17701, 'item': 14626, 'publish': 22779, 'pulish': 22810, 'rotten': 24346, 'merseyside': 18089, 'palace': 21007, 'complain': 5911, 'zaha': 32655, 'injur': 14195, 'brand': 3713, 'epicenter': 9182, 'jesse': 14933, 'alough': 899, 'library': 16516, 'pubgm': 22770, 'gam': 11118, 'guatemala': 12142, 'custom': 6775, 'confess': 6010, 'dark': 6992, 'stubborn': 27351, 'grouch': 12059, 'miine': 18251, 'heaven': 12782, 'empathise': 8983, 'nifty': 19699, 'intraday': 14420, 'reliance': 23654, 'mota': 18843, 'dread': 8284, 'audi': 1911, 'joburg': 15044, 'lanky': 16139, 'organise': 20645, 'sake': 24601, 'bust': 4203, 'gut': 12217, 'corbyn': 6252, 'labour': 16008, 'cheerio': 5081, 'drasda': 8266, 'scone': 24962, 'strabo': 27245, 'seecat': 25112, 'solve': 26458, 'puzzle': 22903, 'highly': 13031, 'investigator': 14459, 'aunty': 1940, 'stina': 27174, 'alone': 889, 'maui': 17760, 'nooooo': 19902, 'throooooooooooooo': 28725, 'shiny': 25555, 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21854, 'pkuers': 21855, 'jessie': 14940, 'leukemia': 16454, 'calgarians': 4383, 'golf': 11679, 'thee': 28533, 'yon': 32512, 'walgreens': 31111, 'arrival': 1636, 'keen': 15483, 'phenomenon': 21597, 'thx': 28772, 'superbad': 27633, 'stalker': 26996, 'steve': 27139, 'liam': 16492, 'shameless': 25395, 'suffer': 27487, 'suprem': 27691, 'etern': 9350, 'bliss': 3255, 'method': 18124, 'radic': 23101, 'puff': 22792, 'pastry': 21217, 'dutch': 8496, 'heritage': 12936, 'humble': 13542, 'bold': 3421, 'lisa': 16659, 'bronco': 3913, 'mourn': 18884, 'missin': 18454, 'thrifty': 28710, 'ebay': 8604, 'pair': 20996, 'aberdeen': 102, 'velvet': 30639, 'irene': 14530, 'seulgi': 25308, 'ul': 29997, 'outlet': 20773, 'tenho': 28357, 'curso': 6759, 'drc': 8280, 'flash': 10327, 'marshall': 17644, 'mina': 18325, 'id': 13736, 'doesnt': 8053, 'offence': 20260, 'satan': 24779, 'convince': 6185, 'fujifilm': 10943, 'webcam': 31337, 'macos': 17272, 'zippys': 32717, 'candace': 4487, 'article': 1667, 'corporates': 6290, 'unite': 30226, 'papua': 21095, 'guinea': 12176, 'sex': 25324, 'sleepytime': 26121, 'bc': 2581, 'tummy': 29626, 'tinker': 28889, 'virtualbox': 30852, 'hay': 12664, 'unfortunate': 30179, 'timing': 28870, 'difficulty': 7691, 'idm': 13772, 'maggie': 17318, 'mayhem': 17793, 'wealth': 31313, 'meddlesome': 17924, 'avg': 2002, 'curriculum': 6756, 'tpt': 29258, 'gorgeous': 11767, 'shizz': 25594, 'freckle': 10743, 'defination': 7266, 'mystic': 19202, 'messenger': 18101, 'worth': 32073, 'somethin': 26480, 'muah': 18977, 'alien': 796, 'boobie': 3471, 'craig': 6459, 'bedtime': 2697, 'grown': 12076, 'ache': 249, 'tito': 28930, 'brantley': 3721, 'hydes': 13633, 'chosen': 5298, 'hirigana': 13090, 'painting': 20994, 'satisfy': 24793, 'tim': 28845, 'afganistan': 478, 'sorta': 26582, 'grow': 12073, 'others': 20716, 'witch': 31843, 'banana': 2349, 'motivational': 18863, 'puffyn': 22795, 'ducation': 8400, 'greeting': 11990, 'unexpected': 30158, 'lighten': 16562, 'miqote': 18401, 'poser': 22215, 'ff': 10093, 'xiv': 32228, 'snap': 26297, 'screenshots': 25021, 'ote': 20708, 'valent': 30552, 'ione': 14488, 'alexandra': 768, 'belmont': 2786, 'vogue': 30930, 'rr': 24390, 'maria': 17571, 'sylvia': 27927, 'heartbreaking': 12758, 'disa': 7793, 'wind': 31782, 'fulfil': 10949, 'haiku': 12343, 'poem': 22045, 'uvi': 30505, 'passion': 21199, 'instant': 14290, 'wwii': 32182, 'snl': 26329, 'ucsd': 29926, 'dave': 7039, 'whasup': 31522, 'watkins': 31263, 'ian': 13678, 'displace': 7901, 'thousand': 28691, 'burkina': 4159, 'faso': 9905, 'mali': 17413, 'nigeria': 19703, 'west': 31474, 'cent': 4849, 'delig': 7336, 'converse': 6177, 'insomnia': 14263, 'antcam': 1271, 'ahh': 601, 'digiqom': 7707, 'member': 18013, 'gump': 12192, 'outburst': 20758, 'tony': 29115, 'pad': 20951, 'ragoons': 23125, 'yumb': 32601, 'ahahah': 585, 'load': 16774, 'tent': 28369, 'mud': 18997, 'servant': 25282, 'madam': 17283, 'tooooo': 29128, 'duuude': 8498, 'map': 17538, 'pollution': 22110, 'masterclass': 17710, 'embody': 8932, 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12005, 'decide': 7183, 'auckland': 1904, 'harbour': 12522, 'licence': 16520, 'spooky': 26842, 'uh': 29971, 'democratic': 7379, 'deafen': 7122, 'beautful': 2638, 'enable': 9008, 'growl': 12074, 'plugin': 21998, 'avoid': 2014, 'duped': 8471, 'knighty': 15794, 'knee': 15788, 'zeus': 32700, 'willful': 31754, 'leader': 16298, 'captive': 4546, 'heartless': 12765, 'exclude': 9551, 'capoeira': 4538, 'sleepin': 26108, 'hga': 12992, 'murr': 19090, 'chrima': 5304, 'burgess': 4150, 'wifey': 31715, 'pregnant': 22394, 'carson': 4646, 'jay': 14833, 'leno': 16413, 'profile': 22605, 'logo': 16826, 'foreseeable': 10578, 'era': 9217, 'cruise': 6620, 'freedom': 10757, 'overemphasize': 20839, 'jihadist': 14982, 'render': 23724, 'kennedy': 15531, 'injured': 14196, 'serious': 25272, 'issue': 14611, 'diego': 7671, 'detour': 7543, 'economy': 8640, 'tax': 28184, 'refund': 23555, 'lifel': 16545, 'area': 1536, 'prama': 22338, 'accept': 192, 'beautifully': 2644, 'train': 29297, 'foodie': 10526, 'tripe': 29457, 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3453, 'engr': 9071, 'feminine': 10034, 'dirocco': 7786, 'estonia': 9342, 'epic': 9181, 'trainer': 29298, 'luvs': 17180, 'jglam': 14970, 'suspenseful': 27768, 'intelligently': 14327, 'plot': 21988, 'prose': 22674, 'tooo': 29126, 'buttercup': 4229, 'mend': 18030, 'polaroid': 22086, 'cleavage': 5518, 'anderson': 1128, 'dencorub': 7392, 'carpet': 4633, 'carolina': 4625, 'surgery': 27718, 'dry': 8363, 'interviewed': 14397, 'heer': 12819, 'tanya': 28102, 'sharma': 25429, 'arupa': 1686, 'dh': 7598, 'cba': 4775, 'afford': 475, 'roscoe': 24320, 'smooth': 26265, 'sailin': 24591, 'saurus': 24813, 'feck': 9985, 'funeral': 10971, 'pouch': 22271, 'purchase': 22860, 'berlin': 2851, 'queue': 23014, 'carcassonne': 4565, 'xbox': 32207, 'inevitably': 14124, 'cab': 4305, 'microsoft': 18202, 'zune': 32765, 'hd': 12695, 'bom': 3433, 'rembrandt': 23688, 'basin': 2488, 'stun': 27375, 'danielle': 6966, 'threesome': 28706, 'litter': 16696, 'azalea': 2125, 'dd': 7100, 'yard': 32326, 'lap': 16149, 'beatrice': 2632, 'lambert': 16084, 'grade': 11851, 'smoking': 26260, 'weed': 31365, 'homeless': 13238, 'mafia': 17308, 'reckless': 23417, 'investigation': 14458, 'bps': 3674, 'ography': 20304, 'sudden': 27477, 'garnier': 11180, 'roast': 24177, 'drugstore': 8349, 'hurley': 13592, 'advanced': 415, 'low': 17047, 'outdoor': 20764, 'shelter': 25490, 'glove': 11579, 'kitty': 15750, 'rose': 24321, 'shir': 25564, 'amber': 1008, 'pp': 22305, 'heartz': 12771, 'maxed': 17770, 'brightening': 3839, 'poodle': 22138, 'japsicans': 14807, 'breed': 3782, 'ventana': 30656, 'los': 16959, 'cielos': 5374, 'push': 22886, 'bck': 2585, 'apply': 1443, 'ap': 1366, 'jean': 14869, 'freeway': 10773, 'yeaaaah': 32363, 'sort': 26581, 'pierside': 21729, 'mcsupergirl': 17880, 'sooooo': 26532, 'rite': 24136, 'openly': 20560, 'semitic': 25185, 'homophobe': 13265, 'honorable': 13286, 'toke': 29040, 'seperation': 25241, 'intense': 14330, 'teddy': 28258, 'ac': 169, 'gona': 11686, 'tmr': 28973, 'imo': 13932, 'wth': 32163, 'lecherous': 16337, 'haze': 12683, 'hazy': 12687, 'rye': 24500, 'creep': 6537, 'evelyn': 9409, 'fund': 10965, 'anima': 1186, 'combo': 5794, 'pump': 22822, 'status': 27072, 'choreographer': 5291, 'sare': 24755, 'bolly': 3426, 'smack': 26206, 'cherry': 5130, 'shannt': 25410, 'grape': 11907, 'browse': 3945, 'gelato': 11279, 'novella': 20011, 'ca': 4298, 'tmp': 28972, 'savvi': 24833, 'daili': 6897, 'dose': 8183, 'sil': 25843, 'yikes': 32472, 'frm': 10864, 'herman': 12937, 'saint': 24595, 'meagan': 17892, 'rochelle': 24206, 'cater': 4718, 'produce': 22590, 'mrskutcher': 18943, 'aplusk': 1393, 'fc': 9957, 'swipe': 27888, 'divyaspandana': 7987, 'sandalwood': 24689, 'ram': 23169, 'kannada': 15357, 'sand': 24687, 'lb': 16280, 'gmt': 11600, 'ish': 14578, 'battery': 2529, 'recharge': 23405, 'mikado': 18256, 'recently': 23400, 'pol': 22079, 'udd': 29930, 'ville': 30802, 'wii': 31724, 'tzu': 29906, 'twatter': 29682, 'twat': 29680, 'aim': 654, 'sugarfree': 27506, 'brent': 3797, 'neeeeeeeeed': 19457, 'tiffany': 28814, 'attic': 1880, 'poop': 22152, 'cancel': 4478, 'shaw': 25446, 'seductive': 25109, 'wicked': 31691, 'roman': 24266, 'fool': 10536, 'krispy': 15901, 'kreme': 15896, 'tube': 29596, 'timeaint': 28850, 'bragging': 3693, 'meif': 17976, 'stellar': 27108, 'gaaaaaaasp': 11056, 'treasury': 29382, 'therese': 28583, 'kraemer': 15887, 'bff': 2935, 'scooby': 24963, 'doo': 8142, 'fellow': 10023, 'twitterati': 29803, 'publi': 22772, 'ere': 9229, 'springsteen': 26876, 'advice': 427, 'enjoyable': 9083, 'hahaha': 12311, 'patsy': 21251, 'generally': 11297, 'parker': 21141, 'mcphee': 17874, 'jonah': 15089, 'calla': 4397, 'individually': 14097, 'coupl': 6379, 'exclusive': 9553, 'gur': 12204, 'urn': 30430, 'advance': 414, 'meditation': 17942, 'workshop': 32055, 'sisterhood': 25953, 'reprobate': 23795, 'endorsement': 9040, 'smart': 26214, 'twit': 29783, 'runnin': 24448, 'owww': 20904, 'walmart': 31134, 'frye': 10902, 'dram': 8256, 'knob': 15803, 'creek': 6535, 'castl': 4693, 'mindauster': 18329, 'goalscustom': 11623, 'obsessionact': 20188, 'loveropen': 17031, 'nesscomput': 19541, 'former': 10612, 'edl': 8678, 'regional': 23571, 'organiser': 20646, 'ivan': 14660, 'soci': 26381, 'neith': 19491, 'james': 14769, 'colossal': 5775, 'loveliness': 17021, 'spelt': 26750, 'stoke': 27196, 'chin': 5206, 'dimple': 7740, 'un': 30041, 'biglots': 3001, 'virgin': 30842, 'broke': 3899, 'otra': 20726, 'vez': 30719, 'fortun': 10637, 'cooki': 6198, 'terri': 28407, 'lynn': 17208, 'nonfunctionalproductive': 19878, 'admit': 373, 'sodmq': 26407, 'ayee': 2113, 'watcha': 31231, 'wierd': 31710, 'someon': 26471, 'fiverr': 10298, 'banner': 2395, 'uhhh': 29973, 'inbox': 14013, 'wrk': 32143, 'gtta': 12127, 'stomach': 27200, 'terrorizes': 28418, 'heee': 12804, 'nicely': 19664, 'guest': 12157, 'approves': 1463, 'drivin': 8328, 'listenin': 16668, 'lightweight': 16575, 'stag': 26980, 'bullshit': 4101, 'toesha': 29020, 'ppt': 22314, 'explicitly': 9634, 'shaun': 25443, 'flownyce': 10421, 'storysize': 27235, 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'tree': 29391, 'cricut': 6557, 'silhouette': 25848, 'content': 6139, 'jus': 15255, 'lyk': 17199, 'biatch': 2971, 'ni': 19648, 'nut': 20095, 'newborn': 19593, 'trade': 29275, 'loud': 16981, 'jewell': 14958, 'bleeds': 3223, 'softly': 26417, 'sutzkever': 27782, 'yiha': 32470, 'lesfic': 16431, 'ahhh': 605, 'mommie': 18647, 'sheet': 25476, 'vids': 30771, 'larryonation': 16173, 'snow': 26341, 'offend': 20261, 'inquire': 14235, 'stoop': 27220, 'xox': 32242, 'shadow': 25366, 'cwic': 6813, 'max': 17769, 'tennant': 28360, 'particularly': 21176, 'goatee': 11627, 'thus': 28769, 'programmer': 22618, 'cave': 4760, 'imagine': 13887, 'scariest': 24884, 'pelzer': 21386, 'earache': 8542, 'common': 5856, 'pubilc': 22771, 'welfare': 31428, 'espons': 9309, 'airline': 668, 'indulge': 14108, 'systematic': 27965, 'fraud': 10724, 'bookin': 3492, 'mariachi': 17572, 'nin': 19762, 'yeni': 32425, 'kampanyasi': 15339, 'beraber': 2841, 'gelistirdigimiz': 11280, 'uygulamasi': 30509, 'hurriyet': 13596, 'haber': 12272, 'olmus': 20398, 'abstraction': 150, 'riviera': 24151, 'color': 5770, 'coted': 6328, 'zur': 32766, 'abstract': 149, 'imp': 13937, 'avatar': 1992, 'evil': 9468, 'sufferi': 27489, 'toothache': 29138, 'pharmacy': 21583, 'drug': 8348, 'onc': 20449, 'engage': 9061, 'handsome': 12448, 'nyquil': 20143, 'sorrry': 26576, 'mo': 18550, 'williams': 31757, 'zb': 32669, 'radio': 23103, 'dust': 8490, 'alastor': 726, 'mirror': 18414, 'sexual': 25332, 'misconduct': 18422, 'victim': 30750, 'vocal': 30919, 'credible': 6531, 'plentiful': 21972, 'accuser': 239, 'diesel': 7674, 'moni': 18685, 'baffoon': 2243, 'playlist': 21919, 'pls': 21990, 'greatly': 11949, 'myers': 19173, 'lydia': 17196, 'unemployment': 30155, 'stung': 27376, 'nettle': 19559, 'fuuudge': 11037, 'ravenclaw': 23249, 'peter': 21543, 'tnx': 28984, 'hidden': 13016, 'treasure': 29381, 'rethink': 23918, 'carin': 4590, 'camen': 4439, 'consult': 6121, 'llc': 16739, 'geuss': 11392, 'wonky': 31947, 'mango': 17489, 'medley': 17947, 'chock': 5252, 'asbestos': 1701, 'ohhhhh': 20316, 'barcalona': 2427, 'memphis': 18025, 'rcw': 23287, 'ut': 30468, 'bass': 2495, 'cuisine': 6693, 'puglia': 22799, 'gram': 11868, 'pursu': 22879, 'kennedi': 15530, 'doind': 8071, 'classmate': 5488, 'tight': 28820, 'budget': 4041, 'dawson': 7057, 'titanic': 28924, 'leo': 16421, 'paulson': 21262, 'clarke': 5478, 'seaworld': 25080, 'tommrow': 29068, 'doris': 8170, 'anita': 1195, 'bryant': 3978, 'chu': 5332, 'echooooo': 8622, 'oooo': 20519, 'concept': 5964, 'spoilt': 26825, 'czech': 6851, 'resp': 23861, 'understand': 30129, 'perceive': 21440, 'simp': 25883, 'aaawww': 46, 'soooooooo': 26536, 'wah': 31053, 'finaly': 10200, 'crikey': 6559, 'defend': 7247, 'enemy': 9046, 'teatree': 28239, 'october': 20226, 'archie': 1525, 'feb': 9981, 'among': 1062, 'graduation': 11856, 'failure': 9784, 'catriona': 4733, 'soften': 26415, 'towar': 29237, 'unsettle': 30309, 'sexxxxxxxy': 25336, 'argh': 1551, 'spoiler': 26824, 'speller': 26747, 'attempt': 1869, 'andy': 1149, 'stray': 27273, 'playtime': 21927, 'bloody': 3305, 'poet': 22046, 'sens': 25207, 'demand': 7367, 'drunk': 8357, 'us': 30436, 'vista': 30877, 'production': 22594, 'customer': 6776, 'tl': 28951, 'mob': 18554, 'aight': 647, 'sux': 27790, 'wknd': 31875, 'fiona': 10244, 'enought': 9100, 'megan': 17970, 'suitcase': 27522, 'wink': 31803, 'grandfather': 11889, 'grandm': 11891, 'daze': 7086, 'kathleen': 15422, 'harryman': 12572, 'psychological': 22748, 'address': 330, 'lols': 16853, 'gadget': 11075, 'upppppp': 30380, 'habit': 12274, 'distribute': 7949, 'defile': 7263, 'mohammed': 18594, 'wer': 31459, 'taught': 28175, 'gooood': 11734, 'sweeeety': 27843, 'candid': 4490, 'mamma': 17439, 'echt': 8623, 'angetan': 1167, 'sst': 26956, 'keg': 15489, 'unit': 30225, 'birra': 3079, 'moretti': 18781, 'birr': 3078, 'amoretti': 1065, 'dvr': 8506, 'niffer': 19698, 'angst': 1178, 'fics': 10124, 'burguer': 4153, 'chain': 4908, 'filthy': 10186, 'complicate': 5927, 'hog': 13164, 'waaalkiiing': 31026, 'sierra': 25796, 'nevada': 19575, 'putin': 22897, 'ultim': 30009, 'void': 30935, 'kay': 15446, 'unknown': 30245, 'hoisin': 13171, 'duck': 8403, 'salt': 24635, 'pepper': 21434, 'edmund': 8683, 'jade': 14721, 'writer': 32136, 'belo': 2787, 'venus': 30666, 'redemption': 23476, 'fridge': 10827, 'cran': 6468, 'opt': 20593, 'ehhehehe': 8770, 'choice': 5267, 'choose': 5280, 'hoe': 13157, 'none': 19875, 'network': 19560, 'candy': 4495, 'cane': 4496, 'dreidel': 8301, 'kinara': 15680, 'kwanzaa': 15969, 'furry': 11015, 'marvelous': 17664, 'waz': 31296, 'uuuup': 30498, 'mail': 17355, 'chaz': 5051, 'happening': 12489, 'wooo': 31987, 'racoon': 23084, 'bread': 3746, 'force': 10563, 'papa': 21080, 'arent': 1540, 'abc': 89, 'distract': 7941, 'tragedy': 29290, 'rig': 24081, 'parkinson': 21145, 'questionnaire': 23012, 'oohs': 20509, 'aahs': 55, 'serena': 25257, 'madrid': 17302, 'paris': 21138, 'blame': 3181, 'paedofile': 20967, 'fiddle': 10129, 'willy': 31768, 'fakin': 9808, 'kisha': 15732, 'wellllll': 31439, 'edit': 8670, 'csi': 6659, 'silicone': 25850, 'evryone': 9481, 'east': 8582, 'pleaseee': 21940, 'paycheck': 21277, 'april': 1472, 'deposit': 7437, 'toodles': 29119, 'twitts': 29847, 'desind': 7488, 'drunken': 8359, 'goodmorning': 11704, 'appliance': 1438, 'repair': 23748, 'maine': 17361, 'florida': 10404, 'explor': 9639, 'curiou': 6744, 'liveth': 16719, 'bcause': 2582, 'gran': 11874, 'bathgate': 2517, 'direction': 7779, 'haah': 12261, 'dido': 7669, 'liar': 16497, 'wtg': 32162, 'vibrator': 30739, 'spot': 26856, 'experi': 9614, 'laughter': 16226, 'experien': 9618, 'gyah': 12242, 'client': 5540, 'teethe': 28273, 'miserable': 18426, 'ci': 5360, 'hashtag': 12589, 'peanut': 21326, 'butter': 4228, 'tramp': 29309, 'yesssssir': 32438, 'yawn': 32338, 'ow': 20891, 'gum': 12189, 'oww': 20901, 'nsa': 20033, 'bhr': 2962, 'jail': 14742, 'sentence': 25227, 'arkansas': 1582, 'hardware': 12536, 'wreck': 32117, 'sane': 24703, 'sanctuary': 24686, 'bonverano': 3464, 'tm': 28963, 'sunsuit': 27623, 'swimwear': 27880, 'upf': 30361, 'uv': 30502, 'protection': 22686, 'midsumm': 18225, 'memori': 18021, 'bian': 2968, 'jiuqiu': 15014, 'canva': 4522, 'strive': 27320, 'huang': 13484, 'maaaaan': 17218, 'bork': 3573, 'wooooo': 31993, 'pleased': 21939, 'paparazzo': 21082, 'helsinki': 12895, 'carls': 4604, 'jr': 15168, 'hella': 12861, 'gallery': 11110, 'neice': 19478, 'spasy': 26687, 'lovage': 17002, 'beignet': 2744, 'dryer': 8365, 'wheres': 31569, 'concordia': 5979, 'awaits': 2022, 'deliverance': 7345, 'captor': 4547, 'unconquered': 30093, 'muslim': 19124, 'hispania': 13095, 'briton': 3872, 'zack': 32651, 'miri': 18409, 'porno': 22190, 'believer': 2767, 'njoying': 19802, 'plce': 21930, 'joomla': 15103, 'honour': 13288, 'tout': 29233, 'francais': 10697, 'nuance': 20051, 'explains': 9631, 'alert': 762, 'herring': 12956, 'september': 25244, 'cucumber': 6680, 'mmm': 18531, 'clash': 5480, 'lagonda': 16049, 'clickbait': 5535, 'meshuggah': 18095, 'spc': 26698, 'cap': 4527, 'adult': 408, 'discuss': 7855, 'purchasing': 22861, 'sto': 27188, 'sadie': 24558, 'clueless': 5608, 'cyber': 6822, 'cuddl': 6683, 'releas': 23642, 'hormon': 13349, 'trans': 29318, 'deadnaming': 7118, 'large': 16166, 'mac': 17238, 'xp': 32248, 'parallel': 21111, 'tester': 28427, 'wed': 31354, 'sometim': 26485, 'chatter': 5041, 'silenc': 25844, 'bankroll': 2391, 'whine': 31591, 'yoot': 32525, 'grandad': 11878, 'newman': 19602, 'believ': 2764, 'camper': 4459, 'suci': 27462, 'smoothie': 26267, 'brighton': 3844, 'discount': 7839, 'koi': 15843, 'ft': 10906, 'supertarget': 27659, 'jimmy': 14997, 'getaway': 11376, 'energize': 9050, 'breezy': 3787, 'jacket': 14708, 'hannahisdead': 12468, 'prejudice': 22398, 'fuckyeah': 10935, 'scotland': 24980, 'lieutenant': 16536, 'manfred': 17481, 'freddie': 10745, 'rathe': 23232, 'ohi': 20318, 'pastrana': 21215, 'attractive': 1889, 'limited': 16608, 'editi': 8672, 'prasanta': 22343, 'chandra': 4953, 'mahalanobi': 17340, 'critic': 6578, 'digit': 7708, 'comput': 5950, 'lea': 16295, 'solely': 26439, 'attach': 1862, 'physically': 21681, 'terry': 28419, 'otic': 20721, 'groomer': 12050, 'alias': 789, 'yoo': 32514, 'essential': 9322, 'otis': 20722, 'mcdonald': 17838, 'scotus': 24987, 'cour': 6383, 'objective': 20170, 'poorly': 22163, 'wel': 31424, 'bbq': 2572, 'nyc': 20133, 'tower': 29242, 'soc': 26376, 'brill': 3847, 'berocca': 2856, 'ep': 9173, 'mindful': 18334, 'verbeek': 30676, 'founder': 10662, 'empire': 8988, 'yaya': 32341, 'makeover': 17387, 'cambridge': 4432, 'learner': 16312, 'fart': 9894, 'noise': 19852, 'armpit': 1599, 'tesco': 28421, 'interminable': 14360, 'volunteer': 30956, 'intern': 14361, 'tends': 28349, 'mikey': 18261, 'durban': 8478, 'uncle': 30083, 'bart': 2469, 'reeces': 23508, 'nz': 20146, 'bigtime': 3007, 'lakers': 16069, 'tmwr': 28977, 'stance': 27007, 'declare': 7196, 'brain': 3701, 'careful': 4578, 'beijing': 2745, 'fnr': 10464, 'charlotte': 5022, 'commentary': 5834, 'myfoxcharlotte': 19174, 'tab': 27972, 'mast': 17707, 'ladki': 16030, 'patata': 21222, 'hai': 12338, 'chal': 4921, 'jiske': 15007, 'sath': 24783, 'bhi': 2961, 'jaye': 14840, 'khush': 15614, 'rehna': 23592, 'twp': 29859, 'coach': 5634, 'imho': 13899, 'galaxy': 11104, 'random': 23189, 'magnetic': 17329, 'clip': 5557, 'tack': 27987, 'yi': 32468, 'ryke': 24504, 'vend': 30640, 'maching': 17263, 'bugle': 4065, 'ot': 20701, 'meg': 17966, 'climb': 5547, 'sample': 24667, 'feat': 9976, 'saxophone': 24841, 'towards': 29239, 'tokyo': 29044, 'morrow': 18821, 'sandal': 24688, 'delevery': 7322, 'defenetly': 7249, 'aga': 515, 'holton': 13214, 'miller': 18298, 'huge': 13507, 'appetizer': 1426, 'travesty': 29369, 'astros': 1811, 'period': 21472, 'trash': 29356, 'chump': 5341, 'mlb': 18517, 'elan': 8807, 'kool': 15863, 'dare': 6986, 'hath': 12613, 'wrought': 32152, 'gentile': 11320, 'obed': 20162, 'depends': 7428, 'uri': 30422, 'impressed': 13974, 'rea': 23295, 'lulu': 17124, 'scottish': 24983, 'falconer': 9810, 'reverse': 23963, 'harem': 12540, 'flew': 10363, 'brisbane': 3861, 'lax': 16258, 'limit': 16606, 'brighten': 3838, 'strategy': 27266, 'dump': 8445, 'ilove': 13860, 'inspiration': 14271, 'rode': 24225, 'jeep': 14876, 'mentor': 18052, 'finearts': 10216, 'dicconson': 7646, 'lane': 16126, 'westhoughton': 31482, 'bl': 3138, 'nw': 20122, 'detach': 7526, 'bungalow': 4128, 'limey': 16605, 'cupid': 6728, 'plate': 21895, 'oc': 20198, 'sutekina': 27778, 'singha': 25910, 'singh': 25909, 'drank': 8263, 'tshirt': 29565, 'dhq': 7610, 'snot': 26339, 'innocent': 14221, 'gent': 11318, 'trishy': 29470, 'lata': 16195, 'tobin': 28992, 'genting': 11321, 'highland': 13027, 'premium': 22404, 'outle': 20772, 'recall': 23393, 'zach': 32647, 'quinto': 23036, 'kunal': 15949, 'khemu': 15605, 'etc': 9348, 'starrers': 27041, 'probability': 22554, 'niche': 19666, 'clark': 5477, 'notch': 19967, 'upside': 30390, 'uno': 30270, 'monument': 18731, 'wire': 31826, 'cage': 4345, 'sur': 27704, 'chloe': 5246, 'undercover': 30112, 'ferret': 10066, 'counterfeit': 6365, 'mission': 18456, 'widowed': 31705, 'eleanor': 8819, 'roose': 24305, 'muffin': 19006, 'ball': 2317, 'relieve': 23658, 'empty': 9002, 'destroy': 7517, 'cinema': 5394, 'ohhhh': 20315, 'yeeah': 32395, 'bethe': 2890, 'trueee': 29521, 'picked': 21696, 'handwraps': 12449, 'struggle': 27339, 'defo': 7281, 'sooner': 26523, 'heh': 12825, 'supporter': 27678, 'handedly': 12435, 'crane': 6470, 'hairbrush': 12353, 'disinfect': 7876, 'beware': 2922, 'cheesey': 5091, 'orignal': 20662, 'skip': 26023, 'vineri': 30814, 'nimic': 19759, 'sau': 24804, 'probabil': 22553, 'alt': 923, 'pierdut': 21725, 'pagan': 20970, 'enrique': 9104, 'lake': 16066, 'district': 7951, 'cushion': 6770, 'stooopid': 27218, 'aka': 694, 'cable': 4312, 'reconnect': 23439, 'interent': 14345, 'sads': 24563, 'kemo': 15521, 'loft': 16813, 'spain': 26659, 'xxxxxxxx': 32269, 'wrench': 32121, 'nail': 19261, 'biting': 3113, 'vincent': 30808, 'baadly': 2143, 'pig': 21732, 'microwave': 18203, 'melt': 18009, 'skin': 26016, 'iced': 13712, 'mcm': 17867, 'main': 17360, 'volpi': 30947, 'mae': 17306, 'sunglass': 27594, 'sinking': 25923, 'someplace': 26474, 'strop': 27330, 'offensive': 20263, 'language': 16133, 'beast': 2618, 'mode': 18573, 'soak': 26363, 'hike': 13046, 'pug': 22796, 'incredible': 14059, 'xhausted': 32220, 'corr': 6295, 'dinn': 7751, 'whatta': 31542, 'zzz': 32772, 'twitterland': 29823, 'eugh': 9379, 'sparkle': 26679, 'dazzle': 7088, 'brew': 3806, 'bacon': 2217, 'gop': 11758, 'pledge': 21958, 'bath': 2515, 'albert': 733, 'leak': 16303, 'heals': 12732, 'sneeze': 26316, 'tissue': 28920, 'germaphobe': 11366, 'ness': 19538, 'significantly': 25819, 'increase': 14056, 'healthcare': 12735, 'hawksmoor': 12658, 'steak': 27088, 'turner': 29651, 'revenge': 23959, 'carol': 4623, 'dornetto': 8177, 'fiction': 10126, 'section': 25096, 'harlequin': 12545, 'historic': 13101, 'liste': 16664, 'repostsaveapp': 23785, 'tyra': 29896, 'pilsner': 21754, 'hy': 13628, 'vee': 30625, 'moines': 18599, 'sheri': 25504, 'december': 7177, 'xmas': 32232, 'deplatforming': 7431, 'software': 26421, 'program': 22615, 'devel': 7556, 'nine': 19765, 'individual': 14095, 'ssn': 26946, 'itin': 14631, 'ein': 8780, 'accord': 221, 'hurray': 13594, 'drastic': 8267, 'kumar': 15948, 'para': 21098, 'gu': 12129, 'hati': 12615, 'assam': 1759, 'dy': 8513, 'guwahati': 12226, 'commit': 5848, 'suic': 27515, 'slimline': 26145, 'tonic': 29100, 'keto': 15561, 'cannondale': 4503, 'specialized': 26717, 'cervelo': 4881, 'floor': 10394, 'clutter': 5613, 'clothing': 5592, 'china': 5207, 'fusion': 11022, 'experiment': 9622, 'goallllllllllllllllllllll': 11620, 'mane': 17475, 'liverpool': 16717, 'apperently': 1423, 'legit': 16376, 'twee': 29686, 'mofo': 18588, 'hea': 12699, 'learns': 16315, 'constantstatic': 6109, 'bluff': 3338, 'row': 24370, 'montmel': 18726, 'whose': 31663, 'bathroom': 2519, 'toilet': 29037, 'eewwwww': 8732, 'tw': 29675, 'bossy': 3589, 'grubby': 12103, 'incredibly': 14060, 'horayyyayayay': 13343, 'guilty': 12175, 'pb': 21287, 'competition': 5904, 'tc': 28203, 'islamicat': 14589, 'infurdels': 14170, 'reopen': 23742, 'haraminous': 12516, 'despertando': 7501, 'megadespistado': 17968, 'ire': 14525, 'luego': 17105, 'fin': 10189, 'semana': 25180, 'saldr': 24617, 'nielsen': 19694, 'neck': 19435, 'bury': 4185, 'notary': 19966, 'retrograde': 23931, 'architect': 1527, 'cookie': 6199, 'elite': 8864, 'exquisite': 9657, 'betrayed': 2895, 'bz': 4296, 'honi': 13283, 'connolli': 6070, 'pine': 21771, 'auctioneer': 1906, 'matthew': 17749, 'antique': 1300, 'pret': 22454, 'category': 4717, 'argue': 1557, 'knowingly': 15815, 'ra': 23057, 'chapter': 4988, 'kiyosaki': 15757, 'hire': 13088, 'cleaner': 5506, 'lip': 16645, 'gloss': 11576, 'starsailor': 27042, 'mantra': 17525, 'bt': 3989, 'gota': 11784, 'afterparty': 503, 'unsure': 30323, 'knoww': 15820, 'burst': 4181, 'leonardo': 16424, 'dicaprio': 7645, 'davisson': 7050, 'killoran': 15663, 'orphan': 20670, 'direct': 7777, 'info': 14158, 'root': 24306, 'gratification': 11920, 'document': 8043, 'expose': 9650, 'em': 8905, 'bunch': 4122, 'wannabe': 31157, 'tolerate': 29052, 'oppose': 20585, 'immediate': 13912, 'calgary': 4384, 'indian': 14080, 'keemie': 15482, 'uploaded': 30371, 'eric': 9233, 'elgato': 8850, 'hds': 12698, 'laavly': 16000, 'ghost': 11417, 'palawan': 21009, 'motorway': 18876, 'aahhhh': 54, 'gymnastics': 12246, 'heabreaks': 12701, 'breakthrough': 3760, 'neglect': 19472, 'aye': 2112, 'shes': 25513, 'horny': 13353, 'emojis': 8971, 'updater': 30360, 'exhau': 9572, 'successful': 27449, 'expertly': 9627, 'woven': 32095, 'witty': 31866, 'dialogue': 7623, 'enchant': 9016, 'moda': 18569, 'quilt': 23030, 'naughty': 19384, 'iron': 14537, 'nk': 19803, 'sara': 24744, 'ughhh': 29959, 'nix': 19797, 'memorable': 18020, 'throughout': 28729, 'seri': 25264, 'katarina': 15413, 'artwork': 1682, 'rol': 24246, 'mitchell': 18487, 'pablo': 20933, 'picasso': 21691, 'lithographic': 16688, 'sart': 24764, 'hump': 13560, 'ecod': 8631, 'disco': 7830, 'ruleaz': 24431, 'zic': 32705, 'discosoutmurdersin': 7837, 'congrat': 6042, 'vast': 30613, 'mindblowing': 18332, 'sang': 24707, 'fave': 9935, 'awe': 2041, 'kd': 15467, 'derham': 7458, 'yeem': 32411, 'gurl': 12207, 'bangin': 2376, 'portfolio': 22200, 'dvt': 8507, 'loonix': 16914, 'upgrade': 30362, 'brat': 3724, 'hero': 12947, 'nooooooooooooo': 19910, 'crunchyroll': 6630, 'hime': 13067, 'miku': 18265, 'surviv': 27746, 'aris': 1570, 'shanti': 25413, 'deva': 7552, 'iam': 13676, 'existentialism': 9590, 'goooodnight': 11735, 'disney': 7889, 'fondue': 10512, 'fanatic': 9838, 'cozy': 6435, 'malik': 17418, 'forth': 10630, 'debate': 7150, 'consensus': 6082, 'moderatio': 18579, 'drizzle': 8329, 'warms': 31188, 'provid': 22703, 'barrier': 2462, 'threat': 28700, 'pandemic': 21043, 'additional': 328, 'bur': 4138, 'shish': 25571, 'penny': 21415, 'belated': 2754, 'diverse': 7967, 'cauldron': 4748, 'curse': 6758, 'claw': 5498, 'col': 5705, 'delicate': 7328, 'surprised': 27731, 'havent': 12640, 'solitaire': 26443, 'ciara': 5363, 'finna': 10234, 'tekenen': 28290, 'addict': 320, 'afterwards': 509, 'conference': 6008, 'outline': 20774, 'glorious': 11573, 'active': 287, 'gogglebox': 11661, 'jenny': 14907, 'lee': 16344, 'uphold': 30365, 'skate': 25996, 'mozart': 18916, 'brekkie': 3789, 'varnish': 30610, 'dystopia': 8526, 'changos': 4961, 'sirve': 25941, 'mta': 18962, 'kk': 15759, 'conversation': 6176, 'multitask': 19045, 'liden': 16529, 'tove': 29234, 'naples': 19315, 'lifestyle': 16555, 'snowball': 26342, 'sadface': 24556, 'wentz': 31458, 'hez': 12988, 'fukin': 10945, 'hott': 13401, 'heyyy': 12981, 'mizzbettie': 18505, 'tee': 28262, 'af': 451, 'fixd': 10300, 'suspicious': 27771, 'roaster': 24179, 'kap': 15364, 'sadder': 24549, 'soybean': 26648, 'unsuccessful': 30321, 'stood': 27213, 'undeniable': 30107, 'distant': 7934, 'kaja': 15310, 'aggarwal': 536, 'wowsa': 32100, 'corporation': 6291, 'certain': 4870, 'property': 22663, 'endors': 9038, 'tone': 29092, 'emoticon': 8974, 'mercer': 18064, 'tennent': 28361, 'lineup': 16625, 'austin': 1947, 'gibbs': 11430, 'infuse': 14172, 'humanity': 13539, 'realism': 23331, 'aaberg': 47, 'certainly': 4871, 'crawl': 6488, 'hut': 13616, 'hammer': 12418, 'imma': 13906, 'stumble': 27372, 'santana': 24724, 'wraith': 32109, 'original': 20660, 'printable': 22519, 'euro': 9388, 'rie': 24072, 'verdict': 30677, 'manana': 17456, 'upgraded': 30363, 'pyaara': 22916, 'estense': 9334, 'kiddie': 15633, 'stranger': 27259, 'gesture': 11374, 'panera': 21049, 'anil': 1184, 'swadeshi': 27804, 'vice': 30741, 'nmops': 19814, 'emission': 8958, 'pension': 21417, 'novote': 20017, 'ops': 20592, 'hardly': 12534, 'grandbaby': 11883, 'dems': 7390, 'patriotic': 21245, 'alternative': 929, 'snore': 26337, 'honestly': 13273, 'eva': 9396, 'marble': 17548, 'ellen': 8874, 'marisa': 17593, 'military': 18287, 'endures': 9045, 'separate': 25236, 'happydance': 12506, 'commence': 5830, 'jjj': 15019, 'tweetilicious': 29725, 'bush': 4189, 'seminar': 25184, 'fil': 10164, 'easton': 8590, 'creatives': 6521, 'bipoc': 3066, 'safety': 24573, 'neighbour': 19482, 'libby': 16501, 'mcgill': 17850, 'manderin': 17468, 'morphine': 18812, 'percocet': 21445, 'acute': 304, 'def': 7237, 'heine': 12842, 'brewery': 3809, 'calvin': 4424, 'harris': 12566, 'mayer': 17788, 'carl': 4592, 'eachother': 8532, 'shoutout': 25682, 'nigga': 19706, 'tribute': 29429, 'tibet': 28782, 'spiritual': 26793, 'zoe': 32726, 'mural': 19080, 'rate': 23230, 'cherri': 5129, 'waist': 31076, 'backup': 2212, 'oot': 20541, 'cottag': 6330, 'retire': 23920, 'boarding': 3376, 'convincing': 6186, 'monthly': 18724, 'visitor': 30873, 'ahhhhhh': 610, 'helll': 12867, 'melon': 18005, 'freezer': 10775, 'cure': 6740, 'ay': 2106, 'beezy': 2718, 'hookah': 13298, 'twiiter': 29758, 'defrag': 7283, 'reassemble': 23373, 'cookery': 6197, 'somebody': 26466, 'polar': 22082, 'parasite': 21120, 'coontails': 6216, 'spike': 26776, 'pas': 21191, 'gather': 11202, 'evict': 9462, 'institution': 14298, 'forsake': 10624, 'blouse': 3314, 'ahahaha': 586, 'responsbl': 23872, 'compass': 5892, 'situat': 25967, 'ignor': 13796, 'ecologist': 8634, 'lauri': 16236, 'santo': 24729, 'lab': 16001, 'bask': 2490, 'frenzy': 10794, 'negative': 19468, 'stretch': 27305, 'baker': 2288, 'kurt': 15956, 'spin': 26780, 'defeat': 7242, 'soccer': 26378, 'defited': 7277, 'webcast': 31339, 'manford': 17480, 'bean': 2609, 'breakie': 3754, 'cisco': 5414, 'goodbye': 11695, 'unable': 30044, 'murphy': 19089, 'cooperate': 6225, 'automatically': 1969, 'eject': 8799, 'disc': 7819, 'applecare': 1434, 'itto': 14646, 'portland': 22203, 'commissioner': 5847, 'raise': 23152, 'admin': 360, 'screw': 25022, 'concentrate': 5962, 'mf': 18147, 'coward': 6416, 'ignorant': 13798, 'punk': 22842, 'commme': 5852, 'kayla': 15451, 'pj': 21851, 'adobo': 379, 'ar': 1498, 'virtua': 30850, 'heyya': 12979, 'wondrous': 31944, 'beltaine': 2795, 'sync': 27946, 'agai': 517, 'ledge': 16342, 'decorate': 7207, 'appropriately': 1460, 'ike': 13820, 'insp': 14268, 'glow': 11582, 'huddersfield': 13497, 'elizabeth': 8868, 'twang': 29678, 'photopass': 21660, 'hapee': 12479, 'littl': 16699, 'sparkl': 26678, 'dazzl': 7087, 'manage': 17448, 'market': 17602, 'allergic': 829, 'fur': 11001, 'cosmic': 6314, 'irony': 14546, 'winery': 31796, 'findlay': 10214, 'ohio': 20319, 'thier': 28614, 'lovato': 17004, 'atm': 1851, 'worn': 32065, 'exact': 9499, 'shite': 25573, 'shiiite': 25536, 'rhyme': 24022, 'zachary': 32649, 'amazingggg': 996, 'agfest': 534, 'silvercloud': 25863, 'dedicate': 7220, 'module': 18585, 'fu': 10914, 'cubicle': 6677, 'yippie': 32480, 'fishing': 10280, 'ska': 25991, 'pandora': 21045, 'abuelo': 153, 'aguadilla': 572, 'proper': 22660, 'horrible': 13356, 'outrageous': 20781, 'behaviour': 2739, 'acceptable': 194, 'evening': 9412, 'knock': 15804, 'cna': 5626, 'whyareyoustillhere': 31675, 'cinematic': 5395, 'transgenics': 29333, 'cosplay': 6317, 'scientist': 24953, 'narcissistic': 19326, 'carte': 4648, 'blanche': 3185, 'lash': 16182, 'eek': 8719, 'unhappi': 30194, 'reflect': 23535, 'realiz': 23336, 'invers': 14451, 'capac': 4530, 'dull': 8431, 'marie': 17580, 'kidd': 15632, 'sketchy': 26006, 'advantage': 416, 'sink': 25922, 'mcandrew': 17816, 'bwahah': 4264, 'jackass': 14705, 'chocolateeee': 5258, 'keren': 15545, 'hughes': 13516, 'nate': 19357, 'steel': 27097, 'toe': 29016, 'kodiak': 15837, 'terra': 28399, 'spok': 26826, 'shooting': 25628, 'nightclub': 19715, 'twelve': 29741, 'wound': 32092, 'unrest': 30301, 'overplayed': 20857, 'davison': 7049, 'aha': 579, 'yano': 32323, 'usual': 30463, 'hoilday': 13170, 'strip': 27315, 'airsoft': 674, 'sool': 26520, 'realistic': 23333, 'drawing': 8275, 'sketchbook': 26005, 'yessir': 32437, 'empanada': 8980, 'teque': 28376, 'venezuelan': 30648, 'beetle': 2715, 'youth': 32558, 'pur': 22857, 'involvement': 14478, 'illic': 13836, 'incident': 14029, 'cube': 6676, 'plaster': 21892, 'marriage': 17634, 'fought': 10657, 'valiantly': 30562, 'kari': 15385, 'sonnenberg': 26513, 'exercise': 9567, 'wheel': 31555, 'transform': 29329, 'negativity': 19469, 'roy': 24380, 'dissects': 7924, 'alive': 811, 'chachi': 4903, 'walter': 31137, 'rack': 23081, 'ccna': 4786, 'ccnp': 4787, 'ccie': 4785, 'jumper': 15229, 'aislinntighee': 679, 'mankind': 17509, 'brekky': 3790, 'pleeeeeease': 21966, 'pleeeease': 21963, 'authentic': 1955, 'spirituality': 26796, 'hav': 12630, 'popsicle': 22177, 'hunter': 13583, 'hayes': 12669, 'mule': 19027, 'beta': 2886, 'seattle': 25079, 'outage': 20753, 'overwhelm': 20883, 'lemonade': 16399, 'foster': 10648, 'ambition': 1016, 'belief': 2763, 'determination': 7538, 'discipline': 7827, 'bringitback': 3856, 'gloomy': 11567, 'sway': 27826, 'sissy': 25946, 'printer': 22523, 'canon': 4508, 'print': 22518, 'fisheye': 10277, 'exp': 9599, 'theatre': 28528, 'texan': 28441, 'normally': 19936, 'difficult': 7689, 'pranichealing': 22340, 'mcks': 17862, 'fed': 9988, 'silli': 25857, 'trivia': 29476, 'sill': 25856, 'magnolia': 17333, 'mumps': 19060, 'supernatural': 27653, 'yoga': 32497, 'supply': 27673, 'constant': 6107, 'skyped': 26056, 'blandly': 3189, 'freeze': 10774, 'hill': 13058, 'christa': 5311, 'phase': 21585, 'emmy': 8968, 'hilarious': 13049, 'downside': 8227, 'chavs': 5048, 'puffy': 22794, 'blonde': 3292, 'fack': 9760, 'seriouse': 25273, 'huaaaa': 13481, 'esperando': 9303, 'uma': 30020, 'entrega': 9143, 'ansi': 1261, 'osa': 20682, 'panther': 21068, 'eur': 9386, 'jpy': 15167, 'execute': 9561, 'pa': 20930, 'loop': 16938, 'waitin': 31080, 'godly': 11650, 'pindown': 21770, 'neutrality': 19571, 'stoner': 27209, 'sativa': 24795, 'cannabis': 4499, 'arrives': 1639, 'ju': 15173, 'miserably': 18427, 'burp': 4173, 'unrelated': 30297, 'fallout': 9815, 'drs': 8346, 'slefish': 26127, 'outlive': 20775, 'gregg': 11994, 'audition': 1925, 'highers': 13025, 'xy': 32274, 'pq': 22315, 'ml': 18515, 'fake': 9804, 'meat': 17911, 'cooker': 6196, 'lauren': 16235, 'arghhh': 1553, 'grrreeaaattt': 12084, 'wut': 32171, 'cha': 4897, 'signify': 25821, 'surv': 27743, 'lena': 16403, 'genuine': 11327, 'bracelet': 3678, 'jewelry': 14962, 'pave': 21266, 'ehh': 8769, 'pg': 21570, 'nightttt': 19728, 'ly': 17193, 'maintenance': 17370, 'wide': 31696, 'lounge': 16994, 'cowboy': 6418, 'nanny': 19305, 'forgiveness': 10599, 'oneself': 20460, 'upshot': 30388, 'king': 15698, 'afarid': 454, 'weekeknd': 31379, 'mmmmmm': 18536, 'curry': 6757, 'oregan': 20637, 'mindy': 18339, 'signal': 25814, 'tlva': 28962, 'shotgun': 25669, 'faster': 9908, 'luckily': 17094, 'eta': 9347, 'eo': 9166, 'riiidddddeeee': 24092, 'nnnaaa': 19819, 'uhhhh': 29975, 'playah': 21906, 'shawty': 25453, 'nun': 20081, 'gaaay': 11058, 'actor': 293, 'alenne': 761, 'mengets': 18037, 'eeeh': 8712, 'didddd': 7660, 'creator': 6524, 'developer': 7560, 'recommendation': 23436, 'yorkie': 32533, 'bend': 2805, 'donie': 8125, 'hassle': 12596, 'merchant': 18066, 'surname': 27723, 'slipper': 26152, 'blush': 3348, 'laid': 16056, 'antiracism': 1301, 'fryend': 10903, 'mph': 18927, 'matt': 17741, 'corby': 6251, 'california': 4393, 'putz': 22900, 'adoro': 391, 'essa': 9315, 'banda': 2353, 'atmosphere': 1853, 'lawn': 16252, 'upstairs': 30393, 'odd': 20234, 'gresham': 12001, 'blake': 3180, 'clearing': 5515, 'announcement': 1234, 'shortly': 25663, 'lle': 16740, 'linkin': 16634, 'rolando': 24248, 'baking': 2293, 'tenterhook': 28373, 'relish': 23664, 'fav': 9934, 'creates': 6516, 'solves': 26459, 'gm': 11591, 'twitterfon': 29812, 'fascinate': 9896, 'boundary': 3620, 'czar': 6850, 'doctrine': 8041, 'mismanage': 18442, 'reaction': 23306, 'stephen': 27123, 'spaniel': 26669, 'fruit': 10892, 'sangria': 24708, 'havana': 12632, 'redondo': 23491, 'jesusonline': 14948, 'dislove': 7886, 'bow': 3636, 'economic': 8637, 'sensei': 25214, 'yayy': 32346, 'char': 4989, 'geogeektv': 11334, 'cole': 5721, 'ld': 16288, 'sax': 24840, 'bull': 4093, 'ki': 15616, 'sea': 25057, 'aber': 101, 'mising': 18439, 'pugsly': 22800, 'empath': 8982, 'etch': 9349, 'frown': 10885, 'stupidity': 27383, 'viewer': 30783, 'blehh': 3228, 'outbid': 20755, 'ce': 4798, 'tare': 28122, 'tin': 28878, 'castile': 4692, 'urechi': 30413, 'drumu': 8356, 'muzichii': 19151, 'bun': 4121, 'asa': 1694, 'cred': 6528, 'vopseaua': 30964, 'afectat': 457, 'rau': 23241, 'rash': 23223, 'phatass': 21589, 'sinner': 25925, 'solskjaer': 26453, 'sheer': 25473, 'audacity': 1910, 'fernandes': 10059, 'burning': 4167, 'chap': 4973, 'georgina': 11350, 'stua': 27346, 'bachelor': 2180, 'carolus': 4626, 'valor': 30571, 'colle': 5742, 'zongzi': 32739, 'ud': 29927, 'likely': 16582, 'predator': 22375, 'cyanide': 6821, 'bomb': 3435, 'spineless': 26784, 'resist': 23847, 'beside': 2868, 'chitty': 5236, 'perman': 21483, 'per': 21438, 'freakin': 10736, 'harddrive': 12528, 'sxsw': 27913, 'bba': 2559, 'windy': 31791, 'priority': 22529, 'sed': 25101, 'martini': 17656, 'lookin': 16903, 'panel': 21047, 'fezmo': 10092, 'material': 17726, 'wishin': 31839, 'annies': 1220, 'coodnt': 6190, 'sumthin': 27567, 'shirttttt': 25570, 'alka': 815, 'bio': 3057, 'aware': 2031, 'awareness': 2032, 'weightlift': 31410, 'journ': 15134, 'healthi': 12736, 'surroundings': 27741, 'hiding': 13019, 'slowly': 26180, 'rocky': 24222, 'rockpools': 24218, 'octopus': 20227, 'shell': 25487, 'overcast': 20828, 'mash': 17685, 'potato': 22256, 'vegies': 30637, 'bone': 3448, 'jill': 14985, 'resident': 23839, 'bh': 2946, 'haunt': 12626, 'hau': 12622, 'cotubrew': 6337, 'threenotchdbeer': 28705, 'restocks': 23889, 'favs': 9946, 'dl': 8001, 'requirement': 23810, 'bd': 2591, 'daylight': 7067, 'prop': 22653, 'auction': 1905, 'baseship': 2479, 'generation': 11300, 'identity': 13753, 'participation': 21173, 'trophy': 29496, 'inadequate': 14001, 'enzyte': 9165, 'ppphhhhhttttt': 22312, 'fuzz': 11042, 'disappoint': 7808, 'shoutz': 25684, 'nervvoouuss': 19532, 'reallyy': 23351, 'gahif': 11092, 'blind': 3245, 'torn': 29169, 'kaust': 15439, 'surround': 27740, 'doll': 8086, 'sailor': 24592, 'lula': 17122, 'demono': 7386, 'ization': 14688, 'gst': 12120, 'lock': 16795, 'migrant': 18245, 'employment': 8994, 'zoom': 32741, 'user': 30450, 'friendship': 10839, 'refreshes': 23548, 'proverb': 22702, 'nasty': 19348, 'weatherrrrr': 31330, 'knotts': 15813, 'shortage': 25651, 'comber': 5791, 'baxx': 2546, 'thaa': 28468, 'frenchieb': 10787, 'bladder': 3168, 'soundtrack': 26611, 'hasianku': 12591, 'bogor': 3410, 'avalos': 1990, 'lean': 16306, 'bookboost': 3488, 'bridgittele': 3830, 'dubiln': 8392, 'columbus': 5783, 'gnight': 11610, 'reminder': 23697, 'afireinside': 480, 'digita': 7709, 'closet': 5584, 'alexa': 765, 'bamboozle': 2341, 'lastnight': 16191, 'stuffed': 27366, 'rip': 24111, 'meanie': 17897, 'preview': 22476, 'dictatorship': 7658, 'loooooolding': 16925, 'aaaa': 2, 'uhm': 29977, 'amadeus': 969, 'chorus': 5296, 'hawaii': 12652, 'pill': 21749, 'devil': 7567, 'stori': 27229, 'cricket': 6556, 'apprentice': 1456, 'strongsaf': 27327, 'inthebattle': 14406, 'storm': 27230, 'kidnap': 15641, 'thirst': 28639, 'photoshoot': 21663, 'keegan': 15480, 'sinto': 25928, 'fairyland': 9796, 'cardio': 4573, 'algebra': 782, 'dipstars': 7774, 'pika': 21743, 'kakar': 15314, 'ibrahim': 13695, 'doodle': 8144, 'radiodust': 23105, 'server': 25284, 'crappy': 6477, 'curtain': 6760, 'mistress': 18479, 'payne': 21281, 'membership': 18014, 'fee': 9991, 'nvm': 20119, 'central': 4854, 'mountain': 18882, 'pacific': 20939, 'pei': 21369, 'keeper': 15485, 'denmark': 7400, 'poked': 22073, 'youthgroup': 32559, 'wale': 31108, 'workweek': 32057, 'hie': 13020, 'enc': 9015, 'tid': 28799, 'cymru': 6838, 'drekkerbrewing': 8302, 'bier': 2991, 'cameo': 4440, 'merlin': 18079, 'whyd': 31676, 'fringe': 10850, 'hereeeeee': 12931, 'grrrrrr': 12090, 'sensibility': 25217, 'montreal': 18728, 'screwjob': 25024, 'bookner': 3500, 'techno': 28250, 'transformation': 29330, 'pap': 21079, 'ayer': 2114, 'rajah': 23155, 'endorse': 9039, 'twindexx': 29769, 'malgorath': 17412, 'kinduhh': 15696, 'johnson': 15070, 'pl': 21856, 'assist': 1782, 'pt': 22757, 'pinkish': 21785, 'noggin': 19845, 'kean': 15472, 'cipriano': 5403, 'ing': 14174, 'gifs': 11438, 'drama': 8257, 'heartache': 12752, 'ruling': 24433, 'element': 8838, 'westmore': 31486, 'costco': 6320, 'photobook': 21652, 'heavenly': 12783, 'vicky': 30746, 'concer': 5966, 'chilee': 5188, 'rob': 24180, 'twitpic': 29793, 'silent': 25846, 'productive': 22595, 'ttm': 29584, 'daylily': 7068, 'lacroix': 16020, 'bankrupt': 2392, 'manuels': 17530, 'coat': 5642, 'defy': 7288, 'trashy': 29358, 'sensationalist': 25212, 'playdate': 21910, 'transmission': 29341, 'pitch': 21825, 'earedpages': 8546, 'bookstore': 3505, 'buggy': 4064, 'patron': 21247, 'silence': 25845, 'censor': 4847, 'reporting': 23778, 'determines': 7540, 'kg': 15588, 'alma': 873, 'pilot': 21753, 'cornwall': 6277, 'subscription': 27429, 'tryna': 29553, 'bac': 2174, 'lettin': 16450, 'meeee': 17952, 'noboby': 19828, 'yahweh': 32303, 'elohim': 8887, 'refrain': 23545, 'thin': 28623, 'soarin': 26368, 'luciano': 17088, 'jailbreak': 14743, 'tremendous': 29400, 'apps': 1466, 'winterboard': 31818, 'ciao': 5362, 'field': 10135, 'helloo': 12875, 'walah': 31101, 'century': 4857, 'sizzler': 25985, 'doug': 8206, 'benson': 2829, 'paul': 21256, 'scheer': 24907, 'kroll': 15917, 'cuddlez': 6685, 'retir': 23919, 'mayb': 17782, 'positi': 22220, 'courage': 6385, 'mjb': 18508, 'rebel': 23380, 'cliffhanger': 5542, 'poland': 22081, 'homophobia': 13266, 'attract': 1887, 'presidential': 22444, 'irish': 14533, 'concord': 5978, 'irvine': 14561, 'weve': 31490, 'grenade': 11998, 'tidy': 28804, 'fury': 11016, 'lemme': 16397, 'throaty': 28722, 'nasal': 19340, 'cocanut': 5651, 'bo': 3369, 'xxxxxx': 32266, 'salams': 24613, 'priyamvada': 22547, 'righ': 24083, 'pres': 22421, 'pun': 22826, 'corruption': 6306, 'osu': 20697, 'rape': 23208, 'mill': 18293, 'anerexic': 1153, 'itsjeff': 14640, 'prefer': 22386, 'jam': 14764, 'himym': 13069, 'jogging': 15062, 'yyyyyyyyyoooooooooouuuuu': 32641, 'asus': 1814, 'lappie': 16156, 'shirley': 25567, 'marinaccio': 17588, 'toward': 29238, 'ddub': 7108, 'cabin': 4310, 'puerto': 22789, 'rico': 24056, 'tatami': 28157, 'twitskies': 29795, 'mels': 18008, 'mcdicks': 17836, 'reallizing': 23342, 'haley': 12382, 'rickbaker': 24052, 'pat': 21221, 'jehovah': 14886, 'witness': 31863, 'kathy': 15424, 'fo': 10465, 'intertweet': 14389, 'songbird': 26499, 'sdk': 25052, 'exists': 9593, 'imovie': 13935, 'minnie': 18379, 'disneyland': 7890, 'balanc': 2300, 'dislik': 7881, 'identifi': 13750, 'phlegmily': 21627, 'eeeeewwwwww': 8710, 'clap': 5465, 'smug': 26281, 'whistle': 31605, 'blower': 3316, 'denial': 7394, 'spectacular': 26727, 'physiks': 21682, 'pqs': 22316, 'loudspeaker': 16986, 'hifi': 13021, 'audiophile': 1922, 'minna': 18371, 'cud': 6681, 'crapped': 6475, 'classroom': 5490, 'humid': 13545, 'disclose': 7829, 'gun': 12194, 'jan': 14781, 'classr': 5489, 'sunrise': 27614, 'sunup': 27627, 'graceful': 11844, 'oxzgen': 20918, 'nano': 19306, 'delivers': 7347, 'absorption': 145, 'tincture': 28881, 'inflammation': 14147, 'credential': 6529, 'graphic': 11912, 'freelance': 10764, 'surfboard': 27713, 'sits': 25962, 'accurate': 235, 'plug': 21997, 'null': 20068, 'phillies': 21608, 'gamee': 11124, 'introduce': 14429, 'outcome': 20760, 'relevance': 23647, 'naturally': 19378, 'cloudy': 5594, 'fotc': 10649, 'chica': 5159, 'lill': 16594, 'oooohhh': 20521, 'format': 10610, 'grrr': 12083, 'breathing': 3776, 'prana': 22339, 'muck': 18994, 'shine': 25547, 'davis': 7048, 'dmitr': 8015, 'noodle': 19891, 'eventually': 9420, 'ability': 113, 'teleport': 28304, 'kolsch': 15850, 'shawshank': 25452, 'guid': 12162, 'organis': 20643, 'vital': 30885, 'perspect': 21519, 'wellbein': 31431, 'sawn': 24838, 'reputation': 23801, 'rank': 23201, 'chr': 5302, 'footage': 10545, 'station': 27065, 'injustice': 14198, 'thrust': 28740, 'barrel': 2459, 'jumped': 15228, 'apex': 1384, 'backseat': 2206, 'freeeeeeee': 10759, 'britneys': 3871, 'spear': 26712, 'dot': 8189, 'colbert': 5711, 'lollydaskal': 16849, 'marsha': 17643, 'pen': 21389, 'ink': 14199, 'rorschach': 24311, 'screenshot': 25020, 'teh': 28281, 'cavs': 4766, 'wherever': 31571, 'reminisce': 23699, 'whoishonorsociety': 31635, 'gutter': 12222, 'sloooooooooowlyyyyyyyyyyyyy': 26164, 'battleground': 2533, 'tpc': 29254, 'angela': 1160, 'curb': 6737, 'flat': 10334, 'perth': 21526, 'coffe': 5677, 'caffein': 4336, 'arista': 1573, 'volcom': 30941, 'boxer': 3648, 'executive': 9563, 'hybrid': 13629, 'fizz': 10304, 'prosecco': 22675, 'occasion': 20202, 'whoohoo': 31646, 'markcantu': 17598, 'smuggler': 26283, 'babu': 2158, 'bobble': 3382, 'lower': 17050, 'temperature': 28327, 'sanity': 24714, 'momies': 18642, 'unopportunte': 30273, 'slovakian': 26175, 'tarmac': 28126, 'op': 20548, 'sharkeez': 25428, 'ick': 13725, 'starwars': 27054, 'terminal': 28392, 'solder': 26435, 'dollhouse': 8094, 'scrub': 25034, 'accidente': 206, 'explore': 9641, 'samsung': 24674, 'omnia': 20442, 'nutella': 20097, 'mochi': 18562, 'pep': 21430, 'resteraunt': 23883, 'naturale': 19376, 'za': 32642, 'spill': 26777, 'valuable': 30575, 'suture': 27781, 'unravel': 30290, 'spoke': 26829, 'undone': 30149, 'sic': 25764, 'senryu': 25206, 'micro': 18191, 'mome': 18636, 'yerkes': 32431, 'sr': 26926, 'joanna': 15037, 'silently': 25847, 'cabinet': 4311, 'writes': 32138, 'camcorder': 4435, 'suffolk': 27499, 'distrcated': 7945, 'crossroad': 6601, 'rotc': 24338, 'coworkers': 6425, 'louis': 16989, 'vacuum': 30526, 'consolation': 6100, 'hottest': 13403, 'gg': 11397, 'iren': 14529, 'resits': 23850, 'methodology': 18125, 'formal': 10608, 'kwanghock': 15968, 'hao': 12476, 'lamb': 16082, 'stain': 26984, 'omfg': 20417, 'lassetti': 16185, 'trenchcoat': 29403, 'shutup': 25740, 'ymca': 32487, 'contain': 6132, 'patrick': 21242, 'frazee': 10729, 'gad': 11074, 'unrealistic': 30293, 'proportion': 22667, 'becomes': 2680, 'gudafternoon': 12147, 'gud': 12146, 'placement': 21861, 'maintain': 17368, 'jobless': 15041, 'dam': 6917, 'nothinbg': 19976, 'meeeeeeee': 17956, 'pineforest': 21774, 'playoff': 21922, 'hockey': 13155, 'scratch': 25002, 'rubbish': 24408, 'snood': 26331, 'rof': 24231, 'eep': 8725, 'fangirl': 9853, 'telugu': 28320, 'laxman': 16261, 'pmc': 22018, 'musician': 19117, 'musica': 19110, 'banging': 2377, 'banger': 2374, 'eonity': 9170, 'dub': 8384, 'nooooooo': 19904, 'general': 11293, 'vestige': 30713, 'conan': 5956, 'occasionally': 20204, 'cereal': 4865, 'associate': 1788, 'agency': 530, 'meaningful': 17899, 'engagement': 9062, 'intend': 14328, 'hyp': 13647, 'tweetdeck': 29709, 'villa': 30798, 'benahavis': 2802, 'ref': 23526, 'eliminate': 8857, 'symbol': 27930, 'globe': 11564, 'mothrs': 18857, 'outt': 20794, 'thr': 28695, 'audiobooks': 1918, 'icy': 13734, 'river': 24144, 'epicstore': 9185, 'lkerrbr': 16737, 'sim': 25868, 'simulator': 25896, 'damage': 6918, 'peruse': 21528, 'inooo': 14229, 'haul': 12625, 'slideshow': 26138, 'funni': 10984, 'capital': 4535, 'telemarketers': 28300, 'skinny': 26021, 'colleague': 5743, 'handbag': 12430, 'combine': 5793, 'sculpture': 25040, 'knitwear': 15799, 'wearable': 31319, 'presentyouandme': 22434, 'miracle': 18404, 'lifelive': 16549, 'sec': 25084, 'cheshire': 5135, 'serenity': 25260, 'philosophy': 21620, 'lipstick': 16649, 'mt': 18961, 'relative': 23630, 'cupie': 6729, 'audrey': 1927, 'elena': 8842, 'uca': 29916, 'autism': 1960, 'fairytale': 9799, 'nr': 20029, 'ku': 15935, 'suuuuuuuure': 27787, 'meal': 17893, 'ashland': 1717, 'scholarship': 24922, 'loven': 17026, 'ftw': 10913, 'pvp': 22905, 'midsummer': 18226, 'cosying': 6324, 'romcom': 24274, 'practise': 22327, 'carolyn': 4627, 'kryptik': 15921, 'application': 1440, 'arbit': 1510, 'degree': 7297, 'jammies': 14776, 'thnx': 28657, 'journalist': 15139, 'persepolis': 21503, 'english': 9070, 'kristen': 15904, 'piece': 21721, 'powershell': 22299, 'delusion': 7360, 'occultism': 20205, 'ritual': 24140, 'curly': 6748, 'ephesian': 9178, 'sundown': 27588, 'object': 20169, 'poorli': 22161, 'utds': 30473, 'var': 30600, 'dive': 7965, 'av': 1979, 'lm': 16748, 'destine': 7512, 'tickle': 28796, 'lifehouse': 16544, 'repeat': 23750, 'herod': 12948, 'judaea': 15183, 'priest': 22497, 'abia': 108, 'cynical': 6841, 'sidekick': 25787, 'slush': 26195, 'spidey': 26773, 'azongo': 2128, 'fest': 10072, 'euphamism': 9384, 'oin': 20345, 'cynthia': 6842, 'medical': 17930, 'cellular': 4840, 'unforgettable': 30174, 'countdown': 6361, 'unti': 30329, 'roomate': 24296, 'chop': 5281, 'commercial': 5838, 'ratatat': 23229, 'officialy': 20280, 'inability': 13999, 'dictator': 7657, 'mystical': 19203, 'afterlife': 498, 'smi': 26242, 'delete': 7321, 'schooltime': 24932, 'funniest': 10986, 'emes': 8948, 'simfinger': 25870, 'irape': 14521, 'charmer': 5026, 'football': 10546, 'shudder': 25723, 'reclaim': 23420, 'toaster': 28987, 'athens': 1832, 'devika': 7566, 'maldives': 17406, 'european': 9391, 'decision': 7189, 'forgive': 10596, 'cheater': 5060, 'beyonce': 2928, 'angle': 1170, 'breakup': 3761, 'frak': 10688, 'grouchy': 12060, 'blogtv': 3286, 'funsies': 10995, 'douchebag': 8202, 'utd': 30472, 'informa': 14161, 'joyous': 15158, 'optional': 20605, 'equanimity': 9210, 'memorial': 18022, 'vigil': 30787, 'api': 1387, 'solidarity': 26441, 'consolidated': 6103, 'benevolent': 2817, 'associat': 1787, 'cheery': 5084, 'indoors': 14102, 'falkland': 9811, 'mtbcut': 18965, 'maaan': 17225, 'reece': 23507, 'nacklace': 19230, 'pendant': 21396, 'candidate': 4491, 'honda': 13270, 'uptown': 30400, 'funk': 10978, 'boogie': 3478, 'untill': 30331, 'assistant': 1784, 'explosive': 9646, 'sel': 25151, 'northwest': 19951, 'homey': 13257, 'ternal': 28397, 'rockin': 24214, 'julia': 15212, 'faint': 9785, 'floral': 10400, 'goldi': 11677, 'treatable': 29384, 'curable': 6736, 'ack': 262, 'whisperer': 31603, 'ckas': 5442, 'hawt': 12660, 'ambar': 1006, 'gingerelli': 11477, 'wayback': 31287, 'donny': 8133, 'sandy': 24702, 'delightful': 7339, 'jasmine': 14821, 'guillory': 12171, 'aquarius': 1488, 'redhead': 23483, 'satu': 24799, 'superpower': 27655, 'whalen': 31514, 'blond': 3291, 'golden': 11675, 'retriever': 23929, 'nothin': 19975, 'ridin': 24071, 'blasting': 3200, 'cb': 4774, 'screamin': 25011, 'lyric': 17212, 'confirm': 6020, 'probly': 22565, 'duhh': 8424, 'impressive': 13976, 'amethyst': 1036, 'necklace': 19440, 'jass': 14824, 'nxt': 20125, 'poise': 22066, 'yuhh': 32593, 'heywood': 12977, 'gentle': 11322, 'mak': 17382, 'ouch': 20739, 'ridiculously': 24069, 'toncilitus': 29091, 'loney': 16874, 'tok': 29039, 'coldplaying': 5719, 'calicut': 4391, 'typical': 29891, 'chainsaw': 4910, 'clubhouse': 5605, 'squirm': 26918, 'exaggerate': 9504, 'newspaper': 19613, 'defamatory': 7239, 'deprive': 7448, 'groan': 12040, 'tut': 29662, 'collins': 5760, 'millsy': 18306, 'disease': 7861, 'rage': 23122, 'tome': 29062, 'werewolf': 31465, 'sweetheart': 27859, 'organize': 20648, 'infrastructure': 14167, 'ivy': 14671, 'infest': 14139, 'fruity': 10895, 'ify': 13787, 'kirsty': 15729, 'clinch': 5549, 'motor': 18868, 'godis': 11647, 'mets': 18133, 'iba': 13685, 'yaiba': 32305, 'nez': 19625, 'zen': 32690, 'layer': 16268, 'responsabilities': 23870, 'wooowww': 32007, 'plurking': 22006, 'baiters': 2276, 'emancipator': 8912, 'statue': 27071, 'torned': 29171, 'dirty': 7791, 'yalll': 32313, 'tonightt': 29104, 'pound': 22274, 'visite': 30870, 'nelson': 19501, 'mandela': 17466, 'ahlia': 620, 'inn': 14209, 'itouch': 14639, 'yeeeeeeeee': 32401, 'wre': 32115, 'audiobook': 1917, 'dianne': 7632, 'duvall': 8501, 'immortal': 13923, 'guardian': 12141, 'accomplish': 219, 'nightly': 19721, 'radish': 23106, 'greece': 11959, 'kroq': 15918, 'presale': 22422, 'vip': 30835, 'extremist': 9691, 'alon': 888, 'lone': 16864, 'ter': 28379, 'readi': 23315, 'muscl': 19096, 'exercis': 9566, 'ngoma': 19641, 'patio': 21237, 'tantalizingly': 28097, 'philly': 21613, 'passyunk': 21207, 'supreme': 27696, 'legalize': 16365, 'winn': 31806, 'dixie': 7990, 'iz': 14687, 'yank': 32320, 'bagel': 2245, 'shala': 25382, 'oopsie': 20540, 'origami': 20658, 'crummy': 6626, 'horrid': 13359, 'niterzzz': 19791, 'evry': 9480, 'twitterbugz': 29807, 'lubbock': 17080, 'hawthorne': 12662, 'protector': 22688, 'bleh': 3226, 'havn': 12645, 'chauncey': 5046, 'beachwood': 2601, 'spoofcards': 26841, 'senora': 25205, 'straw': 27270, 'manly': 17511, 'whywhywhy': 31679, 'handbook': 12432, 'jurong': 15253, 'ffs': 10103, 'polly': 22111, 'spout': 26862, 'ballerina': 2322, 'albeit': 732, 'bayou': 2553, 'judgemental': 15192, 'bouquet': 3625, 'arrange': 1622, 'mumborg': 19051, 'nominate': 19865, 'perry': 21499, 'pendley': 21400, 'serve': 25283, 'bureau': 4143, 'vacuumed': 30527, 'disobedient': 7892, 'punish': 22836, 'octagon': 20224, 'viking': 30793, 'defin': 7264, 'eww': 9492, 'mcflyandjb': 17845, 'eagerly': 8534, 'anticipate': 1288, 'twitpics': 29794, 'mm': 18526, 'hormone': 13350, 'superior': 27648, 'michelob': 18182, 'ultra': 30015, 'carne': 4616, 'cals': 4422, 'anheuser': 1182, 'busch': 4188, 'tierd': 28808, 'jt': 15171, 'eden': 8660, 'tik': 28833, 'gale': 11106, 'odee': 20239, 'qot': 22953, 'lonq': 16895, 'faceface': 9746, 'palisade': 21014, 'sprain': 26863, 'veronica': 30696, 'malaysia': 17402, 'unstoppable': 30318, 'unputdownable': 30289, 'divide': 7972, 'dishwasher': 7875, 'finder': 10211, 'thnxx': 28658, 'txt': 29868, 'hon': 13269, 'lifesaver': 16551, 'nose': 19958, 'runny': 24449, 'pity': 21837, 'twice': 29750, 'hiya': 13118, 'phil': 21600, 'motorbike': 18869, 'isabela': 14567, 'uribe': 30423, 'maddy': 17292, 'yearn': 32384, 'outdoors': 20765, 'stringer': 27314, 'foxy': 10672, 'coronavirus': 6284, 'isolation': 14603, 'booooored': 3527, 'carrie': 4638, 'etonline': 9367, 'tease': 28237, 'marlito': 17618, 'sy': 27917, 'novaliches': 20007, 'gna': 11604, 'owi': 20896, 'royal': 24381, 'rear': 23365, 'peer': 21360, 'packes': 20946, 'grrh': 12081, 'remote': 23711, 'multiplayer': 19039, 'tulsa': 29619, 'rhetoric': 24007, 'helen': 12855, 'gang': 11143, 'zone': 32738, 'overrate': 20862, 'coop': 6223, 'phillip': 21609, 'threaten': 28701, 'theyre': 28602, 'adrenalin': 392, 'helpline': 12894, 'internal': 14362, 'crazily': 6497, 'wwoo': 32183, 'halfway': 12384, 'pleeez': 21968, 'bamf': 2343, 'sensation': 25210, 'portugal': 22211, 'adoreiii': 390, 'dw': 8508, 'pose': 22214, 'imitate': 13904, 'goldmine': 11678, 'einstein': 8785, 'biography': 3059, 'lhoste': 16488, 'improve': 13984, 'provision': 22709, 'biiip': 3014, 'mooorning': 18759, 'terrific': 28410, 'nursing': 20091, 'workplace': 32053, 'cullen': 6696, 'hols': 13213, 'chomp': 5275, 'terribly': 28409, 'pluck': 21994, 'fingernail': 10221, 'niece': 19693, 'lite': 16678, 'charger': 5004, 'clicked': 5536, 'optimize': 20602, 'cs': 6655, 'deploy': 7432, 'weigly': 31411, 'aargh': 64, 'tweeten': 29712, 'tix': 28936, 'nkotb': 19807, 'bridge': 3828, 'homeee': 13231, 'cambie': 4429, 'feedback': 9993, 'vibration': 30738, 'gra': 11836, 'slight': 26140, 'ttfn': 29582, 'offspring': 20288, 'finding': 10213, 'suggest': 27510, 'hou': 13408, 'depresses': 7445, 'nevermind': 19580, 'reveal': 23955, 'hateful': 12610, 'midst': 18224, 'underrrated': 30125, 'prissy': 22535, 'treatment': 29386, 'gener': 11292, 'boat': 3378, 'amazingly': 998, 'binge': 3047, 'imperfect': 13947, 'nomination': 19866, 'pue': 22787, 'greatful': 11947, 'balmain': 2332, 'knockoff': 15806, 'bebe': 2655, 'cheapy': 5058, 'vmail': 30911, 'oky': 20378, 'grandperents': 11897, 'granda': 11877, 'hostipal': 13389, 'haylee': 12673, 'milkshake': 18290, 'josey': 15120, 'din': 7742, 'indoor': 14101, 'discovers': 7845, 'sfr': 25345, 'title': 28929, 'lively': 16713, 'energi': 9049, 'affected': 463, 'symposium': 27942, 'controversy': 6169, 'psychiatry': 22743, 'substance': 27432, 'gail': 11094, 'gilchrist': 11455, 'relaxation': 23634, 'aaron': 65, 'kate': 15414, 'aitana': 680, 'await': 2021, 'playstation': 21925, 'fester': 10073, 'howard': 13435, 'iyer': 14684, 'sparrow': 26682, 'locust': 16804, 'ko': 15828, 'anchor': 1117, 'lynne': 17209, 'ashminov': 1724, 'daft': 6885, 'contract': 6157, 'villain': 30800, 'ja': 14694, 'filum': 10187, 'kimmy': 15675, 'picky': 21706, 'certify': 4879, 'bop': 3547, 'bren': 3791, 'derlin': 7460, 'berger': 2845, 'frankie': 10710, 'southend': 26622, 'allread': 859, 'rampion': 23182, 'hous': 13414, 'michel': 18176, 'thorn': 28676, 'bake': 2287, 'homemad': 13241, 'granddaughter': 11886, 'hasbro': 12584, 'shunt': 25733, 'cya': 6818, 'delonge': 7353, 'snitchsneeker': 26325, 'flirt': 10378, 'atg': 1828, 'crowley': 6607, 'nonsens': 19882, 'canuck': 4521, 'higgins': 13022, 'voegele': 30928, 'potter': 22266, 'nocturnals': 19836, 'sweaty': 27836, 'goddam': 11636, 'juss': 15256, 'backk': 2191, 'berkeleyy': 2849, 'madd': 17287, 'whassqoodd': 31521, 'predict': 22376, 'badddd': 2228, 'anythin': 1344, 'jacked': 14706, 'mtn': 18972, 'eastern': 8587, 'caspian': 4676, 'scout': 24990, 'popcorn': 22169, 'hedge': 12798, 'yourname': 32551, 'tricky': 29434, 'inform': 14160, 'infact': 14127, 'defcon': 7241, 'continued': 6153, 'hilariously': 13050, 'battling': 2535, 'exhibit': 9576, 'bbl': 2569, 'foment': 10509, 'integrity': 14322, 'monte': 18718, 'carlo': 4602, 'leisure': 16388, 'kimono': 15676, 'casual': 4697, 'choir': 5268, 'payed': 21279, 'amazinggggg': 997, 'pretender': 22458, 'imtetsting': 13995, 'noo': 19889, 'ru': 24403, 'paranoif': 21116, 'renewal': 23731, 'silk': 25852, 'postcard': 22243, 'yourz': 32554, 'dishonesty': 7874, 'maturity': 17756, 'rung': 24446, 'jaoon': 14800, 'arzoo': 1693, 'nonstop': 19885, 'wearin': 31323, 'tasmania': 28142, 'charleston': 5014, 'ugggh': 29950, 'twitterr': 29832, 'ilse': 13869, 'volunt': 30955, 'supervisor': 27665, 'caiti': 4353, 'valu': 30573, 'doe': 8051, 'valley': 30570, 'relocate': 23670, 'killin': 15660, 'unstable': 30316, 'broadband': 3885, 'toll': 29054, 'stability': 26964, 'persuade': 21522, 'lib': 16499, 'syria': 27957, 'reduce': 23496, 'stat': 27058, 'hull': 13528, 'hearted': 12761, 'lava': 16240, 'neeeddd': 19454, 'foooddd': 10541, 'lewishhh': 16465, 'teller': 28313, 'heroine': 12951, 'aspen': 1748, 'infusion': 14173, 'fitzgerald': 10294, 'seb': 25081, 'ruth': 24476, 'gh': 11401, 'aku': 712, 'citeh': 5418, 'nugent': 20062, 'miffed': 18233, 'embarrassment': 8924, 'embarrass': 8922, 'dash': 7018, 'crawford': 6487, 'bailey': 2270, 'ceo': 4858, 'diddy': 7662, 'jamming': 14778, 'meyrueis': 18146, 'replenish': 23764, 'cheque': 5120, 'woooo': 31991, 'hahhaha': 12334, 'butless': 4218, 'easily': 8579, 'retrievable': 23927, 'archive': 1529, 'katie': 15425, 'soap': 26364, 'keith': 15495, 'metre': 18128, 'monsoon': 18707, 'almighti': 876, 'wahe': 31057, 'guru': 12212, 'comma': 5823, 'taste': 28147, 'loneliness': 16866, 'tangle': 28085, 'vine': 30811, 'rerun': 23816, 'twitterer': 29809, 'plager': 21863, 'whi': 31579, 'fantasi': 9865, 'jame': 14768, 'chemistry': 5113, 'experienced': 9621, 'apathy': 1377, 'empathy': 8984, 'bully': 4104, 'arrrrgrrrrrr': 1648, 'galore': 11114, 'firefly': 10253, 'nathan': 19359, 'fillion': 10179, 'religion': 23661, 'apa': 1367, 'britt': 3873, 'robertson': 24194, 'louise': 16991, 'awayyyyy': 2037, 'stickam': 27152, 'utah': 30470, 'invest': 14455, 'wonderfullll': 31939, 'ppooool': 22311, 'floatiez': 10387, 'chamber': 4935, 'callback': 4399, 'sleepybut': 26118, 'patience': 21234, 'cochran': 5652, 'corey': 6260, 'piec': 21720, 'appoint': 1446, 'trample': 29310, 'bdsm': 2595, 'slave': 26080, 'piano': 21687, 'gravity': 11929, 'neil': 19487, 'homegrown': 13236, 'vinyl': 30823, 'qobuz': 22950, 'tidal': 28800, 'rotr': 24345, 'adelitas': 337, 'invincible': 14465, 'banquet': 2398, 'lurveeeeee': 17161, 'saddo': 24554, 'average': 1997, 'joes': 15058, 'lexington': 16470, 'devotion': 7578, 'maha': 17338, 'sweetie': 27860, 'gavin': 11214, 'kealie': 15471, 'solange': 26431, 'tiktok': 28837, 'hong': 13281, 'kong': 15856, 'sneaker': 26311, 'unshaven': 30312, 'region': 23570, 'restriction': 23895, 'hilly': 13063, 'erica': 9234, 'incase': 14021, 'satisfied': 24791, 'meca': 17914, 'milonzzi': 18309, 'buffer': 4052, 'tiff': 28813, 'nyayhahahah': 20132, 'jacqueline': 14716, 'wilson': 31772, 'cbbc': 4776, 'toodaayy': 29117, 'shhhweeeet': 25522, 'bros': 3929, 'grrrreat': 12087, 'position': 22221, 'poof': 22139, 'cancuks': 4485, 'splodge': 26816, 'ketchup': 15559, 'aiden': 646, 'mishaaaaaaaa': 18433, 'booky': 3507, 'wook': 31977, 'sharpie': 25435, 'dangerously': 6956, 'typhoid': 29889, 'wand': 31145, 'ichigo': 13722, 'ehhh': 8771, 'tall': 28056, 'wooow': 32006, 'tisdale': 28915, 'coffie': 5685, 'ketauan': 15557, 'cabut': 4316, 'sama': 24650, 'nih': 19733, 'trauma': 29359, 'criminalise': 6563, 'underreported': 30124, 'ching': 5214, 'chong': 5276, 'wong': 31945, 'ping': 21776, 'ding': 7748, 'dong': 8122, 'eastenders': 8585, 'semi': 25183, 'bjp': 3131, 'harm': 12551, 'jai': 14738, 'pasadena': 21192, 'confermation': 6009, 'edward': 8693, 'norton': 19952, 'kul': 15943, 'merch': 18065, 'plea': 21931, 'cabrera': 4315, 'kelley': 15505, 'numpy': 20079, 'array': 1625, 'value': 30577, 'manipulate': 17505, 'uncertainty': 30081, 'acc': 183, 'sew': 25320, 'dyed': 8516, 'fabric': 9728, 'stud': 27355, 'saginaki': 24578, 'backing': 2190, 'prep': 22411, 'hooray': 13316, 'overjoyed': 20848, 'brass': 3723, 'publisher': 22780, 'editor': 8674, 'goodreads': 11710, 'everday': 9425, 'bekz': 2751, 'erin': 9243, 'derrian': 7465, 'lawrence': 16254, 'saka': 24599, 'motory': 18877, 'ichi': 13720, 'depicts': 7429, 'bk': 3134, 'director': 7782, 'fami': 9822, 'chopper': 5284, 'spammer': 26664, 'rope': 24309, 'wana': 31142, 'butno': 4221, 'hasin': 12592, 'sif': 25799, 'forge': 10590, 'pri': 22485, 'shree': 25705, 'mobileme': 18558, 'spam': 26662, 'liquor': 16655, 'kinf': 15697, 'meh': 17974, 'fickle': 10122, 'pinapple': 21763, 'succesful': 27445, 'arou': 1616, 'bandwidth': 2366, 'exceed': 9520, 'darcy': 6985, 'cosmo': 6315, 'kamikaze': 15337, 'captain': 4543, 'doggy': 8060, 'warner': 31192, 'neo': 19509, 'crimean': 6561, 'tatar': 28158, 'security': 25100, 'ukraine': 29994, 'navigate': 19393, 'effin': 8746, 'tues': 29609, 'elance': 8808, 'whopee': 31661, 'unfollowing': 30173, 'mariah': 17574, 'carey': 4585, 'sensory': 25222, 'infliction': 14151, 'particle': 21174, 'truffle': 29528, 'donut': 8141, 'hole': 13185, 'selfies': 25163, 'jelly': 14891, 'pomegranate': 22120, 'rev': 23950, 'attitude': 1883, 'ibm': 13691, 'compatible': 5895, 'techie': 28243, 'beverley': 2918, 'enjoyin': 9084, 'insight': 14257, 'teenage': 28268, 'recovery': 23457, 'bassment': 2500, 'bandit': 2361, 'deadliest': 7115, 'tpg': 29256, 'hollie': 13197, 'sawhney': 24837, 'inward': 14480, 'bran': 3711, 'practic': 22322, 'nutrit': 20102, 'cornerstone': 6273, 'unpopular': 30283, 'dye': 8515, 'cj': 5440, 'nowwwww': 20025, 'kickin': 15628, 'woops': 32011, 'orthodontist': 20679, 'learnin': 16313, 'puffffy': 22793, 'leavinggggggg': 16331, 'crave': 6483, 'vcenter': 30621, 'compability': 5881, 'matrix': 17739, 'eilish': 8778, 'cassie': 4683, 'competiton': 5906, 'cooky': 6204, 'keyed': 15574, 'hood': 13294, 'philadelphia': 21601, 'dawwwwwwwwwwwwn': 7058, 'willing': 31760, 'bah': 2254, 'horay': 13342, 'ipl': 14503, 'kilter': 15668, 'xrays': 32249, 'sniff': 26321, 'cork': 6263, 'mattyc': 17754, 'gsp': 12119, 'mummy': 19058, 'mbp': 17811, 'kris': 15898, 'absence': 137, 'maraboli': 17543, 'restrict': 23894, 'priviledges': 22542, 'soothe': 26548, 'fearlessly': 9974, 'rival': 24143, 'surface': 27712, 'watery': 31255, 'grave': 11926, 'tuber': 29597, 'happiletter': 12497, 'eighti': 8776, 'jule': 15209, 'vern': 30691, 'toxic': 29248, 'weirton': 31421, 'julie': 15215, 'tippy': 28904, 'wv': 32175, 'jude': 15187, 'catholic': 4726, 'crocs': 6588, 'nitin': 19795, 'dri': 8309, 'sparta': 26683, 'realtor': 23356, 'gen': 11288, 'milf': 18284, 'resilience': 23845, 'snake': 26296, 'coverup': 6410, 'tattooed': 28171, 'statement': 27061, 'indicates': 14084, 'zulu': 32762, 'meth': 18121, 'denny': 7402, 'shallowness': 25385, 'straighten': 27250, 'decent': 7179, 'tonked': 29109, 'melrose': 18007, 'cashier': 4669, 'registrar': 23576, 'unfun': 30188, 'jes': 14928, 'twittername': 29828, 'twitterfridge': 29814, 'vu': 30995, 'passer': 21197, 'reblip': 23383, 'annonc': 1230, 'adresse': 395, 'innocence': 14220, 'harrogate': 12568, 'rome': 24275, 'ceasar': 4800, 'nutbar': 20096, 'whaaaat': 31503, 'sonny': 26515, 'yeahh': 32371, 'loner': 16869, 'homesssssskooooler': 13251, 'reli': 23650, 'hint': 13079, 'lym': 17202, 'spake': 26660, 'jb': 14851, 'commitment': 5849, 'builder': 4077, 'agreem': 562, 'recycle': 23464, 'opinion': 20576, 'license': 16521, 'macbooks': 17248, 'photoshop': 21665, 'thru': 28738, 'withdraws': 31852, 'fiesta': 10142, 'password': 21206, 'belay': 2755, 'swimsuit': 27879, 'tub': 29594, 'florist': 10408, 'cassadee': 4677, 'fricken': 10818, 'fag': 9775, 'panfur': 21050, 'tomcat': 29061, 'hahahahaha': 12317, 'pocketwit': 22037, 'twikini': 29760, 'broadcasting': 3888, 'motorscooter': 18874, 'tse': 29561, 'poche': 22033, 'selfishness': 25165, 'usb': 30443, 'verizon': 30686, 'fone': 10513, 'wagon': 31052, 'maccy': 17253, 'solid': 26440, 'resolution': 23853, 'flip': 10374, 'kart': 15395, 'kalyan': 15329, 'whew': 31575, 'managaed': 17447, 'blunt': 3341, 'absolutly': 143, 'stressor': 27304, 'mila': 18267, 'liers': 16534, 'aah': 50, 'nephrite': 19516, 'xmm': 32237, 'kt': 15930, 'maxin': 17776, 'relaxin': 23638, 'mpls': 18929, 'avar': 1991, 'otti': 20732, 'minneapolis': 18373, 'blagh': 3171, 'peacemak': 21314, 'cabanaaaaaa': 4306, 'revelation': 23958, 'overcame': 20827, 'testimony': 28431, 'groundhog': 12065, 'anxiously': 1323, 'turkey': 29646, 'brave': 3729, 'braver': 3730, 'waaaaay': 31019, 'noon': 19894, 'sanjaya': 24715, 'mun': 19062, 'shu': 25720, 'goalrush': 11622, 'mere': 18072, 'sma': 26204, 'liberal': 16505, 'pedo': 21345, 'ribfest': 24032, 'bofa': 3402, 'trippin': 29465, 'manuel': 17529, 'affor': 474, 'wutz': 32172, 'emai': 8906, 'modded': 18572, 'wretched': 32127, 'clutch': 5612, 'amel': 1026, 'larrieux': 16171, 'errybody': 9267, 'acre': 276, 'efron': 8750, 'borriing': 3579, 'garbage': 11162, 'firefox': 10254, 'brochure': 3893, 'bwrc': 4274, 'homee': 13230, 'plzz': 22013, 'lates': 16204, 'liana': 16494, 'corber': 6250, 'moreover': 18779, 'wiaih': 31686, 'plummet': 22001, 'zuk': 32759, 'policy': 22091, 'shoppe': 25638, 'resistance': 23848, 'consequence': 6084, 'gnite': 11611, 'kardashians': 15381, 'dreamgirls': 8292, 'lobbying': 16784, 'yuk': 32595, 'groupie': 12070, 'rehearsal': 23590, 'observationally': 20183, 'insightful': 14258, 'celebrati': 4816, 'wage': 31050, 'worker': 32036, 'drainag': 8253, 'kit': 15738, 'total': 29202, 'sho': 25604, 'sao': 24732, 'paulo': 21261, 'carbonara': 4561, 'seiz': 25146, 'fli': 10366, 'immut': 13928, 'sage': 24576, 'hotspot': 13400, 'majority': 17379, 'neighborhood': 19481, 'organization': 20647, 'doogie': 8146, 'howser': 13450, 'fay': 9950, 'skincare': 26018, 'manicure': 17498, 'pedicure': 21343, 'jelz': 14894, 'watc': 31229, 'sociology': 26394, 'biology': 3061, 'reqs': 23803, 'ugghhh': 29953, 'warhammer': 31183, 'optimism': 20599, 'cram': 6462, 'stive': 27184, 'xc': 32208, 'fg': 10105, 'wid': 31694, 'thts': 28743, 'helpin': 12892, 'postin': 22248, 'wmiad': 31890, 'sorensen': 26566, 'traci': 29265, 'borum': 3582, 'paw': 21269, 'divisive': 7978, 'metro': 18131, 'achan': 248, 'offline': 20282, 'scramble': 24996, 'dane': 6951, 'enthusiastic': 9133, 'shakti': 25380, 'leicester': 16383, 'racin': 23077, 'fifteen': 10144, 'concerned': 5968, 'indecency': 14064, 'siiiiiickkk': 25834, 'confetti': 6013, 'sticker': 27153, 'decal': 7167, 'catcher': 4710, 'oui': 20745, 'brushing': 3967, 'bonjour': 3455, 'discussion': 7857, 'bikeshed': 3020, 'outsid': 20786, 'evidence': 9465, 'lecture': 16339, 'ebm': 8607, 'chaayaa': 4900, 'dp': 8239, 'dastardly': 7021, 'whisk': 31598, 'lick': 16525, 'wo': 31900, 'butte': 4226, 'backdrop': 2185, 'colorful': 5774, 'postieeee': 22247, 'bea': 2596, 'susan': 27753, 'egan': 8755, 'pleasant': 21935, 'wowie': 32097, 'wooie': 31976, 'lasagna': 16176, 'piggy': 21736, 'smorgasbord': 26274, 'sikes': 25839, 'bette': 2900, 'stevens': 27141, 'hiyahh': 13122, 'listnin': 16674, 'unanticipated': 30051, 'thunderstorm': 28760, 'klein': 15767, 'punter': 22847, 'hectiv': 12794, 'goof': 11717, 'cotton': 6334, 'wool': 31982, 'bankruptcy': 2393, 'oracle': 20609, 'uploadinng': 30372, 'showw': 25700, 'awesomme': 2059, 'tame': 28066, 'bldg': 3209, 'mature': 17755, 'listener': 16667, 'guam': 12133, 'fenwayyy': 10049, 'hitchikers': 13107, 'wang': 31152, 'hawk': 12655, 'havnt': 12647, 'kish': 15731, 'ori': 20653, 'baddddd': 2229, 'boobfeed': 3470, 'breast': 3765, 'gambit': 11120, 'harness': 12558, 'maricopa': 17579, 'campari': 4457, 'stree': 27285, 'dhan': 7602, 'laundry': 16232, 'sayang': 24844, 'mayor': 17799, 'hatchet': 12603, 'stooge': 27214, 'cpd': 6437, 'reformer': 23544, 'rioter': 24110, 'happys': 12508, 'broadcast': 3886, 'anthem': 1274, 'chose': 5297, 'pulse': 22817, 'withstand': 31860, 'mcflys': 17846, 'yday': 32355, 'smitten': 26251, 'awwwwwww': 2094, 'struggl': 27338, 'excel': 9522, 'crazi': 6492, 'vicente': 30742, 'simpl': 25885, 'unavailable': 30061, 'wickham': 31692, 'sheffield': 25477, 'loan': 16778, 'fp': 10673, 'lsu': 17067, 'imac': 13879, 'lolll': 16843, 'hayfevery': 12671, 'sufferin': 27490, 'jbd': 14853, 'ringtones': 24103, 'iphones': 14502, 'hydration': 13638, 'lik': 16577, 'fff': 10098, 'aikido': 651, 'yucky': 32590, 'pepsi': 21437, 'dew': 7582, 'diseased': 7862, 'surrealism': 27736, 'conceptual': 5965, 'surreal': 27735, 'erotica': 9257, 'elijah': 8856, 'mcclain': 17830, 'inject': 14193, 'anoth': 1252, 'consist': 6093, 'failur': 9783, 'aba': 75, 'intervene': 14394, 'perez': 21448, 'truthful': 29542, 'gloucester': 11578, 'dock': 8037, 'wath': 31258, 'privilege': 22543, 'estimate': 9338, 'fatality': 9914, 'interperso': 14372, 'selena': 25158, 'gomez': 11684, 'belive': 2770, 'nikeplus': 19741, 'tad': 27997, 'ww': 32178, 'worldwide': 32061, 'griffith': 12017, 'durden': 8479, 'apt': 1476, 'cic': 5368, 'orientation': 20656, 'jealousy': 14867, 'myyy': 19213, 'eizouken': 8796, 'kanamori': 15345, 'reference': 23530, 'cheerful': 5079, 'gretel': 12003, 'logie': 16822, 'fish': 10275, 'brecky': 3779, 'division': 7977, 'wildlife': 31742, 'seos': 25233, 'larson': 16175, 'tn': 28979, 'transgender': 29332, 'kask': 15408, 'hua': 13480, 'wei': 31406, 'ottawa': 20729, 'podcasters': 22040, 'emporium': 8995, 'sunburnt': 27582, 'holly': 13203, 'propose': 22669, 'proposal': 22668, 'programme': 22616, 'newww': 19620, 'funky': 10980, 'reel': 23519, 'todayy': 29006, 'gahh': 11088, 'pinner': 21793, 'neemah': 19459, 'izzy': 14693, 'spare': 26676, 'gb': 11231, 'adidas': 346, 'denyer': 7413, 'xoxoxoxoxoxo': 32247, 'wombat': 31930, 'tamara': 28065, 'simcity': 25869, 'mommiies': 18648, 'owt': 20900, 'theaa': 28523, 'thiis': 28618, 'thiing': 28617, 'schulz': 24939, 'stuvk': 27392, 'stpid': 27242, 'morningyou': 18802, 'workit': 32044, 'offyou': 20290, 'bn': 3363, 'existence': 9588, 'scholar': 24920, 'epistolary': 9191, 'letter': 16448, 'fr': 10677, 'unpack': 30274, 'swedish': 27839, 'international': 14367, 'hobby': 13151, 'moral': 18771, 'animation': 1190, 'specter': 26728, 'thanksgiving': 28490, 'spamming': 26665, 'glitching': 11558, 'invader': 14442, 'extremely': 9689, 'treason': 29378, 'giggle': 11445, 'volturi': 30951, 'pardon': 21125, 'migrate': 18246, 'sybase': 27921, 'ase': 1708, 'sparc': 26675, 'solaris': 26434, 'whisky': 31601, 'bronze': 3917, 'examine': 9511, 'mhmm': 18162, 'vn': 30913, 'naina': 19263, 'testfest': 28428, 'weer': 31393, 'een': 8723, 'groot': 12052, 'succes': 27444, 'snippet': 26324, 'virg': 30840, 'northern': 19946, 'oliv': 20389, 'silverstone': 25867, 'sandown': 24697, 'friendster': 10840, 'liquid': 16654, 'appl': 1428, 'ichat': 13719, 'critique': 6582, 'socially': 26388, 'matron': 17740, 'hitchcock': 13106, 'fountain': 10663, 'abbey': 83, 'jeeeeez': 14874, 'kent': 15537, 'jeopardy': 14911, 'uup': 30491, 'crazyangel': 6500, 'baka': 2286, 'naglilihi': 19250, 'carmen': 4612, 'acceptabl': 193, 'python': 22926, 'specific': 26721, 'horseshoe': 13370, 'charm': 5024, 'telegram': 28297, 'appointment': 1447, 'pressure': 22450, 'babysit': 2165, 'cord': 6253, 'kellie': 15507, 'xenophobia': 32217, 'climate': 5545, 'disapointing': 7804, 'molester': 18622, 'chief': 5176, 'rampant': 23181, 'ne': 19421, 'aubs': 1901, 'highlife': 13029, 'champagne': 4941, 'chug': 5339, 'mothersday': 18853, 'viritual': 30847, 'frequently': 10799, 'reliabletrusted': 23653, 'db': 7090, 'mothr': 18856, 'vry': 30989, 'oceana': 20212, 'enigma': 9078, 'giraffe': 11487, 'marley': 17616, 'thump': 28753, 'column': 5784, 'gpu': 11831, 'accelerate': 190, 'atom': 1855, 'fullscreen': 10956, 'plex': 21976, 'investment': 14460, 'giant': 11426, 'frd': 10732, 'yung': 32616, 'twas': 29679, 'webinar': 31344, 'chairperson': 4916, 'wintour': 31820, 'somethings': 26482, 'quad': 22963, 'happily': 12499, 'ricky': 24055, 'tuart': 29593, 'milton': 18312, 'askdrwoodchuck': 1737, 'convenient': 6171, 'raawrrrr': 23061, 'vicious': 30744, 'rawwwwrrrr': 23265, 'baixa': 2279, 'tysm': 29902, 'realy': 23359, 'willdo': 31752, 'anythig': 1343, 'badass': 2224, 'repent': 23754, 'thou': 28685, 'assumption': 1796, 'richer': 24042, 'carnage': 4615, 'mindless': 18337, 'kha': 15593, 'lucien': 17090, 'kerk': 15548, 'vocalist': 30920, 'counselor': 6359, 'starship': 27043, 'mucho': 18992, 'amor': 1064, 'boston': 3590, 'consciously': 6079, 'defines': 7269, 'plumber': 22000, 'communication': 5869, 'component': 5935, 'ease': 8575, 'financial': 10204, 'oouchhhh': 20542, 'yy': 32639, 'huhu': 13520, 'authenticate': 1956, 'drat': 8269, 'picnic': 21707, 'wolftrap': 31922, 'athletic': 1834, 'loyal': 17054, 'microbe': 18193, 'espouse': 9311, 'natalie': 19353, 'jameson': 14770, 'ada': 308, 'franco': 10707, 'obtain': 20192, 'elita': 8863, 'siren': 25937, 'uber': 29911, 'stayed': 27079, 'chilly': 5202, 'harney': 12559, 'dindin': 7744, 'alike': 802, 'sophi': 26551, 'radcliff': 23089, 'abund': 155, 'dow': 8213, 'shreddies': 25704, 'wright': 32128, 'dissapointed': 7919, 'wizard': 31869, 'waverly': 31278, 'nod': 19837, 'axed': 2100, 'ombra': 20408, 'mai': 17350, 'largo': 16168, 'ndel': 19417, 'jon': 15088, 'tomy': 29089, 'cottoncandytattoos': 6335, 'headfirst': 12712, 'hiccup': 13011, 'marilyn': 17584, 'monroe': 18706, 'mistake': 18471, 'lansche': 16142, 'plasma': 21891, 'electronics': 8830, 'foolishness': 10540, 'japan': 14803, 'brewing': 3810, 'stout': 27239, 'advertising': 426, 'pacificrimdistilling': 20940, 'ucluelet': 29924, 'yell': 32419, 'vernacular': 30692, 'wordsmith': 32028, 'fortune': 10641, 'seal': 25060, 'goldfish': 11676, 'multi': 19031, 'task': 28138, 'organ': 20641, 'transplant': 29347, 'otalia': 20703, 'pbp': 21288, 'bpd': 3671, 'burrito': 4177, 'sap': 24733, 'swollen': 27903, 'lateef': 16198, 'johar': 15064, 'prevalent': 22471, 'prov': 22698, 'sig': 25800, 'external': 9675, 'mulch': 19025, 'detoxifi': 7545, 'alo': 884, 'frivolous': 10860, 'lawsuit': 16256, 'limitation': 16607, 'shakespeare': 25377, 'garrulous': 11185, 'scribe': 25026, 'bach': 2179, 'pta': 22758, 'smoothly': 26268, 'ember': 8929, 'dante': 6975, 'pritchard': 22536, 'cuppa': 6730, 'immasculating': 13908, 'feminity': 10037, 'vulgar': 30999, 'abusive': 162, 'aggressor': 543, 'unacceptable': 30045, 'cleveland': 5528, 'mahussive': 17349, 'publication': 22774, 'quartet': 22983, 'aplace': 1391, 'fore': 10566, 'teaser': 28238, 'spark': 26677, 'mmu': 18544, 'scoop': 24964, 'ushant': 30456, 'rajput': 23159, 'tryi': 29549, 'yeager': 32369, 'uneventful': 30157, 'nah': 19255, 'legged': 16371, 'latin': 16207, 'aptitude': 1478, 'fence': 10042, 'picturesque': 21714, 'tino': 28892, 'brussels': 3968, 'sprout': 26883, 'loose': 16942, 'provoke': 22711, 'brokey': 3907, 'poetswritersinc': 22052, 'leeds': 16347, 'jetsetter': 14950, 'counting': 6370, 'mentaly': 18050, 'dosent': 8185, 'remeber': 23689, 'hellqq': 12881, 'bittt': 3120, 'accommod': 213, 'vacat': 30517, 'suggests': 27512, 'moveable': 18893, 'spar': 26674, 'aarg': 63, 'maker': 17388, 'faire': 9789, 'subsequently': 27430, 'partially': 21170, 'accountable': 227, 'strauss': 27269, 'closure': 5588, 'gopro': 11759, 'photosphere': 21666, 'perspective': 21520, 'kawasaki': 15444, 'vulcan': 30997, 'fuuuuuuuudgeee': 11040, 'boyle': 3663, 'balearic': 2310, 'lala': 16073, 'freaky': 10741, 'showe': 25688, 'towel': 29241, 'mohawk': 18595, 'chem': 5109, 'miami': 18168, 'jung': 15239, 'maxwell': 17778, 'comet': 5809, 'interwebz': 14400, 'scent': 24899, 'winemaking': 31795, 'aaaah': 23, 'mutual': 19147, 'bayberry': 2549, 'mccain': 17823, 'wondefl': 31935, 'phillips': 21611, 'trekkie': 29396, 'stan': 27006, 'waw': 31283, 'rinka': 24105, 'franchisees': 10703, 'protocol': 22693, 'bugger': 4061, 'ubc': 29910, 'saver': 24825, 'hauntingxealot': 12627, 'goulburn': 11803, 'cnt': 5631, 'clipart': 5558, 'invi': 14463, 'hercules': 12923, 'tribulation': 29426, 'prophecy': 22664, 'bacteria': 2220, 'viral': 30839, 'epidemic': 9186, 'arrr': 1645, 'criminal': 6562, 'urbana': 30409, 'arlington': 1586, 'zeta': 32699, 'facebeek': 9740, 'loser': 16961, 'amy': 1088, 'uplift': 30369, 'grip': 12034, 'maryjane': 17672, 'lakoda': 16071, 'mrijuana': 18938, 'surfin': 27716, 'satish': 24794, 'aust': 1945, 'wesely': 31472, 'nauseous': 19387, 'resume': 23904, 'peristalsis': 21476, 'prior': 22527, 'whers': 31572, 'nevah': 19576, 'strike': 27311, 'belofsouthie': 2788, 'burner': 4163, 'weber': 31343, 'reaaally': 23299, 'jfc': 14964, 'ftsk': 10911, 'federal': 9989, 'offense': 20262, 'safeway': 24574, 'rediculous': 23485, 'slouchy': 26174, 'logical': 16819, 'holler': 13195, 'dnw': 8027, 'leaky': 16304, 'faucet': 9930, 'naptime': 19323, 'despise': 7503, 'mayday': 17787, 'mandy': 17473, 'prodigy': 22588, 'potuguese': 22269, 'der': 7452, 'maaaaster': 17223, 'hall': 12386, 'homies': 13260, 'wiki': 31727, 'discord': 7836, 'actively': 288, 'denounce': 7404, 'supremacy': 27694, 'ervin': 9272, 'malone': 17423, 'invades': 14443, 'thorne': 28678, 'bitlife': 3114, 'apk': 1389, 'ndir': 19418, 'pk': 21853, 'dir': 7775, 'hile': 13057, 'mod': 18568, 'oy': 20919, 'cabochon': 4314, 'extension': 9669, 'extend': 9664, 'sher': 25502, 'leftist': 16357, 'woohooo': 31974, 'fails': 9782, 'cod': 5666, 'mystique': 19204, 'kuala': 15936, 'lumpur': 17138, 'feline': 10017, 'matchin': 17722, 'vile': 30796, 'remove': 23714, 'declaration': 7195, 'bluebell': 3328, 'bajra': 2283, 'gib': 11428, 'jaan': 14695, 'sultan': 27535, 'salman': 24630, 'cocker': 5656, 'tart': 28133, 'triple': 29460, 'ridic': 24067, 'drinki': 8315, 'rais': 23151, 'dank': 6967, 'peed': 21351, 'panty': 21073, 'askole': 1739, 'entry': 9147, 'azur': 2131, 'prinz': 22526, 'graf': 11857, 'zeppelin': 32696, 'dachi': 6868, 'inshalla': 14252, 'devo': 7571, 'astor': 1805, 'shamillah': 25396, 'resourc': 23858, 'ioana': 14486, 'ghimu': 11413, 'activist': 291, 'professional': 22599, 'xxxxxxxxxxxxxxxxxxx': 32272, 'lof': 16810, 'addictive': 322, 'crack': 6448, 'pina': 21761, 'colada': 5709, 'mixer': 18495, 'pi': 21685, 'deck': 7191, 'saviness': 24826, 'charni': 5028, 'muchos': 18993, 'mobil': 18555, 'sunni': 27605, 'speculate': 26731, 'disagree': 7799, 'ashy': 1730, 'elbow': 8810, 'oxford': 20911, 'institute': 14297, 'doctoral': 8040, 'funding': 10969, 'suppposed': 27687, 'iknow': 13824, 'blaahh': 3141, 'votton': 30974, 'superflat': 27640, 'monogram': 18701, 'takashi': 28029, 'murakami': 19079, 'plastic': 21893, 'overt': 20876, 'countless': 6371, 'paranoid': 21115, 'cheek': 5076, 'smooch': 26264, 'teacup': 28223, 'saucer': 24807, 'paragon': 21107, 'chee': 5071, 'relate': 23626, 'frustration': 10899, 'wp': 32106, 'username': 30452, 'conversion': 6178, 'extranet': 9684, 'jc': 14858, 'aux': 1978, 'awoke': 2078, 'owwwwwww': 20906, 'ray': 23266, 'ferraro': 10064, 'lcsw': 16287, 'psychotherapy': 22753, 'phelia': 21594, 'fashionist': 9902, 'ticketmaster': 28793, 'beating': 2629, 'smatter': 26229, 'freestyle': 10769, 'gl': 11522, 'vf': 30720, 'fy': 11052, 'sundress': 27589, 'keyboard': 15570, 'copyed': 6242, 'delted': 7356, 'shhhhh': 25521, 'zimbabwe': 32710, 'british': 3869, 'robbed': 24184, 'corrupt': 6303, 'amara': 980, 'fluff': 10429, 'unsettled': 30310, 'rocio': 24208, 'brexit': 3811, 'farage': 9877, 'unfortunatly': 30183, 'relive': 23666, 'fitness': 10290, 'buzz': 4257, 'stiffen': 27158, 'tonigh': 29102, 'inone': 14227, 'simpson': 25893, 'profitable': 22607, 'grader': 11852, 'hostile': 13387, 'hostility': 13388, 'prank': 22342, 'heathrow': 12778, 'express': 9653, 'terminate': 28393, 'harlington': 12548, 'tennessee': 28363, 'iflowers': 13786, 'trough': 29505, 'alpha': 901, 'forbade': 10556, 'castlebar': 4695, 'galway': 11117, 'talkin': 28051, 'default': 7240, 'meow': 18056, 'bf': 2930, 'pitt': 21832, 'foundat': 10660, 'substratum': 27435, 'basi': 2484, 'domestic': 8102, 'cardigan': 4571, 'macabre': 17239, 'wiens': 31709, 'quebec': 22990, 'nige': 19701, 'goth': 11787, 'pundir': 22831, 'texting': 28449, 'wisely': 31834, 'insult': 14308, 'willen': 31753, 'sprung': 26884, 'thrive': 28716, 'amorsote': 1066, 'patrol': 21246, 'manny': 17517, 'botti': 3603, 'vibrant': 30735, 'cpeven': 6438, 'tet': 28433, 'marwell': 17666, 'jew': 14954, 'wooohooo': 31990, 'euggh': 9378, 'snooker': 26333, 'totem': 29206, 'pole': 22087, 'disproportionately': 7909, 'horror': 13364, 'demilynnmusic': 7373, 'symptom': 27943, 'queef': 22991, 'brunch': 3962, 'quarantine': 22977, 'gymming': 12245, 'bawas': 2540, 'kanin': 15354, 'celibate': 4830, 'buenas': 4047, 'noches': 19833, 'dolphin': 8097, 'zara': 32667, 'thehro': 28541, 'composition': 5940, 'matilda': 17736, 'stockard': 27190, 'excruciate': 9555, 'opponent': 20580, 'penalt': 21391, 'divine': 7975, 'pla': 21857, 'unleash': 30249, 'artistic': 1674, 'perfectly': 21458, 'karaoke': 15376, 'tangoo': 28087, 'sophomore': 26555, 'elegant': 8834, 'comb': 5788, 'inter': 14340, 'ppls': 22310, 'munchies': 19065, 'ofc': 20255, 'grand': 11876, 'genuinely': 11328, 'nuthin': 20098, 'blockchain': 3268, 'devcrypto': 7555, 'currenciesesports': 6752, 'unsuspecting': 30325, 'meyers': 18145, 'dishearten': 7873, 'ib': 13684, 'noms': 19870, 'bias': 2970, 'rosie': 24329, 'onekurarama': 20457, 'inyasha': 14484, 'lisha': 16662, 'riddim': 24062, 'disgood': 7866, 'sourish': 26619, 'limb': 16601, 'hittin': 13114, 'ole': 20386, 'dusty': 8495, 'trail': 29293, 'practicum': 22326, 'fotoschool': 10655, 'invit': 14469, 'ngo': 19639, 'ignorance': 13797, 'impression': 13975, 'urge': 30415, 'sofa': 26410, 'tile': 28842, 'goose': 11755, 'spine': 26782, 'relief': 23655, 'reflexology': 23540, 'swp': 27909, 'inevitable': 14123, 'herrrrr': 12959, 'filas': 10165, 'definently': 7268, 'pw': 22906, 'deject': 7308, 'standup': 27015, 'awesom': 2049, 'csa': 6656, 'sitcom': 25957, 'burrow': 4180, 'legendary': 16368, 'feckin': 9986, 'ssshhhhh': 26952, 'saut': 24815, 'sol': 26430, 'twin': 29768, 'borred': 3578, 'doingn': 8072, 'presidency': 22441, 'cama': 4427, 'hmmmmm': 13132, 'coursework': 6394, 'iowa': 14495, 'bubble': 4009, 'mooooooooornin': 18755, 'bullying': 4105, 'annette': 1216, 'listing': 16673, 'ligament': 16559, 'nonetheless': 19876, 'evans': 9404, 'childline': 5184, 'vampiric': 30580, 'apocalypsehttp': 1397, 'wonderfully': 31940, 'hypnotyst': 13662, 'hmmmm': 13131, 'barry': 2466, 'gibb': 11429, 'garage': 11159, 'nj': 19799, 'moi': 18598, 'lcd': 16285, 'hp': 13455, 'decongestant': 7204, 'cargo': 4586, 'toronto': 29173, 'attn': 1884, 'yee': 32393, 'chattin': 5042, 'noe': 19840, 'quake': 22967, 'jeff': 14879, 'directly': 7781, 'hayward': 12678, 'promoing': 22642, 'lmfao': 16758, 'pee': 21350, 'waltzer': 31138, 'sami': 24660, 'mechanic': 17916, 'battl': 2531, 'movi': 18896, 'baguio': 2253, 'drazzari': 8279, 'aparantly': 1371, 'anywho': 1354, 'easi': 8577, 'truelov': 29522, 'bod': 3389, 'shopaholic': 25632, 'tadpole': 28000, 'foolish': 10538, 'geddes': 11255, 'gunman': 12197, 'sauna': 24811, 'youuuuuuu': 32570, 'hypocrite': 13665, 'deceive': 7174, 'understan': 30128, 'curbside': 6738, 'chrome': 5325, 'popup': 22183, 'blocker': 3269, 'privileged': 22544, 'suffocate': 27498, 'catspaw': 4738, 'cove': 6405, 'whoud': 31665, 'num': 20070, 'utterly': 30485, 'microblogging': 18194, 'thirteen': 28641, 'assay': 1764, 'ist': 14612, 'creative': 6519, 'nonfiction': 19877, 'lasagne': 16177, 'dealextreme': 7127, 'bonfire': 3450, 'tofu': 29021, 'becasue': 2664, 'freshman': 10804, 'sched': 24904, 'bazillionz': 2557, 'supprtin': 27690, 'freelanc': 10763, 'suspend': 27764, 'midsomer': 18223, 'pursue': 22880, 'forensic': 10575, 'nct': 19412, 'jaehyun': 14726, 'rename': 23721, 'designer': 7487, 'caliber': 4387, 'symphony': 27941, 'cm': 5617, 'pike': 21745, 'grail': 11866, 'freemason': 10767, 'runway': 24452, 'showstopp': 25696, 'ramp': 23179, 'gee': 11256, 'lani': 16136, 'condemn': 5987, 'kashmiri': 15404, 'jordan': 15111, 'godown': 11652, 'tape': 28109, 'fungus': 10975, 'badluck': 2235, 'sk': 25990, 'reilly': 23601, 'twitterrific': 29833, 'aladdin': 717, 'snotty': 26340, 'suckle': 27471, 'hilary': 13054, 'achieve': 253, 'carefully': 4579, 'western': 31479, 'cancled': 4484, 'peroni': 21492, 'gaze': 11226, 'moonlight': 18749, 'shimmer': 25543, 'static': 27064, 'woodland': 31960, 'ambienc': 1010, 'rainforest': 23144, 'united': 30228, 'pauly': 21263, 'wallly': 31129, 'putt': 22899, 'praise': 22335, 'workn': 32051, 'thigh': 28616, 'grumble': 12106, 'captivate': 4545, 'tudor': 29605, 'antic': 1285, 'parella': 21129, 'marcia': 17552, 'chardonnay': 5000, 'shatter': 25442, 'compo': 5932, 'girlies': 11493, 'leavin': 16329, 'reese': 23523, 'tragic': 29291, 'ek': 8800, 'khat': 15601, 'sony': 26518, 'sabu': 24529, 'deakin': 7123, 'airbrush': 659, 'overkill': 20849, 'wren': 32120, 'lewis': 16464, 'bristol': 3865, 'disorder': 7893, 'ditto': 7960, 'conclusion': 5976, 'parking': 21144, 'meter': 18120, 'streetlight': 27292, 'whoa': 31626, 'ox': 20909, 'arg': 1545, 'purty': 22882, 'treasonous': 29379, 'sown': 26639, 'consciousness': 6080, 'reiki': 23600, 'namaste': 19285, 'om': 20404, 'enlightenment': 9093, 'duo': 8467, 'hyun': 13669, 'youu': 32564, 'neat': 19429, 'ticker': 28789, 'homskis': 13268, 'centre': 4855, 'glasgow': 11538, 'bellshill': 2782, 'bothwell': 3600, 'tunnocks': 29635, 'entrepreneurship': 9146, 'liberti': 16511, 'patiently': 21236, 'underworld': 30144, 'goooood': 11736, 'definitly': 7276, 'hail': 12344, 'shah': 25370, 'spoken': 26830, 'lizard': 16730, 'mating': 17738, 'bangkok': 2378, 'unleashed': 30250, 'laud': 16217, 'weddin': 31355, 'plsdinblockme': 21991, 'imhurtsz': 13900, 'cantdothis': 4514, 'wordpress': 32027, 'safeti': 24572, 'aruba': 1684, 'sym': 27928, 'ntt': 20048, 'absurd': 151, 'delegate': 7318, 'habersham': 12273, 'entitties': 9138, 'entity': 9139, 'mooji': 18739, 'abil': 112, 'matey': 17730, 'suzi': 27794, 'scab': 24856, 'nip': 19775, 'fatass': 9915, 'hiyaa': 13119, 'dandy': 6950, 'hh': 12994, 'rankin': 23203, 'apologise': 1400, 'deccy': 7170, 'vocabulary': 30918, 'robinson': 24198, 'wfm': 31495, 'anthony': 1278, 'lex': 16466, 'wary': 31208, 'girlie': 11492, 'marshmallow': 17645, 'bench': 2803, 'psychiatric': 22742, 'wahliao': 31064, 'accusati': 236, 'sars': 24763, 'rad': 23087, 'shyammines': 25751, 'wallpaper': 31132, 'setking': 25299, 'anke': 1201, 'ski': 26008, 'slope': 26169, 'mk': 18509, 'dubbed': 8387, 'spanish': 26671, 'commercially': 5839, 'viable': 30731, 'squid': 26914, 'hafta': 12296, 'filmmaking': 10183, 'filmmaker': 10182, 'independent': 14071, 'sass': 24773, 'saul': 24810, 'migawd': 18235, 'ohmygosh': 20327, 'landmine': 16122, 'soldier': 26436, 'chad': 4905, 'sah': 24579, 'mustache': 19130, 'imso': 13994, 'rushmore': 24462, 'leonard': 16423, 'nimoy': 19761, 'dick': 7649, 'sequel': 25246, 'calibur': 4389, 'speedking': 26738, 'verisimilitude': 30684, 'hoppy': 13337, 'whaaay': 31505, 'commun': 5864, 'omj': 20438, 'acho': 256, 'que': 22989, 'vou': 30975, 'roupinhas': 24359, 'goticas': 11791, 'qqq': 22956, 'schindler': 24911, 'klan': 15764, 'temporary': 28334, 'buildout': 4081, 'construction': 6117, 'difficulti': 7690, 'ourselv': 20749, 'rdm': 23292, 'bighit': 2999, 'boredd': 3559, 'thinkin': 28634, 'snk': 26328, 'mug': 19009, 'kampai': 15338, 'lori': 16956, 'lightfoot': 16565, 'fuel': 10939, 'pwnd': 22910, 'geeky': 11263, 'aside': 1734, 'seek': 25121, 'cow': 6414, 'marries': 17636, 'lodge': 16805, 'juggernautwines': 15201, 'tumbleweed': 29624, 'workday': 32033, 'belong': 2789, 'pune': 22833, 'compute': 5951, 'query': 23003, 'initiate': 14191, 'ape': 1378, 'bravi': 3732, 'lump': 17134, 'fewfffff': 10089, 'bloodtests': 3304, 'chopped': 5283, 'liver': 16716, 'saying': 24849, 'described': 7471, 'omega': 20412, 'imm': 13905, 'callin': 4404, 'hearin': 12746, 'convos': 6188, 'wanaa': 31143, 'himm': 13068, 'pimm': 21755, 'fru': 10889, 'hacker': 12280, 'thon': 28668, 'rammer': 23175, 'gta': 12122, 'djandyw': 7996, 'thomson': 28667, 'cashouts': 4671, 'minimum': 18361, 'dorm': 8174, 'assure': 1798, 'cuba': 6672, 'murdere': 19083, 'accidently': 208, 'spider': 26770, 'slime': 26144, 'tacky': 27989, 'brody': 3895, 'peru': 21527, 'buddhist': 4038, 'monk': 18694, 'spiritu': 26792, 'watkin': 31262, 'influenti': 14155, 'korean': 15871, 'chan': 4945, 'tourney': 29229, 'rove': 24367, 'lily': 16599, 'nile': 19755, 'cowbell': 6417, 'marked': 17600, 'montage': 18713, 'whoah': 31629, 'effective': 8738, 'homer': 13247, 'mlbstats': 18519, 'rha': 24004, 'serv': 25281, 'citi': 5419, 'ujjain': 29990, 'ou': 20737, 'schoolmate': 24931, 'highschool': 13033, 'yuck': 32589, 'rblpnqte': 23282, 'sheesh': 25474, 'rb': 23276, 'delux': 7362, 'chemical': 5110, 'sodahead': 26403, 'hydrat': 13637, 'polit': 22094, 'cso': 6662, 'flove': 10414, 'digest': 7696, 'anomaly': 1246, 'kubuntu': 15939, 'blender': 3231, 'injury': 14197, 'sharp': 25433, 'fullness': 10954, 'tonnie': 29110, 'cookware': 6203, 'torrance': 29175, 'taped': 28110, 'icecream': 13711, 'dangero': 6954, 'waaaaaaa': 31013, 'acct': 231, 'engag': 9060, 'servic': 25285, 'announc': 1232, 'nicked': 19673, 'ughh': 29958, 'creature': 6526, 'horrific': 13361, 'traumatic': 29360, 'despicable': 7502, 'andrea': 1139, 'guard': 12140, 'cadaver': 4325, 'intentionally': 14339, 'lgw': 16485, 'godtalk': 11655, 'segment': 25138, 'reload': 23669, 'krystyn': 15927, 'cara': 4555, 'observe': 20185, 'contemplate': 6137, 'tellin': 28314, 'portuguese': 22212, 'tote': 29205, 'tomazdesign': 29058, 'maximin': 17773, 'kerry': 15552, 'gmtv': 11601, 'satisfies': 24792, 'conjures': 6057, 'peasant': 21333, 'quarantin': 22976, 'diari': 7634, 'hammock': 12419, 'carmel': 4611, 'gaulers': 11210, 'haddish': 12284, 'shouldnt': 25676, 'tish': 28916, 'crv': 6640, 'duckie': 8406, 'junt': 15248, 'baggage': 2246, 'texted': 28446, 'stressful': 27301, 'nobodi': 19830, 'tvtotal': 29674, 'tai': 28015, 'aaaaawhh': 19, 'iwonder': 14676, 'howd': 13439, 'iget': 13791, 'coraline': 6248, 'ahaa': 580, 'grabbyhands': 11840, 'freshly': 10803, 'grandmother': 11894, 'furbaby': 11003, 'angri': 1173, 'sixti': 25977, 'embodi': 8931, 'chao': 4969, 'faculti': 9765, 'coll': 5730, 'sapl': 24736, 'cait': 4352, 'gov': 11809, 'appreciation': 1454, 'mcmanus': 17868, 'intelligence': 14325, 'prison': 22534, 'traitor': 29305, 'presh': 22439, 'zd': 32671, 'francisco': 10706, 'djspy': 7999, 'spitta': 26802, 'howlin': 13446, 'wolf': 31918, 'musta': 19129, 'nowt': 20022, 'hmmpfff': 13136, 'nesquick': 19536, 'barefoot': 2433, 'clearwater': 5517, 'fl': 10313, 'messag': 18099, 'hanov': 12472, 'maryland': 17674, 'realli': 23341, 'courier': 6388, 'munch': 19064, 'walker': 31117, 'recieved': 23409, 'claus': 5496, 'sleigh': 26128, 'reindeer': 23605, 'deborah': 7155, 'speaks': 26711, 'manged': 17486, 'kristin': 15909, 'binder': 3043, 'connolly': 6071, 'cayogial': 4772, 'geezus': 11270, 'sjam': 25987, 'baden': 2231, 'leyendo': 16474, 'whover': 31666, 'misinfo': 18436, 'venom': 30654, 'drip': 8322, 'acara': 182, 'menarik': 18029, 'lain': 16057, 'ttg': 29583, 'yg': 32463, 'dikasih': 7717, 'happe': 12483, 'bespoke': 2872, 'plaque': 21890, 'aa': 0, 'gaya': 11220, 'jalde': 14762, 'jao': 14799, 'dakho': 6906, 'kise': 15730, 'jarur': 14817, 'btana': 3990, 'severe': 25316, 'simplicity': 25890, 'phoebe': 21634, 'refactor': 23527, 'rewrite': 23989, 'ri': 24024, 'haa': 12249, 'shiit': 25537, 'bid': 2980, 'michelleeeeeeeeeeeemybelleeeeeeeeeeeeeeeeee': 18180, 'snif': 26320, 'mistreatment': 18478, 'coup': 6377, 'uncontrollably': 30096, 'sorries': 26570, 'horseradish': 13369, 'torrential': 29177, 'downpour': 8225, 'journalese': 15136, 'variable': 30602, 'victimization': 30751, 'perpetration': 21495, 'adolescent': 381, 'residential': 23840, 'settin': 25302, 'obsession': 20187, 'kacy': 15291, 'lampions': 16104, 'hazin': 12685, 'bsn': 3986, 'hooo': 13306, 'preheatin': 22396, 'oven': 20822, 'judging': 15193, 'discrimination': 7853, 'hulk': 13527, 'bitcoin': 3106, 'ethereum': 9358, 'abigail': 111, 'enrol': 9105, 'makati': 17383, 'kikayness': 15650, 'eto': 9366, 'qmbol': 22947, 'disarm': 7812, 'horn': 13351, 'doom': 8149, 'lesley': 16432, 'phew': 21598, 'leica': 16382, 'guatemalan': 12143, 'textile': 28447, 'weave': 31333, 'sherbert': 25503, 'nutritious': 20105, 'surely': 27709, 'divo': 7980, 'cuh': 6690, 'anchovy': 1119, 'curious': 6745, 'bhajan': 2954, 'anjan': 1199, 'raj': 23154, 'vidya': 30772, 'ender': 9033, 'swithin': 27898, 'thyself': 28776, 'remix': 23705, 'boooooo': 3519, 'audit': 1924, 'distribution': 7950, 'mozert': 18918, 'requiem': 23806, 'narrate': 19334, 'emerald': 8944, 'sophie': 26553, 'native': 19367, 'pleeeeease': 21964, 'allison': 837, 'iraheta': 14520, 'jonathan': 15091, 'timezone': 28865, 'nightcap': 19714, 'alb': 728, 'epsom': 9203, 'underwood': 30143, 'quit': 23041, 'brandon': 3717, 'withdrawl': 31850, 'symptons': 27944, 'darrius': 7009, 'minne': 18372, 'syamptoms': 27919, 'portion': 22202, 'guilt': 12173, 'ridden': 24061, 'asch': 1705, 'happpy': 12504, 'ipoding': 14507, 'invention': 14448, 'mutitasking': 19145, 'cough': 6343, 'patreon': 21238, 'image': 13882, 'digitally': 7711, 'phys': 21678, 'nbc': 19404, 'burbank': 4139, 'building': 4079, 'sheldon': 25484, 'sh': 25353, 'sd': 25048, 'nevuer': 19586, 'trivun': 29477, 'gps': 11829, 'coldstone': 5720, 'bdays': 2593, 'parasol': 21121, 'tb': 28196, 'dealt': 7130, 'voss': 30969, 'futile': 11028, 'ohhh': 20314, 'shittt': 25580, 'jd': 14860, 'bruin': 3957, 'wick': 31690, 'slay': 26082, 'nad': 19231, 'garrett': 11182, 'yorker': 32531, 'pantomime': 21070, 'richard': 24038, 'kerr': 15550, 'crystal': 6650, 'rhinestone': 24011, 'hoop': 13314, 'agh': 544, 'irregularly': 14550, 'assedly': 1765, 'tyson': 29903, 'blockage': 3266, 'overheard': 20843, 'yrold': 32580, 'esp': 9298, 'posh': 22217, 'shire': 25566, 'feminely': 10032, 'chuckle': 5336, 'hore': 13346, 'kami': 15336, 'outlook': 20776, 'shhh': 25520, 'hereby': 12927, 'employ': 8990, 'alhamdulillah': 785, 'unjust': 30243, 'mmj': 18529, 'horrify': 13362, 'una': 30042, 'lome': 16858, 'therapist': 28572, 'ther': 28568, 'whiskey': 31600, 'allways': 868, 'goofy': 11719, 'possiabally': 22234, 'plu': 21993, 'evan': 9401, 'longoria': 16888, 'abandonment': 79, 'atlanta': 1844, 'harrisburg': 12567, 'raleigh': 23164, 'ke': 15470, 'prix': 22546, 'dizzy': 7994, 'yeh': 32413, 'shardup': 25420, 'admeeet': 359, 'swati': 27825, 'gabo': 11070, 'annual': 1243, 'academy': 180, 'yaani': 32289, 'nakam': 19275, 'wakati': 31087, 'unaenda': 30046, 'motorcycle': 18872, 'ahhhhaaa': 608, 'bangbros': 2373, 'psshh': 22734, 'onionbooty': 20472, 'silkyway': 25855, 'jdubb': 14863, 'jose': 15117, 'fallow': 9816, 'kenneth': 15533, 'lenhard': 16409, 'bastard': 2502, 'parma': 21151, 'kung': 15950, 'strongsville': 27329, 'roadtrip': 24172, 'pankraz': 21061, 'understandable': 30130, 'uncertain': 30079, 'togeth': 29025, 'knowwww': 15822, 'preetttty': 22384, 'vermillion': 30688, 'definition': 7274, 'throwbie': 28733, 'robbie': 24186, 'gudluck': 12148, 'treatbox': 29385, 'vicki': 30745, 'roush': 24361, 'sleeve': 26124, 'healeth': 12730, 'opposite': 20586, 'environmental': 9157, 'thereeeeeee': 28578, 'commiseration': 5843, 'monokini': 18702, 'bodysuit': 3397, 'backless': 2196, 'bathing': 2518, 'wea': 31308, 'discus': 7854, 'appli': 1437, 'claim': 5453, 'nigh': 19711, 'tatteddddd': 28167, 'bant': 2399, 'kin': 15678, 'civil': 5433, 'qi': 22940, 'pixel': 21842, 'xl': 32230, 'fusi': 11021, 'reaaaaaaaal': 23296, 'wecloming': 31353, 'canadamigos': 4469, 'networking': 19561, 'steph': 27117, 'hul': 13524, 'fevered': 10088, 'grocery': 12042, 'arabic': 1503, 'ereaders': 9230, 'hillsong': 13062, 'cunt': 6719, 'impermanent': 13952, 'eternal': 9351, 'quest': 23007, 'theyve': 28604, 'stitch': 27183, 'waterfall': 31245, 'honest': 13272, 'geno': 11314, 'neon': 19511, 'adrian': 397, 'needle': 19449, 'aprreciate': 1474, 'jillian': 14986, 'vivocity': 30898, 'yupz': 32624, 'airconditioned': 662, 'impor': 13962, 'bead': 2604, 'glitter': 11559, 'dichroic': 7648, 'ideal': 13743, 'unicorn': 30205, 'hub': 13486, 'partyyyyy': 21188, 'indoctrinate': 14099, 'genocide': 11315, 'backround': 2205, 'madre': 17300, 'goooooddd': 11737, 'batavia': 2510, 'cocoa': 5662, 'greedy': 11961, 'apartheid': 1374, 'mixology': 18498, 'cock': 5653, 'tibetan': 28783, 'dzi': 8529, 'soviet': 26635, 'kgb': 15589, 'defector': 7246, 'russia': 24466, 'font': 10517, 'viterbo': 30889, 'village': 30799, 'cease': 4801, 'marlees': 17615, 'babygirl': 2162, 'sarcasm': 24750, 'hooker': 13301, 'jen': 14897, 'limo': 16610, 'jinnah': 15001, 'motherland': 18852, 'academic': 178, 'adviser': 430, 'eme': 8942, 'sidheart': 25792, 'shukla': 25728, 'skl': 26030, 'compassion': 5893, 'sprint': 26881, 'amwriting': 1087, 'randomly': 23190, 'despit': 7504, 'incred': 14058, 'neg': 19466, 'circumst': 5409, 'baroque': 2456, 'overtone': 20880, 'australian': 1950, 'saltwater': 24637, 'strand': 27256, 'pn': 22021, 'automatic': 1968, 'ahem': 599, 'ngl': 19638, 'wikipedia': 31731, 'wookiepedia': 31981, 'pisstake': 21815, 'melika': 17997, 'frenchfry': 10785, 'corndog': 6268, 'boob': 3467, 'collabs': 5736, 'ripple': 24121, 'xrp': 32250, 'schwartz': 24942, 'btc': 3991, 'slide': 26135, 'snowdaysss': 26346, 'pricing': 22490, 'celebreting': 4820, 'procrastinator': 22581, 'gamble': 11121, 'fairi': 9791, 'verge': 30681, 'genius': 11312, 'bret': 3800, 'lov': 16999, 'kinky': 15706, 'courag': 6384, 'confid': 6014, 'challeng': 4930, 'empower': 8997, 'yoooooooooooooooooooou': 32518, 'poia': 22057, 'ughhhhhhhhh': 29963, 'anwhere': 1318, 'echo': 8620, 'akita': 704, 'socialize': 26387, 'discipli': 7825, 'dfb': 7592, 'werder': 31461, 'liberation': 16508, 'comprehend': 5945, 'proudly': 22697, 'represent': 23788, 'memorize': 18023, 'prologue': 22630, 'canterbury': 4516, 'babyfather': 2161, 'gemstar': 11286, 'blockhead': 3270, 'scott': 24981, 'wn': 31893, 'vancouver': 30586, 'hitta': 13112, 'dehydrate': 7301, 'furniture': 11009, 'itch': 14621, 'priso': 22533, 'loveyoutoo': 17038, 'challenger': 4933, 'ducati': 8399, 'unnecessary': 30266, 'hostage': 13384, 'necessary': 19434, 'prime': 22507, 'subscriber': 27428, 'ht': 13471, 'abueltia': 154, 'annaya': 1211, 'butta': 4225, 'eurovision': 9393, 'definetly': 7270, 'crypto': 6649, 'downwith': 8235, 'episod': 9189, 'matty': 17753, 'toget': 29024, 'mwahs': 19161, 'diversity': 7968, 'todayyyyyy': 29010, 'spn': 26820, 'fortunately': 10640, 'manta': 17523, 'yallmy': 32314, 'plzzzzz': 22015, 'hereafter': 12926, 'elect': 8820, 'representative': 23790, 'hv': 13619, 'rampage': 23180, 'stigm': 27160, 'jaf': 14727, 'alaki': 720, 'jark': 14812, 'comcast': 5797, 'technician': 28246, 'pinkberry': 21783, 'ajourneyhappiness': 692, 'scriptgirl': 25029, 'ashe': 1713, 'evaluation': 9400, 'tutee': 29663, 'aloof': 893, 'condescend': 5989, 'ashleycat': 1721, 'scold': 24961, 'dilemma': 7723, 'sanfran': 24706, 'foggy': 10478, 'sacramento': 24534, 'cple': 6441, 'degr': 7294, 'asian': 1733, 'glaze': 11544, 'vegetable': 30632, 'nation': 19364, 'unconference': 30092, 'unreason': 30296, 'domain': 8100, 'dippin': 7773, 'eyed': 9700, 'shook': 25620, 'overprotective': 20860, 'cybercheatin': 6823, 'otl': 20723, 'scatter': 24891, 'context': 6145, 'collector': 5751, 'wyattt': 32189, 'cavitie': 4764, 'angriest': 1174, 'storyteller': 27236, 'kajifa': 15311, 'daman': 6920, 'nii': 19734, 'ansanni': 1259, 'mlsn': 18525, 'mangawa': 17485, 'arewahome': 1544, 'hathway': 12614, 'philo': 21614, 'oddo': 20236, 'kappa': 15368, 'apathetic': 1376, 'twitties': 29842, 'streching': 27284, 'payday': 21278, 'gmail': 11593, 'stripper': 27319, 'suppoort': 27675, 'menlo': 18040, 'relay': 23640, 'crimson': 6565, 'tide': 28802, 'onstage': 20487, 'butlins': 4219, 'whiiite': 31584, 'filipino': 10173, 'nakuh': 19279, 'grabeh': 11842, 'sayin': 24848, 'thed': 28531, 'opportunist': 20583, 'pand': 21040, 'supermarket': 27650, 'bounce': 3616, 'bingo': 3051, 'wench': 31451, 'cranberry': 6469, 'haiszt': 12367, 'twitterology': 29830, 'elephant': 8844, 'eventhough': 9419, 'underage': 30109, 'es': 9275, 'tucson': 29602, 'gw': 12231, 'ohd': 20311, 'depth': 7450, 'craziness': 6498, 'exclamation': 9550, 'decompression': 7203, 'magically': 17322, 'chillen': 5195, 'jet': 14949, 'accounting': 229, 'watcing': 31242, 'courto': 6399, 'isa': 14564, 'salary': 24615, 'chiodos': 5220, 'cultur': 6704, 'neurosci': 19567, 'spillz': 26778, 'zit': 32720, 'rummanshahrukh': 24439, 'punjabi': 22841, 'shay': 25454, 'immoral': 13922, 'degenerate': 7291, 'grievi': 12015, 'remarkable': 23683, 'clllick': 5567, 'pierre': 21727, 'corneille': 6270, 'lunchtime': 17149, 'chronicle': 5328, 'nooner': 19897, 'reanamalori': 23361, 'kindleunlimited': 15691, 'robina': 24196, 'sdp': 25054, 'prototype': 22694, 'muna': 19063, 'surpisingly': 27727, 'diner': 7746, 'angrrry': 1176, 'mgmt': 18155, 'benin': 2821, 'malam': 17396, 'insid': 14254, 'rippl': 24120, 'externa': 9674, 'bordum': 3557, 'harold': 12560, 'preston': 22452, 'chairper': 4914, 'wimpy': 31778, 'cwoffee': 6814, 'cantus': 4520, 'joon': 15104, 'hally': 12397, 'opp': 20577, 'cation': 4729, 'butterfly': 4231, 'buttt': 4241, 'sacrif': 24536, 'hatred': 12619, 'nadimadisha': 19236, 'buhlunguz': 4073, 'phel': 21592, 'yoh': 32505, 'speedbumps': 26737, 'reinstall': 23608, 'horizon': 13347, 'adobe': 378, 'fmcs': 10454, 'trucker': 29515, 'highway': 13034, 'instrument': 14301, 'cudve': 6688, 'kdg': 15469, 'olympic': 20401, 'tww': 29866, 'alia': 787, 'unrepentant': 30299, 'supremacist': 27693, 'murderer': 19084, 'threatens': 28702, 'mysql': 19197, 'shellscript': 25489, 'dayem': 7065, 'mana': 17445, 'pengen': 21403, 'nonton': 19887, 'friens': 10841, 'prost': 22683, 'kemang': 15520, 'besok': 2870, 'tapi': 28112, 'ga': 11055, 'bisaaaaaaaaaa': 3088, 'marbella': 17547, 'backgroud': 2187, 'mocah': 18560, 'brightens': 3840, 'nimorning': 19760, 'kfc': 15586, 'kinsella': 15711, 'twenty': 29742, 'spose': 26855, 'gues': 12153, 'gosling': 11778, 'marl': 17610, 'bare': 2431, 'calculator': 4371, 'confident': 6016, 'calcs': 4370, 'unlucky': 30260, 'hallie': 12389, 'bookshop': 3504, 'bookworm': 3506, 'dingle': 7750, 'twitt': 29797, 'seize': 25147, 'immutable': 13929, 'peacefulness': 21313, 'expat': 9603, 'seaso': 25073, 'teary': 28236, 'henry': 12916, 'freesat': 10768, 'coverage': 6407, 'quirky': 23040, 'cue': 6689, 'concerto': 5970, 'palm': 21017, 'lyf': 17197, 'lapho': 16153, 'wena': 31450, 'fetch': 10081, 'kidz': 15644, 'chinnerys': 5218, 'bicycle': 2979, 'fatal': 9912, 'cyclist': 6831, 'talkingwithtami': 28052, 'tammie': 28072, 'circle': 5405, 'romeo': 24276, 'juliet': 15216, 'vow': 30979, 'cdcaves': 4795, 'pelo': 21381, 'harvey': 12581, 'nokia': 19856, 'curlymamaw': 6750, 'colman': 5763, 'uruk': 30435, 'refinery': 23533, 'shezza': 25518, 'paula': 21257, 'abysmal': 166, 'antisemitism': 1303, 'accuses': 240, 'privil': 22540, 'thoooo': 28672, 'gruesome': 12105, 'pictur': 21711, 'preciou': 22367, 'spontaneous': 26838, 'reveals': 23956, 'huma': 13532, 'greaattt': 11940, 'leah': 16302, 'sixty': 25978, 'cle': 5503, 'gull': 12187, 'oso': 20693, 'serc': 25254, 'filt': 10184, 'synn': 27950, 'elliott': 8878, 'procrastination': 22580, 'dsi': 8371, 'backyard': 2214, 'iwas': 14673, 'giddy': 11433, 'bleeding': 3222, 'owwiee': 20903, 'shitttttt': 25583, 'mocktail': 18566, 'pesto': 21539, 'monaco': 18658, 'savour': 24831, 'lsats': 17064, 'vh': 30724, 'rennison': 23733, 'lali': 16078, 'wiz': 31868, 'bookishfirst': 3495, 'reg': 23559, 'threadless': 28699, 'barbadian': 2417, 'split': 26814, 'ath': 1829, 'trng': 29481, 'rcption': 23286, 'fammmmm': 9831, 'ahhahahaha': 604, 'ariyan': 1578, 'hamish': 12414, 'rewatch': 23985, 'preparation': 22413, 'jamy': 14780, 'midway': 18228, 'butthurt': 4238, 'nyt': 20144, 'twinster': 29774, 'jungle': 15240, 'poppins': 22175, 'depend': 7423, 'cgi': 4895, 'cindy': 5392, 'unfollowed': 30171, 'happend': 12488, 'puertorican': 22790, 'mnet': 18547, 'sour': 26616, 'brattlebeer': 3725, 'humbleforagerbrewery': 13543, 'analytics': 1100, 'anal': 1095, 'safari': 24567, 'auto': 1962, 'goody': 11715, 'iptv': 14513, 'deserv': 7480, 'worthi': 32075, 'urgent': 30416, 'legislator': 16374, 'poli': 22088, 'gether': 11380, 'jewelleri': 14959, 'shady': 25367, 'ibood': 13692, 'soulmate': 26601, 'bash': 2480, 'catnip': 4732, 'octo': 20225, 'wellity': 31435, 'alyssabruno': 962, 'moneyy': 18680, 'discretion': 7851, 'darling': 7001, 'eekkk': 8721, 'dmc': 8011, 'infinity': 14144, 'othe': 20713, 'earthquake': 8573, 'submarine': 27419, 'fiber': 10118, 'optic': 20594, 'hash': 12587, 'grl': 12039, 'tourture': 29232, 'itonlinelol': 14638, 'iit': 13815, 'idont': 13776, 'windshield': 31788, 'wiper': 31824, 'heap': 12742, 'bitchy': 3105, 'fones': 10514, 'bari': 2441, 'bandipora': 2360, 'dawg': 7054, 'sweety': 27865, 'cycle': 6829, 'sculpt': 25038, 'disagreed': 7800, 'angr': 1172, 'promiscuous': 22636, 'pllleeeaaassseeeeee': 21983, 'electoral': 8822, 'fia': 10112, 'leese': 16353, 'ung': 30190, 'ub': 29909, 'liberty': 16513, 'canola': 4507, 'sclerotinia': 24958, 'boron': 3577, 'spray': 26865, 'antibacterial': 1283, 'huggs': 13514, 'dumpling': 8447, 'loo': 16896, 'ger': 11351, 'sday': 25049, 'twitterbugs': 29806, 'loooooooooong': 16928, 'circumstance': 5410, 'booklover': 3497, 'dangit': 6959, 'holga': 13187, 'leeaave': 16345, 'diy': 7992, 'nom': 19860, 'wrinkle': 32130, 'molly': 18626, 'uppercut': 30377, 'unbearable': 30064, 'aidan': 644, 'followin': 10501, 'spiritually': 26797, 'influential': 14156, 'jazzy': 14850, 'falcon': 9809, 'tryin': 29550, 'malibu': 17414, 'infa': 14126, 'tryphena': 29555, 'tryphosa': 29556, 'persis': 21507, 'spec': 26713, 'roller': 24254, 'blading': 3170, 'contrary': 6160, 'tributary': 29428, 'endlessly': 9035, 'aperolspritzuk': 1380, 'sx': 27912, 'teflon': 28278, 'enamor': 9013, 'melo': 18003, 'blaze': 3205, 'woooooow': 32000, 'maseera': 17683, 'thy': 28775, 'aunt': 1937, 'hahaah': 12309, 'blowing': 3318, 'fuse': 11018, 'pairing': 20997, 'decor': 7206, 'vanpan': 30596, 'execution': 9562, 'elgreco': 8852, 'allergy': 830, 'zyrtec': 32770, 'unreall': 30295, 'skull': 26042, 'thro': 28718, 'faile': 9780, 'jess': 14929, 'yeehah': 32410, 'simmons': 25878, 'humility': 13549, 'freakkin': 10739, 'clen': 5525, 'towerleaze': 29243, 'concrete': 5981, 'csh': 6658, 'infiniti': 14143, 'magnetism': 17330, 'alcoholic': 743, 'askin': 1738, 'warranty': 31197, 'bra': 3676, 'robbikin': 24187, 'esque': 9313, 'filling': 10178, 'minister': 18366, 'blowout': 3321, 'thong': 28669, 'judgmental': 15195, 'calmer': 4414, 'promotion': 22646, 'fitz': 10292, 'charlie': 5018, 'willow': 31766, 'ecstatic': 8645, 'gameboy': 11123, 'feelin': 10004, 'goat': 11626, 'prize': 22548, 'blogging': 3279, 'givin': 11517, 'wnt': 31898, 'someday': 26467, 'loove': 16947, 'beckiie': 2672, 'devon': 7572, 'eleg': 8832, 'kc': 15466, 'mashup': 17687, 'hysteria': 13666, 'crazier': 6493, 'crunch': 6628, 'acw': 306, 'dazzleglasses': 7089, 'flowin': 10419, 'sooooon': 26533, 'alley': 832, 'prima': 22500, 'embry': 8940, 'aloud': 898, 'comfort': 5811, 'corporal': 6288, 'exposure': 9652, 'tripod': 29462, 'viewfinder': 30784, 'unfocusing': 30168, 'continental': 6147, 'shazam': 25456, 'doubtful': 8200, 'raf': 23109, 'boulmer': 3615, 'stepmother': 27128, 'mock': 18563, 'grammer': 11873, 'grunt': 12111, 'yeahhhhh': 32374, 'jockey': 15045, 'clydesdale': 5616, 'rainbow': 23140, 'stonewall': 27212, 'clog': 5573, 'swift': 27874, 'mv': 19154, 'corona': 6281, 'tf': 28455, 'df': 7591, 'tba': 28197, 'roc': 24204, 'vanity': 30595, 'eatin': 8597, 'anne': 1213, 'swined': 27884, 'chubba': 5333, 'geograhy': 11336, 'cigar': 5377, 'handler': 12443, 'firewire': 10262, 'dann': 6968, 'mach': 17260, 'mal': 17394, 'knw': 15826, 'fade': 9769, 'tmw': 28976, 'celebr': 4811, 'marrow': 17638, 'causeee': 4753, 'brewcast': 3807, 'landon': 16124, 'motivates': 18861, 'razor': 23272, 'yanited': 32319, 'penalty': 21392, 'spur': 26887, 'importance': 13964, 'superhero': 27645, 'everyd': 9441, 'adyashanti': 437, 'judgment': 15194, 'realiti': 23334, 'eits': 8795, 'sharon': 25431, 'blanket': 3191, 'logger': 16817, 'hmv': 13143, 'unplug': 30282, 'database': 7024, 'chit': 5234, 'birth': 3080, 'dq': 8243, 'drumstick': 8355, 'atl': 1842, 'impostor': 13972, 'whyyy': 31681, 'stunningly': 27380, 'maintanance': 17369, 'tripped': 29464, 'harvard': 12579, 'aussie': 1944, 'benteke': 2832, 'nudy': 20057, 'prod': 22585, 'louch': 16980, 'affordable': 476, 'hatewatch': 12612, 'cnn': 5630, 'protester': 22691, 'carlton': 4607, 'twitterville': 29839, 'harbor': 12521, 'parle': 21147, 'spew': 26760, 'ftrh': 10910, 'kw': 15965, 'obstacle': 20191, 'fenton': 10048, 'messy': 18104, 'sunbeam': 27578, 'smackdown': 26207, 'ecw': 8648, 'fuckck': 10923, 'goint': 11672, 'ira': 14518, 'fond': 10510, 'doggie': 8057, 'lele': 16391, 'outdated': 20762, 'bigoted': 3004, 'patronise': 21248, 'imperialist': 13949, 'monoculturalist': 18699, 'righteous': 24086, 'dib': 7639, 'lust': 17165, 'racion': 23078, 'illustrator': 13850, 'illustration': 13849, 'tomoro': 29076, 'licitations': 16524, 'oyy': 20925, 'geas': 11253, 'contrast': 6161, 'kiya': 15756, 'bugzy': 4067, 'sunflower': 27592, 'sudying': 27483, 'coooooooool': 6221, 'ciwwaf': 5439, 'pahadan': 20979, 'paha': 20978, 'dee': 7224, 'crispy': 6572, 'waffle': 31047, 'kandice': 15347, 'casey': 4665, 'budapest': 4032, 'hungary': 13571, 'midlife': 18218, 'celtic': 4841, 'rematch': 23686, 'enchilado': 9018, 'yolanda': 32510, 'oath': 20155, 'nomore': 19869, 'brooklyn': 3924, 'booooo': 3518, 'drowsy': 8345, 'piriton': 21808, 'purifier': 22867, 'enchilada': 9017, 'surya': 27751, 'eddy': 8657, 'ward': 31176, 'lovebird': 17007, 'paperweight': 21090, 'bluebird': 3331, 'aqua': 1485, 'hanami': 12428, 'chilin': 5190, 'brotherrrr': 3934, 'oday': 20233, 'impart': 13942, 'bu': 4002, 'pancake': 21036, 'stevie': 27142, 'den': 7391, 'minday': 18331, 'harass': 12517, 'pooped': 22153, 'katieedwards': 15426, 'laters': 16202, 'administration': 364, 'misinformation': 18438, 'wouldnt': 32091, 'booty': 3541, 'yaay': 32292, 'insurance': 14310, 'cig': 5376, 'lighter': 16564, 'destiny': 7514, 'divs': 7983, 'guten': 12218, 'morgen': 18786, 'ranch': 23185, 'facelift': 9749, 'pravin': 22347, 'scam': 24863, 'crooked': 6592, 'saladmaster': 24609, 'mlm': 18522, 'nf': 19626, 'hotness': 13397, 'personify': 21517, 'conrad': 6075, 'eeeeep': 8708, 'totoro': 29208, 'charlene': 5012, 'bulk': 4091, 'lifespan': 16552, 'cantera': 4515, 'outfitter': 20769, 'terrilyn': 28412, 'wu': 32166, 'sticky': 27156, 'ant': 1269, 'margie': 17564, 'loveeee': 17012, 'ritter': 24138, 'overly': 20855, 'isle': 14594, 'mediterranean': 17945, 'junkie': 15245, 'pianist': 21686, 'drinker': 8314, 'grease': 11942, 'woolies': 31984, 'hunger': 13572, 'joint': 15075, 'owen': 20894, 'ghhh': 11409, 'looooong': 16924, 'officialshew': 20279, 'mei': 17975, 'witcha': 31844, 'gotcha': 11785, 'perfection': 21454, 'jeffery': 14882, 'botzenhart': 3607, 'artificial': 1669, 'unhealthy': 30197, 'primark': 22502, 'fourteen': 10665, 'deffinately': 7255, 'bookbag': 3487, 'heb': 12788, 'rux': 24481, 'bombay': 3437, 'hebru': 12789, 'telescope': 28305, 'yesty': 32448, 'dylan': 8518, 'bloodrush': 3301, 'overreact': 20863, 'drawed': 8273, 'spe': 26702, 'catvampees': 4744, 'muggt': 19012, 'deadline': 7116, 'architecture': 1528, 'butterwick': 4234, 'cumbria': 6711, 'yt': 32586, 'manatee': 17459, 'poopy': 22157, 'ulcer': 30000, 'vittles': 30890, 'bww': 4276, 'hmph': 13141, 'herrreeeee': 12957, 'cla': 5450, 'trent': 29408, 'derek': 7457, 'dispense': 7900, 'daya': 7061, 'mga': 18152, 'walang': 31103, 'ginagawa': 11474, 'youmissed': 32542, 'bebo': 2659, 'gangsterrr': 11147, 'unearthly': 30153, 'rapp': 23215, 'informal': 14162, 'poll': 22102, 'recruiter': 23459, 'junk': 15243, 'mwahaha': 19159, 'macon': 17271, 'byron': 4290, 'robin': 24195, 'peachtree': 21318, 'chattanooga': 5040, 'yummm': 32604, 'fritter': 10858, 'feast': 9975, 'bipolar': 3067, 'cooould': 6222, 'earpiece': 8561, 'cellphone': 4838, 'soulmates': 26602, 'jae': 14722, 'harry': 12570, 'barstools': 2468, 'sheesha': 25475, 'loooong': 16921, 'ermm': 9248, 'conspiracy': 6104, 'principled': 22516, 'tinak': 28880, 'tana': 28077, 'expo': 9648, 'swa': 27802, 'nar': 19324, 'hara': 12513, 'prowess': 22713, 'lac': 16012, 'sq': 26893, 'homeland': 13237, 'slows': 26182, 'xxxx': 32264, 'donaldson': 8114, 'backstreet': 2211, 'huntsville': 13586, 'dipped': 7772, 'fuckingtastic': 10928, 'thaanks': 28471, 'gerry': 11371, 'westcott': 31477, 'apollo': 1398, 'poker': 22076, 'weatler': 31332, 'padtron': 20965, 'sheila': 25479, 'gio': 11485, 'dex': 7584, 'wongo': 31946, 'poncho': 22124, 'therest': 28584, 'niggasz': 19707, 'thunder': 28755, 'lightning': 16571, 'digg': 7700, 'kaushik': 15438, 'kwaza': 15970, 'polish': 22092, 'amour': 1070, 'reve': 23954, 'nde': 19416, 'flotter': 10411, 'doh': 8065, 'tastykake': 28154, 'brownie': 3941, 'livinghandy': 16725, 'thesis': 28592, 'rp': 24385, 'upt': 30396, 'dg': 7596, 'gammme': 11135, 'inked': 14200, 'vocie': 30922, 'adele': 335, 'damien': 6923, 'acutely': 305, 'diaper': 7633, 'washer': 31214, 'responsibility': 23874, 'raunchy': 23243, 'brooke': 3921, 'curvy': 6767, 'deeper': 7230, 'grumpiness': 12108, 'regardless': 23564, 'ontology': 20493, 'prescription': 22426, 'bestbuy': 2875, 'blumenthal': 3339, 'dreamwidth': 8297, 'tente': 28372, 'alimony': 804, 'goooooood': 11744, 'migrane': 18243, 'publicist': 22776, 'recognise': 23425, 'nationally': 19366, 'spi': 26766, 'ratio': 23236, 'internetz': 14369, 'replete': 23765, 'filter': 10185, 'packet': 20947, 'doughnut': 8208, 'entirely': 9137, 'seester': 25134, 'yoko': 32509, 'ono': 20481, 'selalu': 25152, 'ruang': 24404, 'untuk': 30337, 'sahabat': 24580, 'tsi': 29568, 'fifth': 10145, 'runner': 24447, 'darian': 6989, 'phillipa': 21610, 'mojito': 18607, 'maverick': 17767, 'aloha': 887, 'repellant': 23753, 'stink': 27176, 'oneworld': 20463, 'swami': 27809, 'anand': 1104, 'arun': 1685, 'bhagwan': 2950, 'prompt': 22647, 'cv': 6809, 'equivalent': 9215, 'git': 11507, 'venue': 30665, 'listens': 16671, 'msi': 18951, 'bakes': 2291, 'remarkably': 23684, 'counterterrorism': 6368, 'berra': 2857, 'nest': 19546, 'heater': 12774, 'abide': 109, 'emmas': 8962, 'commissary': 5845, 'hummingbird': 13554, 'feeder': 9994, 'detailed': 7529, 'challange': 4928, 'charactres': 4994, 'oklahomaaaaa': 20376, 'hosp': 13378, 'inconsiderate': 14048, 'creation': 6517, 'resurrect': 23905, 'mite': 18488, 'terrify': 28411, 'imposs': 13969, 'wag': 31049, 'quaver': 22988, 'ara': 1499, 'aapko': 61, 'sehat': 25141, 'chalk': 4924, 'matinee': 17737, 'transition': 29336, 'idi': 13759, 'collaborate': 5733, 'ellin': 8876, 'awwwww': 2091, 'appetizing': 1427, 'shallow': 25384, 'trolley': 29487, 'pusher': 22887, 'squabble': 26896, 'tumblarity': 29621, 'salvem': 24648, 'mixerrr': 18496, 'cal': 4362, 'angeles': 1161, 'herts': 12961, 'weet': 31394, 'badge': 2233, 'recruitment': 23460, 'spontaneously': 26839, 'combust': 5796, 'manasellaam': 17458, 'kulir': 15945, 'nanbargale': 19298, 'laughtner': 16227, 'dokay': 8079, 'chesterfield': 5139, 'ftuvxmrn': 10912, 'horseback': 13366, 'golfing': 11682, 'toddler': 29013, 'frolic': 10872, 'consummate': 6126, 'dashboard': 7019, 'eleven': 8847, 'freedo': 10756, 'alle': 823, 'chair': 4911, 'merri': 18085, 'classically': 5485, 'likable': 16578, 'rooftop': 24294, 'momsen': 18654, 'wedge': 31357, 'rumour': 24441, 'mj': 18506, 'looove': 16936, 'magnificent': 17332, 'eston': 9341, 'boro': 3576, 'wvbr': 32176, 'pointy': 22065, 'drummer': 8352, 'slug': 26186, 'technically': 28245, 'tailbone': 28017, 'dre': 8281, 'hungryyyyyyy': 13577, 'pakistani': 21004, 'woowoo': 32018, 'wiff': 31717, 'pazik': 21286, 'zimmer': 32711, 'soulja': 26598, 'ouuhh': 20807, 'unopened': 30272, 'jar': 14808, 'nesscaf': 19540, 'cupboard': 6725, 'finalizer': 10196, 'microsize': 18201, 'tweetless': 29729, 'beef': 2704, 'geri': 11360, 'gremlin': 11997, 'noisy': 19854, 'hayley': 12675, 'poppy': 22176, 'ij': 13816, 'oversleep': 20870, 'gracie': 11847, 'pounce': 22273, 'estou': 9343, 'aqui': 1494, 'tipped': 28901, 'affe': 460, 'recognition': 23426, 'gash': 11190, 'fluid': 10435, 'destructive': 7524, 'destroys': 7520, 'considers': 6091, 'shackle': 25363, 'umr': 30036, 'afternoo': 500, 'perp': 21493, 'sadden': 24546, 'clay': 5499, 'lifeball': 16539, 'vienna': 30776, 'haxr': 12663, 'kiokudb': 15713, 'catalyst': 4705, 'univers': 30236, 'agre': 559, 'sweden': 27838, 'dramatic': 8261, 'ahhshahs': 616, 'nyangle': 20129, 'instructor': 14300, 'complex': 5922, 'interrelationsh': 14379, 'torta': 29179, 'mummi': 19055, 'brusters': 3969, 'suse': 27756, 'pau': 21255, 'superbbbb': 27634, 'fantabulous': 9864, 'sid': 25783, 'assurance': 1797, 'orderid': 20632, 'ord': 20626, 'tisk': 28918, 'upto': 30398, 'wax': 31284, 'cambrian': 4431, 'collectable': 5745, 'industrial': 14111, 'ceramic': 4863, 'muc': 18986, 'topgear': 29146, 'curvaceous': 6764, 'housework': 13423, 'jamba': 14767, 'fuuuuu': 11038, 'helllla': 12868, 'bishopstorford': 3095, 'sion': 25930, 'sierre': 25797, 'swiss': 27893, 'jas': 14819, 'moderator': 18580, 'niandra': 19653, 'brutalist': 3971, 'specially': 26718, 'mauve': 17765, 'edison': 8669, 'belt': 2794, 'anarchy': 1108, 'bloodshed': 3302, 'isi': 14584, 'subj': 27413, 'climax': 5546, 'syrian': 27958, 'trekkies': 29397, 'soooon': 26531, 'miissss': 18254, 'mighty': 18238, 'scum': 25041, 'restaraunt': 23880, 'garfield': 11173, 'instinct': 14294, 'litle': 16690, 'hyperbirdies': 13652, 'terrorize': 28417, 'offset': 20284, 'pac': 20936, 'reelection': 23520, 'thie': 28611, 'scooter': 24965, 'lam': 16080, 'bretta': 3803, 'fabian': 9721, 'tucker': 29601, 'pawty': 21272, 'cower': 6421, 'comply': 5931, 'braxton': 3739, 'aserej': 1709, 'deje': 7306, 'dejebe': 7307, 'tudejebe': 29604, 'sebiunouva': 25083, 'majabi': 17374, 'bugui': 4066, 'buididip': 4075, 'starla': 27037, 'woody': 31966, 'greatt': 11952, 'joykill': 15154, 'broody': 3919, 'shoesshoesshoes': 25614, 'yayyayyay': 32347, 'iwouldpostatwitpic': 14677, 'butidntknohow': 4215, 'eunice': 9383, 'kyna': 15987, 'java': 14826, 'wowzer': 32104, 'vomit': 30957, 'fetal': 10080, 'tablet': 27979, 'lenos': 16415, 'saklani': 24604, 'su': 27401, 'yey': 32455, 'balance': 2301, 'devistated': 7570, 'primary': 22503, 'odessey': 20242, 'spammed': 26663, 'squash': 26902, 'boldly': 3422, 'sandman': 24696, 'partyin': 21183, 'perfo': 21460, 'bball': 2560, 'gridiron': 12010, 'deepest': 7231, 'darkest': 6994, 'unlocked': 30258, 'elsa': 8894, 'joseph': 15118, 'beautifyl': 2648, 'bud': 4031, 'flwrs': 10442, 'humiliation': 13548, 'bleed': 3220, 'binoculars': 3054, 'fort': 10628, 'ensur': 9111, 'definit': 7271, 'het': 12964, 'fol': 10483, 'pussy': 22891, 'clingy': 5551, 'serie': 25267, 'marta': 17648, 'unstableness': 30317, 'sucky': 27472, 'clearly': 5516, 'lopez': 16949, 'hugh': 13515, 'sexay': 25325, 'hospitality': 13381, 'seastar': 25076, 'overcom': 20829, 'loneli': 16865, 'medit': 17939, 'sadifying': 24559, 'heartparts': 12766, 'define': 7267, 'buddha': 4036, 'perky': 21480, 'chipped': 5225, 'bj': 3128, 'lorraine': 16957, 'amd': 1023, 'tunnel': 29634, 'filesfor': 10168, 'ano': 1244, 'aasahan': 68, 'iyo': 14686, 'starfleet': 27035, 'medal': 17920, 'slowdown': 26178, 'lovin': 17042, 'deflection': 7279, 'criticize': 6581, 'illinois': 13838, 'goooo': 11733, 'bioshock': 3064, 'myspaces': 19195, 'mick': 18188, 'bacoor': 2219, 'wahaha': 31054, 'toinks': 29038, 'wiih': 31725, 'booo': 3515, 'crisp': 6570, 'withouth': 31859, 'mee': 17948, 'shoper': 25634, 'goooooooooooood': 11751, 'morrrrrrrrning': 18823, 'packaging': 20943, 'allisonkeith': 838, 'victorian': 30756, 'grim': 12024, 'rec': 23392, 'stereotype': 27134, 'candle': 4493, 'piney': 21775, 'abit': 114, 'taxi': 28185, 'jukebox': 15207, 'thrown': 28737, 'lorry': 16958, 'psa': 22723, 'reefer': 23516, 'airwave': 676, 'soz': 26649, 'neva': 19574, 'uve': 30504, 'duh': 8423, 'midwest': 18230, 'fuzzball': 11043, 'sappier': 24741, 'fare': 9878, 'fatty': 9927, 'remark': 23682, 'cllick': 5566, 'afterlif': 497, 'paranorm': 21117, 'batcave': 2511, 'sleepies': 26107, 'poorlies': 22162, 'tweeples': 29700, 'fcc': 9959, 'schoooool': 24935, 'jamlegend': 14773, 'arggghhhhhhhhhhh': 1548, 'rihanna': 24091, 'galadito': 11102, 'shed': 25463, 'ims': 13992, 'callum': 4411, 'poacher': 22031, 'billion': 3034, 'greed': 11960, 'starstruck': 27044, 'gaz': 11224, 'zl': 32723, 'capone': 4539, 'dresser': 8307, 'melly': 18002, 'yuki': 32596, 'ftp': 10908, 'fireftp': 10255, 'browser': 3946, 'addin': 324, 'cooper': 6224, 'hallmark': 12390, 'racer': 23069, 'custody': 6774, 'phenomenal': 21596, 'attent': 1875, 'blankie': 3192, 'icebox': 13710, 'ble': 3210, 'hal': 12376, 'latter': 16214, 'voodoo': 30962, 'rounder': 24356, 'zq': 32749, 'reinforce': 23606, 'educate': 8687, 'documentation': 8045, 'tore': 29163, 'intelligent': 14326, 'almighty': 877, 'mahmood': 17347, 'bridal': 3823, 'trendi': 29405, 'heng': 12909, 'choli': 5272, 'amus': 1084, 'dure': 8480, 'kelz': 15518, 'hurtle': 13603, 'headlong': 12717, 'petition': 21548, 'lta': 17069, 'optimal': 20597, 'competi': 5901, 'ruston': 24471, 'arabelle': 1501, 'travelblog': 29364, 'tourist': 29226, 'wanderer': 31149, 'wanderlust': 31150, 'newcastle': 19594, 'rsa': 24394, 'cheerfulness': 5080, 'relapse': 23622, 'taiwanese': 28027, 'chun': 5342, 'eeeeeee': 8701, 'yaayy': 32293, 'turf': 29642, 'mayyyybe': 17800, 'cheeseburger': 5087, 'arch': 1519, 'endodontist': 9036, 'capabl': 4528, 'kmf': 15780, 'adhd': 341, 'handwrite': 12451, 'glyders': 11590, 'crossplay': 6600, 'modern': 18581, 'warfare': 31181, 'nm': 19813, 'attain': 1866, 'transcendental': 29323, 'leon': 16422, 'floyd': 10423, 'confront': 6027, 'speakin': 26710, 'waller': 31124, 'troll': 29485, 'cot': 6325, 'terence': 28385, 'cao': 4526, 'fainting': 9786, 'rockstar': 24219, 'facepanda': 9751, 'familia': 9825, 'pincode': 21768, 'occupant': 20206, 'reprehensibles': 23786, 'minethatbird': 18344, 'powermac': 22296, 'downhill': 8218, 'amazes': 991, 'sapin': 24735, 'sidetrack': 25789, 'palo': 21021, 'alto': 937, 'debug': 7159, 'unmuted': 30264, 'sardonic': 24754, 'piglet': 21738, 'goingg': 11669, 'ronin': 24289, 'alredy': 912, 'jks': 15023, 'suprisingly': 27702, 'margarita': 17562, 'populate': 22181, 'rahul': 23130, 'knooow': 15810, 'comapass': 5787, 'infiltrate': 14140, 'thug': 28746, 'oed': 20247, 'awwwe': 2088, 'bacardi': 2175, 'caleb': 4375, 'africa': 488, 'capetown': 4534, 'stellenbosch': 27110, 'ginormous': 11483, 'toot': 29136, 'asta': 1800, 'courgette': 6387, 'blooming': 3307, 'audiotistic': 1923, 'dami': 6922, 'pala': 21006, 'flamenco': 10322, 'kaloka': 15327, 'solea': 26438, 'noddingtons': 19839, 'occur': 20209, 'cheri': 5124, 'physic': 21679, 'lvoe': 17191, 'mukundananda': 19024, 'algae': 780, 'wirelessly': 31829, 'cf': 4889, 'adapter': 314, 'dslr': 8373, 'puma': 22819, 'anatomy': 1114, 'fuckn': 10931, 'trait': 29304, 'badyou': 2239, 'braid': 3697, 'brag': 3690, 'kiddy': 15640, 'tangerang': 28082, 'eight': 8774, 'twitterererers': 29810, 'epp': 9197, 'eclipse': 8629, 'ratt': 23239, 'encore': 9022, 'pearcy': 21328, 'assassin': 1760, 'aweful': 2046, 'mesh': 18094, 'distress': 7946, 'tenjo': 28359, 'siam': 25758, 'squar': 26900, 'lexie': 16469, 'quickie': 23020, 'gre': 11936, 'chen': 5116, 'postpartum': 22250, 'swimmin': 27878, 'yaaay': 32286, 'evenin': 9411, 'rus': 24458, 'merh': 18076, 'wanarat': 31144, 'crochet': 6585, 'afgan': 477, 'tastic': 28149, 'jaffa': 14728, 'archuleta': 1530, 'partied': 21177, 'livin': 16723, 'hoedown': 13158, 'throwdown': 28734, 'southwest': 26629, 'preboard': 22360, 'zorz': 32747, 'rsvp': 24398, 'promis': 22635, 'liber': 16503, 'homodeu': 13263, 'disappointment': 7810, 'overall': 20824, 'adsense': 404, 'alllllllllllllllll': 845, 'continuo': 6154, 'tentando': 28371, 'trocar': 29482, 'poo': 22135, 'stallion': 26999, 'putnam': 22898, 'heeeeeeey': 12806, 'shannn': 25408, 'extends': 9668, 'melvin': 18011, 'catso': 4737, 'allegedly': 825, 'blanc': 3183, 'balcony': 2303, 'togo': 29033, 'ciggarettes': 5380, 'bri': 3812, 'headband': 12707, 'wipe': 31823, 'stabile': 26963, 'senseless': 25215, 'killing': 15661, 'cameroonian': 4446, 'regime': 23568, 'counter': 6363, 'autorun': 1976, 'loook': 16916, 'panda': 21041, 'fjgkfld': 10307, 'sdh': 25051, 'hometown': 13254, 'urself': 30433, 'zommgg': 32737, 'screamo': 25013, 'bestowing': 2881, 'recco': 23395, 'blowin': 3317, 'intent': 14333, 'besties': 2880, 'pow': 22283, 'mixin': 18497, 'youself': 32556, 'smoky': 26262, 'kmart': 15779, 'netherlands': 19556, 'fillin': 10177, 'norman': 19937, 'cayo': 4771, 'bradley': 3688, 'almond': 879, 'biscotti': 3089, 'whoop': 31654, 'phala': 21578, 'greenbelt': 11969, 'gemma': 11285, 'mwahahah': 19160, 'acoustic': 270, 'dota': 8190, 'yah': 32298, 'footlong': 10550, 'mah': 17337, 'halal': 12379, 'iii': 13810, 'disclaimer': 7828, 'rainstorm': 23149, 'exc': 9517, 'manual': 17527, 'sakatas': 24600, 'wt': 32158, 'convert': 6179, 'nuestro': 20058, 'idioma': 13762, 'disown': 7895, 'atlantic': 1845, 'babyy': 2170, 'translation': 29338, 'sweepy': 27850, 'abundant': 157, 'regina': 23569, 'deux': 7550, 'chaptak': 4987, 'downwards': 8234, 'sleev': 26123, 'cello': 4837, 'overflow': 20841, 'jewish': 14963, 'metreon': 18129, 'millionaire': 18303, 'matchmaker': 17723, 'elrond': 8893, 'celebrian': 4821, 'festive': 10075, 'wintery': 31819, 'tolkie': 29053, 'chakra': 4919, 'brevet': 3805, 'alc': 739, 'cypress': 6844, 'oreo': 20639, 'cheesecake': 5089, 'milkskake': 18291, 'blury': 3347, 'brightly': 3842, 'wander': 31148, 'calanques': 4366, 'vin': 30806, 'pleaee': 21934, 'itexa': 14628, 'covina': 6412, 'thas': 28504, 'chino': 5219, 'scaleeeee': 24860, 'rey': 23992, 'mysterio': 19199, 'michelada': 18177, 'chamoy': 4939, 'philos': 21615, 'ophy': 20573, 'intersubjectively': 14388, 'banish': 2383, 'dme': 8012, 'bellman': 2780, 'roe': 24230, 'faceless': 9748, 'authority': 1958, 'abnormal': 119, 'mcflurry': 17843, 'aaaaahhhh': 13, 'bangladesh': 2379, 'lewi': 16462, 'ohay': 20309, 'lube': 17081, 'seven': 25311, 'colchester': 5712, 'lemon': 16398, 'stell': 27106, 'socket': 26397, 'partypeople': 21184, 'felix': 10018, 'macadamia': 17240, 'kuantan': 15937, 'asthma': 1803, 'bettterrrrr': 2909, 'loveees': 17017, 'gabberss': 11065, 'jake': 14757, 'redford': 23481, 'sufjan': 27502, 'slugger': 26187, 'watson': 31265, 'dudettes': 8413, 'dadt': 6879, 'precise': 22372, 'hii': 13038, 'facility': 9758, 'numerous': 20078, 'snite': 26326, 'thaz': 28520, 'vstudio': 30992, 'shortcut': 25656, 'backkk': 2192, 'jeremy': 14916, 'chord': 5286, 'ultimately': 30012, 'homage': 13220, 'development': 7561, 'guyz': 12229, 'perfumery': 21467, 'damp': 6934, 'caminker': 4448, 'sportsmanship': 26853, 'nonprofit': 19881, 'morningstar': 18801, 'farm': 9883, 'veggie': 30635, 'streudal': 27306, 'afterwork': 510, 'globalists': 11562, 'genetic': 11304, 'stadium': 26974, 'sharffenberger': 25425, 'ernie': 9249, 'xml': 32235, 'cumbersome': 6710, 'nacho': 19227, 'boom': 3508, 'fract': 10681, 'powerpoint': 22297, 'rag': 23119, 'relevant': 23648, 'bailon': 2273, 'dover': 8212, 'guna': 12195, 'chef': 5095, 'zuck': 32755, 'permanent': 21484, 'smwhere': 26289, 'attribute': 1891, 'med': 17919, 'phrase': 21673, 'flickr': 10369, 'essex': 9323, 'gumbo': 12190, 'tommorrow': 29067, 'weekeeend': 31378, 'redbubble': 23470, 'conditioning': 5992, 'sai': 24588, 'reuse': 23947, 'involves': 14479, 'upright': 30383, 'celebratory': 4819, 'unsuccesful': 30320, 'stella': 27107, 'fricking': 10820, 'elisha': 8862, 'ramble': 23170, 'grumpy': 12109, 'marg': 17560, 'dope': 8164, 'lignin': 16576, 'fortis': 10634, 'tkw': 28950, 'kei': 15492, 'stim': 27171, 'cory': 6310, 'procuts': 22584, 'gratiss': 11921, 'gabe': 11068, 'liphar': 16647, 'volume': 30953, 'lobby': 16783, 'slooooow': 26165, 'firefighter': 10252, 'bueno': 4048, 'baptism': 2405, 'evr': 9479, 'brngs': 3882, 'starbux': 27029, 'corieography': 6261, 'vlog': 30906, 'vespa': 30711, 'butler': 4217, 'connors': 6072, 'khc': 15603, 'jericho': 14917, 'worcester': 32021, 'pleeaassee': 21960, 'flee': 10354, 'quits': 23043, 'pall': 21015, 'immensely': 13915, 'shinta': 25554, 'overlap': 20850, 'aweomse': 2048, 'wop': 32019, 'internship': 14370, 'carville': 4656, 'revitalize': 23975, 'revert': 23964, 'cliche': 5531, 'vpn': 30985, 'stokoe': 27197, 'slippery': 26153, 'julieta': 15217, 'reserva': 23831, 'nicaragua': 19657, 'knoooooooooooow': 15808, 'inoo': 14228, 'ino': 14225, 'culprit': 6698, 'diff': 7680, 'tireed': 28912, 'wgn': 31496, 'fishy': 10282, 'fishys': 10283, 'hydraulic': 13639, 'fourteener': 10666, 'rockies': 24213, 'kaye': 15450, 'samu': 24677, 'organza': 20649, 'basket': 2491, 'spendin': 26754, 'daysmile': 7073, 'positiveand': 22223, 'hahahaah': 12313, 'lamo': 16100, 'xdd': 32211, 'oneshot': 20461, 'thurther': 28768, 'cll': 5565, 'shore': 25645, 'erocka': 9254, 'ruler': 24432, 'woofer': 31969, 'bubonic': 4017, 'tp': 29253, 'gloom': 11566, 'hellotxt': 12879, 'reeeeally': 23512, 'bkk': 3135, 'microeconomics': 18196, 'ihate': 13802, 'ilets': 13828, 'waaa': 31010, 'copyright': 6244, 'infringement': 14168, 'permission': 21488, 'sriti': 26932, 'sha': 25354, 'hithe': 13108, 'reunite': 23945, 'bellsprout': 2783, 'championship': 4944, 'dumby': 8440, 'mueller': 19002, 'chewed': 5147, 'sickk': 25774, 'fermenters': 10056, 'sahl': 24586, 'sitra': 25961, 'cw': 6810, 'rw': 24485, 'grope': 12056, 'zealot': 32676, 'conviction': 6183, 'expletive': 9633, 'ascari': 1703, 'gooo': 11729, 'olympics': 20402, 'blackout': 3161, 'mummmyyysss': 19057, 'monger': 18683, 'mastermind': 17712, 'oprah': 20590, 'lacie': 16015, 'racial': 23076, 'senator': 25188, 'boredom': 3564, 'prosecute': 22676, 'prou': 22695, 'reportedly': 23776, 'christena': 5313, 'betch': 2887, 'himalayan': 13066, 'garlic': 11177, 'introductory': 14432, 'asda': 1707, 'holycowfc': 13216, 'transit': 29335, 'wrecker': 32118, 'fbi': 9956, 'chinar': 5208, 'chinari': 5209, 'ropa': 24308, 'lank': 16137, 'rupa': 24453, 'srinagar': 26930, 'jammu': 14779, 'ydo': 32356, 'necessari': 19433, 'darwin': 7016, 'oo': 20499, 'subscrib': 27425, 'newslett': 19611, 'freebi': 10751, 'artesia': 1659, 'cerritos': 4868, 'morming': 18793, 'irate': 14523, 'caller': 4402, 'musiic': 19118, 'pembroke': 21388, 'inc': 14015, 'skomer': 26037, 'moncton': 18665, 'myspak': 19196, 'managem': 17450, 'underdog': 30113, 'degeneres': 7292, 'jacob': 14715, 'shred': 25703, 'carer': 4583, 'storyyyyy': 27238, 'erasure': 9224, 'aaaaaah': 10, 'hasnt': 12593, 'transcript': 29326, 'gett': 11384, 'privillege': 22545, 'sitter': 25963, 'mullein': 19028, 'kon': 15852, 'guiramand': 12179, 'lithograph': 16687, 'lluuvv': 16746, 'evenn': 9414, 'moreee': 18778, 'buildit': 4080, 'ahoy': 630, 'shipmate': 25559, 'cider': 5370, 'marlow': 17621, 'profession': 22598, 'shen': 25497, 'ammo': 1059, 'rail': 23134, 'flasher': 10330, 'ross': 24330, 'enzian': 9163, 'irk': 14534, 'holla': 13192, 'kiah': 15618, 'nba': 19403, 'tryst': 29557, 'nephew': 19515, 'artest': 1660, 'hac': 12276, 'ron': 24282, 'porch': 22185, 'scrapbooking': 25000, 'supercool': 27637, 'brett': 3802, 'beep': 2709, 'axle': 2105, 'creak': 6507, 'byles': 4287, 'portsmouth': 22210, 'pensioner': 21418, 'showww': 25701, 'printemps': 22522, 'holland': 13194, 'lifestyl': 16554, 'hypnosis': 13659, 'readyyy': 23321, 'northeast': 19945, 'huaweis': 13485, 'scotty': 24986, 'precinct': 22366, 'greenpoint': 11981, 'ananda': 1105, 'ladokiaawaz': 16032, 'np': 20027, 'bulgaria': 4089, 'cowell': 6420, 'forewarn': 10587, 'hehehehe': 12833, 'purate': 22858, 'trio': 29455, 'teamwork': 28230, 'brio': 3859, 'cosmos': 6316, 'ogunquit': 20305, 'swarm': 27820, 'roof': 24293, 'gable': 11069, 'bait': 2275, 'hive': 13117, 'walidaen': 31112, 'saya': 24843, 'par': 21097, 'hamesha': 12410, 'kaaem': 15285, 'daem': 6882, 'rakhay': 23163, 'ameen': 1025, 'thankfull': 28484, 'canyon': 4525, 'recording': 23446, 'lonnngg': 16893, 'safesex': 24571, 'thingie': 28626, 'brb': 3743, 'laterz': 16203, 'torus': 29187, 'remains': 23680, 'erniehalter': 9250, 'edvard': 8692, 'pmg': 22019, 'relasie': 23623, 'slumdog': 26190, 'freelesson': 10765, 'freistunde': 10780, 'envelope': 9151, 'corp': 6285, 'prospect': 22678, 'trafffffffic': 29286, 'wwork': 32184, 'miinnnesota': 18252, 'jlo': 15029, 'marc': 17549, 'delucca': 7358, 'target': 28123, 'alzheimer': 964, 'henpecking': 12914, 'seuss': 25309, 'dreadfully': 8286, 'bcoz': 2587, 'canad': 4467, 'equal': 9207, 'chalet': 4923, 'province': 22707, 'alicante': 791, 'jesusdaily': 14946, 'lamp': 16102, 'headway': 12725, 'begining': 2732, 'dial': 7622, 'atf': 1827, 'agent': 533, 'tivo': 28934, 'vod': 30923, 'miser': 18425, 'anthoni': 1277, 'respite': 23866, 'factor': 9763, 'otw': 20735, 'bffs': 2937, 'appartement': 1417, 'bender': 2806, 'seguisses': 25140, 'stormtroopers': 27231, 'jabba': 14700, 'hauries': 12628, 'enterat': 9120, 'abans': 81, 'barber': 2423, 'faz': 9954, 'sleeeep': 26096, 'thankyooooou': 28494, 'neural': 19564, 'sabotage': 24527, 'onl': 20473, 'nisheet': 19783, 'dogra': 8061, 'aaarrrgh': 42, 'booooooo': 3520, 'deadpool': 7119, 'reynolds': 23995, 'cultural': 6705, 'loiusa': 16830, 'kangaroo': 15353, 'cemetary': 4843, 'undies': 30147, 'unwilling': 30348, 'mic': 18171, 'clown': 5598, 'circus': 5412, 'everythings': 9458, 'goodniqht': 11708, 'reparat': 23749, 'ieiii': 13780, 'saturat': 24800, 'multe': 19030, 'dupa': 8469, 'float': 10386, 'apparent': 1414, 'shudnt': 25724, 'mowgli': 18905, 'guaita': 12132, 'hank': 12464, 'thompson': 28666, 'greenlake': 11978, 'chatroom': 5039, 'shoppin': 25641, 'jolene': 15083, 'poppin': 22174, 'sn': 26290, 'medisoft': 17938, 'bananabrain': 2350, 'oepn': 20250, 'grrrrrrr': 12092, 'glory': 11575, 'snag': 26293, 'brewer': 3808, 'bestie': 2879, 'pengov': 21404, 'bieber': 2987, 'belie': 2762, 'ber': 2840, 'hailey': 12346, 'bam': 2338, 'polyvore': 22118, 'telecom': 28295, 'uncomfortable': 30086, 'condre': 5997, 'scr': 24993, 'invitation': 14471, 'munich': 19072, 'alllll': 841, 'bbbbrrrrrrrrr': 2561, 'coca': 5650, 'cola': 5706, 'fructose': 10890, 'awesomely': 2055, 'hone': 13271, 'xenomorphkhan': 32216, 'fame': 9821, 'suddenly': 27479, 'flush': 10439, 'shaky': 25381, 'dosen': 8184, 'raspberry': 23226, 'rereads': 23814, 'grit': 12037, 'veerendra': 30627, 'softees': 26414, 'kaching': 15289, 'danstorce': 6973, 'instance': 14289, 'shi': 25523, 'caus': 4750, 'inappropriate': 14005, 'subhuman': 27411, 'dehumanize': 7300, 'dehumanization': 7299, 'livingstone': 16727, 'starmer': 27039, 'fyi': 11054, 'resolve': 23854, 'tubi': 29599, 'newly': 19600, 'mou': 18879, 'preschooler': 22424, 'roomy': 24299, 'whatev': 31528, 'closeup': 5585, 'vermont': 30689, 'stillll': 27169, 'civics': 5432, 'winona': 31813, 'ryder': 24499, 'mel': 17983, 'gibson': 11432, 'ckin': 5446, 'suprised': 27700, 'korn': 15873, 'deli': 7324, 'rowe': 24373, 'soulful': 26597, 'tejas': 28289, 'suresh': 27710, 'verse': 30702, 'cholesterol': 5271, 'tumor': 29627, 'isabel': 14566, 'payroll': 21283, 'phogs': 21637, 'corporate': 6289, 'flashcads': 10329, 'portal': 22198, 'realm': 23354, 'flame': 10321, 'asphodel': 1749, 'academia': 177, 'volum': 30952, 'midoriya': 18222, 'ador': 386, 'manga': 17483, 'fims': 10188, 'flop': 10396, 'lilly': 16596, 'foodsdishes': 10528, 'noel': 19841, 'reupload': 23946, 'advert': 422, 'twiits': 29759, 'fifty': 10146, 'wade': 31043, 'preordered': 22409, 'wil': 31732, 'miacherry': 18167, 'kik': 15649, 'lesbian': 16429, 'reluctant': 23675, 'traveller': 29368, 'jones': 15094, 'turnaround': 29650, 'espresso': 9312, 'splaining': 26805, 'annpyimg': 1242, 'ketogenic': 15562, 'thick': 28609, 'cuong': 6721, 'keycard': 15571, 'neatza': 19430, 'plantatie': 21886, 'connects': 6066, 'rogue': 24238, 'nomo': 19868, 'overheat': 20845, 'operating': 20565, 'systemic': 27966, 'koala': 15829, 'pubquizzing': 22782, 'sinon': 25926, 'mardi': 17556, 'dreadful': 8285, 'kelly': 15510, 'fucccccck': 10918, 'pointsto': 22064, 'thefuture': 28538, 'guapo': 12136, 'shai': 25371, 'sheep': 25471, 'dart': 7012, 'tweetz': 29739, 'reallyyyyy': 23353, 'engine': 9065, 'lsat': 17063, 'darkness': 6996, 'declar': 7194, 'interior': 14357, 'repurposed': 23800, 'shrewsbury': 25707, 'rural': 24457, 'mudweight': 19001, 'acquaint': 272, 'drew': 8308, 'krush': 15920, 'tram': 29308, 'medan': 17921, 'valenslimes': 30551, 'equip': 9213, 'achiev': 252, 'complet': 5915, 'arrrr': 1647, 'damper': 6936, 'babi': 2154, 'pangang': 21052, 'terp': 28398, 'ey': 9695, 'miracl': 18403, 'vybe': 31007, 'enhanc': 9075, 'torture': 29184, 'seriou': 25271, 'marri': 17632, 'brim': 3852, 'anticip': 1287, 'congoles': 6038, 'daisy': 6904, 'logins': 16825, 'depart': 7418, 'alic': 790, 'yoyo': 32575, 'prepared': 22415, 'amherst': 1038, 'everblue': 9423, 'usage': 30441, 'stumpy': 27374, 'wlda': 31884, 'dummyhead': 8444, 'jj': 15018, 'juvely': 15273, 'truesdale': 29526, 'surrealistic': 27737, 'portrait': 22208, 'kindly': 15692, 'bonnie': 3459, 'chefbabette': 5096, 'cuteness': 6783, 'fuccin': 10919, 'blocc': 3264, 'veer': 30626, 'dime': 7735, 'darrell': 7005, 'brianna': 3815, 'saelina': 24566, 'sober': 26372, 'probable': 22555, 'ol': 20379, 'csla': 6661, 'pacquiao': 20950, 'xoxox': 32244, 'seafood': 25058, 'durian': 8482, 'macarons': 17244, 'sweetiepie': 27861, 'mascot': 17679, 'emoji': 8970, 'txtin': 29870, 'sud': 27473, 'ooey': 20502, 'gooey': 11716, 'brow': 3938, 'squeeze': 26913, 'maricar': 17578, 'freed': 10755, 'lethargic': 16443, 'poetize': 22049, 'rupert': 24456, 'grint': 12033, 'scrape': 25001, 'blerg': 3233, 'nadia': 19235, 'leigh': 16385, 'flute': 10440, 'dumbest': 8436, 'kanye': 15361, 'alton': 939, 'shark': 25426, 'wilfried': 31746, 'evermore': 9429, 'physical': 21680, 'hitler': 13109, 'disconnect': 7834, 'christy': 5323, 'belting': 2796, 'brickman': 3821, 'joyou': 15157, 'equanim': 9209, 'tightly': 28824, 'aspirin': 1754, 'enables': 9010, 'incentivize': 14024, 'transact': 29319, 'fran': 10695, 'sfo': 25343, 'kraken': 15888, 'insect': 14243, 'silicon': 25849, 'napa': 19311, 'yeaah': 32367, 'pemberley': 21387, 'kunguma': 15952, 'poovum': 22167, 'konjuma': 15857, 'puravum': 22859, 'cinematography': 5396, 'skincolor': 26019, 'bodi': 3392, 'aquatic': 1490, 'creativity': 6523, 'cockatiel': 5654, 'dodge': 8048, 'bullet': 4096, 'uuu': 30492, 'nou': 19999, 'yeey': 32412, 'epenis': 9175, 'whoopi': 31655, 'woolery': 31983, 'willpower': 31767, 'exceeds': 9521, 'pennie': 21412, 'electric': 8823, 'osaka': 20683, 'decode': 7202, 'hfw': 12990, 'oranje': 20615, 'poly': 22115, 'tic': 28785, 'worm': 32062, 'birder': 3071, 'ito': 14637, 'quihote': 23028, 'marriott': 17637, 'tjsully': 28944, 'toon': 29124, 'moniiieeeess': 18690, 'beaut': 2636, 'razz': 23274, 'charli': 5017, 'ulysses': 30018, 'grant': 11905, 'coleman': 5725, 'pokemons': 22075, 'mow': 18903, 'haz': 12680, 'hotdog': 13391, 'glre': 11584, 'roi': 24242, 'molar': 18614, 'suppr': 27688, 'glue': 11585, 'academically': 179, 'thankies': 28488, 'foreverrr': 10585, 'sunnybank': 27610, 'cam': 4426, 'gitwar': 11508, 'adios': 349, 'alexander': 767, 'collar': 5740, 'tomato': 29057, 'paste': 21210, 'maltese': 17426, 'terracotta': 28401, 'thiry': 28643, 'pottery': 22267, 'relatively': 23631, 'troy': 29509, 'mcloven': 17866, 'choke': 5269, 'chew': 5145, 'takeout': 28033, 'rein': 23603, 'reina': 23604, 'clariti': 5474, 'lincoln': 16614, 'emilie': 8950, 'sarah': 24745, 'scruffy': 25035, 'dogsit': 8062, 'timetable': 28864, 'criado': 6553, 'fender': 10044, 'tele': 28293, 'deluxe': 7363, 'cdt': 4797, 'lexi': 16467, 'typically': 29892, 'tmnt': 28967, 'mmpr': 18543, 'suivez': 27524, 'immunisation': 13925, 'chrystina': 5331, 'sonic': 26509, 'attracts': 1890, 'allover': 853, 'earbuds': 8544, 'pallette': 21016, 'deductible': 7223, 'stigma': 27161, 'guarantee': 12138, 'differently': 7685, 'shelley': 25488, 'demonise': 7385, 'sooper': 26546, 'dooper': 8160, 'bharia': 2959, 'dhumchik': 7611, 'followfriday': 10499, 'tweeties': 29723, 'stomp': 27205, 'hokey': 13174, 'cokeu': 5702, 'throb': 28723, 'courseware': 6393, 'erd': 9227, 'bomark': 3434, 'howmany': 13447, 'gyalis': 12243, 'caah': 4301, 'ronaldo': 24284, 'derby': 7454, 'hellooooooo': 12878, 'bloudster': 3313, 'suh': 27513, 'chaper': 4977, 'beover': 2838, 'ach': 247, 'wookei': 31978, 'psn': 22729, 'och': 20215, 'fromm': 10875, 'yip': 32475, 'fuss': 11023, 'islay': 14593, 'jura': 15251, 'ous': 20750, 'adamsky': 310, 'mild': 18272, 'carelessness': 4581, 'timeee': 28853, 'ann': 1205, 'sta': 26959, 'imaginary': 13884, 'gooooood': 11741, 'dian': 7629, 'deng': 7393, 'pao': 21076, 'receiv': 23397, 'visio': 30865, 'continuously': 6156, 'grid': 12009, 'maiden': 17352, 'wakeup': 31093, 'donna': 8129, 'joyfull': 15151, 'siddy': 25784, 'beastie': 2620, 'pew': 21554, 'peww': 21555, 'phasers': 21586, 'fanny': 9860, 'isaac': 14565, 'nutty': 20112, 'butthole': 4237, 'tch': 28205, 'jeffree': 14883, 'rawks': 23262, 'noow': 19921, 'calmmm': 4416, 'polvoron': 22114, 'yuumm': 32629, 'frens': 10791, 'illuminate': 13843, 'primer': 22508, 'cosmetic': 6313, 'radiance': 23096, 'pore': 22186, 'minimizer': 18360, 'hoho': 13169, 'olde': 20383, 'html': 13475, 'waunakee': 31274, 'sarkar': 24758, 'enertea': 9052, 'nerte': 19527, 'errrr': 9266, 'luna': 17141, 'bsod': 3987, 'carrer': 4636, 'crazyb': 6501, 'rafi': 23116, 'shammi': 25397, 'kapoor': 15366, 'whin': 31589, 'lurgy': 17158, 'agreement': 564, 'washington': 31215, 'escort': 9287, 'youn': 32543, 'describe': 7470, 'theology': 28564, 'yaakov': 32288, 'decluttering': 7200, 'napppinggg': 19320, 'jbobsessed': 14856, 'bookface': 3491, 'sear': 25067, 'priscilla': 22530, 'ahn': 625, 'amazin': 994, 'mysweetebony': 19205, 'lmk': 16762, 'paysite': 21284, 'beatles': 2630, 'scouser': 24989, 'awwwwww': 2093, 'adroni': 402, 'ladder': 16025, 'artisan': 1671, 'conscious': 6078, 'songwriter': 26505, 'bampots': 2346, 'cieee': 5372, 'potong': 22264, 'rambuuuut': 23172, 'yeahhhhhhhhhhhhh': 32375, 'heating': 12779, 'collapse': 5739, 'smudger': 26280, 'dnr': 8024, 'youuuchuuub': 32566, 'salvatore': 24646, 'kendra': 15526, 'amigui': 1048, 'paperwork': 21091, 'megaman': 17969, 'capcom': 4532, 'enix': 9079, 'desist': 7491, 'roughen': 24350, 'overhere': 20846, 'tara': 28118, 'satdee': 24781, 'splitting': 26815, 'biggie': 2997, 'puked': 22805, 'strain': 27253, 'frost': 10881, 'grrrsville': 12097, 'nascar': 19341, 'crybaby': 6642, 'todo': 29014, 'truelove': 29523, 'payment': 21280, 'pllleeeaaasse': 21982, 'wai': 31070, 'guo': 12203, 'ren': 23716, 'yas': 32332, 'dum': 8433, 'duuuum': 8500, 'margrete': 17567, 'burping': 4175, 'sti': 27148, 'temp': 28323, 'suspect': 27762, 'antibiotic': 1284, 'uga': 29943, 'enhance': 9076, 'register': 23574, 'meditate': 17940, 'masaru': 17677, 'squobby': 26924, 'fascism': 9898, 'availa': 1983, 'favie': 9937, 'momz': 18655, 'rubz': 24413, 'musiq': 19120, 'soulchild': 26596, 'yogurt': 32502, 'cheerleader': 5083, 'ohrwurm': 20330, 'colorblind': 5773, 'addiction': 321, 'straightener': 27251, 'horrendous': 13355, 'fordays': 10565, 'greer': 11988, 'grubb': 12102, 'backpack': 2202, 'boulder': 3613, 'checkin': 5065, 'headahce': 12706, 'baffle': 2242, 'shack': 25361, 'combed': 5790, 'scattergood': 24892, 'religious': 23662, 'slip': 26150, 'wzzzzzzzzzup': 32197, 'derrek': 7464, 'jayk': 14842, 'skylar': 26051, 'nightt': 19725, 'tutu': 29668, 'changi': 4959, 'plead': 21933, 'insanity': 14242, 'metric': 18130, 'cycling': 6830, 'grasp': 11914, 'qui': 23015, 'fightstar': 10154, 'imogen': 13933, 'hiide': 13039, 'telstra': 28319, 'teleco': 28294, 'yaaaaaay': 32279, 'conor': 6073, 'amsterdam': 1079, 'adjust': 354, 'athen': 1831, 'dimitrislionti': 7738, 'ktel': 15931, 'restur': 23899, 'sinus': 25929, 'grub': 12101, 'carnisada': 4617, 'twibe': 29749, 'blache': 3143, 'doze': 8237, 'zzzzzzz': 32776, 'macro': 17276, 'feminology': 10038, 'hotdogging': 13392, 'bordatella': 3551, 'fabiusfox': 9724, 'viii': 30791, 'shag': 25369, 'monarch': 18662, 'nell': 19497, 'tica': 28786, 'acknowledge': 265, 'device': 7565, 'realx': 23358, 'esquire': 9314, 'fantasize': 9866, 'chewbacca': 5146, 'leung': 16455, 'abundance': 156, 'dz': 8528, 'acid': 260, 'appology': 1448, 'blvd': 3351, 'cuzin': 6804, 'hampton': 12424, 'jordie': 15112, 'cg': 4894, 'greenery': 11973, 'bakit': 2294, 'kse': 15928, 'nilagnat': 19754, 'aq': 1483, 'khpon': 15611, 'lmaaaooooo': 16749, 'bub': 4005, 'lingers': 16631, 'ickle': 13727, 'traveler': 29365, 'vacaville': 30519, 'othaa': 20712, 'gurrrrrl': 12211, 'kristi': 15905, 'tres': 29410, 'hermanas': 12939, 'nikki': 19743, 'bibisita': 2975, 'kina': 15679, 'bukas': 4086, 'sasama': 24767, 'rusher': 24461, 'eb': 8603, 'jumpstart': 15231, 'woken': 31914, 'myepisodes': 19172, 'wheat': 31549, 'bzzt': 4297, 'freeware': 10772, 'batch': 2512, 'resizer': 23851, 'fitting': 10291, 'practically': 22324, 'puncture': 22830, 'yayyyyyyy': 32349, 'flattie': 10340, 'lmbo': 16755, 'litterally': 16697, 'discharge': 7822, 'qik': 22941, 'chantellie': 4967, 'winwood': 31821, 'clapton': 5466, 'concur': 5984, 'tweetin': 29726, 'awkward': 2074, 'redneck': 23489, 'ferris': 10068, 'ditzy': 7962, 'akl': 706, 'tapeworm': 28111, 'booking': 3493, 'netsexor': 19558, 'workman': 32050, 'gma': 11592, 'yummmmmm': 32607, 'seizure': 25148, 'induce': 14104, 'soloist': 26451, 'wayne': 31289, 'reread': 23813, 'soil': 26429, 'breez': 3785, 'suni': 27595, 'interraci': 14376, 'transaction': 29320, 'monkey': 18695, 'deathcab': 7143, 'mba': 17808, 'modi': 18584, 'sista': 25948, 'everybodi': 9438, 'simplest': 25888, 'surprisingli': 27733, 'spittin': 26803, 'tonsil': 29113, 'golfballs': 11680, 'utopia': 30479, 'unhapp': 30193, 'cathylo': 4728, 'vent': 30655, 'chairperso': 4915, 'ilooked': 13857, 'efficient': 8744, 'playboy': 21908, 'yehh': 32416, 'suspends': 27766, 'extradition': 9682, 'treaty': 29387, 'pooch': 22136, 'acronym': 277, 'sufism': 27501, 'dep': 7416, 'bbcrew': 2564, 'whhaacck': 31577, 'radi': 23094, 'harrassment': 12564, 'chevy': 5144, 'chrysler': 5330, 'communist': 5872, 'plez': 21977, 'redirlanda': 23487, 'irlanda': 14535, 'prepped': 22416, 'arvo': 1690, 'birthdaaaay': 3081, 'mme': 18528, 'sext': 25331, 'ting': 28884, 'whatsapp': 31536, 'appoi': 1445, 'booster': 3534, 'woork': 32012, 'cloudybay': 5595, 'gws': 12236, 'gamubear': 11137, 'redfield': 23480, 'eon': 9169, 'kenn': 15529, 'ev': 9395, 'sail': 24590, 'determin': 7537, 'amish': 1053, 'weeked': 31377, 'hami': 12411, 'helpless': 12893, 'atlpics': 1850, 'finnished': 10237, 'hottt': 13405, 'mayn': 17796, 'styl': 27394, 'focaccia': 10470, 'caccia': 4318, 'betos': 2893, 'mahalanobis': 17341, 'critical': 6579, 'magners': 17327, 'nto': 20046, 'homepage': 13246, 'somtimes': 26494, 'dani': 6963, 'pleasuring': 21954, 'naval': 19391, 'maneuver': 17478, 'dehydration': 7302, 'diarrhea': 7635, 'ravage': 23244, 'dizon': 7993, 'lml': 16763, 'overstress': 20874, 'pickkshaa': 21700, 'milky': 18292, 'darfur': 6987, 'makebetter': 17385, 'aquarium': 1487, 'goddamn': 11638, 'haywire': 12679, 'jeweled': 14956, 'renaissance': 23719, 'deco': 7201, 'je': 14864, 'fffffff': 10100, 'assembly': 1769, 'thristy': 28715, 'kindra': 15694, 'andhearts': 1131, 'bucket': 4024, 'piranha': 21806, 'platinum': 21897, 'bretty': 3804, 'phils': 21621, 'machineeeee': 17262, 'nerdprom': 19522, 'euch': 9375, 'allen': 828, 'cuckoo': 6679, 'parenthood': 21133, 'tengo': 28356, 'dinero': 7747, 'terminator': 28394, 'arnie': 1605, 'sunthings': 27626, 'ubertwitter': 29912, 'grandparent': 11896, 'thea': 28522, 'decemberists': 7178, 'gahhh': 11089, 'dunnooooooo': 8464, 'confuzzzledd': 6034, 'baaaaaaaaaah': 2136, 'melancholy': 17987, 'emblem': 8930, 'odour': 20244, 'beyonc': 2927, 'coinci': 5696, 'keysum': 15583, 'medicin': 17934, 'lifetim': 16556, 'lyin': 17198, 'arbie': 1509, 'houstonia': 13429, 'ummmmm': 30031, 'mcalisters': 17815, 'fucker': 10925, 'watt': 31267, 'jeeves': 14877, 'noose': 19920, 'relise': 23663, 'noooooo': 19903, 'mashups': 17688, 'avh': 2003, 'aspect': 1747, 'iim': 13813, 'huhuhu': 13522, 'secre': 25092, 'biker': 3018, 'crow': 6603, 'maccies': 17252, 'printemp': 22521, 'sever': 25314, 'entrance': 9142, 'zipcode': 32716, 'puggy': 22798, 'dampen': 6935, 'geronimo': 11368, 'traumatize': 29361, 'squirells': 26916, 'sidewalk': 25790, 'planjust': 21878, 'titch': 28926, 'sangyeon': 24709, 'redd': 23472, 'anyhoo': 1329, 'rendez': 23725, 'vous': 30978, 'polarash': 22083, 'nickname': 19679, 'aaaaand': 15, 'guaranteed': 12139, 'fishfingers': 10278, 'nowadays': 20020, 'borrow': 3580, 'applause': 1430, 'ughhhh': 29960, 'nome': 19863, 'poe': 22044, 'bla': 3139, 'spira': 26788, 'radar': 23088, 'disturb': 7952, 'superglue': 27643, 'colossus': 5776, 'randoms': 23191, 'grange': 11900, 'screening': 25019, 'dallas': 6914, 'shield': 25528, 'safer': 24570, 'param': 21112, 'fracked': 10680, 'disk': 7879, 'pervert': 21531, 'rmbr': 24164, 'sentosa': 25230, 'spit': 26799, 'kiddin': 15634, 'gaskarth': 11191, 'gentleman': 11323, 'aldinord': 749, 'minion': 18362, 'exsausted': 9658, 'chalky': 4925, 'lennon': 16410, 'greets': 11991, 'install': 14283, 'claratyne': 5468, 'lotta': 16973, 'smal': 26208, 'pleess': 21970, 'fann': 9857, 'clarkson': 5479, 'bogus': 3411, 'lapit': 16154, 'magout': 17336, 'extraterrestrial': 9686, 'morale': 18772, 'hairloss': 12360, 'triangle': 29419, 'rda': 23289, 'catalogue': 4704, 'nottingham': 19997, 'icof': 13729, 'umtil': 30037, 'tweetbeaks': 29705, 'sph': 26763, 'frenz': 10792, 'nvr': 20120, 'dissappoint': 7921, 'haiz': 12370, 'seventeen': 25312, 'legent': 16369, 'beam': 2607, 'jap': 14801, 'fai': 9777, 'promising': 22638, 'homodeus': 13264, 'decemb': 7175, 'sexism': 25330, 'multivariate': 19047, 'analysis': 1099, 'showroom': 25695, 'chk': 5242, 'flesh': 10358, 'huddy': 13499, 'yiiiit': 32471, 'reopens': 23743, 'whenev': 31560, 'hq': 13457, 'nagpur': 19251, 'cancellation': 4479, 'sympathize': 27937, 'cringe': 6567, 'misplace': 18447, 'migrains': 18242, 'tpe': 29255, 'summit': 27559, 'leejay': 16349, 'woth': 32086, 'fairly': 9793, 'quasi': 22986, 'eeeeeeek': 8705, 'hostil': 13386, 'earli': 8549, 'blowsy': 3322, 'dakota': 6907, 'declassify': 7197, 'diaspora': 7637, 'essense': 9320, 'pricy': 22493, 'aaaawwww': 32, 'nri': 20030, 'karan': 15375, 'semester': 25182, 'woopity': 32010, 'slurpeeee': 26192, 'alkaline': 816, 'sensat': 25209, 'hhd': 12998, 'britney': 3870, 'smeer': 26235, 'paradise': 21106, 'margeritas': 17563, 'marshmellows': 17646, 'unbelievable': 30065, 'oer': 20251, 'wrestle': 32123, 'intervention': 14395, 'susc': 27755, 'availabl': 1985, 'whoshere': 31664, 'heelllll': 12817, 'oems': 20249, 'secondary': 25089, 'parson': 21161, 'intimate': 14411, 'duality': 8382, 'advent': 417, 'lend': 16406, 'margo': 17566, 'lucy': 17102, 'armitage': 1596, 'wc': 31302, 'jeje': 14887, 'jaja': 14752, 'dimitrisliontis': 7739, 'managingonlineforums': 17454, 'amzn': 1092, 'jackes': 14707, 'movieing': 18899, 'anew': 1155, 'cryin': 6646, 'laughin': 16221, 'gabbie': 11066, 'hunnie': 13579, 'unfortunatley': 30182, 'deliberate': 7325, 'sloppy': 26170, 'gathering': 11203, 'tasked': 28140, 'montsion': 18730, 'abd': 90, 'rahman': 23129, 'coppinger': 6237, 'cmf': 5619, 'stafford': 26979, 'brazilian': 3741, 'nurburgring': 20087, 'fragile': 10685, 'layenn': 16267, 'uughh': 30490, 'dunt': 8466, 'burgundy': 4154, 'og': 20299, 'vynl': 31008, 'callaway': 4398, 'wih': 31723, 'bump': 4116, 'peat': 21335, 'gem': 11283, 'tulip': 29617, 'leav': 16324, 'heffas': 12822, 'impromptu': 13981, 'eeet': 8718, 'milkkk': 18289, 'specialist': 26716, 'arckit': 1531, 'arc': 1514, 'blase': 3196, 'bridget': 3829, 'xavier': 32202, 'xxxrebelrebelxxx': 32263, 'chronic': 5327, 'alwas': 949, 'mcenany': 17842, 'textmate': 28450, 'dumpster': 8448, 'celeb': 4810, 'delicately': 7329, 'smovie': 26275, 'whn': 31625, 'gooooooooood': 11750, 'bere': 2842, 'canvass': 4524, 'dinnerr': 7754, 'chowder': 5301, 'acad': 175, 'aswel': 1816, 'aztex': 2130, 'aquila': 1495, 'helper': 12889, 'wassup': 31222, 'deb': 7149, 'lasi': 16183, 'worthless': 32078, 'insolvency': 14262, 'nepotism': 19517, 'unhear': 30198, 'tubey': 29598, 'thugh': 28747, 'abby': 88, 'bejewled': 2749, 'higherscore': 13026, 'mri': 18937, 'opeth': 20569, 'antonio': 1312, 'iater': 13683, 'pudding': 22785, 'ladakh': 16024, 'confirmation': 6021, 'atheist': 1830, 'bigot': 3003, 'whitsun': 31621, 'deeeesearted': 7226, 'sleeeping': 26101, 'momdukes': 18635, 'stormy': 27232, 'teignmouth': 28288, 'dawlish': 7055, 'lold': 16836, 'newport': 19604, 'assign': 1776, 'exhibition': 9577, 'statu': 27070, 'enj': 9080, 'geordanos': 11342, 'crust': 6636, 'peperoni': 21431, 'mushroom': 19106, 'bubba': 4008, 'twilightguy': 29764, 'unhook': 30202, 'crony': 6591, 'okc': 20365, 'navy': 19395, 'nailpolish': 19262, 'highness': 13032, 'crystalmariedontluvspiteanymore': 6651, 'panvel': 21074, 'maaaannnnnnnnn': 17222, 'mook': 18740, 'convict': 6182, 'aggravate': 539, 'squamish': 26899, 'needa': 19448, 'everyoneeeeeeeeee': 9450, 'marlosmarvelousfinds': 17620, 'inav': 14006, 'iblue': 13690, 'chrissy': 5309, 'swirly': 27892, 'che': 5052, 'guevara': 12159, 'elegent': 8835, 'huly': 13530, 'ravi': 23253, 'adod': 380, 'igal': 13789, 'clickz': 5539, 'rperss': 24386, 'splotch': 26818, 'tank': 28091, 'chlamydia': 5244, 'pox': 22302, 'syphilis': 27956, 'kenney': 15534, 'speechwriter': 26735, 'indigenous': 14088, 'lgbtqs': 16484, 'skwl': 26045, 'twitterific': 29819, 'demolish': 7381, 'awesomeness': 2056, 'gasp': 11193, 'morniiing': 18796, 'cereales': 4866, 'blg': 3240, 'vector': 30623, 'bouvier': 3634, 'basement': 2478, 'siguen': 25828, 'baja': 2280, 'guadalupe': 12130, 'scurling': 25044, 'ocomercio': 20220, 'rupe': 24455, 'scientific': 24951, 'depp': 7439, 'wok': 31912, 'savvy': 24835, 'tessa': 28423, 'mccravy': 17833, 'diggnation': 7704, 'intrigue': 14424, 'expand': 9600, 'stefan': 27102, 'molyneux': 18631, 'raffle': 23115, 'drinksshop': 8320, 'raffe': 23112, 'earbud': 8543, 'function': 10963, 'shure': 25734, 'mosh': 18832, 'aref': 1537, 'anothe': 1254, 'chickie': 5171, 'roadtrips': 24173, 'visor': 30874, 'samuel': 24678, 'bew': 2921, 'mami': 17437, 'bringin': 3855, 'input': 14233, 'sob': 26369, 'rooommate': 24302, 'sardine': 24753, 'tati': 28161, 'emal': 8909, 'dependent': 7427, 'remi': 23695, 'unproductive': 30286, 'optismitic': 20607, 'weakling': 31311, 'anotha': 1253, 'closin': 5586, 'elation': 8809, 'excitability': 9541, 'expecto': 9608, 'patronum': 21250, 'colen': 5726, 'untitled': 30332, 'monda': 18667, 'saddest': 24550, 'coco': 5661, 'apologize': 1401, 'trollcat': 29486, 'wardrobe': 31178, 'reznor': 23998, 'mariqueen': 17592, 'gilbert': 11454, 'sullivan': 27534, 'disabled': 7797, 'imaginari': 13883, 'freaki': 10735, 'indy': 14113, 'julyish': 15222, 'coastal': 5640, 'yfrog': 32462, 'peepin': 21358, 'giftcert': 11440, 'hipfabric': 13083, 'unread': 30291, 'jbnoy': 14855, 'jewellery': 14960, 'undervalue': 30137, 'lul': 17121, 'pin': 21760, 'daa': 6855, 'crewww': 6551, 'muahhhhhhhhhhhhhhhhhhhhhhhhhhhhhhhh': 18982, 'qualiti': 22973, 'questionnair': 23011, 'underneath': 30118, 'fuckkk': 10930, 'hayling': 12676, 'curtesy': 6761, 'oregon': 20638, 'sandiego': 24694, 'retweeted': 23940, 'surgical': 27719, 'environment': 9156, 'tattooist': 28172, 'sole': 26437, 'tasmanian': 28143, 'songd': 26500, 'relient': 23656, 'aesthetic': 450, 'looooooooooooool': 16929, 'mortify': 18828, 'ull': 30007, 'teadrop': 28224, 'blueberri': 3329, 'citru': 5426, 'sql': 26895, 'allstars': 863, 'luddite': 17103, 'damm': 6926, 'koxpers': 15880, 'shoplift': 25636, 'butterfli': 4230, 'hairband': 12352, 'disguise': 7870, 'kansai': 15360, 'ronnie': 24290, 'troubled': 29503, 'laff': 16041, 'mozzer': 18922, 'ava': 1980, 'salivary': 24626, 'gland': 11536, 'alison': 805, 'ade': 332, 'visible': 30864, 'decouple': 7211, 'peakview': 21323, 'amazones': 1002, 'suite': 27523, 'crete': 6549, 'itty': 14650, 'bitty': 3121, 'awk': 2072, 'kacie': 15290, 'validity': 30565, 'discerns': 7821, 'aut': 1953, 'castle': 4694, 'dynamicproxy': 8520, 'dynproxy': 8524, 'rarely': 23221, 'heehee': 12815, 'blokey': 3289, 'persona': 21512, 'fanatical': 9839, 'ham': 12404, 'numb': 20072, 'atlantis': 1846, 'coldness': 5717, 'length': 16408, 'awh': 2067, 'camel': 4438, 'plankton': 21880, 'conaway': 5957, 'kenickie': 15528, 'lifelike': 16547, 'kristine': 15911, 'kettle': 15564, 'equation': 9211, 'audiomicro': 1919, 'chantal': 4966, 'kreviazuk': 15897, 'eighth': 8775, 'zu': 32752, 'ahora': 629, 'asset': 1772, 'survivor': 27750, 'mor': 18769, 'togetha': 29026, 'pipe': 21802, 'blur': 3342, 'typo': 29894, 'blehhh': 3229, 'sucha': 27461, 'reckon': 23418, 'debit': 7154, 'calibre': 4388, 'woow': 32017, 'awg': 2066, 'fe': 9970, 'showcase': 25687, 'marine': 17589, 'leche': 16336, 'cinnamon': 5400, 'ogberry': 20300, 'chels': 5105, 'dreamt': 8295, 'kenp': 15536, 'goode': 11697, 'troubleshoot': 29504, 'cluster': 5611, 'availability': 1984, 'axkit': 2103, 'ubuntu': 29914, 'rollingstone': 24260, 'arrow': 1643, 'handz': 12454, 'inlove': 14208, 'marky': 17609, 'shrug': 25716, 'maple': 17540, 'hurrah': 13593, 'snugglin': 26360, 'fallin': 9813, 'layne': 16270, 'cheerlead': 5082, 'beckons': 2674, 'insecur': 14245, 'penney': 21411, 'burnouts': 4169, 'unladylike': 30247, 'wallow': 31131, 'janet': 14789, 'orbicule': 20617, 'norwegian': 19955, 'cauz': 4757, 'oxoxoteambreezy': 20916, 'scoreboard': 24971, 'bombing': 3441, 'civilian': 5434, 'hoax': 13148, 'incite': 14030, 'athlete': 1833, 'stagi': 26982, 'yesdy': 32434, 'nomatter': 19862, 'eventful': 9416, 'resemble': 23827, 'enjoys': 9086, 'amritsar': 1078, 'wholesale': 31640, 'teeshirt': 28271, 'faaar': 9717, 'yuppp': 32621, 'photowalkingutah': 21668, 'photowalks': 21669, 'chik': 5180, 'ydos': 32357, 'intention': 14336, 'legally': 16366, 'hahahha': 12329, 'isolated': 14602, 'frito': 10857, 'saddle': 24553, 'churchill': 5350, 'sae': 24565, 'folow': 10507, 'motion': 18858, 'cob': 5644, 'alexi': 771, 'mh': 18157, 'shopworker': 25644, 'brooch': 3918, 'elmwood': 8886, 'giver': 11515, 'voyed': 30982, 'sings': 25914, 'purdy': 22862, 'cockatoo': 5655, 'myy': 19211, 'ulise': 30006, 'gemstone': 11287, 'maternal': 17728, 'luvin': 17178, 'byyy': 4294, 'kostet': 15877, 'fisch': 10273, 'mathsteacher': 17734, 'grammar': 11870, 'tweetiful': 29724, 'violet': 30832, 'tou': 29212, 'iloveyoutoo': 13866, 'chung': 5343, 'connie': 6067, 'juhs': 15203, 'dobro': 8034, 'preorder': 22408, 'charcuterie': 4998, 'tosh': 29191, 'asada': 1695, 'kiran': 15719, 'malu': 17428, 'reallover': 23348, 'antm': 1306, 'accompany': 218, 'glis': 11556, 'brandi': 3714, 'carlile': 4599, 'gigwise': 11448, 'spig': 26775, 'ola': 20380, 'revel': 23957, 'sploding': 26817, 'loony': 16915, 'lefty': 16360, 'feliz': 10019, 'aniversario': 1196, 'pooh': 22141, 'yoouu': 32527, 'lunchbreak': 17144, 'torch': 29160, 'suspension': 27769, 'donnell': 8130, 'reef': 23515, 'angelina': 1163, 'outsider': 20790, 'smelly': 26237, 'fubumvc': 10916, 'ard': 1533, 'dissapear': 7916, 'mya': 19166, 'laser': 16180, 'wwe': 32180, 'ballet': 2323, 'ony': 20497, 'hl': 13125, 'shifter': 25530, 'aaaaall': 14, 'everrything': 9435, 'breadtalk': 3747, 'bedalii': 2687, 'personality': 21514, 'ware': 31179, 'mhz': 18164, 'iop': 14492, 'hpt': 13456, 'adaptec': 313, 'ghz': 11423, 'doomsday': 8150, 'shaken': 25376, 'shortie': 25662, 'airplane': 670, 'boogah': 3477, 'lebron': 16334, 'forester': 10580, 'prohibition': 22623, 'proif': 22625, 'hoorayyy': 13318, 'phootbooth': 21645, 'bamboo': 2340, 'serial': 25266, 'navajo': 19390, 'coletti': 5728, 'galactic': 11100, 'fugitive': 10941, 'drone': 8334, 'megaphone': 17971, 'ddh': 7103, 'pale': 21010, 'amplification': 1073, 'summervac': 27557, 'wuz': 32174, 'tsk': 29569, 'baddie': 2230, 'imissmonkeh': 13902, 'russel': 24464, 'ponderland': 22127, 'tps': 29257, 'burlesque': 4160, 'booey': 3474, 'happej': 12486, 'wtffffffff': 32161, 'whathefuckkkkkkkkkkkkk': 31533, 'mucb': 18987, 'babsi': 2156, 'pffff': 21561, 'msft': 18947, 'bihday': 3010, 'sambo': 24656, 'newsreader': 19614, 'absoulutley': 147, 'whatchu': 31527, 'sucka': 27464, 'lamee': 16089, 'brighter': 3841, 'tostitos': 29199, 'piknik': 21746, 'spinach': 26781, 'frisbee': 10853, 'peak': 21322, 'subside': 27431, 'comfortable': 5812, 'niggle': 19708, 'chanelle': 4955, 'baldwin': 2308, 'sexuality': 25333, 'tribal': 29423, 'jtv': 15172, 'kiris': 15722, 'shitload': 25575, 'omina': 20436, 'inlaws': 14207, 'mabrook': 17236, 'inta': 14314, 'wain': 31075, 'indi': 14078, 'funoon': 10994, 'curio': 6742, 'spontan': 26836, 'heya': 12971, 'marche': 17551, 'rosti': 24332, 'crepe': 6545, 'inheritance': 14183, 'grandchild': 11884, 'bitter': 3116, 'vegetarian': 30634, 'vegan': 30629, 'merci': 18067, 'martinez': 17655, 'mev': 18140, 'whaatttaatttt': 31507, 'glenna': 11551, 'macy': 17279, 'flix': 10381, 'jackman': 14710, 'helloooo': 12877, 'dreeaamy': 8299, 'actinggg': 284, 'maccabees': 17249, 'blahhh': 3174, 'otherway': 20718, 'nagaland': 19246, 'festivity': 10076, 'hornbill': 13352, 'kobold': 15834, 'quarterly': 22982, 'choreograph': 5290, 'therefore': 28581, 'darlin': 6999, 'cameron': 4444, 'diaz': 7638, 'yeeeee': 32400, 'gfs': 11395, 'murked': 19088, 'haavent': 12269, 'wavves': 31281, 'meltdown': 18010, 'barcelona': 2429, 'covblaze': 6404, 'mazhar': 17804, 'cali': 4386, 'wrangler': 32111, 'myseld': 19188, 'lrc': 17062, 'bastos': 2506, 'talaga': 28041, 'chux': 5357, 'cardboard': 4568, 'sigggh': 25801, 'collegue': 5756, 'inclusive': 14037, 'tolerant': 29051, 'disagrees': 7802, 'fibe': 10117, 'lizzie': 16733, 'cristo': 6577, 'pinot': 21795, 'anniv': 1222, 'rv': 24483, 'bseresults': 3984, 'dil': 7719, 'chara': 4990, 'uae': 29908, 'motherfuck': 18849, 'qw': 23054, 'hairdresser': 12356, 'luncheon': 17145, 'tiwari': 28935, 'dubai': 8385, 'smarmy': 26213, 'ast': 1799, 'tomm': 29064, 'yao': 32324, 'denver': 7411, 'shakedown': 25375, 'taynew': 28193, 'tawan': 28183, 'newwiee': 19619, 'tay': 28188, 'awan': 2028, 'wie': 31707, 'rdj': 23291, 'twitterfox': 29813, 'judgement': 15191, 'vouches': 30977, 'combination': 5792, 'eldons': 8815, 'thestrat': 28595, 'schweigi': 24944, 'mlbn': 18518, 'televise': 28310, 'det': 7525, 'bal': 2297, 'sue': 27484, 'chestnut': 5140, 'affiliate': 467, 'poojah': 22142, 'eg': 8753, 'overdraft': 20836, 'samtaylorblues': 24676, 'brake': 3709, 'wrrkk': 32154, 'downgrade': 8217, 'capitol': 4537, 'granddad': 11885, 'prayin': 22352, 'wellington': 31434, 'welly': 31443, 'havealovelytime': 12635, 'stairway': 26989, 'nawwwww': 19398, 'robluketic': 24199, 'thumbnail': 28752, 'evn': 9469, 'shoulda': 25674, 'cassandra': 4678, 'wilcox': 31734, 'bloss': 3311, 'recap': 23394, 'aiyaiyah': 682, 'obedience': 20163, 'abroad': 135, 'unto': 30333, 'behalf': 2736, 'funnest': 10983, 'moab': 18551, 'questionning': 23013, 'agile': 547, 'wx': 32187, 'yellowish': 32422, 'orangeish': 20614, 'brownish': 3943, 'stressfree': 27300, 'cheesy': 5092, 'homelessness': 13239, 'inequality': 14117, 'gogowww': 11663, 'kelslaws': 15515, 'illinoi': 13837, 'ayah': 2107, 'gabriel': 11071, 'carnt': 4621, 'alter': 926, 'scorcher': 24969, 'itll': 14634, 'mediterenean': 17944, 'lag': 16045, 'downer': 8214, 'phelps': 21595, 'contentment': 6141, 'bent': 2831, 'backwards': 2213, 'haku': 12374, 'reemer': 23522, 'welt': 31447, 'redwine': 23500, 'jimmie': 14995, 'facebo': 9741, 'bbqs': 2575, 'gweg': 12233, 'notthebest': 19995, 'chicest': 5162, 'obey': 20167, 'katharine': 15419, 'hepburn': 12919, 'pst': 22736, 'aobut': 1358, 'han': 12426, 'scion': 24957, 'hilco': 13055, 'jaimez': 14748, 'buries': 4157, 'embarassing': 8917, 'clot': 5589, 'craigie': 6460, 'doig': 8069, 'dragonforce': 8251, 'revlon': 23979, 'hyd': 13630, 'theka': 28543, 'helmet': 12885, 'gordon': 11763, 'geography': 11338, 'jilqad': 14987, 'shareef': 25423, 'jab': 14699, 'internat': 14365, 'hijab': 13043, 'motivationquotes': 18864, 'nu': 20050, 'regrettin': 23582, 'snappy': 26303, 'kwod': 15977, 'violate': 30826, 'weeee': 31367, 'underwater': 30139, 'bluewater': 3337, 'kerala': 15543, 'loveyoufletch': 17036, 'huaaahhhhh': 13483, 'jupaa': 15249, 'resaaaa': 23818, 'awas': 2034, 'kaliaaannn': 15323, 'motar': 18844, 'ree': 23503, 'heally': 12731, 'courthouse': 6397, 'vehicle': 30638, 'explain': 9630, 'mong': 18682, 'angie': 1169, 'anana': 1103, 'dirt': 7788, 'shiver': 25590, 'dire': 7776, 'nightlife': 19720, 'avenue': 1996, 'profoundly': 22612, 'hatin': 12617, 'hinge': 13077, 'hence': 12906, 'shoutbox': 25680, 'bouta': 3632, 'ahhhhh': 609, 'excedrin': 9518, 'seria': 25265, 'theft': 28537, 'mischief': 18421, 'mybrute': 19169, 'paedophilia': 20968, 'disfigurement': 7865, 'cruelty': 6618, 'trini': 29453, 'esata': 9277, 'bien': 2988, 'bendito': 2808, 'sugaaar': 27504, 'skrg': 26041, 'sempit': 25186, 'sih': 25832, 'waktunya': 31098, 'aj': 685, 'flo': 10385, 'rida': 24059, 'biden': 2985, 'bolt': 3431, 'bushing': 4192, 'jensara': 14908, 'swann': 27814, 'malce': 17404, 'preve': 22472, 'ivela': 14664, 'eraj': 9219, 'nji': 19800, 'koncert': 15855, 'ob': 20157, 'takem': 28032, 'lineupu': 16626, 'whit': 31607, 'wayyyy': 31293, 'beverly': 2919, 'branch': 3712, 'dilate': 7721, 'pupil': 22851, 'chiangmai': 5156, 'loy': 17053, 'krathong': 15889, 'lvl': 17190, 'armour': 1598, 'mushygushy': 19108, 'gushy': 12214, 'ida': 13737, 'fait': 9801, 'draft': 8247, 'muggy': 19013, 'widespread': 31701, 'corse': 6307, 'theator': 28527, 'collab': 5731, 'alynn': 957, 'gils': 11463, 'agnez': 553, 'vho': 30727, 'mohabbat': 18592, 'kya': 15980, 'takleef': 28037, 'kane': 15350, 'boul': 3612, 'yayz': 32351, 'horribly': 13358, 'drain': 8252, 'clarity': 5476, 'pov': 22280, 'torment': 29168, 'gcse': 11241, 'appartment': 1418, 'amason': 982, 'hamburger': 12407, 'adi': 343, 'tib': 28780, 'bitterness': 3118, 'spongebobs': 26833, 'distraught': 7944, 'jasmin': 14820, 'gwenda': 12234, 'compar': 5889, 'philosoph': 21616, 'armi': 1594, 'sucker': 27467, 'unattractive': 30059, 'ogn': 20302, 'pumped': 22823, 'sothebys': 26590, 'dispute': 7911, 'hare': 12539, 'mister': 18474, 'mol': 18612, 'minority': 18382, 'thaw': 28518, 'jada': 14720, 'newsire': 19610, 'twitterfeed': 29811, 'easili': 8578, 'disdain': 7858, 'snare': 26305, 'variou': 30607, 'degre': 7295, 'miseri': 18428, 'redpill': 23492, 'twitterring': 29834, 'myspac': 19191, 'bullshitting': 4102, 'alochol': 885, 'mute': 19138, 'satanist': 24780, 'sinc': 25900, 'barbaric': 2420, 'bandi': 2358, 'por': 22184, 'condemnable': 5988, 'hurtful': 13600, 'fome': 10508, 'consistently': 6097, 'quenda': 23001, 'bandicoot': 2359, 'lance': 16108, 'wats': 31264, 'diver': 7966, 'jayden': 14838, 'vaca': 30514, 'cayman': 4770, 'iloveyou': 13864, 'atul': 1894, 'brahma': 3695, 'realty': 23357, 'chor': 5285, 'toolkit': 29123, 'kashmir': 15403, 'nekkid': 19495, 'cactus': 4323, 'cenario': 4846, 'offf': 20268, 'kittykat': 15751, 'similar': 25871, 'soichi': 26428, 'negishi': 19471, 'amai': 971, 'koibito': 15844, 'financially': 10205, 'rave': 23245, 'beautifulness': 2645, 'midday': 18206, 'miniseri': 18363, 'shane': 25400, 'niley': 19756, 'jemi': 14895, 'romania': 24268, 'sympahty': 27934, 'campy': 4465, 'troma': 29488, 'mattew': 17747, 'mcconaughey': 17831, 'smexy': 26239, 'storyline': 27234, 'dynamic': 8519, 'huff': 13503, 'roger': 24236, 'toro': 29172, 'loco': 16803, 'tinto': 28896, 'caaaaan': 4300, 'wahhhh': 31061, 'plaent': 21862, 'hyo': 13646, 'jin': 14999, 'onf': 20464, 'banking': 2389, 'fakery': 9807, 'minimize': 18359, 'ecofriendly': 8632, 'collaboration': 5734, 'futureplanet': 11031, 'canary': 4473, 'rio': 24107, 'gri': 12007, 'intel': 14323, 'dual': 8380, 'virtualization': 30853, 'gtfo': 12124, 'plunge': 22002, 'railsbridge': 23135, 'pleaseeeeeeeeeeeeee': 21946, 'extacy': 9662, 'wal': 31099, 'mart': 17647, 'masseusse': 17703, 'buttock': 4239, 'possessiveness': 22233, 'paramore': 21113, 'masterpiece': 17714, 'heyyyyyyyy': 12984, 'gorilla': 11770, 'lego': 16379, 'cken': 5445, 'ashnikko': 1725, 'unfazed': 30164, 'arthur': 1664, 'sch': 24900, 'becausei': 2668, 'itd': 14624, 'iowe': 14496, 'scratchy': 25006, 'grime': 12025, 'likey': 16587, 'musashi': 19094, 'kitaro': 15740, 'boooooooored': 3525, 'trickery': 29433, 'exasperation': 9514, 'hijack': 13044, 'uglier': 29966, 'colourlovers': 5779, 'ef': 8735, 'dislocate': 7883, 'aaarrrgggghhh': 40, 'decribe': 7214, 'plagiarism': 21865, 'apology': 1403, 'shampoo': 25398, 'tempo': 28331, 'interestingly': 14350, 'flavour': 10346, 'advisory': 432, 'seaside': 25072, 'eddie': 8655, 'izzard': 14691, 'pinay': 21765, 'anastasia': 1109, 'ghostly': 11419, 'boss': 3587, 'skipton': 26025, 'pony': 22131, 'homeostatic': 13245, 'imbalance': 13891, 'medica': 17929, 'txting': 29871, 'juli': 15211, 'confer': 6007, 'synopsis': 27953, 'skyway': 26061, 'innerchild': 14213, 'ryanseacrest': 24498, 'indeedy': 14067, 'baaaaaaaad': 2137, 'lavender': 16244, 'easties': 8589, 'ftr': 10909, 'kinde': 15683, 'unusuals': 30341, 'looong': 16918, 'snowbear': 26343, 'harper': 12561, 'anticipation': 1289, 'sonicalchemist': 26510, 'hz': 13670, 'patriot': 21244, 'closely': 5580, 'mistcoin': 18473, 'mineable': 18341, 'slp': 26183, 'implementation': 13957, 'keynes': 15579, 'toolbar': 29122, 'cl': 5449, 'anthropomorphic': 1281, 'planter': 21888, 'refer': 23528, 'ugliness': 29968, 'hypervenilating': 13657, 'galbladia': 11105, 'percentage': 21442, 'woohoooo': 31975, 'passing': 21198, 'liu': 16705, 'yaer': 32297, 'huldra': 13525, 'rafael': 23111, 'shannen': 25405, 'pumpin': 22824, 'byzantine': 4295, 'ojeda': 20352, 'metallica': 18113, 'fdp': 9968, 'azza': 2133, 'onondaga': 20482, 'niko': 19747, 'farmer': 9884, 'tenderness': 28347, 'attachment': 1863, 'vuelven': 30996, 'bugging': 4063, 'bearer': 2615, 'concede': 5959, 'trixter': 29479, 'kix': 15755, 'hung': 13570, 'backstage': 2208, 'affluent': 473, 'potus': 22270, 'cade': 4328, 'barbie': 2424, 'georgi': 11346, 'trackball': 29268, 'rsi': 24395, 'hairstylist': 12364, 'invisible': 14467, 'lowkey': 17052, 'energetic': 9048, 'comm': 5822, 'unity': 30234, 'writ': 32133, 'wanders': 31151, 'jager': 14731, 'sweeny': 27847, 'joelted': 15054, 'viki': 30792, 'dumee': 8441, 'byeee': 4281, 'tafe': 28004, 'babb': 2146, 'freud': 10812, 'conjunct': 6054, 'exsplain': 9660, 'limitless': 16609, 'goa': 11616, 'oa': 20149, 'frenchies': 10788, 'precedent': 22364, 'inventor': 14449, 'emc': 8941, 'lotr': 16970, 'glau': 11543, 'tscc': 29560, 'nim': 19757, 'annie': 1218, 'downnnn': 8224, 'nikko': 19745, 'blahh': 3173, 'unfinished': 30165, 'cropped': 6595, 'dorky': 8173, 'netbook': 19549, 'becam': 2662, 'destroyed': 7519, 'wowwww': 32102, 'possess': 22231, 'valaine': 30547, 'abrams': 134, 'quirk': 23039, 'summarize': 27547, 'namerebecca': 19291, 'technical': 28244, 'skillz': 26013, 'rah': 23126, 'pan': 21032, 'penile': 21406, 'bia': 2966, 'bandung': 2364, 'dunker': 8459, 'lotsa': 16971, 'awkard': 2073, 'uncomfortably': 30087, 'econ': 8636, 'trojan': 29484, 'pigment': 21739, 'notify': 19984, 'budweiser': 4044, 'chweet': 5358, 'muaxxx': 18984, 'sorors': 26568, 'yeahhh': 32372, 'despair': 7494, 'ecstasy': 8644, 'daryl': 7017, 'ore': 20636, 'heisenberg': 12848, 'frankz': 10714, 'soundcloud': 26608, 'edm': 8679, 'raver': 23251, 'cripple': 6568, 'twizzler': 29852, 'rolynn': 24263, 'canc': 4477, 'percy': 21446, 'thrower': 28735, 'gardner': 11170, 'residence': 23838, 'relaxful': 23637, 'transgress': 29334, 'mirage': 18407, 'wockeez': 31904, 'supercrw': 27638, 'homeopathy': 13244, 'destruction': 7523, 'vandalism': 30587, 'loot': 16945, 'arson': 1654, 'bleaching': 3212, 'sunnny': 27608, 'shameful': 25393, 'democracy': 7377, 'apparentlly': 1415, 'tarte': 28135, 'metalhead': 18110, 'journy': 15143, 'charleys': 5016, 'peoplebrowsr': 21428, 'technique': 28249, 'wilber': 31733, 'integral': 14319, 'repops': 23774, 'extremly': 9692, 'haahaha': 12264, 'choked': 5270, 'kinder': 15684, 'yeeee': 32398, 'upstate': 30394, 'panhandle': 21055, 'handful': 12436, 'lore': 16953, 'firework': 10263, 'litterature': 16698, 'gf': 11394, 'soooooooooooooooooooooooooooooooooooo': 26544, 'gha': 11402, 'tuck': 29600, 'mogwai': 18591, 'seeps': 25130, 'prodigal': 22586, 'seldom': 25153, 'hopin': 13332, 'teal': 28226, 'ybwm': 32353, 'resta': 23879, 'vhits': 30726, 'figurine': 10158, 'meanwhile': 17906, 'cityfurnish': 5429, 'swap': 27818, 'shul': 25730, 'treasur': 29380, 'diplomat': 7771, 'alhamdulilah': 784, 'nafa': 19243, 'goodmornin': 11703, 'embarresing': 8925, 'hibiscus': 13009, 'multidimensional': 19036, 'induced': 14105, 'roseburg': 24323, 'behave': 2737, 'caliente': 4392, 'fuzzy': 11044, 'abominable': 121, 'snowman': 26349, 'xxl': 32258, 'bebop': 2660, 'bushidokan': 4191, 'karate': 15377, 'hale': 12381, 'grieco': 12011, 'outro': 20785, 'bathe': 2516, 'sunkist': 27600, 'gaba': 11063, 'lj': 16734, 'mlotshwa': 18524, 'bebeisis': 2657, 'chanve': 4968, 'xbiz': 32204, 'constraint': 6115, 'meadow': 17888, 'angelo': 1164, 'porsche': 22194, 'nighttime': 19726, 'disastrously': 7815, 'bhb': 2960, 'grove': 12071, 'overboard': 20826, 'ucky': 29920, 'jumin': 15225, 'ritz': 24142, 'arctic': 1532, 'harbison': 12520, 'revolution': 23981, 'myrtle': 19185, 'niiiighht': 19737, 'amazzzing': 1004, 'wordddss': 32025, 'chng': 5248, 'aaahhhh': 37, 'hypertrophy': 13656, 'decde': 7171, 'daarling': 6863, 'tiki': 28835, 'howdyyy': 13441, 'smore': 26272, 'bedsmore': 2696, 'wacom': 31042, 'rosales': 24315, 'qp': 22954, 'forblack': 10560, 'biking': 3022, 'sooooooooooo': 26540, 'shw': 25745, 'paddy': 20957, 'wav': 31276, 'ableton': 117, 'mtfbwy': 18966, 'uuuuugh': 30500, 'embrac': 8937, 'increasingly': 14057, 'wahlbrewski': 31063, 'complement': 5913, 'meantime': 17903, 'edc': 8654, 'reservation': 23832, 'bistro': 3099, 'adriatic': 399, 'didntb': 7668, 'luxurious': 17186, 'wmc': 31889, 'chinatown': 5210, 'tos': 29189, 'loic': 16829, 'cadet': 4329, 'martina': 17654, 'mcbride': 17820, 'gladiator': 11526, 'ovber': 20818, 'delectable': 7317, 'waaah': 31025, 'wider': 31699, 'branding': 3715, 'drea': 8282, 'boubous': 3608, 'cowgirl': 6422, 'crunk': 6631, 'cher': 5121, 'tempe': 28325, 'marketplace': 17605, 'junction': 15234, 'ollies': 20395, 'simonetta': 25881, 'americanism': 1035, 'bha': 2947, 'droid': 8331, 'mose': 18830, 'pirl': 21809, 'kp': 15881, 'sean': 25065, 'illustr': 13847, 'greenville': 11985, 'whuahahhaha': 31671, 'bram': 3710, 'ladages': 16023, 'applejack': 1435, 'diagnosis': 7620, 'somewhat': 26488, 'irritated': 14558, 'todayyyyyyyyy': 29011, 'unloved': 30259, 'arkham': 1583, 'asylum': 1819, 'minto': 18387, 'atbfm': 1823, 'solidsyn': 26442, 'glenn': 11550, 'epps': 9198, 'rapeville': 23209, 'artillero': 1670, 'mintyfresh': 18390, 'muahh': 18981, 'laina': 16058, 'recital': 23413, 'kag': 15298, 'mercure': 18069, 'underappreciated': 30110, 'lazily': 16274, 'foolishly': 10539, 'toil': 29036, 'carillo': 4589, 'rogers': 24237, 'keychain': 15572, 'blurgh': 3344, 'rummage': 24438, 'bloggerific': 3277, 'mushy': 19107, 'tg': 28459, 'adaptation': 312, 'nickleback': 19678, 'cont': 6128, 'bastardize': 2503, 'drawn': 8277, 'cougar': 6342, 'lollipop': 16842, 'fij': 10161, 'locker': 16800, 'optimum': 20603, 'maxim': 17772, 'zum': 32763, 'spooohort': 26844, 'candamir': 4488, 'woodcarving': 31955, 'easter': 8586, 'bexi': 2923, 'beastypops': 2622, 'mumbai': 19049, 'boyds': 3656, 'citipointe': 5421, 'argghhh': 1550, 'xiaobo': 32223, 'zhang': 32702, 'exposur': 9651, 'pollut': 22109, 'wellb': 31430, 'trudge': 29518, 'anathem': 1112, 'wayyyyyy': 31295, 'und': 30102, 'dunn': 8461, 'exeter': 9568, 'booskie': 3532, 'reassurance': 23374, 'aston': 1804, 'genetics': 11305, 'hyderabad': 13632, 'diary': 7636, 'iong': 14489, 'lagos': 16051, 'jub': 15177, 'ollld': 20396, 'newsz': 19616, 'editeditedittt': 8671, 'ovation': 20817, 'wieters': 31711, 'jagger': 14734, 'hindu': 13074, 'ragas': 23120, 'sfs': 25346, 'spate': 26689, 'tat': 28155, 'dana': 6939, 'yolonda': 32511, 'annemarie': 1215, 'dapp': 6982, 'autumn': 1977, 'bangalore': 2370, 'creeped': 6538, 'dodgy': 8050, 'neighbourhood': 19484, 'emilyy': 8952, 'trave': 29362, 'glen': 11547, 'featherstone': 9978, 'tarragona': 28130, 'rearry': 23367, 'youd': 32537, 'elj': 8869, 'fcs': 9964, 'alllllll': 842, 'potluck': 22263, 'randhawa': 23188, 'nanak': 19296, 'ooohhh': 20515, 'gillian': 11460, 'pregnancy': 22393, 'hmmmmmm': 13133, 'verry': 30699, 'mmmmm': 18535, 'quota': 23047, 'starbuck': 27025, 'chargerrr': 5005, 'elderly': 8812, 'fortuna': 10638, 'gorgoroth': 11768, 'carve': 4655, 'tong': 29095, 'melatonin': 17990, 'luuuuuvvvv': 17174, 'juneteenth': 15238, 'blimey': 3243, 'jenni': 14903, 'nmu': 19815, 'somatic': 26462, 'lanham': 16135, 'rowan': 24371, 'plum': 21999, 'garland': 11175, 'tinsel': 28894, 'decoration': 7208, 'altona': 940, 'wog': 31908, 'publicly': 22778, 'hesitate': 12962, 'unlock': 30257, 'fosdick': 10646, 'spf': 26761, 'trinity': 29454, 'yayyy': 32348, 'scientif': 24950, 'pollack': 22103, 'dinosaur': 7759, 'isley': 14595, 'impersonal': 13953, 'swamp': 27810, 'salvador': 24643, 'snuggle': 26359, 'overspend': 20873, 'shortsthese': 25665, 'audaciously': 1909, 'fllwng': 10384, 'thm': 28650, 'eyefi': 9702, 'collectio': 5748, 'heeey': 12813, 'clasp': 5481, 'sentimental': 25229, 'ental': 9115, 'fren': 10783, 'marple': 17627, 'phaket': 21577, 'anneliese': 1214, 'marugo': 17661, 'zebrayellow': 32679, 'sibling': 25763, 'facetime': 9754, 'typed': 29888, 'dail': 6896, 'tracy': 29273, 'douchie': 8205, 'fanciful': 9845, 'arsenal': 1652, 'hypocrisy': 13664, 'poisonous': 22069, 'ideology': 13755, 'dent': 7406, 'pedal': 21340, 'meeslovesyou': 17959, 'dora': 8167, 'explorer': 9642, 'thankfulness': 28486, 'eirtaku': 8786, 'gameplay': 11126, 'hellloooo': 12872, 'nl': 19810, 'honeypot': 13279, 'sgb': 25349, 'intruder': 14434, 'solomon': 26452, 'ofcoooursee': 20257, 'jst': 15169, 'incentive': 14023, 'homo': 13262, 'seersucker': 25132, 'leavn': 16333, 'buggin': 4062, 'cimmarongirl': 5383, 'whyyyyyy': 31684, 'getcho': 11378, 'ass': 1757, 'temptation': 28336, 'weary': 31325, 'timeline': 28857, 'empow': 8996, 'workforc': 32039, 'manag': 17446, 'helllllpppp': 12871, 'agrees': 566, 'wolverhampton': 31924, 'honeymoon': 13278, 'suuuks': 27783, 'cult': 6699, 'anyth': 1341, 'whatsoev': 31538, 'villar': 30801, 'painfully': 20986, 'lusciously': 17162, 'vividly': 30897, 'georgian': 11348, 'retrorewind': 23932, 'anyhow': 1331, 'spite': 26800, 'brittany': 3876, 'wokking': 31916, 'menace': 18027, 'pressie': 22448, 'gard': 11165, 'sudoku': 27482, 'newark': 19589, 'liljess': 16593, 'daaaay': 6860, 'stressin': 27303, 'tweepsland': 29702, 'norway': 19954, 'mtb': 18964, 'loong': 16912, 'papabear': 21081, 'ceviche': 4887, 'bellini': 2778, 'amigo': 1047, 'lana': 16106, 'faeriequeen': 9773, 'hamlet': 12415, 'harlem': 12544, 'peckish': 21339, 'tottaly': 29210, 'littttttle': 16703, 'munt': 19076, 'arthritis': 1661, 'squat': 26903, 'mani': 17493, 'emily': 8951, 'twitz': 29851, 'hiiii': 13041, 'lender': 16407, 'distraction': 7943, 'perants': 21439, 'steppin': 27129, 'lapity': 16155, 'topity': 29151, 'owwie': 20902, 'awayz': 2038, 'hothar': 13395, 'folly': 10505, 'fierce': 10137, 'morcom': 18775, 'beneficial': 2813, 'electrical': 8824, 'ahmedabad': 624, 'bobo': 3384, 'probobly': 22566, 'bobobyebye': 3385, 'laxative': 16259, 'goonsquad': 11727, 'dey': 7586, 'notin': 19985, 'guessin': 12155, 'ethiopia': 9362, 'southwestern': 26630, 'awoooogahhhhhh': 2081, 'heheee': 12829, 'decently': 7180, 'currency': 6753, 'insanely': 14241, 'daaaang': 6859, 'tweeeet': 29691, 'weheyyyy': 31403, 'midi': 18217, 'byeeee': 4282, 'pxy': 22914, 'topman': 29153, 'mitch': 18485, 'indonesia': 14100, 'concise': 5973, 'hemp': 12904, 'cloth': 5590, 'intersting': 14387, 'widewale': 31702, 'courduroy': 6386, 'salm': 24629, 'beth': 2888, 'robber': 24185, 'amateur': 983, 'debby': 7152, 'fps': 10674, 'postal': 22242, 'splay': 26808, 'aaaaaoouoouoouu': 16, 'samson': 24672, 'delilah': 7340, 'awarn': 2033, 'darl': 6998, 'alternate': 928, 'castiel': 4691, 'economics': 8638, 'offically': 20271, 'fenc': 10041, 'nurtur': 20092, 'durango': 8477, 'chico': 5174, 'ling': 16627, 'cuties': 6791, 'lamping': 16103, 'dependence': 7425, 'participate': 21172, 'crossfit': 6599, 'volcano': 30940, 'germ': 11361, 'macys': 17280, 'broker': 3906, 'tossa': 29195, 'twi': 29747, 'curv': 6763, 'motorcycl': 18871, 'harley': 12547, 'davidson': 7046, 'ology': 20399, 'joyner': 15155, 'gunner': 12200, 'har': 12512, 'varit': 30609, 'anton': 1310, 'chekov': 5099, 'xi': 32222, 'criticism': 6580, 'excess': 9535, 'noida': 19849, 'experiances': 9616, 'clwn': 5614, 'sunkiss': 27598, 'summertim': 27555, 'gummy': 12191, 'posterrr': 22245, 'moped': 18767, 'pup': 22850, 'kudos': 15941, 'broadway': 3889, 'millennium': 18297, 'defender': 7248, 'playact': 21905, 'teets': 28276, 'bloodbow': 3298, 'onlyfans': 20478, 'bellamy': 2774, 'dewinter': 7583, 'beli': 2761, 'virginie': 30844, 'despentes': 7495, 'sennheiser': 25204, 'cx': 6816, 'handcraft': 12434, 'fro': 10868, 'frosti': 10882, 'pfff': 21560, 'woeiwoeiwoei': 31907, 'kiera': 15645, 'proc': 22568, 'slur': 26191, 'furkids': 11007, 'literacy': 16681, 'wellness': 31441, 'finance': 10202, 'lakshman': 16072, 'explosion': 9645, 'dodger': 8049, 'noooooooo': 19905, 'gaah': 11059, 'telly': 28317, 'endometriosis': 9037, 'fibro': 10119, 'myalgia': 19167, 'compoundin': 5941, 'manang': 17457, 'busog': 4200, 'hom': 13219, 'tda': 28211, 'alienware': 799, 'spa': 26651, 'airpods': 671, 'forgottenmost': 10603, 'getonu': 11383, 'amusingly': 1086, 'ironic': 14542, 'tamil': 28069, 'nadu': 19239, 'plain': 21868, 'investig': 14456, 'shortfilm': 25661, 'shutdown': 25737, 'chiptune': 5228, 'neco': 19442, 'octupi': 20228, 'tanner': 28094, 'glassers': 11540, 'loudquietloud': 16985, 'pixy': 21844, 'joey': 15059, 'santiago': 24727, 'lovering': 17030, 'baaaby': 2139, 'waaaah': 31021, 'stylie': 27398, 'footer': 10548, 'isonyc': 14604, 'reasonable': 23370, 'loch': 16794, 'lomond': 16859, 'voc': 30915, 'sumiu': 27542, 'layin': 16269, 'pleasantly': 21936, 'overli': 20851, 'sapling': 24737, 'gardening': 11169, 'lament': 16091, 'nosebleed': 19959, 'paddle': 20956, 'godd': 11634, 'eweryone': 9488, 'orthodontisssttt': 20678, 'dorian': 8169, 'wilde': 31736, 'marcus': 17555, 'sortie': 26583, 'jello': 14890, 'biafra': 2967, 'wesley': 31473, 'hotter': 13402, 'rach': 23070, 'luka': 17115, 'moomie': 18742, 'theem': 28535, 'thelma': 28544, 'rebeca': 23378, 'fernanda': 10058, 'symonds': 27933, 'cordova': 6257, 'khichadi': 15607, 'territory': 28413, 'daves': 7042, 'shatner': 25439, 'proppa': 22671, 'knackered': 15786, 'hamil': 12412, 'aspire': 1753, 'flockton': 10389, 'baaad': 2140, 'writhe': 32139, 'elaine': 8806, 'magix': 17325, 'rhythm': 24023, 'nemo': 19506, 'wimpers': 31777, 'dilmah': 7732, 'sri': 26929, 'lanka': 16138, 'ayurveda': 2122, 'renae': 23718, 'abduct': 93, 'antithesis': 1304, 'keshia': 15553, 'beshia': 2864, 'pik': 21742, 'relaxxxx': 23639, 'andre': 1138, 'boucourechliev': 3609, 'moussorgsky': 18887, 'gimme': 11467, 'dios': 7766, 'registration': 23577, 'warwounds': 31207, 'bhanupriya': 2956, 'tinder': 28882, 'significant': 25818, 'retail': 23907, 'activ': 286, 'laydown': 16264, 'ooo': 20513, 'carrier': 4639, 'dc': 7097, 'gmu': 11602, 'sys': 27961, 'witht': 31861, 'mayfield': 17789, 'corazonsito': 6249, 'tiene': 28806, 'frio': 10851, 'laast': 15999, 'favour': 9942, 'deg': 7289, 'ae': 438, 'beb': 2654, 'innn': 14217, 'tavern': 28181, 'muy': 19150, 'caro': 4622, 'ilife': 13830, 'weakness': 31312, 'monica': 18686, 'josa': 15116, 'dirteeh': 7789, 'astroturf': 1812, 'roux': 24366, 'electropop': 8831, 'synth': 27954, 'hyperactive': 13651, 'millionair': 18302, 'allahpundit': 821, 'yorkshire': 32535, 'hahs': 12337, 'aby': 165, 'considerably': 6089, 'jennie': 14904, 'cannt': 4505, 'anyonmre': 1340, 'brief': 3831, 'alexis': 773, 'dreary': 8298, 'yvw': 32637, 'vengeance': 30650, 'sellin': 25176, 'ekkk': 8803, 'ruff': 24420, 'skof': 26035, 'dissemble': 7925, 'sleaze': 26085, 'lath': 16205, 'yourquote': 32552, 'datalounge': 7026, 'herew': 12933, 'thu': 28744, 'thks': 28649, 'xb': 32203, 'minivan': 18370, 'shawdows': 25447, 'ritu': 24139, 'integr': 14318, 'bakery': 2290, 'glammyyy': 11532, 'crocker': 6586, 'tourrr': 29231, 'thh': 28606, 'junee': 15237, 'rowww': 24375, 'sampsonn': 24670, 'shelf': 25485, 'naive': 19270, 'senegal': 25199, 'rel': 23621, 'ooze': 20547, 'majorly': 17380, 'whatsoever': 31539, 'downward': 8233, 'viny': 30822, 'beery': 2712, 'leap': 16309, 'chasm': 5036, 'consumer': 6125, 'imnot': 13931, 'awesomeily': 2054, 'vir': 30838, 'kamra': 15340, 'arnab': 1602, 'goswami': 11783, 'republic': 23797, 'backache': 2184, 'unfixable': 30167, 'mio': 18400, 'guild': 12167, 'sjeez': 25988, 'slecht': 26086, 'gregor': 11995, 'contributor': 6164, 'distinctive': 7938, 'trigge': 29438, 'complementary': 5914, 'antiwhite': 1305, 'bestttt': 2884, 'sty': 27393, 'behold': 2741, 'gammon': 11136, 'intimi': 14413, 'carera': 4584, 'keanu': 15474, 'kkk': 15760, 'illegal': 13833, 'zechar': 32680, 'insufficient': 14305, 'fundage': 10966, 'watchman': 31239, 'flap': 10325, 'pleb': 21957, 'impale': 13941, 'ewan': 9487, 'mcgregor': 17853, 'waaaahhh': 31022, 'metallia': 18111, 'kaput': 15371, 'perfectionism': 21455, 'morganite': 18784, 'jewel': 14955, 'kobe': 15831, 'mamba': 17436, 'sleeeeep': 26093, 'intuitivelifecoachingsc': 14438, 'yeaaa': 32361, 'geebus': 11257, 'dist': 7930, 'sess': 25292, 'buzzer': 4258, 'vcr': 30622, 'bayliss': 2552, 'scotter': 24982, 'untile': 30330, 'pjs': 21852, 'osun': 20698, 'queer': 22997, 'jaycee': 14836, 'jog': 15060, 'yeaa': 32360, 'alred': 911, 'mbe': 17810, 'snw': 26361, 'barg': 2438, 'gmod': 11598, 'vma': 30910, 'zucker': 32756, 'berg': 2844, 'czi': 6853, 'laundering': 16230, 'soooooooooo': 26539, 'huuuge': 13617, 'goony': 11728, 'befriending': 2724, 'weee': 31366, 'idle': 13769, 'raiser': 23153, 'westin': 31483, 'nearby': 19427, 'standby': 27011, 'popularity': 22180, 'suffering': 27491, 'arises': 1572, 'nash': 19342, 'seltzer': 25179, 'booby': 3473, 'reimer': 23602, 'inshaa': 14251, 'tilaaa': 28841, 'daaaaang': 6858, 'waili': 31073, 'alaiiik': 719, 'tenenen': 28352, 'tenen': 28351, 'horsesst': 13371, 'bestest': 2876, 'werd': 31460, 'bwaha': 4263, 'jared': 14809, 'shinnny': 25553, 'kellogg': 15509, 'flake': 10319, 'seeley': 25123, 'maders': 17295, 'incorporate': 14053, 'inclusion': 14036, 'meu': 18138, 'favorito': 9941, 'assistiu': 1785, 'hil': 13047, 'hangz': 12463, 'sososo': 26587, 'directv': 7784, 'ondemand': 20451, 'intensity': 14332, 'imiss': 13901, 'poetic': 22047, 'casagrande': 4662, 'ringtone': 24102, 'poke': 22071, 'urquidez': 30431, 'titi': 28927, 'gulley': 12188, 'yd': 32354, 'cit': 5416, 'wasssup': 31220, 'cocoliciousness': 5664, 'tutle': 29664, 'bribed': 3818, 'delude': 7359, 'agony': 555, 'tansy': 28095, 'goooooooo': 11746, 'puhleeezeee': 22801, 'blogher': 3280, 'kev': 15565, 'worthwhile': 32080, 'stephanie': 27122, 'pointe': 22061, 'appropriate': 1459, 'blastbeat': 3198, 'milopkl': 18310, 'ovehrone': 20821, 'ouuut': 20809, 'mantanence': 17524, 'elmo': 8885, 'omds': 20409, 'fcp': 9962, 'lifelock': 16550, 'experian': 9615, 'processing': 22574, 'ribbon': 24029, 'ajourneyhappi': 691, 'constance': 6106, 'logically': 16820, 'notlooking': 19989, 'aug': 1930, 'sept': 25243, 'snob': 26330, 'hanger': 12456, 'mwah': 19157, 'moo': 18733, 'pasture': 21218, 'lutheran': 17171, 'clarify': 5473, 'mclean': 17864, 'stratum': 27267, 'legal': 16363, 'ticketttttss': 28795, 'tdukes': 28216, 'flwd': 10441, 'immediately': 13913, 'dhmptn': 7608, 'affecte': 462, 'doona': 8152, 'beverage': 2917, 'widescreen': 31700, 'rotation': 24337, 'lint': 16638, 'pebble': 21336, 'fishyyy': 10284, 'entertainer': 9124, 'alternatively': 930, 'electro': 8828, 'homemade': 13242, 'catchfire': 4711, 'fiddler': 10130, 'ichn': 13723, 'thanh': 28481, 'buddhism': 4037, 'februari': 9982, 'willyum': 31769, 'hyped': 13649, 'caitie': 4354, 'lemsip': 16401, 'borrowing': 3581, 'yew': 32454, 'freo': 10795, 'sensitive': 25219, 'hsp': 13470, 'sensitivity': 25220, 'mngr': 18548, 'inlawing': 14206, 'flores': 10403, 'blackberrymessenger': 3148, 'threee': 28704, 'dartford': 7013, 'dikshitak': 7718, 'textin': 28448, 'credibility': 6530, 'greentea': 11984, 'hbu': 12692, 'killumbus': 15664, 'muhahahaaaa': 19018, 'tempermental': 28328, 'acsvxdcbgfn': 281, 'copty': 6238, 'eilleen': 8779, 'suntan': 27625, 'playerstation': 21913, 'whoasjsjjajsj': 31630, 'justwatched': 15271, 'chester': 5138, 'danwtmoon': 6978, 'creeper': 6539, 'korea': 15870, 'pusrse': 22890, 'holmes': 13212, 'peacin': 21320, 'phd': 21590, 'taunt': 28177, 'apetite': 1383, 'caled': 4376, 'preseason': 22427, 'drawl': 8276, 'bleaker': 3214, 'defies': 7262, 'agartha': 523, 'sedona': 25105, 'bak': 2285, 'katana': 15412, 'wwdc': 32179, 'ery': 9274, 'hba': 12690, 'frequency': 10797, 'vibrate': 30737, 'lation': 16209, 'hearsay': 12750, 'hooked': 13300, 'gab': 11062, 'misery': 18429, 'commie': 5840, 'mrr': 18941, 'suckiest': 27468, 'quiero': 23025, 'tiasha': 28779, 'refugee': 23553, 'linux': 16639, 'keyword': 15585, 'duc': 8397, 'deface': 7238, 'inanimate': 14003, 'rebound': 23389, 'romina': 24278, 'culver': 6707, 'sssnoring': 26953, 'mower': 18904, 'caww': 4769, 'ignorent': 13800, 'aholes': 628, 'overturn': 20882, 'aerobics': 445, 'sabrina': 24528, 'cary': 4658, 'shabby': 25358, 'sumthing': 27568, 'bossman': 3588, 'flett': 10361, 'parrot': 21157, 'reptile': 23796, 'oth': 20710, 'louse': 16996, 'outbreak': 20757, 'tanyya': 28103, 'plm': 21984, 'wooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo': 31998, 'profy': 22613, 'ayt': 2121, 'tripoly': 29463, 'nough': 20000, 'liep': 16533, 'zojuist': 32731, 'rirakkuma': 24125, 'nth': 20044, 'hilda': 13056, 'gallares': 11108, 'kindred': 15695, 'rugged': 24423, 'vishal': 30860, 'regression': 23580, 'hahahhah': 12330, 'alaska': 725, 'arrivel': 1638, 'privately': 22539, 'stroll': 27323, 'embarassed': 8916, 'heahhh': 12727, 'whhhyyy': 31578, 'supercharge': 27636, 'niceee': 19662, 'limbo': 16602, 'aeroplane': 447, 'plato': 21899, 'wkp': 31876, 'hakuna': 12375, 'matana': 17718, 'harrump': 12569, 'gag': 11080, 'noone': 19896, 'wavy': 31282, 'hairstyle': 12363, 'punking': 22844, 'effnng': 8747, 'drool': 8335, 'bg': 2940, 'crumble': 6624, 'kearley': 15475, 'wank': 31155, 'religi': 23660, 'maxi': 17771, 'oldie': 20384, 'wikid': 31728, 'myne': 19182, 'sooon': 26529, 'ned': 19444, 'dudde': 8410, 'airdrie': 665, 'aicn': 642, 'famz': 9835, 'oficially': 20291, 'rince': 24098, 'mogul': 18590, 'mughal': 19014, 'enamel': 9012, 'jasper': 14823, 'bangle': 2380, 'dairi': 6901, 'modem': 18576, 'warning': 31193, 'pubg': 22769, 'eyedea': 9701, 'mcc': 17821, 'partaaaaaaay': 21163, 'ikr': 13826, 'influx': 14157, 'manic': 17496, 'historian': 13100, 'geeta': 11267, 'aswered': 1818, 'eliza': 8867, 'trilogy': 29446, 'imeem': 13893, 'starfire': 27033, 'lease': 16318, 'withdrew': 31853, 'meijer': 17977, 'walmarts': 31135, 'tory': 29188, 'aur': 1941, 'thik': 28619, 'badiya': 2234, 'ibs': 13696, 'eternally': 9352, 'intrusion': 14435, 'gangsterrrr': 11148, 'naivety': 19271, 'sunshin': 27619, 'bonnaroo': 3457, 'bhabhi': 2949, 'eastcoast': 8584, 'nitey': 19793, 'aphrodisiac': 1386, 'gtgs': 12126, 'fist': 10288, 'gendron': 11290, 'merwe': 18090, 'mer': 18059, 'projection': 22627, 'complaint': 5912, 'replyed': 23771, 'yaaw': 32291, 'bapang': 2403, 'dito': 7959, 'bti': 3993, 'surrrrrously': 27742, 'getter': 11386, 'tu': 29591, 'wbu': 31300, 'irritate': 14557, 'kaki': 15315, 'nicholas': 19669, 'snapshot': 26304, 'befoooore': 2722, 'seesmic': 25133, 'oand': 20152, 'eldorado': 8816, 'aliante': 788, 'waah': 31030, 'afterward': 508, 'crazyyy': 6502, 'setup': 25307, 'cohen': 5692, 'typography': 29895, 'sunehre': 27590, 'gand': 11138, 'brecon': 3780, 'botanical': 3593, 'phill': 21607, 'conn': 6059, 'schaumburg': 24903, 'michells': 18181, 'wtaching': 32159, 'recruit': 23458, 'nx': 20124, 'resonates': 23856, 'amazecore': 988, 'rox': 24376, 'morrrning': 18822, 'neuro': 19565, 'hinder': 13072, 'krn': 15914, 'mitzy': 18491, 'baru': 2473, 'jg': 14969, 'nit': 19785, 'catherine': 4725, 'suika': 27518, 'compassionate': 5894, 'thc': 28521, 'journal': 15135, 'incarnation': 14020, 'divinity': 7976, 'ak': 693, 'bria': 3813, 'woodchipper': 31956, 'fen': 10040, 'ix': 14678, 'categorize': 4716, 'claude': 5492, 'hemeret': 12900, 'greenhouse': 11976, 'heme': 12899, 'ret': 23906, 'newtown': 19618, 'widget': 31703, 'jeremiah': 14915, 'bundy': 4126, 'shuffle': 25726, 'rani': 23198, 'khu': 15613, 'arian': 1562, 'haaah': 12258, 'musicc': 19116, 'yself': 32583, 'slightest': 26141, 'hamilton': 12413, 'ooops': 20535, 'abang': 80, 'gaza': 11225, 'israel': 14607, 'iraq': 14522, 'gou': 11802, 'bat': 2508, 'viggo': 30786, 'saaaaafe': 24512, 'rae': 23107, 'sike': 25837, 'truce': 29513, 'floofer': 10393, 'pinball': 21766, 'isabelle': 14569, 'pedra': 21348, 'tonica': 29101, 'visa': 30858, 'whoot': 31658, 'dysfunctional': 8525, 'understatement': 30133, 'ilu': 13870, 'joshy': 15125, 'lockeroom': 16801, 'lightly': 16568, 'mist': 18468, 'togs': 29034, 'looney': 16911, 'daffy': 6883, 'elmer': 8884, 'fud': 10937, 'contradiction': 6159, 'yeahs': 32378, 'softshock': 26419, 'improvement': 13985, 'dezign': 7590, 'playn': 21921, 'madden': 17289, 'gino': 11481, 'placebo': 21860, 'amos': 1067, 'springleaf': 26875, 'mmmichelle': 18532, 'periscop': 21473, 'deficit': 7261, 'hoommee': 13305, 'davenport': 7041, 'alehouse': 757, 'pennsyltucky': 21413, 'slus': 26194, 'barbacoa': 2416, 'hofstadter': 13163, 'fandango': 9849, 'xbla': 32206, 'plana': 21872, 'thatss': 28512, 'smokey': 26257, 'whyyyyy': 31683, 'merm': 18080, 'catharina': 4722, 'abv': 164, 'ibu': 13697, 'cervejariadadiva': 4880, 'imperial': 13948, 'fafsa': 9774, 'arbor': 1513, 'reid': 23598, 'beez': 2717, 'hetero': 12965, 'challenged': 4932, 'spongebob': 26832, 'slammer': 26069, 'moldovan': 18616, 'joininghe': 15074, 'bandwagon': 2365, 'wheeeeeeeeeeee': 31554, 'jinnie': 15002, 'nott': 19994, 'oompa': 20512, 'lumpa': 17135, 'omgzzz': 20434, 'simspon': 25895, 'campus': 4464, 'laine': 16059, 'naida': 19260, 'emm': 8960, 'sapphire': 24739, 'radeon': 23093, 'rx': 24490, 'xt': 32251, 'compact': 5882, 'chairpe': 4913, 'bonding': 3446, 'wheew': 31558, 'biological': 3060, 'adoptive': 385, 'sampowersillusionist': 24669, 'daveyhughesss': 7044, 'humous': 13559, 'dorito': 8171, 'solapur': 26432, 'rapidly': 23212, 'blossom': 3312, 'litre': 16692, 'kmrn': 15781, 'bawa': 2539, 'kosong': 15876, 'mandm': 17470, 'helaas': 12852, 'squad': 26897, 'fraktastic': 10690, 'zoidberg': 32728, 'medi': 17926, 'trooper': 29493, 'innocently': 14222, 'procedure': 22570, 'rawalpindi': 23257, 'traffice': 29288, 'headquarter': 12719, 'okayyy': 20364, 'preach': 22357, 'bleedin': 3221, 'solstice': 26454, 'aho': 626, 'seeker': 25122, 'toniiiite': 29107, 'arggh': 1549, 'raimi': 23137, 'obscenity': 20178, 'sickness': 25779, 'nef': 19463, 'tli': 28956, 'christianity': 5316, 'venky': 30653, 'pachad': 20938, 'dermals': 7461, 'unisex': 30223, 'tooooooo': 29131, 'dranks': 8265, 'toooooo': 29129, 'hailee': 12345, 'lafayette': 16040, 'shoooot': 25623, 'lonesome': 16871, 'bootleg': 3540, 'pharos': 21584, 'depot': 7438, 'expec': 9605, 'ons': 20484, 'checker': 5064, 'airy': 677, 'karine': 15386, 'snowboard': 26345, 'rex': 23990, 'kardashian': 15380, 'kir': 15716, 'gif': 11436, 'nobel': 19825, 'tinfoil': 28883, 'beachball': 2598, 'nicotine': 19690, 'twitchy': 29788, 'hospice': 13379, 'gpa': 11823, 'earthlink': 8572, 'profiteer': 22608, 'healthier': 12737, 'tmz': 28978, 'levin': 16459, 'alexxx': 775, 'rro': 24391, 'sightsee': 25809, 'gaijin': 11093, 'godzilla': 11657, 'viehl': 30773, 'cleanin': 5508, 'timber': 28846, 'outway': 20803, 'experimental': 9623, 'awwwh': 2089, 'attraction': 1888, 'frau': 10723, 'cruiser': 6621, 'frioooo': 10852, 'mccartney': 17829, 'mendeed': 18032, 'discog': 7831, 'disband': 7817, 'muzik': 19152, 'lmaao': 16750, 'hasselblad': 12595, 'inwards': 14481, 'snatch': 26306, 'ell': 8871, 'coo': 6189, 'cfo': 4893, 'tar': 28117, 'pradesh': 22331, 'polarization': 22084, 'decay': 7169, 'dete': 7532, 'aspiration': 1752, 'exploit': 9637, 'kiwi': 15754, 'lem': 16393, 'bering': 2846, 'tcm': 28207, 'spayed': 26693, 'dork': 8172, 'aaaaiieee': 26, 'squeak': 26904, 'slipandslide': 26151, 'queensland': 22995, 'ounce': 20747, 'boquets': 3548, 'pak': 21002, 'gourmet': 11806, 'greasy': 11944, 'naa': 19217, 'lasal': 16178, 'ontario': 20488, 'windsor': 31789, 'radioboxer': 23104, 'santos': 24730, 'jered': 14914, 'disappoints': 7811, 'roughly': 24351, 'pablos': 20934, 'shitttt': 25582, 'ihave': 13803, 'sumfink': 27540, 'owwwwwwwwwwwww': 20907, 'cz': 6849, 'mohamed': 18593, 'holier': 13191, 'thn': 28651, 'ldo': 16292, 'hatr': 12618, 'simpli': 25889, 'neurosurgeon': 19569, 'homewood': 13255, 'hilton': 13065, 'biltmore': 3039, 'png': 22025, 'transparent': 29345, 'fluke': 10437, 'shrimp': 25710, 'arosh': 1615, 'tuner': 29633, 'walkin': 31119, 'anastasiad': 1110, 'inconsider': 14047, 'vad': 30528, 'unde': 30104, 'irotimber': 14547, 'charcoal': 4997, 'cladding': 5452, 'reeaally': 23505, 'cosito': 6312, 'riddle': 24063, 'pooper': 22154, 'joyce': 15149, 'everrrr': 9433, 'decaf': 7166, 'diagnose': 7619, 'javitz': 14829, 'uki': 29992, 'datta': 7032, 'goodmorn': 11702, 'chappelle': 4983, 'dreamin': 8293, 'abou': 124, 'gbu': 11233, 'isee': 14575, 'cutlet': 6793, 'calll': 4405, 'tweety': 29738, 'hehehehehe': 12835, 'peasy': 21334, 'enthusiast': 9132, 'yaaaaaaaaaaaay': 32277, 'owys': 20908, 'unnecessarily': 30265, 'beneath': 2809, 'concretize': 5982, 'lautner': 16239, 'missile': 18453, 'oddly': 20235, 'syl': 27925, 'disorganize': 7894, 'allowance': 855, 'cybernet': 6824, 'bttr': 3998, 'cantazaro': 4513, 'calabria': 4363, 'keggers': 15490, 'abounds': 126, 'tortola': 29183, 'worship': 32071, 'forme': 10611, 'baad': 2141, 'taff': 28005, 'nevar': 19577, 'kde': 15468, 'sesame': 25288, 'jammin': 14777, 'garde': 11166, 'swede': 27837, 'ewwwww': 9495, 'marra': 17631, 'ecxcited': 8649, 'annabel': 1207, 'wilkinson': 31749, 'yakima': 32307, 'carnivore': 4620, 'upwards': 30403, 'restart': 23881, 'ful': 10948, 'contribute': 6162, 'retirement': 23921, 'piyaaa': 21845, 'noteboook': 19970, 'tomorow': 29078, 'sufficient': 27496, 'caturday': 4743, 'sleeeeping': 26097, 'ducky': 8407, 'heir': 12845, 'nautical': 19388, 'walden': 31105, 'hyperlink': 13653, 'indentation': 14069, 'saddl': 24552, 'churchil': 5349, 'texa': 28440, 'ikigai': 13823, 'enquire': 9101, 'hatch': 12601, 'tdi': 28214, 'dsg': 8370, 'contribution': 6163, 'housing': 13425, 'pracc': 22321, 'restuarant': 23898, 'javascript': 14828, 'competit': 5903, 'textd': 28445, 'cooler': 6207, 'chewy': 5149, 'ican': 13701, 'superheroes': 27646, 'ditty': 7961, 'ode': 20238, 'hayari': 12665, 'wmt': 31892, 'rioja': 24108, 'dunk': 8458, 'dampier': 6937, 'accounta': 225, 'bedbury': 2688, 'reiche': 23596, 'counteract': 6364, 'discourage': 7840, 'chart': 5029, 'meee': 17950, 'saddd': 24544, 'sunner': 27604, 'toooooom': 29130, 'pleeease': 21962, 'rho': 24015, 'kim': 15669, 'panasonic': 21035, 'apu': 1479, 'karuna': 15399, 'nida': 19691, 'schofield': 24918, 'mccarron': 17828, 'medication': 17932, 'maylene': 17795, 'astronomy': 1810, 'multimedia': 19038, 'pastor': 21213, 'bris': 3860, 'creamy': 6512, 'abbreviate': 85, 'freetds': 10771, 'utf': 30475, 'maccas': 17250, 'amid': 1041, 'stracchino': 27246, 'loveeeeeeeeeeeeeeeeeeeeee': 17016, 'outdooor': 20763, 'hostel': 13385, 'latina': 16208, 'fascist': 9899, 'samee': 24657, 'tarot': 28127, 'hypertension': 13655, 'sleppytime': 26130, 'godfather': 11646, 'uset': 30453, 'moomy': 18744, 'thash': 28505, 'anthropo': 1280, 'iconic': 13731, 'omginorite': 20426, 'tophatted': 29147, 'handlebar': 12442, 'carlos': 4603, 'whack': 31508, 'thisbut': 28644, 'theological': 28563, 'reclamation': 23421, 'orig': 20657, 'sas': 24765, 'detect': 7533, 'undrstand': 30151, 'malaysian': 17403, 'busays': 4187, 'tagalog': 28008, 'waray': 31173, 'trina': 29452, 'wonwoos': 31951, 'edits': 8676, 'partial': 21169, 'sobre': 26375, 'toothpaste': 29141, 'ler': 16428, 'togethers': 29030, 'playin': 21917, 'erupts': 9270, 'idaho': 13738, 'cloggin': 5574, 'luggage': 17109, 'worthing': 32077, 'oiks': 20343, 'vancity': 30585, 'hwy': 13626, 'cwack': 6811, 'amaaazing': 968, 'rusty': 24472, 'becaus': 2667, 'ventur': 30660, 'sophia': 26552, 'pase': 21193, 'retreat': 23926, 'ummmm': 30030, 'mont': 18712, 'pairung': 20998, 'galveston': 11116, 'dissapeared': 7917, 'sensible': 25218, 'wisteria': 31841, 'cottage': 6331, 'homophobic': 13267, 'phobic': 21633, 'verbal': 30674, 'lovable': 17001, 'livenation': 16715, 'heyyyyyyyyyyy': 12985, 'invent': 14447, 'sneaky': 26314, 'grrrr': 12086, 'lolol': 16851, 'ohshit': 20331, 'shea': 25457, 'migraining': 18241, 'naproxen': 19322, 'sodium': 26405, 'relaxant': 23633, 'bookshelf': 3502, 'handyman': 12453, 'neu': 19562, 'oversaw': 20867, 'pistachio': 21817, 'belinda': 2769, 'twitteriffic': 29818, 'torchwood': 29161, 'sash': 24769, 'dagger': 6886, 'andres': 1141, 'mann': 17512, 'guarante': 12137, 'headbutt': 12709, 'wuld': 32168, 'takn': 28038, 'insan': 14239, 'unfortun': 30178, 'preval': 22470, 'pioneer': 21800, 'defensive': 7251, 'cuppy': 6731, 'tink': 28888, 'cuming': 6713, 'bckkk': 2586, 'imor': 13934, 'jayem': 14841, 'tyrannosaurus': 29897, 'letterman': 16449, 'advisor': 431, 'recourse': 23451, 'atty': 1893, 'lizlove': 16731, 'thay': 28519, 'anh': 1181, 'lovliest': 17045, 'fonz': 10520, 'copying': 6243, 'graham': 11861, 'nina': 19763, 'sleuth': 26132, 'tiesto': 28810, 'oestreicher': 20254, 'gutless': 12219, 'demonstrate': 7388, 'biblical': 2978, 'unspeakable': 30315, 'scumbag': 25042, 'beautifullll': 2643, 'speechless': 26734, 'bartender': 2470, 'dice': 7647, 'duel': 8417, 'perfectbut': 21453, 'zelezniak': 32688, 'moylan': 18912, 'sutherland': 27779, 'commenter': 5835, 'skint': 26022, 'tweat': 29685, 'elevate': 8845, 'tcc': 28204, 'beerguideworldwide': 2711, 'tasts': 28152, 'wreckles': 32119, 'heffer': 12823, 'pinacol': 21762, 'vita': 30884, 'bsc': 3983, 'kareoke': 15384, 'escapism': 9282, 'assum': 1792, 'incom': 14039, 'dispar': 7896, 'crumbles': 6625, 'sammie': 24663, 'daddios': 6875, 'huggles': 13513, 'campin': 4461, 'afflict': 471, 'webpage': 31349, 'gaffigan': 11079, 'womp': 31931, 'woooomp': 31992, 'sthlm': 27147, 'finde': 10209, 'chicas': 5161, 'groove': 12053, 'hoorah': 13315, 'leaveeeee': 16327, 'guranteee': 12205, 'veronique': 30697, 'branquinho': 3720, 'alabama': 715, 'ruilen': 24427, 'sauerkraut': 24809, 'mediation': 17928, 'audioo': 1921, 'nofair': 19843, 'uhura': 29983, 'nero': 19525, 'ming': 18345, 'kinny': 15709, 'tension': 28368, 'steadily': 27086, 'denis': 7397, 'novelty': 20012, 'treeeeek': 29392, 'anyon': 1336, 'colleg': 5753, 'dublin': 8394, 'masked': 17691, 'lipz': 16652, 'shaven': 25445, 'victor': 30753, 'breathtaking': 3778, 'myslef': 19189, 'tdl': 28215, 'unc': 30075, 'prawn': 22349, 'gch': 11239, 'cooraperates': 6227, 'immigration': 13919, 'hlt': 13126, 'sich': 25767, 'ganz': 11154, 'montezuma': 18721, 'tomorrowland': 29081, 'blacksmith': 3163, 'rapunzel': 23218, 'volatile': 30939, 'edwina': 8695, 'hyde': 13631, 'cuteset': 6785, 'looooooove': 16931, 'ure': 30412, 'gedan': 11254, 'begad': 2726, 'sheli': 25486, 'maud': 17759, 'arber': 1507, 'unarmed': 30053, 'otara': 20704, 'optismit': 20606, 'attitud': 1882, 'weakl': 31310, 'stereotypical': 27135, 'bubblin': 4013, 'naplan': 19314, 'commerce': 5837, 'greenday': 11970, 'bond': 3444, 'strict': 27309, 'government': 11815, 'grench': 11999, 'kickass': 15625, 'jinx': 15003, 'keysums': 15584, 'wen': 31449, 'moveout': 18895, 'vt': 30994, 'uou': 30352, 'misty': 18481, 'rac': 23066, 'suppor': 27676, 'iemoticons': 13781, 'appstore': 1467, 'eeeeeewwwwwwww': 8707, 'thow': 28692, 'balr': 2335, 'leavitt': 16332, 'malice': 17415, 'bigest': 2995, 'immobilizer': 13921, 'recliner': 23422, 'ojee': 20353, 'firday': 10247, 'pending': 21398, 'yeeh': 32409, 'bleargh': 3215, 'celebxxxvidsyh': 4825, 'aybygw': 2110, 'separation': 25238, 'comanche': 5786, 'eassy': 8581, 'hola': 13177, 'anyones': 1338, 'ssug': 26957, 'penance': 21393, 'progressive': 22621, 'tance': 28080, 'vapid': 30598, 'walaikum': 31102, 'assalam': 1758, 'duas': 8383, 'axe': 2099, 'durrin': 8486, 'jeffs': 14885, 'oto': 20724, 'aerolas': 446, 'rollerblade': 24255, 'shoreline': 25648, 'jurassic': 15252, 'pizzahut': 21848, 'evolve': 9475, 'fentanyl': 10047, 'morphin': 18811, 'wasike': 31216, 'ascension': 1704, 'alan': 723, 'tudyk': 29607, 'fanbase': 9840, 'anoop': 1248, 'arbitrarily': 1512, 'severely': 25317, 'nonstandardized': 19884, 'coaster': 5641, 'nats': 19368, 'wasstraat': 31221, 'goofin': 11718, 'rainin': 23147, 'ovechkin': 20820, 'nhl': 19647, 'civilisation': 5435, 'namaskar': 19283, 'marathi': 17545, 'naaaah': 19219, 'tiered': 28809, 'minimalist': 18358, 'multistrand': 19043, 'wiat': 31687, 'foa': 10466, 'cinnamin': 5399, 'esme': 9295, 'sotto': 26591, 'casa': 4660, 'caso': 4674, 'vener': 30643, 'friggin': 10842, 'royle': 24384, 'greene': 11971, 'flea': 10351, 'thingys': 28630, 'iloveyouuu': 13868, 'lc': 16284, 'prettifide': 22463, 'stepfather': 27116, 'whittle': 31624, 'putet': 22896, 'cramcrackers': 6463, 'shoppershop': 25640, 'shopbop': 25633, 'nordstrom': 19928, 'sideways': 25791, 'hellooo': 12876, 'amarula': 981, 'aquamarine': 1486, 'developed': 7558, 'hugger': 13510, 'ashleighhh': 1719, 'wors': 32070, 'cheesesteak': 5090, 'mcr': 17876, 'yeyah': 32456, 'fink': 10229, 'popeye': 22171, 'moz': 18915, 'cwpm': 6815, 'danvan': 6977, 'sprigge': 26870, 'skydiver': 26047, 'foreverr': 10583, 'dayy': 7080, 'turk': 29645, 'blastinggg': 3201, 'pier': 21722, 'trader': 29278, 'ppe': 22306, 'yummmm': 32605, 'lahore': 16054, 'tikka': 28836, 'gazer': 11228, 'tactical': 27994, 'completley': 5920, 'rakeem': 23161, 'yahooo': 32301, 'foodservices': 10529, 'yorkies': 32534, 'superstition': 27658, 'trudeau': 29517, 'gospel': 11779, 'az': 2124, 'ahira': 619, 'shim': 25541, 'kaunsi': 15437, 'jodi': 15047, 'aapki': 60, 'hart': 12577, 'hsh': 13469, 'zg': 32701, 'asi': 1731, 'tommorow': 29066, 'awwwwweeee': 2092, 'maharashtra': 17343, 'chennai': 5118, 'kolk': 15849, 'ata': 1821, 'banga': 2369, 'lor': 16950, 'misogynist': 18446, 'xxxxx': 32265, 'aero': 443, 'wingman': 31799, 'sunbathe': 27576, 'luca': 17083, 'quitter': 23044, 'blissful': 3256, 'chenle': 5117, 'weston': 31487, 'lence': 16405, 'tang': 28081, 'davedays': 7040, 'infront': 14169, 'retquestin': 23924, 'reno': 23734, 'deed': 7225, 'charg': 5002, 'footy': 10553, 'chanc': 4946, 'widely': 31697, 'repo': 23773, 'ibility': 13688, 'stubb': 27348, 'prepar': 22412, 'downgrad': 8216, 'lovies': 17040, 'sammich': 24661, 'bongie': 3452, 'ati': 1838, 'middlesbrough': 18211, 'janitor': 14795, 'trimmer': 29450, 'caq': 4552, 'approval': 1461, 'hotmail': 13396, 'rebecca': 23379, 'uncovered': 30100, 'shutupiloveyou': 25742, 'emalon': 8910, 'patetic': 21229, 'satire': 24787, 'davon': 7051, 'mcneal': 17872, 'mpp': 18930, 'teetotaler': 28275, 'waupoos': 31275, 'desperately': 7498, 'sabi': 24521, 'nga': 19631, 'hazardous': 12682, 'textbook': 28444, 'ohnoes': 20328, 'icky': 13728, 'vinegar': 30813, 'socal': 26377, 'ditch': 7957, 'sassy': 24775, 'inspiree': 14275, 'orb': 20616, 'viewable': 30782, 'jerry': 14923, 'yummmmy': 32609, 'felicia': 10015, 'geeez': 11259, 'twune': 29865, 'didja': 7666, 'mistletoe': 18475, 'mosquito': 18837, 'cassidy': 4682, 'adter': 407, 'fianly': 10114, 'cautious': 4755, 'competitive': 5905, 'natura': 19374, 'listenening': 16666, 'validation': 30564, 'opticon': 20596, 'veneck': 30642, 'ysj': 32584, 'canaan': 4466, 'refiloekoenane': 23532, 'fginished': 10106, 'doinn': 8073, 'tann': 28092, 'drinknig': 8319, 'dell': 7351, 'fx': 11050, 'teradici': 28382, 'jaunty': 14825, 'kernel': 15549, 'snd': 26309, 'hda': 12696, 'drv': 8362, 'twnzfinest': 29854, 'louisa': 16990, 'twitterin': 29820, 'pharmacist': 21582, 'luh': 17111, 'culinary': 6694, 'kel': 15497, 'mendes': 18034, 'thames': 28478, 'goshhh': 11776, 'etherreal': 9360, 'preoccupation': 22406, 'humm': 13551, 'schizophrenic': 24912, 'smartcard': 26217, 'botox': 3601, 'jolie': 15084, 'sunkissed': 27599, 'od': 20231, 'backstagepazz': 2209, 'eom': 9168, 'pict': 21710, 'gogol': 11662, 'bordello': 3553, 'prolly': 22629, 'civilization': 5438, 'wisconsin': 31831, 'sprayed': 26866, 'barnsley': 2452, 'davey': 7043, 'striker': 27312, 'flatworld': 10342, 'probl': 22561, 'imprison': 13978, 'jerseyz': 14926, 'arnold': 1606, 'cincy': 5388, 'audun': 1929, 'lightner': 16570, 'crib': 6554, 'ooc': 20501, 'crank': 6472, 'devs': 7580, 'survivalist': 27748, 'sht': 25718, 'fabulously': 9733, 'exicted': 9583, 'nightzzz': 19730, 'unprofessional': 30287, 'cultivation': 6703, 'talon': 28061, 'horsepower': 13368, 'automotive': 1972, 'viola': 30825, 'chinita': 5217, 'ita': 14617, 'kph': 15883, 'forev': 10581, 'comical': 5815, 'identify': 13752, 'visually': 30882, 'ccr': 4790, 'fiero': 10140, 'salento': 24619, 'reserve': 23833, 'sweetness': 27862, 'showin': 25691, 'eater': 8595, 'beanie': 2610, 'trumpet': 29534, 'definitley': 7275, 'stereo': 27132, 'skyline': 26053, 'sushant': 27757, 'tatiiiii': 28162, 'sizzla': 25983, 'mssql': 18958, 'feliza': 10020, 'prope': 22655, 'twello': 29740, 'brum': 3960, 'noob': 19890, 'dims': 7741, 'seann': 25066, 'nov': 20004, 'welcomeee': 31427, 'backkkkk': 2194, 'lalalaland': 16076, 'nooooooooooo': 19908, 'backorder': 2200, 'marina': 17587, 'weeken': 31380, 'worky': 32058, 'problemo': 22564, 'lavadora': 16241, 'barb': 2415, 'brenden': 3794, 'esl': 9294, 'separately': 25237, 'fading': 9771, 'sandwhich': 24700, 'ux': 30507, 'sportv': 26854, 'menu': 18054, 'jury': 15254, 'alli': 833, 'unemployed': 30154, 'suicidal': 27516, 'basis': 2489, 'gahhhhh': 11091, 'forte': 10629, 'funty': 10998, 'boozy': 3546, 'slushies': 26197, 'banan': 2348, 'glance': 11535, 'toenail': 29019, 'beleive': 2756, 'drupal': 8361, 'reeaaalllly': 23504, 'hermit': 12943, 'wrestling': 32126, 'contagious': 6131, 'stomatch': 27203, 'helpfully': 12891, 'shrink': 25711, 'thiss': 28646, 'longeerr': 16877, 'maan': 17229, 'caladesi': 4364, 'dem': 7364, 'sngs': 26318, 'shriek': 25709, 'consecutive': 6081, 'javaone': 14827, 'tattoed': 28169, 'preferably': 22387, 'strut': 27342, 'roach': 24169, 'patricia': 21241, 'stainage': 26985, 'audioboo': 1916, 'distort': 7939, 'ethic': 9361, 'impose': 13967, 'rik': 24094, 'fornicate': 10618, 'polarize': 22085, 'chaseton': 5035, 'jljf': 15028, 'rosemary': 24325, 'infelizzzzmente': 14135, 'alcool': 744, 'nesse': 19543, 'fds': 9969, 'authent': 1954, 'purpos': 22871, 'counsel': 6357, 'kyile': 15983, 'aarrgghh': 67, 'hose': 13377, 'headin': 12713, 'likee': 16580, 'lott': 16972, 'edmonton': 8681, 'feta': 10079, 'paintball': 20989, 'quilter': 23031, 'holi': 13188, 'moli': 18624, 'yang': 32317, 'doolit': 8148, 'potbelly': 22257, 'idp': 13777, 'mechanical': 17917, 'representation': 23789, 'basquash': 2494, 'sengoku': 25200, 'basara': 2474, 'valkyria': 30568, 'requiemforthephantom': 23807, 'edenoftheeast': 8661, 'teratoma': 28384, 'cavity': 4765, 'baldness': 2307, 'miko': 18262, 'rei': 23594, 'mikoto': 18264, 'kata': 15411, 'mikorei': 18263, 'bijou': 3015, 'skyrocket': 26059, 'lullaby': 17123, 'picat': 21692, 'exhilarate': 9579, 'appeal': 1419, 'jbs': 14857, 'oooooh': 20525, 'tupac': 29637, 'katrina': 15430, 'kaif': 15304, 'coral': 6247, 'sublime': 27417, 'gawd': 11216, 'ciege': 5373, 'cagalawan': 4343, 'puppet': 22852, 'dt': 8374, 'europers': 9392, 'oooooo': 20526, 'bookmarked': 3499, 'hamanity': 12405, 'stacey': 26968, 'thnkn': 28655, 'virtu': 30849, 'treviso': 29412, 'futurshow': 11032, 'forza': 10645, 'ragazzi': 23121, 'debt': 7158, 'aaargh': 39, 'playmate': 21920, 'dartmoor': 7015, 'furious': 11006, 'fireprof': 10258, 'flypside': 10450, 'panicky': 21059, 'lettuce': 16451, 'patchouli': 21225, 'incense': 14022, 'devotee': 7577, 'hippie': 13085, 'professionally': 22600, 'inning': 14215, 'buyout': 4255, 'windoze': 31786, 'adelaide': 334, 'bareilles': 2434, 'assessment': 1771, 'sholders': 25616, 'oklahoma': 20375, 'motelroom': 18846, 'schneider': 24916, 'entanglement': 9118, 'entangl': 9116, 'dimaag': 7734, 'videolove': 30766, 'okey': 20369, 'respirator': 23865, 'resuable': 23902, 'washable': 31213, 'tanna': 28093, 'glorifies': 11571, 'rejoices': 23618, 'savior': 24828, 'nada': 19232, 'blending': 3232, 'srod': 26935, 'maro': 17624, 'ewl': 9489, 'laineygossip': 16061, 'taylena': 28190, 'ffaf': 10095, 'distraaaaacting': 7940, 'tornado': 29170, 'cesna': 4884, 'nigth': 19732, 'ponytail': 22134, 'hairline': 12359, 'callums': 4412, 'innit': 14216, 'christine': 5319, 'trampoline': 29312, 'swinish': 27886, 'shard': 25419, 'defeatist': 7243, 'brawn': 3738, 'mclaren': 17863, 'rotf': 24339, 'sporebat': 26846, 'blk': 3260, 'scoute': 24991, 'tweeterizing': 29715, 'grotty': 12058, 'hol': 13176, 'hoylake': 13454, 'maaaaaan': 17217, 'psychopathic': 22751, 'suprematist': 27695, 'ducat': 8398, 'buon': 4136, 'natale': 19350, 'felice': 10014, 'anno': 1229, 'nuov': 20085, 'oman': 20406, 'muscat': 19095, 'apuya': 1481, 'thoughtful': 28689, 'hadnt': 12286, 'permanently': 21485, 'sarrah': 24762, 'alva': 947, 'jobros': 15043, 'funn': 10981, 'burnside': 4170, 'damnit': 6931, 'neeed': 19453, 'dulay': 8429, 'alabang': 716, 'mummer': 19054, 'sensational': 25211, 'ukrainian': 29995, 'mediteranian': 17943, 'outa': 20752, 'gdd': 11245, 'alls': 861, 'webcom': 31340, 'yul': 32598, 'oohhhh': 20508, 'cornyness': 6279, 'gryffin': 12113, 'groundedd': 12064, 'boooooooooo': 3523, 'gelli': 11281, 'recieving': 23410, 'accedent': 187, 'goon': 11724, 'beefmami': 2706, 'someth': 26478, 'ironbark': 14538, 'woof': 31967, 'rember': 23687, 'riped': 24114, 'claires': 5457, 'teleconference': 28296, 'redo': 23490, 'pui': 22802, 'ascultat': 1706, 'bogdan': 3404, 'butoane': 4222, 'este': 9332, 'ginniejean': 11480, 'mojo': 18609, 'laze': 16273, 'cou': 6339, 'bgn': 2943, 'venture': 30662, 'greatfirewallofchina': 11946, 'violinist': 30834, 'poolside': 22145, 'epicfail': 9184, 'liao': 16496, 'playground': 21915, 'thunderrrr': 28758, 'blanky': 3193, 'sneezy': 26317, 'sustainability': 27774, 'cheaptweet': 5057, 'guesswork': 12156, 'decade': 7164, 'munchkins': 19068, 'omgsh': 20431, 'liquour': 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'hrmmm': 13464, 'solly': 26448, 'dionusia': 7764, 'mylar': 19180, 'tipa': 28900, 'failblog': 9779, 'ako': 707, 'tayo': 28194, 'anthonyff': 1279, 'niner': 19766, 'feld': 10013, 'samuri': 24680, 'ittt': 14647, 'suppossed': 27686, 'statistic': 27067, 'abuser': 161, 'woma': 31927, 'dachshund': 6869, 'longgggggggg': 16883, 'burnsy': 4171, 'comparison': 5891, 'enlgland': 9091, 'happyyyy': 12510, 'creamery': 6510, 'moan': 18552, 'leyrock': 16475, 'coloursfest': 5780, 'whirlpool': 31597, 'sox': 26646, 'eclectricity': 8628, 'custard': 6772, 'atmos': 1852, 'shudve': 25725, 'dayuumm': 7077, 'alwaysss': 952, 'yogg': 32498, 'saron': 24760, 'hadouken': 12287, 'lookout': 16906, 'tkd': 28946, 'erika': 9240, 'nuttin': 20110, 'budda': 4034, 'hawndog': 12659, 'waching': 31037, 'antomy': 1309, 'peplum': 21432, 'saleprice': 24620, 'scp': 24992, 'boyz': 3667, 'candis': 4492, 'delighted': 7338, 'leighton': 16386, 'meester': 17960, 'pointless': 22062, 'relized': 23667, 'srtarting': 26938, 'hmd': 13128, 'bronchitis': 3912, 'heute': 12967, 'milwaukee': 18313, 'scattegories': 24890, 'joel': 15053, 'sherman': 25507, 'dental': 7407, 'floss': 10409, 'blu': 3324, 'titty': 28932, 'wrigley': 32129, 'hahahahahahhah': 12327, 'slider': 26137, 'barjohnnys': 2443, 'pork': 22187, 'brawl': 3736, 'smashspace': 26228, 'ning': 19768, 'ssbb': 26942, 'kbangun': 15464, 'gara': 11158, 'mimpi': 18323, 'goodbyeeee': 11696, 'moonlightflight': 18750, 'dloading': 8005, 'playful': 21914, 'nuttier': 20109, 'mercy': 18071, 'mercedes': 18061, 'voiceover': 30934, 'druidry': 8350, 'credo': 6534, 'brighi': 3836, 'backpacking': 2203, 'ui': 29985, 'arre': 1626, 'prevents': 22475, 'serge': 25261, 'pennywise': 21416, 'bedford': 2693, 'hardy': 12538, 'laboratory': 16007, 'xa': 32198, 'monoblock': 18697, 'amplifier': 1074, 'bestselling': 2883, 'hinze': 13080, 'blazing': 3207, 'somebady': 26464, 'smilemaker': 26245, 'niamh': 19652, 'frnd': 10865, 'kol': 15847, 'etv': 9373, 'trop': 29495, 'itt': 14645, 'cst': 6663, 'rotary': 24335, 'unwell': 30346, 'seemingly': 25126, 'lotion': 16969, 'leath': 16321, 'stifle': 27159, 'bitey': 3109, 'suarez': 27402, 'bronte': 3915, 'shutter': 25739, 'compensate': 5898, 'stocktwits': 27193, 'sweatband': 27830, 'freind': 10779, 'subtly': 27437, 'temme': 28322, 'firangs': 10246, 'vocab': 30916, 'calf': 4381, 'assfuck': 1773, 'adriana': 398, 'buzy': 4256, 'minging': 18347, 'pedometer': 21346, 'deliberately': 7326, 'hotelier': 13394, 'haaay': 12260, 'lmaoz': 16754, 'slanderous': 26071, 'terminology': 28396, 'perkins': 21478, 'saudi': 24808, 'arabian': 1502, 'yemen': 32423, 'overlord': 20854, 'footie': 10549, 'formerly': 10613, 'iqbal': 14516, 'lum': 17127, 'emotionally': 8977, 'disabl': 7795, 'educ': 8686, 'vlogcandy': 30907, 'micster': 18204, 'akc': 696, 'overrule': 20866, 'momo': 18652, 'tlv': 28961, 'monochrome': 18698, 'gbv': 11234, 'sgbv': 25350, 'dv': 8503, 'ipv': 14514, 'amongst': 1063, 'pleeeeeassseee': 21965, 'pers': 21500, 'wikileaks': 31730, 'geht': 11273, 'wieder': 31708, 'revisit': 23973, 'secession': 25086, 'wyoming': 32196, 'anza': 1356, 'eisner': 8789, 'tron': 29489, 'flagship': 10317, 'reyah': 23993, 'homegirl': 13235, 'cholla': 5273, 'briliant': 3846, 'psychic': 22744, 'unfairly': 30162, 'prez': 22481, 'dooope': 8159, 'savoy': 24832, 'onnnn': 20479, 'shep': 25499, 'bahhhh': 2264, 'ater': 1826, 'kaaterskill': 15288, 'ilook': 13856, 'promsing': 22648, 'miiself': 18253, 'miricle': 18411, 'sprite': 26882, 'appts': 1469, 'intimacy': 14410, 'reuters': 23948, 'anyarticle': 1324, 'rdt': 23293, 'encouragement': 9026, 'ricardo': 24035, 'nanna': 19303, 'bampa': 2345, 'disdrict': 7859, 'sickee': 25771, 'martimus': 17652, 'feisty': 10011, 'seelie': 25124, 'tokio': 29043, 'reden': 23477, 'ughhhhhhhhhhhh': 29964, 'smurgling': 26285, 'boundat': 3621, 'spb': 26697, 'breathfrom': 3774, 'fukkn': 10946, 'waragi': 31170, 'ragi': 23124, 'hel': 12851, 'gdit': 11247, 'ranger': 23197, 'omr': 20446, 'wy': 32188, 'lhr': 16489, 'tweedles': 29689, 'weeknd': 31385, 'cask': 4673, 'yob': 32494, 'unborn': 30068, 'cygnet': 6835, 'thermostat': 28588, 'krispiewrites': 15900, 'inet': 14121, 'muse': 19098, 'whiteman': 31616, 'getcha': 11377, 'havelunch': 12639, 'mazda': 17801, 'burden': 4142, 'booklife': 3496, 'overreaction': 20864, 'yaaawwwnnn': 32285, 'shidduch': 25527, 'cheddar': 5070, 'ando': 1135, 'pelon': 21382, 'boomer': 3509, 'harmony': 12557, 'humiliate': 13547, 'chile': 5187, 'sumshin': 27566, 'theraflu': 28569, 'indivibe': 14092, 'jiuliani': 15013, 'booomb': 3516, 'wuv': 32173, 'maita': 17371, 'lollll': 16844, 'idiotat': 13764, 'tux': 29670, 'nks': 19808, 'techyuppie': 28255, 'uninvited': 30218, 'deid': 7303, 'duetter': 8420, 'buckley': 4028, 'bournemouth': 3628, 'handball': 12431, 'luff': 17107, 'spencer': 26751, 'rivkah': 24152, 'omaha': 20405, 'pout': 22277, 'yyyyuck': 32640, 'warlord': 31184, 'paradice': 21104, 'rothlisberger': 24341, 'manyour': 17535, 'feminist': 10036, 'yukky': 32597, 'fedex': 9990, 'aburi': 159, 'tangy': 28089, 'concoction': 5977, 'signature': 25815, 'antoinette': 1308, 'hairdo': 12355, 'blt': 3323, 'emp': 8979, 'tampa': 28074, 'knowww': 15821, 'yur': 32625, 'milestone': 18280, 'omgg': 20422, 'graveyard': 11928, 'amt': 1080, 'pretties': 22461, 'timmy': 28871, 'stanley': 27017, 'steemer': 27099, 'cy': 6817, 'afro': 492, 'tow': 29235, 'geraldine': 11354, 'overcomes': 20831, 'gory': 11771, 'mushies': 19104, 'lowbrow': 17048, 'juxta': 15275, 'poz': 22304, 'ladie': 16028, 'phantom': 21579, 'mady': 17305, 'wembley': 31448, 'oasis': 20153, 'blackback': 3145, 'allll': 840, 'wantttt': 31165, 'ave': 1993, 'rapid': 23211, 'plaza': 21928, 'endoscopic': 9041, 'thoracic': 28675, 'sympathectomy': 27935, 'invaluable': 14445, 'flour': 10412, 'tortilla': 29181, 'gigantic': 11443, 'dmv': 8019, 'uhhhg': 29974, 'nessa': 19539, 'louder': 16983, 'sportsman': 26852, 'warehouse': 31180, 'buckling': 4029, 'inanity': 14004, 'pfft': 21565, 'civic': 5431, 'livestream': 16718, 'hardin': 12532, 'waft': 31048, 'papaw': 21083, 'smoker': 26256, 'bedd': 2689, 'gatwick': 11208, 'loveyoujonesy': 17037, 'nev': 19573, 'tacs': 27992, 'speedy': 26742, 'tmeme': 28965, 'enforcement': 9057, 'standoff': 27013, 'suspec': 27761, 'ahah': 582, 'rosary': 24317, 'swanage': 27812, 'bourton': 3630, 'arcade': 1515, 'yaris': 32329, 'mpg': 18926, 'sasd': 24768, 'monsterpalooza': 18709, 'contestant': 6144, 'weekender': 31382, 'vinny': 30817, 'cutgut': 6787, 'tiz': 28938, 'douple': 8210, 'sleeveless': 26126, 'lace': 16013, 'ksn': 15929, 'canberra': 4476, 'trekked': 29395, 'glamorous': 11533, 'mukaish': 19023, 'embroidery': 8939, 'satin': 24786, 'pleat': 21955, 'raggy': 23123, 'dundee': 8453, 'christie': 5317, 'haappy': 12266, 'weeeeks': 31370, 'thealchemist': 28524, 'wes': 31471, 'carr': 4635, 'catchy': 4714, 'toothbrush': 29139, 'tarrant': 28131, 'songwriting': 26506, 'testimonial': 28430, 'canno': 4502, 'butttt': 4242, 'blockkkkk': 3272, 'epsilon': 9202, 'marriag': 17633, 'bjs': 3132, 'wack': 31039, 'ihavent': 13804, 'finagle': 10191, 'dominic': 8106, 'monaghan': 18659, 'subhana': 27410, 'linz': 16641, 'broked': 3901, 'hws': 13625, 'arty': 1683, 'discrepencies': 7850, 'uniteddogs': 30229, 'alreay': 910, 'sowey': 26638, 'cutback': 6780, 'carbs': 4564, 'yummyyy': 32612, 'disposition': 7908, 'vocabulari': 30917, 'prbly': 22354, 'pickin': 21698, 'macmaze': 17270, 'ind': 14062, 'dim': 7733, 'mankini': 17510, 'ferman': 10055, 'prosper': 22680, 'farewell': 9879, 'yoda': 32496, 'ranked': 23202, 'meghan': 17973, 'fanboy': 9841, 'mraz': 18936, 'tangible': 28084, 'meself': 18093, 'ohshnapsss': 20332, 'blair': 3177, 'yeeeah': 32397, 'marimba': 17585, 'yonkers': 32513, 'furlough': 11008, 'tinos': 28893, 'augustine': 1934, 'israfel': 14610, 'vafara': 30533, 'sympathy': 27939, 'dos': 8182, 'diwali': 7988, 'saddi': 24551, 'dilli': 7729, 'holyyyyyyy': 13218, 'olor': 20400, 'infr': 14166, 'kicho': 15622, 'trialing': 29418, 'screech': 25015, 'halt': 12401, 'queenvee': 22996, 'accustom': 241, 'wednesdayy': 31361, 'intersection': 14383, 'sdg': 25050, 'goodluck': 11701, 'zaina': 32658, 'whaaaaaaaaaat': 31500, 'baddd': 2227, 'destress': 7515, 'linoleum': 16637, 'ravenscar': 23250, 'throne': 28724, 'isabella': 14568, 'montfort': 18722, 'carcullion': 4566, 'tigress': 28825, 'steeden': 27096, 'espionage': 9305, 'dresden': 8305, 'lunam': 17142, 'caeruleum': 4331, 'slapton': 26074, 'buger': 4059, 'mmmmmmmmm': 18539, 'rlich': 24159, 'dor': 8166, 'lianda': 16495, 'interrogates': 14380, 'twitteeeerrr': 29800, 'babiieshow': 2155, 'thng': 28652, 'joan': 15036, 'tania': 28090, 'bravo': 3734, 'andersen': 1127, 'leeked': 16350, 'salaried': 24614, 'nightingale': 19719, 'sleeptime': 26116, 'idgaf': 13757, 'noct': 19834, 'partridge': 21181, 'destruct': 7522, 'consid': 6087, 'shackl': 25362, 'disciple': 7824, 'hairrr': 12361, 'ush': 30455, 'dumbo': 8439, 'implement': 13956, 'pdates': 21298, 'finality': 10194, 'department': 7419, 'woooh': 31989, 'peole': 21423, 'metallic': 18112, 'moanrantwhine': 18553, 'sympathise': 27936, 'writing': 32141, 'ohtays': 20333, 'devastate': 7553, 'transportation': 29349, 'companion': 5886, 'ghey': 11408, 'lexus': 16471, 'hopw': 13339, 'razzle': 23275, 'amazement': 990, 'tuba': 29595, 'thang': 28480, 'various': 30608, 'xoxoxo': 32245, 'previsualization': 22479, 'council': 6355, 'xmsirius': 32238, 'transmit': 29342, 'arriv': 1635, 'halve': 12403, 'workload': 32049, 'bittersweet': 3119, 'daysmil': 7072, 'nostalgic': 19963, 'dooo': 8153, 'cambs': 4433, 'eeeeeeeeee': 8702, 'almo': 878, 'omgz': 20433, 'aristotle': 1576, 'hateee': 12605, 'trumper': 29533, 'glacier': 11523, 'alysia': 958, 'batting': 2530, 'adv': 411, 'vado': 30532, 'capsones': 4542, 'mistreat': 18477, 'extenders': 9667, 'cda': 4794, 'revive': 23977, 'latte': 16212, 'sameee': 24658, 'communicates': 5868, 'essence': 9319, 'pancras': 21039, 'nag': 19245, 'barre': 2458, 'trad': 29274, 'nurture': 20093, 'guillian': 12170, 'pharma': 21581, 'roam': 24174, 'puni': 22835, 'mommaz': 18645, 'refrigerator': 23552, 'toughie': 29221, 'clancy': 5463, 'claments': 5460, 'hooorah': 13312, 'rochester': 24207, 'mommm': 18649, 'workk': 32046, 'cornish': 6276, 'countryside': 6375, 'pesky': 21533, 'inflame': 14146, 'heyyyyyyyyyyyyy': 12986, 'divshite': 7984, 'arses': 1653, 'iter': 14627, 'reactor': 23309, 'swag': 27805, 'onyx': 20498, 'faceted': 9753, 'nadine': 19237, 'aweesome': 2045, 'woulda': 32090, 'preserve': 22437, 'stephhh': 27124, 'foad': 10467, 'charlize': 5021, 'firstborn': 10268, 'meeeee': 17953, 'edmonds': 8680, 'glom': 11565, 'clinic': 5553, 'snuck': 26354, 'meadowhall': 17890, 'maggot': 17319, 'insulin': 14306, 'injection': 14194, 'unlearn': 30248, 'romulin': 24281, 'remorse': 23710, 'strighters': 27310, 'euthanasia': 9394, 'willingly': 31761, 'overseas': 20868, 'heartbeat': 12754, 'deff': 7253, 'weekened': 31383, 'howdy': 13440, 'nevin': 19584, 'actualy': 298, 'sian': 25759, 'hubbie': 13489, 'hemmer': 12902, 'wayyy': 31292, 'pasty': 21219, 'cuase': 6670, 'procreate': 22582, 'irc': 14524, 'dmed': 8013, 'bearing': 2617, 'torturous': 29186, 'kitsilano': 15745, 'utiful': 30477, 'debri': 7157, 'zaboo': 32644, 'havasu': 12633, 'kr': 15885, 'wookie': 31979, 'household': 13417, 'dusk': 8489, 'jone': 15093, 'console': 6101, 'absolves': 144, 'gy': 12240, 'interrupt': 14381, 'brittani': 3875, 'biscuit': 3090, 'salut': 24641, 'alors': 894, 'mariage': 17573, 'peacefully': 21312, 'repose': 23780, 'walkabout': 31114, 'satiate': 24785, 'entangle': 9117, 'carnival': 4618, 'tiiiiiiired': 28826, 'chihuahua': 5178, 'probed': 22560, 'untrusting': 30336, 'heas': 12772, 'sqeaky': 26894, 'sutra': 27780, 'chandelier': 4950, 'chrisette': 5306, 'michele': 18178, 'epiphany': 9187, 'dma': 8009, 'distinct': 7937, 'jonna': 15099, 'jowar': 15146, 'rotis': 24343, 'dob': 8030, 'barmy': 2449, 'brillliant': 3851, 'claudette': 5494, 'latvian': 16215, 'beaurocracy': 2635, 'farsi': 9893, 'sexiest': 25327, 'goign': 11665, 'cornell': 6271, 'applies': 1442, 'displeased': 7904, 'ventolin': 30659, 'immed': 13911, 'celebrates': 4815, 'fidelity': 10132, 'stagnentation': 26983, 'hendrix': 12908, 'splash': 26806, 'pdx': 21304, 'rivet': 24150, 'toothpick': 29142, 'rodr': 24229, 'guez': 12160, 'rcb': 23284, 'bkuz': 3137, 'jokein': 15079, 'bwt': 4275, 'somethn': 26483, 'quess': 23006, 'clipped': 5560, 'eos': 9171, 'stiff': 27157, 'geoff': 11333, 'shikari': 25538, 'snivel': 26327, 'rockland': 24215, 'counti': 6369, 'personalize': 21515, 'spurt': 26889, 'fanta': 9863, 'scoffed': 24959, 'sumo': 27563, 'esplained': 9306, 'pejorative': 21375, 'towa': 29236, 'goodrem': 11711, 'updatd': 30357, 'tessology': 28424, 'allmost': 848, 'juvenile': 15274, 'nachollanos': 19229, 'awesomeeeee': 2052, 'poot': 22166, 'clam': 5458, 'acaaaaaabou': 171, 'crazii': 6495, 'ame': 1024, 'batter': 2528, 'bagle': 2252, 'masala': 17676, 'chaas': 4899, 'plethora': 21975, 'moot': 18763, 'ttc': 29580, 'aoe': 1359, 'blockparty': 3273, 'sandbox': 24690, 'rez': 23997, 'autoreturn': 1975, 'perso': 21510, 'unilever': 30208, 'zuckerber': 32757, 'scofiled': 24960, 'jz': 15282, 'gossipy': 11782, 'handy': 12452, 'muahaz': 18980, 'hick': 13013, 'marath': 17544, 'heyheyheyy': 12975, 'dint': 7761, 'verb': 30673, 'handwringing': 12450, 'ked': 15477, 'regulate': 23586, 'annonymity': 1231, 'shiyet': 25592, 'umulan': 30038, 'freako': 10740, 'roidz': 24244, 'basten': 2504, 'milan': 18269, 'frosties': 10883, 'knacker': 15785, 'tanapolis': 28079, 'dozen': 8238, 'recipient': 23412, 'integrate': 14320, 'forexforums': 10589, 'partnership': 21180, 'laker': 16068, 'topshop': 29157, 'binding': 3044, 'sensual': 25223, 'luvvv': 17183, 'evangelize': 9403, 'addit': 326, 'reconnecting': 23440, 'txtd': 29869, 'quesadilla': 23005, 'quesadiaas': 23004, 'bombbb': 3438, 'robsessedpattinson': 24202, 'studyin': 27362, 'colder': 5716, 'paraguay': 21109, 'menta': 18045, 'exagerrated': 9503, 'busyy': 4207, 'aasman': 70, 'paar': 20931, 'shaayad': 25356, 'daps': 6983, 'bffls': 2936, 'aureole': 1943, 'stomme': 27204, 'banken': 2386, 'alicias': 795, 'retweeting': 23941, 'pantech': 21066, 'tagaytay': 28009, 'greenmount': 11979, 'witdrawal': 31845, 'burfday': 4146, 'virge': 30841, 'ami': 1040, 'natta': 19370, 'bloodi': 3299, 'boffert': 3403, 'daaammmnnnnn': 6861, 'nv': 20116, 'businessman': 4197, 'orther': 20677, 'ochh': 20217, 'supose': 27667, 'thaught': 28517, 'harmon': 12555, 'prerequisite': 22420, 'kiis': 15648, 'bahama': 2261, 'strangely': 27258, 'timeout': 28860, 'rollout': 24262, 'environ': 9153, 'tiffys': 28815, 'weeeeeell': 31369, 'davie': 7047, 'cyberstalking': 6827, 'privacy': 22537, 'akon': 708, 'rutledge': 24479, 'oyster': 20923, 'deliciously': 7333, 'geisha': 11275, 'refreshingly': 23549, 'dreadzone': 8288, 'goooooodmoring': 11742, 'yat': 32334, 'aygee': 2116, 'sperm': 26757, 'clone': 5575, 'yucaipa': 32588, 'bangus': 2381, 'manila': 17502, 'cebu': 4802, 'bitin': 3112, 'chel': 5100, 'benjamin': 2822, 'unimportant': 30209, 'io': 14485, 'briefing': 3832, 'bonkers': 3456, 'alienate': 798, 'farrell': 9888, 'parlor': 21149, 'viejo': 30774, 'ouutside': 20808, 'trey': 29414, 'aahh': 51, 'thinksm': 28636, 'doggone': 8059, 'ponderosa': 22128, 'pshh': 22727, 'madagascar': 17282, 'lappytop': 16158, 'binging': 3049, 'storytelling': 27237, 'stench': 27113, 'lolipop': 16839, 'esploder': 9307, 'pulaski': 22809, 'bruh': 3956, 'bown': 3643, 'serco': 25255, 'sidney': 25793, 'poitier': 22070, 'rod': 24224, 'steiger': 27104, 'mcd': 17835, 'mackie': 17266, 'ganna': 11150, 'somedeal': 26468, 'douchenozzle': 8204, 'adis': 350, 'tosi': 29193, 'fightclub': 10150, 'heavily': 12785, 'hasbunallahu': 12585, 'wakeel': 31090, 'disposer': 7907, 'greeeeeat': 11962, 'rupali': 24454, 'suc': 27442, 'surplus': 27728, 'heeeey': 12810, 'unair': 30049, 'engulfed': 9074, 'shooooes': 25621, 'maany': 17230, 'warz': 31209, 'sweetandsassy': 27852, 'monarisks': 18664, 'funniset': 10988, 'ruhl': 24426, 'lancaster': 16107, 'uninformed': 30211, 'uncaged': 30076, 'hispanic': 13096, 'moonying': 18752, 'prf': 22483, 'wilshire': 31771, 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'mellows': 18001, 'reissue': 23613, 'hawaiian': 12653, 'rugby': 24422, 'slurpees': 26193, 'cheaper': 5055, 'lactose': 16021, 'oopse': 20539, 'woovly': 32016, 'haveto': 12642, 'reliev': 23657, 'almostt': 882, 'accomplishment': 220, 'drace': 8246, 'ithome': 14629, 'allan': 822, 'goodknight': 11700, 'compani': 5885, 'movieee': 18898, 'oxymoron': 20917, 'meaway': 17913, 'hotttt': 13407, 'blackk': 3156, 'unforunately': 30185, 'mentalk': 18048, 'alott': 897, 'recov': 23452, 'intens': 14329, 'skankin': 25995, 'slut': 26198, 'summmmmerrrrr': 27561, 'yeahhhhhyaaaaaa': 32376, 'fridg': 10826, 'powerblog': 22290, 'newbie': 19592, 'scurlock': 25045, 'wagner': 31051, 'wealthed': 31314, 'licnse': 16526, 'inspection': 14269, 'sesterce': 25294, 'hungraaaaaaaaay': 13574, 'sauteed': 24816, 'raerae': 23108, 'cawfeeee': 4768, 'copd': 6231, 'thenwatch': 28559, 'scotch': 24978, 'saunders': 24812, 'hobbit': 13150, 'revisin': 23969, 'beck': 2670, 'uu': 30488, 'devops': 7573, 'norfolk': 19930, 'betw': 2911, 'wildly': 31743, 'optimistic': 20601, 'disapointed': 7803, 'ciber': 5366, 'sabip': 24523, 'gda': 11243, 'diehard': 7673, 'willis': 31762, 'rickman': 24053, 'aleesha': 755, 'chemo': 5114, 'clickin': 5537, 'clamber': 5459, 'avea': 1994, 'emisiune': 8957, 'ceva': 4886, 'exctied': 9556, 'carseats': 4644, 'operate': 20564, 'flywithmeobsessive': 10451, 'previously': 22478, 'satz': 24803, 'blend': 3230, 'notepad': 19971, 'sluggish': 26188, 'hollowbabeshere': 13202, 'albany': 730, 'ao': 1357, 'bailing': 2271, 'jailing': 14747, 'aaaaaawwwesome': 12, 'grrrrrrrrrrrrrrr': 12095, 'funday': 10968, 'otero': 20709, 'memo': 18018, 'hema': 12898, 'flawlessly': 10349, 'uggh': 29951, 'bowman': 3642, 'strategic': 27264, 'orthadontist': 20676, 'potenti': 22258, 'incompetence': 14042, 'amit': 1055, 'kalantri': 15319, 'allowin': 857, 'gsmc': 12117, 'gsm': 12116, 'margaret': 17561, 'dunham': 8455, 'uniten': 30230, 'furiou': 11005, 'simmon': 25877, 'clini': 5552, 'wbc': 31299, 'woooot': 32001, 'formula': 10616, 'unwanted': 30344, 'relatable': 23625, 'consulate': 6120, 'respectful': 23863, 'speakerphone': 26709, 'haayy': 12270, 'kolias': 15848, 'demonic': 7384, 'subpar': 27423, 'kritt': 15913, 'marly': 17622, 'sanitize': 24713, 'choc': 5250, 'sulumits': 27537, 'retsambew': 23935, 'andi': 1133, 'playtim': 21926, 'checkout': 5068, 'allllllllll': 843, 'goshy': 11777, 'brah': 3694, 'ummmph': 30033, 'mysefl': 19187, 'mario': 17591, 'dissapointment': 7920, 'hhaha': 12996, 'glimpse': 11555, 'murderous': 19086, 'shantz': 25414, 'shantell': 25412, 'sixteen': 25974, 'ingrid': 14177, 'frakking': 10689, 'ntah': 20041, 'description': 7474, 'collister': 5762, 'sooooooooo': 26538, 'ponder': 22126, 'athough': 1837, 'extract': 9681, 'enevitable': 9053, 'bose': 3586, 'crappier': 6476, 'irma': 14536, 'vep': 30669, 'regularly': 23585, 'massa': 17697, 'dionee': 7763, 'baitersss': 2277, 'concubine': 5983, 'payat': 21276, 'kirin': 15721, 'metamorph': 18114, 'stil': 27162, 'friendorfollow': 10838, 'underground': 30116, 'hibernate': 13007, 'scandalous': 24870, 'lenovo': 16416, 'trackpad': 29271, 'howz': 13453, 'igbaras': 13790, 'abba': 82, 'pare': 21126, 'bangbang': 2372, 'menagerie': 18028, 'soquel': 26558, 'tasting': 28151, 'forty': 10642, 'maddd': 17288, 'beyo': 2926, 'functional': 10964, 'rickroll': 24054, 'moooooorning': 18756, 'okiebud': 20372, 'unexpectedly': 30159, 'cathartically': 4723, 'aghh': 545, 'wowp': 32099, 'shar': 25417, 'deceiv': 7173, 'sourc': 26617, 'pillowtalk': 21752, 'booboo': 3472, 'antifa': 1291, 'qaeda': 22930, 'kathi': 15421, 'cobb': 5646, 'alzheimers': 965, 'chappy': 4984, 'alag': 718, 'antim': 1295, 'tribbles': 29424, 'libere': 16509, 'settler': 25305, 'palestinian': 21011, 'basti': 2505, 'locate': 16792, 'strat': 27263, 'satoshis': 24797, 'stinkin': 27178, 'addie': 323, 'epi': 9180, 'malfunction': 17411, 'underpants': 30121, 'chickened': 5169, 'evp': 9478, 'cuuuute': 6802, 'walkies': 31118, 'vaguely': 30539, 'sexually': 25334, 'feening': 10008, 'cigs': 5381, 'hiatus': 13006, 'noooooooooooooooooo': 19912, 'thespian': 28593, 'troupe': 29506, 'lofi': 16811, 'dontaskalex': 8139, 'vapor': 30599, 'souffl': 26593, 'rudeboisettingz': 24417, 'iab': 13673, 'jamaican': 14766, 'treadmill': 29377, 'rotk': 24344, 'michigan': 18186, 'diva': 7964, 'translate': 29337, 'thakoon': 28475, 'tweeet': 29692, 'sahara': 24582, 'repression': 23791, 'tweetshrinking': 29731, 'tweed': 29687, 'hottie': 13404, 'shawn': 25449, 'limp': 16611, 'harmoni': 12556, 'crotch': 6602, 'spatter': 26690, 'physio': 21683, 'importantly': 13966, 'nae': 19241, 'sergeant': 25262, 'beetches': 2714, 'verey': 30680, 'madry': 17304, 'chasawy': 5032, 'interracial': 14377, 'gangbang': 11145, 'bloomington': 3308, 'vendor': 30641, 'dolton': 8098, 'stuffy': 27370, 'sudafed': 27474, 'skyping': 26058, 'katies': 15428, 'chitra': 5235, 'koo': 15860, 'inspiron': 14276, 'coreduo': 6259, 'ddr': 7107, 'hdd': 12697, 'cooll': 6212, 'manjitcool': 17507, 'timeand': 28851, 'jit': 15008, 'zee': 32682, 'ugliest': 29967, 'playable': 21904, 'joker': 15080, 'exclusivity': 9554, 'darth': 7014, 'vaders': 30531, 'mornins': 18805, 'featur': 9979, 'stupidstupid': 27386, 'thunk': 28762, 'ultimatum': 30013, 'answerr': 1268, 'selfi': 25161, 'upu': 30401, 'botega': 3596, 'perception': 21444, 'hugely': 13508, 'aaaagggessss': 21, 'pietersite': 21730, 'saynow': 24850, 'canadian': 4470, 'landline': 16119, 'dissatisfied': 7923, 'camouflage': 4453, 'shiznaay': 25593, 'clockkk': 5571, 'waaayyy': 31028, 'pantry': 21072, 'diggin': 7703, 'spartacus': 26684, 'awesomerer': 2057, 'shreveport': 25706, 'okayy': 20363, 'thenn': 28554, 'hyperrr': 13654, 'guinness': 12178, 'commend': 5832, 'wookiee': 31980, 'supervillians': 27661, 'warfield': 31182, 'gaahhhh': 11060, 'plangi': 21877, 'majorspoilers': 17381, 'overslept': 20871, 'havoc': 12648, 'speedracher': 26740, 'suhana': 27514, 'linn': 16636, 'speciaal': 26714, 'voor': 30963, 'vind': 30809, 'ze': 32674, 'leuk': 16452, 'tisson': 28919, 'neways': 19590, 'followfridays': 10500, 'kirai': 15718, 'squeee': 26909, 'winemaker': 31794, 'blackness': 3160, 'monumental': 18732, 'darshan': 7011, 'deduct': 7222, 'casablanca': 4661, 'digipack': 7706, 'snooze': 26336, 'suburb': 27439, 'munchin': 19066, 'socksy': 26399, 'plucky': 21996, 'caspar': 4675, 'invitw': 14473, 'magician': 17323, 'apnea': 1396, 'lure': 17156, 'seduces': 25107, 'persistent': 21509, 'srsly': 26937, 'tomorah': 29074, 'cooolooorss': 6218, 'scribkin': 25027, 'whahhh': 31512, 'butbutbut': 4208, 'qwerty': 23056, 'nethack': 19554, 'port': 22195, 'newsfire': 19609, 'welsh': 31446, 'medieval': 17936, 'unders': 30126, 'alec': 752, 'volterra': 30950, 'elsewhere': 8896, 'aaa': 1, 'hiii': 13040, 'andorra': 1136, 'kaleidoscope': 15322, 'homeeeeeeeeeeeeeee': 13234, 'stjohn': 27185, 'deputy': 7451, 'willamette': 31750, 'boone': 3513, 'reeeejuvinated': 23513, 'soln': 26449, 'dvb': 8504, 'unassuming': 30055, 'unpretentious': 30285, 'endear': 9031, 'audience': 1914, 'tabloid': 27981, 'headline': 12716, 'sling': 26149, 'kame': 15334, 'fant': 9862, 'turtle': 29659, 'kellan': 15503, 'upheaval': 30364, 'lammy': 16099, 'jubil': 15179, 'vulnerability': 31000, 'inequity': 14118, 'favorit': 9939, 'ruuullzzz': 24480, 'jailbroken': 14746, 'bricked': 3820, 'mmo': 18541, 'smollett': 26263, 'buuuut': 4248, 'polanco': 22080, 'loz': 17056, 'uva': 30503, 'savagely': 24820, 'slit': 26155, 'mop': 18765, 'hudson': 13501, 'nerdy': 19523, 'parvo': 21190, 'comming': 5842, 'todayh': 29003, 'dyer': 8517, 'singtel': 25916, 'gryffindor': 12114, 'shippuuden': 25562, 'disable': 7796, 'swarovski': 27821, 'necklac': 19439, 'grax': 11932, 'squeegee': 26911, 'travolta': 29371, 'bassline': 2499, 'twittix': 29844, 'tss': 29572, 'mmommy': 18542, 'pit': 21820, 'embarrisong': 8926, 'picturesnof': 21713, 'pirouette': 21810, 'brudder': 3954, 'oxberry': 20910, 'obrien': 20176, 'justify': 15266, 'curler': 6747, 'kieran': 15646, 'kuroken': 15955, 'angrily': 1175, 'extemely': 9663, 'santayana': 24725, 'wireimage': 31827, 'choclo': 5255, 'pastri': 21216, 'rescuer': 23824, 'dru': 8347, 'needlearn': 19450, 'workkk': 32047, 'pam': 21027, 'orw': 20680, 'malware': 17429, 'ryland': 24505, 'compilation': 5908, 'stile': 27163, 'aaaau': 29, 'forgiveme': 10597, 'exodus': 9596, 'wahahaha': 31055, 'phat': 21588, 'applebottoms': 1433, 'fubu': 10915, 'sneakernet': 26312, 'zip': 32715, 'kinkos': 15705, 'floppy': 10397, 'chld': 5245, 'pra': 22319, 'arnoldfree': 1607, 'kickgoal': 15627, 'backlist': 2198, 'unlimted': 30255, 'lainey': 16060, 'atypical': 1897, 'caster': 4689, 'kiddnation': 15635, 'ommg': 20441, 'gurll': 12209, 'hampa': 12422, 'hatiku': 12616, 'yogulicious': 32501, 'competitor': 5907, 'shoooooot': 25622, 'seeeee': 25115, 'overdo': 20835, 'crowlers': 6606, 'growler': 12075, 'urselff': 30434, 'belgian': 2758, 'healthiest': 12738, 'evolv': 9474, 'uniti': 30232, 'girly': 11497, 'leid': 16384, 'pokeball': 22072, 'mariana': 17576, 'cassone': 4685, 'aquino': 1496, 'tiburon': 28784, 'wf': 31492, 'marin': 17586, 'bowtie': 3645, 'preppy': 22417, 'baptist': 2406, 'paisley': 21000, 'krauss': 15890, 'petit': 21546, 'financier': 10206, 'guise': 12180, 'havta': 12650, 'fllwing': 10383, 'loveeeeeeee': 17015, 'rny': 24167, 'sugary': 27509, 'bleck': 3217, 'invests': 14462, 'joyologist': 15156, 'stuffier': 27367, 'professor': 22602, 'shirtless': 25569, 'footballer': 10547, 'oherr': 20312, 'puentez': 22788, 'sikkkeee': 25841, 'formally': 10609, 'caan': 4302, 'iht': 13806, 'icant': 13703, 'ahar': 594, 'edwin': 8694, 'forsure': 10627, 'piz': 21846, 'dubb': 8386, 'acoladaday': 267, 'acolada': 266, 'employe': 8991, 'esfahani': 9289, 'rehearse': 23591, 'dolidh': 8085, 'wifeyyyyyy': 31716, 'siky': 25842, 'coool': 6217, 'whattttever': 31545, 'marnier': 17623, 'souffle': 26594, 'alittle': 809, 'handcr': 12433, 'pasy': 21220, 'shipwreck': 25563, 'goodtimes': 11712, 'gizmo': 11518, 'pruple': 22720, 'fingie': 10222, 'preserver': 22438, 'okeefe': 20367, 'trevor': 29413, 'godley': 11649, 'cremes': 6543, 'awfully': 2065, 'absoute': 148, 'landlord': 16120, 'oestreich': 20253, 'jonathon': 15092, 'tah': 28011, 'cuss': 6771, 'siad': 25757, 'brunswick': 3964, 'hubris': 13492, 'reali': 23326, 'whacker': 31509, 'skypeeeeee': 26057, 'lmaoo': 16752, 'israeli': 14608, 'somthing': 26493, 'birding': 3073, 'pitta': 21833, 'bornean': 3575, 'bristlehead': 3864, 'unicef': 30204, 'icetv': 13716, 'anekie': 1151, 'tracie': 29266, 'weaver': 31334, 'kansa': 15359, 'wrath': 32114, 'blueeye': 3333, 'petunia': 21553, 'daysummerin': 7074, 'stad': 26972, 'ahugs': 634, 'mmmk': 18533, 'genesis': 11303, 'watchn': 31240, 'laney': 16128, 'babysat': 2164, 'buddi': 4039, 'kalo': 15326, 'ngga': 19634, 'uda': 29928, 'nyerah': 20136, 'awal': 2027, 'chiropractor': 5231, 'bannished': 2397, 'iniesta': 14186, 'narrative': 19335, 'piggls': 21735, 'massively': 17705, 'alrighty': 918, 'swith': 27897, 'plat': 21894, 'steroid': 27138, 'benn': 2824, 'paly': 21026, 'logan': 16815, 'skippin': 26024, 'ysc': 32582, 'runthrough': 24451, 'phobia': 21632, 'ocd': 20210, 'inviataion': 14464, 'suv': 27788, 'gleneagles': 11548, 'construct': 6116, 'possession': 22232, 'buttermilk': 4232, 'hellboy': 12863, 'cassoulet': 4686, 'interwoven': 14403, 'yeeeewww': 32406, 'coxy': 6427, 'wholly': 31642, 'unconditionally': 30090, 'wholeheartedly': 31638, 'undoubtedly': 30150, 'spaggetti': 26656, 'cookoff': 6201, 'adjustment': 356, 'bolli': 3424, 'bbbrrr': 2562, 'taskin': 28141, 'undeleted': 30106, 'longhair': 16884, 'keyla': 15577, 'habbo': 12271, 'nostalgia': 19962, 'greenish': 11977, 'cantagallo': 4511, 'guangzhou': 12134, 'sportback': 26851, 'orralle': 20673, 'rudimentary': 24418, 'mikehh': 18259, 'monstr': 18710, 'prism': 22531, 'goderich': 11645, 'denim': 7396, 'oriole': 20664, 'suet': 27486, 'thistle': 28647, 'lalaland': 16077, 'cours': 6390, 'accolad': 211, 'yeeeeet': 32404, 'laaaazyyyyy': 15995, 'mailbox': 17356, 'twittttty': 29849, 'kenny': 15535, 'classy': 5491, 'fabio': 9723, 'cherant': 5122, 'fabi': 9720, 'ocher': 20216, 'tabu': 27984, 'salud': 24639, 'tapit': 28113, 'ewwhllyar': 9493, 'tkhprmp': 28947, 'rtahxefkt': 24401, 'multitasking': 19046, 'lisbon': 16660, 'cammi': 4450, 'nare': 19328, 'cantare': 4512, 'avoidant': 2016, 'puny': 22848, 'thooo': 28671, 'comeeeeee': 5807, 'deliv': 7343, 'freya': 10814, 'senioritis': 25203, 'calculus': 4372, 'slackin': 26066, 'proclamation': 22577, 'rebellious': 23382, 'acool': 268, 'zydrate': 32769, 'graverobber': 11927, 'kknow': 15762, 'somerset': 26476, 'directory': 7783, 'babysitterdirectory': 2168, 'edgy': 8665, 'lappy': 16157, 'discern': 7820, 'offensively': 20264, 'tomarrow': 29056, 'foreword': 10588, 'indiana': 14081, 'christina': 5318, 'aguilera': 573, 'boardgame': 3374, 'bookchase': 3489, 'sleeeeeeepz': 26091, 'mime': 18316, 'cand': 4486, 'twtad': 29861, 'inthemaking': 14407, 'passport': 21204, 'btwn': 4001, 'lv': 17188, 'arrgh': 1633, 'mcmuffin': 17870, 'irratated': 14548, 'icurve': 13733, 'asthetics': 1802, 'tje': 28941, 'secco': 25085, 'iweb': 14674, 'congratulatory': 6049, 'gayy': 11223, 'laughlin': 16223, 'literal': 16682, 'macri': 17274, 'cancerfree': 4481, 'impersonation': 13954, 'reduculous': 23498, 'lennys': 16412, 'decsions': 7217, 'pitchfork': 21827, 'primavera': 22505, 'continually': 6149, 'mandriva': 17472, 'tks': 28949, 'myst': 19198, 'premiere': 22402, 'lars': 16174, 'immunotec': 13927, 'immuno': 13926, 'tec': 28240, 'sttart': 27344, 'bodyshop': 3396, 'redundancy': 23499, 'lauryn': 16238, 'attai': 1865, 'yugan': 32592, 'wroth': 32151, 'omegle': 20413, 'flynn': 10447, 'prediction': 22378, 'xong': 32240, 'translator': 29339, 'gala': 11099, 'masterfully': 17711, 'beautey': 2637, 'marjorie': 17596, 'jemimah': 14896, 'carly': 4608, 'egotistic': 8762, 'benadryl': 2801, 'claritin': 5475, 'kinokuniya': 15710, 'splurge': 26819, 'trax': 29373, 'dictate': 7656, 'thankgod': 28487, 'crackberry': 6450, 'twibble': 29748, 'nomad': 19861, 'quira': 23038, 'dwell': 8509, 'mvp': 19156, 'linen': 16623, 'lingerie': 16630, 'adjustable': 355, 'prays': 22353, 'scheme': 24909, 'yayness': 32345, 'tiniest': 28887, 'jinxed': 15004, 'aphorism': 1385, 'skylit': 26054, 'boner': 3449, 'unfourtantly': 30186, 'poodl': 22137, 'annnddd': 1226, 'howay': 13438, 'foul': 10658, 'wellwood': 31442, 'boi': 3412, 'livebox': 16709, 'maura': 17762, 'deluca': 7357, 'williamsburg': 31758, 'pffftt': 21564, 'biatches': 2972, 'andswere': 1147, 'squeaky': 26905, 'tense': 28367, 'telluride': 28316, 'kidney': 15643, 'adel': 333, 'neitherrrr': 19493, 'lg': 16480, 'tbi': 28200, 'collective': 5750, 'pheasant': 21591, 'kaotic': 15363, 'pag': 20969, 'basta': 2501, 'ranjan': 23200, 'opendns': 20555, 'dns': 8025, 'decides': 7185, 'snowberry': 26344, 'jolly': 15086, 'bigi': 3000, 'firmware': 10266, 'flatten': 10339, 'westcoastgal': 31475, 'clare': 5469, 'waisted': 31077, 'nellie': 19499, 'lovell': 17022, 'ripoff': 24116, 'razdan': 23270, 'soni': 26507, 'defi': 7257, 'amazinq': 999, 'qirls': 22942, 'niqht': 19779, 'qreat': 22959, 'marverine': 17665, 'grain': 11867, 'twubbing': 29864, 'knig': 15792, 'cakin': 4360, 'gxx': 12239, 'fern': 10057, 'realises': 23330, 'excl': 9549, 'twn': 29853, 'sorrrryyy': 26575, 'stamen': 27001, 'fiel': 10134, 'proably': 22551, 'snaaaap': 26291, 'jimmaaayy': 14994, 'hookup': 13302, 'cervical': 4882, 'wefollow': 31400, 'angered': 1166, 'tackle': 27988, 'heavyweight': 12787, 'shoul': 25673, 'cobble': 5647, 'manilow': 17503, 'yeeeehaaa': 32405, 'boiler': 3414, 'sleight': 26129, 'billionaire': 3035, 'vaccuum': 30523, 'evo': 9470, 'metting': 18136, 'daleks': 6911, 'cardiff': 4570, 'dean': 7132, 'menudo': 18055, 'jaise': 14750, 'karte': 15396, 'hain': 12348, 'bagging': 2249, 'parachute': 21102, 'halibut': 12385, 'jalepenos': 14763, 'dealer': 7125, 'honourary': 13290, 'fluffette': 10432, 'mount': 18881, 'sinai': 25898, 'glenelg': 11549, 'goodnights': 11707, 'minibike': 18352, 'oist': 20350, 'tym': 29882, 'sakit': 24603, 'siya': 25979, 'shoutin': 25681, 'pagee': 20972, 'unboxed': 30069, 'wimp': 31776, 'pleassse': 21949, 'deca': 7163, 'lovebank': 17006, 'cox': 6426, 'gnna': 11612, 'typhoon': 29890, 'tsunami': 29574, 'discourages': 7841, 'granulation': 11906, 'certificate': 4877, 'dagnamit': 6889, 'clickable': 5534, 'jmccartney': 15032, 'rachael': 23071, 'gotto': 11800, 'bronx': 3916, 'marr': 17630, 'vinnie': 30816, 'deannypoo': 7135, 'agr': 557, 'fuschia': 11017, 'sheath': 25460, 'convention': 6172, 'cissbury': 5415, 'vw': 31003, 'baaaaaaaah': 2138, 'cockroach': 5659, 'heeeeelp': 12807, 'talinda': 28047, 'cheeeks': 5074, 'purplerose': 22870, 'mther': 18968, 'rhix': 24013, 'arhhhhhh': 1559, 'pattinson': 21253, 'farrrrr': 9892, 'pdhpe': 21302, 'hanna': 12466, 'dujourmag': 8426, 'varsity': 30611, 'fanclub': 9846, 'beautifuul': 2646, 'twirl': 29777, 'commonality': 5857, 'darrian': 7007, 'dissappointed': 7922, 'natie': 19363, 'hahahahahahahahahah': 12323, 'daughtry': 7036, 'eau': 8600, 'chas': 5031, 'puter': 22895, 'tforpeace': 28458, 'poole': 22144, 'mths': 18969, 'cassian': 4681, 'whooo': 31648, 'mrk': 18939, 'startle': 27048, 'happpppy': 12503, 'calippo': 4395, 'suffice': 27494, 'marzipan': 17675, 'letdown': 16441, 'amani': 977, 'kil': 15652, 'dea': 7110, 'pixie': 21843, 'sugarland': 27507, 'gknight': 11520, 'costello': 6321, 'gardener': 11168, 'remake': 23681, 'intoxicate': 14419, 'scre': 25007, 'repute': 23802, 'hershey': 12960, 'lool': 16908, 'djarka': 7997, 'koool': 15865, 'antisemitic': 1302, 'studentfinance': 27357, 'consists': 6098, 'drillers': 8312, 'certification': 4878, 'tailor': 28021, 'earlybird': 8553, 'beasted': 2619, 'longshot': 16889, 'apparantley': 1411, 'macrina': 17275, 'omgoodness': 20429, 'waraku': 31171, 'tasteless': 28148, 'bondage': 3445, 'fetis': 10082, 'wednesay': 31359, 'shepard': 25500, 'lyle': 17201, 'deinem': 7304, 'neuroanatomy': 19566, 'ritas': 24135, 'peddle': 21342, 'herbest': 12921, 'agriculture': 570, 'selfsufficiency': 25170, 'brainwash': 3706, 'improvisation': 13987, 'sloooow': 26166, 'principle': 22515, 'reagan': 23322, 'tel': 28292, 'drainage': 8254, 'cun': 6716, 'geodefense': 11332, 'onwards': 20495, 'exploration': 9640, 'startin': 27047, 'derny': 7462, 'sofie': 26411, 'sexxxy': 25337, 'tiiiiiimmmmmmeee': 28827, 'applyn': 1444, 'delivrd': 7349, 'insomniaa': 14264, 'anot': 1251, 'persuad': 21521, 'edinburgh': 8667, 'edinburghac': 8668, 'fickleness': 10123, 'attest': 1878, 'broadcaster': 3887, 'explores': 9643, 'tallebudgera': 28058, 'bumped': 4117, 'erv': 9271, 'ez': 9710, 'trigo': 29440, 'funhappy': 10976, 'faves': 9936, 'ditchin': 7958, 'barfin': 2437, 'esotsm': 9297, 'illiteracy': 13840, 'irrational': 14549, 'kickoff': 15629, 'sleepypants': 26120, 'gaby': 11073, 'superfresh': 27642, 'focals': 10471, 'supremists': 27698, 'abhor': 106, 'catchyy': 4715, 'faillllllllll': 9781, 'freee': 10758, 'wach': 31035, 'olivia': 20392, 'jessicaaaa': 14937, 'virtually': 30854, 'constitutes': 6113, 'mississppi': 18459, 'twimulations': 29767, 'guus': 12224, 'eerrrr': 8728, 'ldn': 16291, 'memoir': 18019, 'ungodly': 30191, 'liter': 16679, 'qualifyin': 22972, 'firewall': 10261, 'proxy': 22717, 'restroom': 23896, 'cleanup': 5512, 'pentecost': 21421, 'uselessly': 30449, 'hooky': 13303, 'envious': 9152, 'chiclit': 5173, 'precursor': 22374, 'qwell': 23055, 'aroun': 1618, 'impacter': 13939, 'ial': 13675, 'porter': 22199, 'castro': 4696, 'boredddddd': 3562, 'frat': 10722, 'yearling': 32382, 'sassafras': 24774, 'dealership': 7126, 'advil': 428, 'ratify': 23234, 'ilo': 13852, 'benefici': 2812, 'amercia': 1030, 'lecturer': 16340, 'gob': 11628, 'festivus': 10077, 'deena': 7228, 'purrrrs': 22875, 'orchestra': 20624, 'goto': 11793, 'yale': 32310, 'scratching': 25004, 'insuran': 14309, 'careless': 4580, 'meanw': 17904, 'guuud': 12225, 'pantien': 21069, 'tedtalks': 28260, 'wakey': 31094, 'bakey': 2292, 'rfid': 24000, 'armani': 1590, 'pantone': 21071, 'beverag': 2916, 'farn': 9885, 'lai': 16055, 'epicentre': 9183, 'wheelock': 31557, 'ishmael': 14582, 'dood': 8143, 'vodafone': 30925, 'gprs': 11828, 'yaymen': 32344, 'preservative': 22436, 'broccoli': 3891, 'envision': 9158, 'raning': 23199, 'natsmith': 19369, 'arise': 1571, 'spiral': 26789, 'nancy': 19299, 'presenter': 22433, 'sleeeepp': 26098, 'syndrome': 27949, 'ohanlon': 20308, 'jorx': 15115, 'applescript': 1436, 'tuesd': 29610, 'unveils': 30343, 'forecast': 10568, 'heeeeere': 12808, 'birdie': 3072, 'poetri': 22050, 'gpgmail': 11825, 'nika': 19739, 'moze': 18917, 'mista': 18469, 'beblessed': 2658, 'sobby': 26371, 'hopelessly': 13330, 'itttt': 14648, 'hilariousness': 13051, 'seve': 25310, 'nye': 20134, 'cel': 4809, 'exotic': 9598, 'luc': 17082, 'bourdon': 3627, 'dustin': 8493, 'travy': 29372, 'nicky': 19681, 'kayyy': 15457, 'leveraged': 16457, 'piggish': 21734, 'homie': 13258, 'stickler': 27154, 'dpi': 8240, 'export': 9649, 'headaaaaaaaaaaaache': 12703, 'qfc': 22939, 'broad': 3884, 'aaaawww': 31, 'skeleton': 26002, 'inherit': 14182, 'moss': 18838, 'specsavers': 26725, 'lonnie': 16892, 'weblogamo': 31347, 'kardam': 15379, 'moteasefane': 18845, 'baz': 2555, 'postesh': 22246, 'kootah': 15866, 'shod': 25609, 'albate': 731, 'khob': 15610, 'chizi': 5241, 'nadashtam': 19233, 'begam': 2727, 'mimmiz': 18321, 'atlas': 1847, 'morocco': 18807, 'strait': 27255, 'gibraltar': 11431, 'europa': 9389, 'blackhea': 3154, 'tomoz': 29085, 'bludge': 3325, 'jaii': 14741, 'weirdo': 31420, 'fob': 10469, 'hungryyyyyy': 13576, 'universal': 30237, 'circa': 5404, 'broc': 3890, 'insecticidal': 14244, 'pest': 21536, 'stephani': 27120, 'blanchette': 3186, 'wowza': 32103, 'seduction': 25108, 'laird': 16062, 'sinclair': 25905, 'nole': 19859, 'eeps': 8726, 'hurdle': 13590, 'ironpoodonia': 14544, 'cart': 4647, 'tlkin': 28958, 'ozzy': 20929, 'osbourne': 20685, 'inseparable': 14248, 'vanish': 30592, 'mannnn': 17515, 'riesling': 24075, 'tfl': 28457, 'crackle': 6455, 'sensuality': 25224, 'scald': 24858, 'audible': 1912, 'sickkkk': 25776, 'bwm': 4273, 'masturbate': 17715, 'loongerrr': 16913, 'lilime': 16592, 'livvscry': 16728, 'dokomi': 8081, 'skateprk': 25999, 'conserve': 6086, 'complimentary': 5930, 'pleaseeeeee': 21943, 'rhinitis': 24012, 'boohooo': 3483, 'uft': 29941, 'gill': 11457, 'tendon': 28348, 'larry': 16172, 'mudhut': 19000, 'effectively': 8739, 'dumbass': 8435, 'warrenty': 31199, 'coln': 5764, 'mindddd': 18333, 'framboos': 10692, 'glycolic': 11589, 'serum': 25280, 'chapman': 4981, 'gladly': 11530, 'rosaen': 24314, 'cabbage': 4308, 'azlan': 2127, 'disbelief': 7818, 'wthr': 32164, 'moooorning': 18758, 'webkit': 31346, 'shindig': 25546, 'twitterloves': 29826, 'teehee': 28264, 'waisting': 31078, 'tiredness': 28911, 'nottt': 19998, 'donnelly': 8131, 'mcfox': 17849, 'lannen': 16140, 'affect': 461, 'infertility': 14138, 'mish': 18431, 'millenia': 18294, 'chocolatey': 5260, 'yumm': 32602, 'nepal': 19514, 'resign': 23842, 'moxha': 18907, 'erk': 9245, 'init': 14187, 'evaluate': 9399, 'becau': 2665, 'afric': 487, 'grandbabies': 11882, 'infant': 14129, 'jackalope': 14704, 'intrepid': 14421, 'ibex': 13687, 'strangle': 27260, 'salesman': 24621, 'shamwow': 25399, 'liven': 16714, 'powerball': 22289, 'jackpot': 14711, 'formidable': 10614, 'bleach': 3211, 'alphonso': 903, 'lassi': 16186, 'nimbupaani': 19758, 'egss': 8764, 'follo': 10494, 'underpriveledged': 30122, 'rahal': 23128, 'undeveloped': 30145, 'ewwwy': 9496, 'aerobars': 444, 'alkek': 817, 'scurry': 25047, 'leelanau': 16351, 'peninsula': 21407, 'fiance': 10113, 'dementia': 7369, 'coincidence': 5697, 'writersblock': 32137, 'bev': 2914, 'supposedly': 27684, 'postpon': 22251, 'rohn': 24241, 'fatfat': 9919, 'layard': 16263, 'seligman': 25172, 'pollen': 22105, 'msh': 18950, 'mizz': 18504, 'gettn': 11388, 'whoeva': 31632, 'bof': 3401, 'norwich': 19956, 'relegate': 23645, 'sow': 26636, 'jfufnfwucnbqjic': 14968, 'divert': 7970, 'scii': 24956, 'inspite': 14277, 'pcvs': 21295, 'plait': 21870, 'unplait': 30279, 'nappy': 19321, 'igot': 13801, 'juansimon': 15175, 'agen': 529, 'boohoohoo': 3482, 'redi': 23484, 'warns': 31194, 'sahel': 24584, 'extrajudicial': 9683, 'dinnner': 7755, 'avers': 1999, 'ary': 1691, 'periscope': 21474, 'qualify': 22971, 'reutimann': 23949, 'bklyn': 3136, 'umbrellaless': 30023, 'emayal': 8914, 'bungle': 4129, 'saving': 24827, 'sholder': 25615, 'litt': 16693, 'trist': 29471, 'lese': 16430, 'siste': 25951, 'tweetsen': 29730, 'prooved': 22652, 'slippy': 26154, 'ironically': 14543, 'bmx': 3362, 'burgas': 4147, 'careoke': 4582, 'sunstroke': 27622, 'crackerack': 6453, 'cherished': 5126, 'pastime': 21212, 'interfere': 14353, 'anyy': 1355, 'stfu': 27145, 'annoyingly': 1240, 'illustrate': 13848, 'concierge': 5972, 'betteridge': 2902, 'inconveni': 14050, 'wcc': 31303, 'reggae': 23566, 'paolo': 21078, 'baldini': 2306, 'dubfiles': 8391, 'becase': 2663, 'compete': 5899, 'login': 16824, 'diamo': 7625, 'smite': 26249, 'tia': 28778, 'strategist': 27265, 'lululemon': 17125, 'srinivasa': 26931, 'rao': 23206, 'garu': 11187, 'seein': 25120, 'papi': 21092, 'everaldo': 9422, 'vmware': 30912, 'defunk': 7287, 'muuch': 19149, 'pus': 22885, 'mers': 18088, 'sustainable': 27775, 'oscillate': 20688, 'fusterated': 11025, 'roflmao': 24233, 'ecg': 8619, 'awd': 2040, 'flourescents': 10413, 'peely': 21355, 'hideous': 13018, 'luminous': 17133, 'tahitian': 28012, 'fiscally': 10272, 'pyt': 22925, 'kates': 15416, 'afty': 513, 'lonelyyyy': 16868, 'mz': 19215, 'youuuu': 32567, 'loooool': 16923, 'ayy': 2123, 'tod': 28996, 'advertise': 423, 'humber': 13541, 'nameste': 19292, 'prescribed': 22425, 'flipk': 10375, 'deadgirl': 7113, 'spiritualguide': 26794, 'compos': 5936, 'dulce': 8430, 'pocketsquare': 22036, 'lawl': 16249, 'musthafa': 19135, 'compon': 5933, 'okie': 20371, 'cuma': 6709, 'gini': 11479, 'aja': 686, 'heheheh': 12832, 'terus': 28420, 'statusmuuu': 27073, 'grievance': 12013, 'fathom': 9924, 'nghe': 19637, 'lbq': 16283, 'glitch': 11557, 'secretly': 25095, 'fooking': 10535, 'goina': 11667, 'vicodin': 30748, 'bjaday': 3129, 'buckle': 4027, 'gigaton': 11444, 'likelyy': 16583, 'jizzle': 15017, 'celebritytweet': 4823, 'nagios': 19249, 'configuration': 6019, 'config': 6018, 'asf': 1710, 'gape': 11156, 'donat': 8115, 'spawn': 26691, 'sistas': 25950, 'ahhhhhhh': 611, 'yesyesyes': 32450, 'polo': 22112, 'assumes': 1794, 'sarcastic': 24751, 'frosty': 10884, 'delusional': 7361, 'quotation': 23049, 'rug': 24421, 'shouldve': 25677, 'tyrant': 29898, 'replica': 23767, 'kellock': 15508, 'threshold': 28708, 'photovia': 21667, 'novusnovendo': 20018, 'compile': 5909, 'prd': 22355, 'thisk': 28645, 'kro': 15915, 'booh': 3480, 'hiss': 13097, 'niki': 19742, 'academi': 176, 'increas': 14055, 'mono': 18696, 'modal': 18570, 'gparents': 11824, 'ballarat': 2320, 'ewww': 9494, 'zul': 32760, 'swoobs': 27904, 'swass': 27822, 'darnit': 7003, 'interwebs': 14399, 'turbo': 29640, 'maint': 17367, 'hairy': 12366, 'atrocious': 1859, 'wb': 31298, 'bumper': 4118, 'troop': 29492, 'mesaj': 18092, 'eroare': 9252, 'forbiddenyou': 10559, 'jpg': 15162, 'ghicit': 11412, 'hoptimist': 13338, 'synaptic': 27945, 'citra': 5423, 'vic': 30740, 'neipa': 19489, 'ticked': 28788, 'mcast': 17818, 'fantasty': 9872, 'wildomar': 31744, 'inborn': 14010, 'predominantly': 22381, 'vagina': 30536, 'superbowl': 27635, 'carparks': 4631, 'missourian': 18462, 'sturtz': 27390, 'beige': 2743, 'stipped': 27181, 'thanxx': 28501, 'spork': 26847, 'deh': 7298, 'flavorus': 10345, 'printchick': 22520, 'bryce': 3979, 'elementary': 8840, 'fukn': 10947, 'durin': 8483, 'novos': 20016, 'timo': 28872, 'npr': 20028, 'doon': 8151, 'pari': 21136, 'neb': 19431, 'dtn': 8377, 'naperville': 19312, 'veritas': 30685, 'reshape': 23835, 'jot': 15131, 'tonia': 29099, 'spamspamspam': 26666, 'keiths': 15496, 'sellout': 25177, 'projector': 22628, 'sorryyy': 26579, 'milerz': 18279, 'frustraded': 10896, 'snook': 26332, 'ste': 27084, 'wacha': 31036, 'phuket': 21675, 'thailand': 28474, 'justa': 15258, 'manually': 17528, 'oooiifull': 20517, 'whooops': 31653, 'carlingford': 4601, 'lough': 16987, 'wst': 32157, 'wheater': 31550, 'austria': 1951, 'trademe': 29277, 'lbd': 16281, 'buba': 4006, 'coulnd': 6353, 'seventh': 25313, 'dble': 7094, 'shaneyas': 25401, 'nsf': 20034, 'wheree': 31567, 'browning': 3942, 'mocha': 18561, 'frapp': 10717, 'foliars': 10487, 'hereee': 12930, 'pranika': 22341, 'dhakshu': 7600, 'prophesies': 22665, 'inconclusive': 14046, 'oculus': 20230, 'vr': 30986, 'headset': 12721, 'cymk': 6837, 'horti': 13374, 'smudge': 26279, 'giesal': 11435, 'dayyyyyy': 7083, 'routin': 24364, 'realization': 23337, 'skincar': 26017, 'essenti': 9321, 'complication': 5928, 'keane': 15473, 'asymmetrical': 1820, 'durzy': 8487, 'agate': 525, 'bail': 2268, 'swir': 27890, 'catalog': 4703, 'jitsu': 15009, 'xtine': 32253, 'wating': 31260, 'wavin': 31280, 'disgrace': 7867, 'andes': 1129, 'muf': 19003, 'manu': 17526, 'pansy': 21064, 'codeh': 5669, 'juicystar': 15206, 'involveme': 14477, 'robban': 24183, 'munity': 19074, 'wonderland': 31943, 'mourner': 18885, 'colleen': 5752, 'houdin': 13409, 'closeness': 5581, 'unload': 30256, 'fetish': 10083, 'veteran': 30715, 'reassure': 23375, 'tatler': 28163, 'conti': 6146, 'boooooooo': 3521, 'upo': 30373, 'inventory': 14450, 'skus': 26044, 'jolla': 15085, 'savarna': 24822, 'succession': 27453, 'gulb': 12185, 'donax': 8119, 'fuzzypuppy': 11045, 'atx': 1896, 'eztv': 9713, 'torrent': 29176, 'retsi': 23936, 'borat': 3549, 'quotable': 23048, 'aromatic': 1612, 'joemo': 15057, 'safely': 24569, 'steele': 27098, 'robbinsons': 24189, 'assumpt': 1795, 'gilf': 11456, 'colad': 5708, 'jlh': 15027, 'nessie': 19545, 'examination': 9510, 'indescribable': 14074, 'bernie': 2854, 'ijs': 13817, 'bernard': 2853, 'sander': 24691, 'northbound': 19944, 'commute': 5876, 'galt': 11115, 'temecula': 28321, 'coed': 5673, 'sprinkle': 26879, 'ust': 30460, 'challah': 4927, 'coart': 5638, 'lond': 16861, 'ism': 14597, 'funnn': 10989, 'lyon': 17211, 'roo': 24292, 'boohooooooooooo': 3484, 'waittt': 31085, 'tearjerker': 28233, 'koons': 15864, 'alltop': 866, 'itis': 14632, 'otrip': 20727, 'sumthn': 27570, 'pinpoint': 21796, 'teamika': 28229, 'thirty': 28642, 'frighten': 10844, 'bahahaha': 2259, 'wichita': 31689, 'kraussey': 15891, 'clownin': 5599, 'htown': 13476, 'siouxsinner': 25931, 'shortcoming': 25655, 'subtract': 27438, 'baju': 2284, 'sklh': 26032, 'schl': 24913, 'wlcm': 31881, 'terrace': 28400, 'prospectus': 22679, 'dheeraj': 7604, 'budhori': 4043, 'phyllis': 21677, 'hyman': 13643, 'unsung': 30322, 'lolly': 16847, 'larin': 16170, 'rhubarb': 24019, 'selenagomezlast': 25159, 'bevan': 2915, 'wowww': 32101, 'mundo': 19071, 'earphone': 8560, 'gooooooodmorning': 11745, 'mentality': 18047, 'arab': 1500, 'gina': 11472, 'correction': 6298, 'ferry': 10070, 'tyvm': 29905, 'julz': 15223, 'sensor': 25221, 'unsurprised': 30324, 'annalisa': 1209, 'joyride': 15159, 'pai': 20981, 'sml': 26252, 'elitecamp': 8865, 'steady': 27087, 'chaof': 4970, 'cacs': 4322, 'chij': 5179, 'mowj': 18906, 'thims': 28622, 'hoj': 13172, 'hangf': 12457, 'thaan': 28469, 'gaanf': 11061, 'thoong': 28670, 'gia': 11425, 'cuoois': 6722, 'phoosm': 21644, 'hic': 13010, 'nhan': 19643, 'vk': 30901, 'eaat': 8531, 'baron': 2453, 'shwasty': 25748, 'shloshed': 25600, 'timeeee': 28854, 'daw': 7053, 'compelte': 5897, 'digger': 7701, 'patriarchy': 21240, 'supervises': 27663, 'unixodbc': 30242, 'nrs': 20031, 'fitzcarraldo': 10293, 'creativit': 6522, 'yooo': 32515, 'myyyyye': 19214, 'libray': 16517, 'tisha': 28917, 'nova': 20005, 'hensel': 12917, 'baldeep': 2305, 'reactivation': 23308, 'tomrrow': 29087, 'speek': 26744, 'elusive': 8901, 'monogamy': 18700, 'joeman': 15055, 'paddington': 20954, 'fasten': 9907, 'seatbelt': 25078, 'chingo': 5215, 'lucia': 17086, 'sippinn': 25935, 'whut': 31673, 'sonics': 26511, 'scarlet': 24885, 'criminy': 6564, 'ecologically': 8633, 'gazebo': 11227, 'swam': 27808, 'ensure': 9112, 'hb': 12689, 'epitome': 9192, 'selflessness': 25167, 'polite': 22095, 'relation': 23628, 'burial': 4156, 'tonematrix': 29094, 'twittersphere': 29836, 'haaaaair': 12255, 'salinger': 24623, 'dickenson': 7651, 'cookbook': 6194, 'janus': 14798, 'sus': 27752, 'bloodstained': 3303, 'bullwinkle': 4103, 'fracture': 10682, 'dooooooooown': 8158, 'virtue': 30856, 'vat': 30614, 'insider': 14256, 'twiin': 29757, 'foodshopping': 10530, 'misheard': 18435, 'breeding': 3783, 'bnp': 3367, 'breakspe': 3759, 'centro': 4856, 'exciiiiiiiting': 9538, 'jeeeez': 14875, 'glib': 11552, 'erm': 9246, 'minibus': 18353, 'whereas': 31564, 'eurgh': 9387, 'rond': 24285, 'cassette': 4680, 'tomb': 29059, 'happyslip': 12509, 'reyes': 23994, 'tatt': 28165, 'foo': 10522, 'chichi': 5165, 'teniece': 28358, 'bon': 3443, 'voyage': 30980, 'mccarran': 17827, 'cyah': 6819, 'sonia': 26508, 'tellmetwice': 28315, 'dollarosa': 8090, 'hawain': 12654, 'bale': 2309, 'scorer': 24974, 'salah': 24610, 'virginia': 30843, 'operational': 20567, 'itsurely': 14644, 'yest': 32441, 'flare': 10326, 'copycars': 6240, 'shanghai': 25402, 'woodstock': 31962, 'vineetvashist': 30812, 'anonymous': 1247, 'nickelback': 19674, 'unending': 30156, 'pollinator': 22106, 'shizzle': 25596, 'colton': 5781, 'redesign': 23478, 'anyhooo': 1330, 'mumzys': 19061, 'wrkd': 32144, 'benzo': 2835, 'recory': 23447, 'storage': 27226, 'sawwy': 24839, 'nitikavi': 19794, 'htc': 13473, 'succulent': 27458, 'furri': 11013, 'havea': 12634, 'inhale': 14179, 'herniated': 12946, 'lethal': 16442, 'civility': 5436, 'swiftly': 27875, 'excellence': 9525, 'anthology': 1276, 'sounder': 26609, 'ferber': 10051, 'rohan': 24240, 'alchemist': 740, 'alchemy': 741, 'adventurous': 421, 'languish': 16134, 'feudal': 10086, 'mountaino': 18883, 'didgeridoo': 7664, 'kaze': 15460, 'sdsm': 25055, 'draven': 8271, 'cement': 4842, 'niagara': 19650, 'savannah': 24821, 'yars': 32331, 'dhcp': 7603, 'fel': 10012, 'tweeeeeet': 29690, 'ott': 20728, 'frazzle': 10730, 'erangacphotography': 9221, 'shina': 25545, 'gaw': 11215, 'bala': 2298, 'piti': 21828, 'lk': 16735, 'lan': 16105, 'sank': 24718, 'spector': 26729, 'backkkk': 2193, 'md': 17883, 'corpus': 6294, 'awar': 2029, 'alki': 818, 'wkds': 31872, 'hazel': 12684, 'docker': 8038, 'thor': 28674, 'wonderfur': 31942, 'kittykisses': 15752, 'sod': 26401, 'dpressed': 8242, 'mpaa': 18924, 'videorecord': 30768, 'occupy': 20208, 'gracious': 11849, 'creatively': 6520, 'vigorous': 30790, 'prune': 22718, 'removal': 23713, 'qood': 22952, 'morninq': 18804, 'originally': 20661, 'inevita': 14122, 'kurumi': 15958, 'garageband': 11160, 'bahah': 2256, 'inorite': 14230, 'lagoon': 16050, 'fleece': 10355, 'thanku': 28491, 'wordplay': 32026, 'itms': 14636, 'vietnam': 30780, 'beatnet': 2631, 'whatz': 31546, 'waaaaaaaaaah': 31015, 'persuasion': 21524, 'negotiation': 19474, 'kira': 15717, 'zol': 32732, 'perrrfect': 21498, 'alignment': 801, 'biddy': 2984, 'delerium': 7320, 'leeb': 16346, 'amhzz': 1039, 'egypt': 8765, 'femicide': 10031, 'ajax': 688, 'autorefresh': 1974, 'chander': 4951, 'thowing': 28693, 'vhs': 30728, 'span': 26667, 'satisfi': 24790, 'imago': 13888, 'relocation': 23671, 'perfec': 21451, 'dohh': 8067, 'ffa': 10094, 'sentenc': 25226, 'opportun': 20582, 'microplaza': 18199, 'shuts': 25738, 'yogurtland': 32504, 'yaw': 32337, 'likewis': 16584, 'encourag': 9024, 'howie': 13444, 'rifi': 24078, 'everone': 9430, 'ginpreneur': 11484, 'ignite': 13794, 'pythonkings': 22927, 'heyyyyy': 12983, 'bogo': 3409, 'wowzers': 32105, 'mustv': 19136, 'thunderstorming': 28761, 'sleepness': 26111, 'brainless': 3705, 'vagrancy': 30537, 'iberville': 13686, 'phail': 21576, 'prohibit': 22622, 'ipoh': 14508, 'nesmith': 19535, 'kaohsiung': 15362, 'dnd': 8021, 'wrangle': 32110, 'giddyup': 11434, 'lumbar': 17128, 'materi': 17725, 'mildura': 18274, 'mhhh': 18159, 'scammer': 24866, 'nttn': 20049, 'qdoba': 22935, 'humbug': 13544, 'logicviper': 16821, 'morrningg': 18819, 'mornig': 18795, 'areply': 1542, 'colectivo': 5722, 'jodiendo': 15049, 'promisse': 22640, 'shimal': 25542, 'sudanese': 27476, 'nothern': 19974, 'gauge': 11209, 'blackberryless': 3147, 'brinn': 3858, 'soupy': 26615, 'heinz': 12844, 'acet': 246, 'neverrr': 19581, 'gamification': 11133, 'deplyod': 7435, 'falouga': 9818, 'amf': 1037, 'nonhuman': 19879, 'luftwaffe': 17108, 'punishable': 22837, 'imprisonment': 13979, 'tyring': 29900, 'evenlyn': 9413, 'tomora': 29073, 'samsam': 24671, 'nnnnoooooo': 19820, 'utrecht': 30481, 'shakalohana': 25372, 'wavez': 31279, 'gnarly': 11605, 'wfd': 31493, 'tendency': 28344, 'lmfaaoooo': 16757, 'stans': 27018, 'ante': 1272, 'happeened': 12484, 'belvoir': 2798, 'pentagon': 21419, 'looooove': 16933, 'realizes': 23339, 'rexha': 23991, 'ayaw': 2109, 'bumukas': 4120, 'zzzzz': 32775, 'dsds': 8369, 'studi': 27358, 'fooood': 10542, 'hahaa': 12305, 'butbutbuttt': 4209, 'giovannna': 11486, 'chucky': 5337, 'budd': 4033, 'infuriate': 14171, 'desputed': 7506, 'appa': 1410, 'commodity': 5854, 'rhodes': 24017, 'luking': 17119, 'intellectually': 14324, 'disagreement': 7801, 'introduction': 14431, 'marvellous': 17663, 'jerusalem': 14927, 'termineda': 28395, 'gmorning': 11599, 'giirll': 11452, 'awesomness': 2060, 'diblasi': 7642, 'divider': 7973, 'halla': 12387, 'haloom': 12399, 'eeem': 8716, 'rationale': 23238, 'eyaseer': 9696, 'inshallah': 14253, 'overdid': 20834, 'geeking': 11262, 'harshest': 12574, 'prohibits': 22624, 'cathy': 4727, 'ordinarily': 20634, 'fnn': 10462, 'brainbone': 3703, 'byeeeee': 4283, 'freecyclers': 10754, 'thaank': 28470, 'ufkc': 29940, 'stopstopp': 27224, 'imgoing': 13898, 'jour': 15133, 'popularent': 22179, 'boog': 3476, 'unreliable': 30298, 'endure': 9044, 'yupp': 32619, 'tosca': 29190, 'acoustique': 271, 'goona': 11725, 'wrongly': 32150, 'accuse': 238, 'mysterious': 19200, 'oral': 20610, 'welllll': 31438, 'blipping': 3253, 'hydrangea': 13636, 'ought': 20744, 'moives': 18605, 'demonstr': 7387, 'biblic': 2977, 'produc': 22589, 'unspeak': 30314, 'glori': 11569, 'razer': 23271, 'sphex': 26765, 'knockin': 15805, 'whistler': 31606, 'bleah': 3213, 'tipsy': 28905, 'maddies': 17291, 'filing': 10171, 'socialily': 26384, 'naiv': 19269, 'charade': 4995, 'adiel': 347, 'sabby': 24520, 'mylan': 19179, 'fleeshman': 10356, 'busty': 4205, 'maven': 17766, 'csvr': 6665, 'conclude': 5974, 'divisiveness': 7979, 'thruout': 28739, 'crosby': 6597, 'ttennis': 29581, 'tischtennis': 28914, 'von': 30959, 'abe': 98, 'pratical': 22345, 'becos': 2682, 'skola': 26036, 'impt': 13989, 'magnet': 17328, 'nicolle': 19689, 'mari': 17570, 'uncensored': 30078, 'datti': 7033, 'sankar': 24719, 'zappacosta': 32666, 'unava': 30060, 'reb': 23377, 'breonna': 3798, 'bre': 3744, 'deangeloredman': 7133, 'divorc': 7981, 'separ': 25235, 'audionec': 1920, 'newt': 19617, 'midget': 18216, 'brrrrr': 3950, 'kochi': 15835, 'reposted': 23782, 'catsfollowers': 4734, 'meowideos': 18057, 'olix': 20393, 'nek': 19494, 'goddess': 11643, 'parvathi': 21189, 'brahmarshi': 3696, 'pitamaha': 21822, 'patriji': 21243, 'mdmc': 17884, 'understood': 30134, 'muhaha': 19016, 'martha': 17650, 'mnth': 18549, 'intrested': 14422, 'bumbed': 4110, 'ghos': 11416, 'manifestign': 17501, 'rigjt': 24088, 'unf': 30160, 'neko': 19496, 'yak': 32306, 'ishan': 14579, 'publicity': 22777, 'mathana': 17732, 'shiggity': 25532, 'shwa': 25746, 'xiuxiu': 32227, 'wayland': 31288, 'gott': 11795, 'lalalalaaaa': 16075, 'tearrr': 28234, 'summar': 27546, 'thelockdownfurniturecompany': 28545, 'stur': 27388, 'scientifically': 24952, 'proven': 22700, 'reduces': 23497, 'brokun': 3909, 'humuns': 13564, 'maybee': 17784, 'agin': 548, 'wun': 32169, 'literary': 16685, 'anth': 1273, 'ally': 869, 'betsy': 2898, 'choel': 5264, 'airdrop': 666, 'pixby': 21841, 'bruce': 3953, 'sanibel': 24711, 'pravinkavi': 22348, 'sarav': 24748, 'langi': 16130, 'jamaica': 14765, 'lve': 17189, 'flitter': 10380, 'menial': 18038, 'manicurist': 17499, 'fixer': 10301, 'negate': 19467, 'expertise': 9626, 'preciate': 22365, 'brinda': 3853, 'abdo': 92, 'completes': 5918, 'reflectively': 23538, 'ej': 8797, 'rehears': 23589, 'peachy': 21319, 'nadzirah': 19240, 'incl': 14032, 'rhin': 24010, 'benihana': 2820, 'waikiki': 31072, 'binary': 3041, 'zirconcode': 32719, 'pointlesss': 22063, 'powerpoints': 22298, 'leaveeee': 16326, 'finacially': 10190, 'belov': 2791, 'avocet': 2013, 'krystal': 15924, 'bry': 3976, 'scram': 24995, 'nib': 19655, 'chevron': 5143, 'pider': 21718, 'pade': 20958, 'mea': 17886, 'assistance': 1783, 'permit': 21489, 'kyrgyzstan': 15991, 'majlis': 17375, 'naty': 19382, 'reem': 23521, 'warwick': 31206, 'disproves': 7910, 'thebookbabe': 28529, 'maat': 17232, 'waraw': 31172, 'taipei': 28025, 'pearlman': 21330, 'vengeful': 30651, 'chevrolet': 5142, 'insert': 14249, 'sedaris': 25102, 'lopatcong': 16948, 'coogan': 6191, 'moran': 18774, 'puja': 22803, 'oink': 20346, 'coolness': 6214, 'dsa': 8366, 'sparty': 26685, 'mcdonel': 17840, 'slater': 26078, 'kapowski': 15367, 'exemption': 9565, 'paragraph': 21108, 'tomori': 29075, 'freshner': 10805, 'horriblel': 13357, 'poughkeepsie': 22272, 'gadgetopia': 11076, 'summy': 27562, 'crispies': 6571, 'oneplus': 20459, 'nord': 19926, 'ickkk': 13726, 'meag': 17891, 'solar': 26433, 'groo': 12048, 'fieldwork': 10136, 'databook': 7025, 'awkwardly': 2075, 'incapable': 14016, 'cramped': 6465, 'iplayer': 14504, 'anychance': 1327, 'barakitten': 2414, 'negghead': 19470, 'haaaayley': 12257, 'simile': 25874, 'meowmie': 18058, 'pushin': 22888, 'alejandra': 758, 'mononoke': 18703, 'bung': 4127, 'cabbie': 4309, 'ooooover': 20531, 'oooover': 20532, 'tweak': 29683, 'cheeto': 5093, 'hedberg': 12796, 'stripey': 27318, 'subtle': 27436, 'shittier': 25579, 'boxy': 3651, 'clunky': 5610, 'questionable': 23010, 'tsemrinpoche': 29563, 'teardrop': 28232, 'sxxxx': 27915, 'kasish': 15407, 'stale': 26992, 'madly': 17298, 'deathstar': 7147, 'enterprice': 9121, 'jobe': 15039, 'hallo': 12391, 'itsnikkitime': 14641, 'shiiit': 25535, 'brien': 3833, 'hugz': 13518, 'xxxxxxxxxx': 32270, 'esha': 9291, 'pandey': 21044, 'pfp': 21568, 'insured': 14311, 'tayys': 28195, 'groundbreaking': 12063, 'sincere': 25902, 'transcends': 29324, 'wrestlefest': 32124, 'latalkradio': 16196, 'ybc': 32352, 'presume': 22453, 'giro': 11500, 'cordon': 6255, 'lunchhhhh': 17147, 'demistylesource': 7375, 'fragment': 10686, 'reabsorbed': 23300, 'tennille': 28364, 'gcqrr': 11240, 'choregoraphy': 5288, 'creammm': 6511, 'imag': 13881, 'philosophi': 21618, 'stoicism': 27195, 'stoic': 27194, 'alexia': 772, 'nomin': 19864, 'boyzone': 3668, 'havee': 12637, 'yesterdayy': 32447, 'dreadweave': 8287, 'brummie': 3961, 'scope': 24967, 'fresno': 10808, 'cingular': 5398, 'scarlett': 24886, 'allright': 860, 'cofee': 5675, 'wig': 31720, 'spreadsheet': 26868, 'girsl': 11506, 'josie': 15127, 'orbit': 20619, 'exoplanets': 9597, 'morality': 18773, 'pornstar': 22191, 'illogical': 13842, 'spiros': 26798, 'workyy': 32059, 'lin': 16612, 'caquelons': 4553, 'pyot': 22921, 'artisanal': 1672, 'craftsman': 6457, 'onenever': 20458, 'wasfernandes': 31211, 'konsa': 15858, 'zwitschert': 32768, 'summat': 27549, 'whateves': 31531, 'trendy': 29406, 'graph': 11911, 'jessicab': 14938, 'hateeeeee': 12607, 'calen': 4377, 'compelling': 5896, 'luvvie': 17182, 'tartan': 28134, 'norf': 19929, 'thght': 28605, 'workd': 32032, 'sluttin': 26200, 'waaaaaaaaahhhh': 31016, 'implication': 13958, 'shuld': 25731, 'anxiou': 1321, 'iznt': 14689, 'embolden': 8933, 'wooop': 32002, 'cholocate': 5274, 'buyin': 4253, 'waaaa': 31011, 'bbye': 2579, 'biochem': 3058, 'waaaaahhhhhh': 31018, 'hagg': 12299, 'cn': 5625, 'maayasays': 17234, 'hooman': 13304, 'meetin': 17962, 'jewelery': 14957, 'rita': 24134, 'chelsey': 5108, 'triste': 29472, 'swerve': 27872, 'butty': 4243, 'blackpool': 3162, 'medici': 17933, 'elle': 8873, 'boutique': 3633, 'exato': 9515, 'momento': 18640, 'kandivali': 15348, 'sherri': 25510, 'spinner': 26786, 'whitehead': 31614, 'bbyshower': 2580, 'westham': 31481, 'preexist': 22385, 'brady': 3689, 'geeked': 11261, 'fanart': 9837, 'soh': 26425, 'grassy': 11916, 'oak': 20150, 'liquorice': 16656, 'graphite': 11913, 'confection': 6004, 'silky': 25853, 'heheh': 12830, 'chapped': 4982, 'doggo': 8058, 'unbranded': 30070, 'router': 24363, 'lante': 16143, 'streak': 27276, 'madeleines': 17293, 'watford': 31257, 'sigil': 25810, 'tumblr': 29625, 'sigils': 25811, 'offspecs': 20287, 'makerfaire': 17389, 'juast': 15176, 'webmail': 31348, 'advertisement': 424, 'possa': 22229, 'acee': 243, 'mayfieldlavender': 17791, 'mayfields': 17792, 'laven': 16243, 'enna': 9095, 'kodumai': 15839, 'idhu': 13758, 'therapeutic': 28570, 'alreadyyyy': 909, 'freshness': 10806, 'stap': 27020, 'cypher': 6843, 'bluegrass': 3334, 'tunage': 29630, 'copeland': 6233, 'unholy': 30201, 'viva': 30892, 'durning': 8484, 'yahh': 32299, 'deanna': 7134, 'petty': 21552, 'diviated': 7971, 'septum': 25245, 'palpebral': 21025, 'fissure': 10287, 'widens': 31698, 'curlycues': 6749, 'ranga': 23195, 'stc': 27082, 'haikai': 12342, 'sia': 25756, 'scrit': 25031, 'comunidad': 5954, 'aria': 1561, 'precariously': 22361, 'ricotta': 24057, 'snape': 26299, 'otp': 20725, 'sirius': 25939, 'remus': 23715, 'btches': 3992, 'todaay': 29000, 'prada': 22329, 'truli': 29529, 'ugggg': 29947, 'forsaken': 10625, 'utc': 30471, 'dayyy': 7081, 'intrinsically': 14426, 'ladybug': 16034, 'massag': 17700, 'recoveri': 23455, 'linger': 16629, 'connoisseur': 6069, 'moly': 18630, 'arrgghh': 1631, 'quibble': 23016, 'spaceports': 26653, 'rosa': 24313, 'dearly': 7139, 'sworn': 27908, 'acorn': 269, 'odm': 20243, 'gnb': 11607, 'echoism': 8621, 'betterbut': 2901, 'altogether': 938, 'powderhorn': 22286, 'similarly': 25873, 'fairyness': 9797, 'coogars': 6192, 'pilate': 21747, 'confessional': 6012, 'bollock': 3425, 'telephone': 28302, 'consultation': 6123, 'doneeee': 8121, 'wheeee': 31553, 'hahaaaaaaaa': 12307, 'denise': 7398, 'lager': 16047, 'genious': 11310, 'palooza': 21024, 'pdt': 21303, 'smtimes': 26278, 'solitude': 26446, 'stalwart': 27000, 'nickj': 19676, 'rolemodel': 24250, 'eminent': 8955, 'prominent': 22634, 'achievement': 254, 'ravish': 23254, 'axel': 2101, 'unanswered': 30050, 'lauke': 16228, 'sefton': 25137, 'interact': 14341, 'unburden': 30074, 'thepet': 28567, 'sidenote': 25788, 'albion': 735, 'earringdangle': 8565, 'vict': 30749, 'dez': 7587, 'reaped': 23363, 'fridayyyyyyy': 10825, 'eliz': 8866, 'vier': 30778, 'buwieser': 4249, 'mahn': 17348, 'touchin': 29215, 'dha': 7599, 'cece': 4803, 'chanqes': 4964, 'trailhead': 29295, 'haih': 12340, 'cath': 4721, 'fraser': 10720, 'bending': 2807, 'yali': 32311, 'niec': 19692, 'explodes': 9636, 'jimbonethaplugg': 14991, 'succesfully': 27446, 'tayla': 28189, 'kellynn': 15511, 'tingle': 28885, 'dalgona': 6912, 'oneee': 20455, 'marrrrrrrrrry': 17639, 'parry': 21159, 'armin': 1595, 'brookings': 3923, 'goodview': 11713, 'bursting': 4182, 'loling': 16838, 'lookn': 16905, 'makeov': 17386, 'oper': 20561, 'collabor': 5732, 'weirdly': 31418, 'equality': 9208, 'attias': 1879, 'muldrow': 19026, 'gabba': 11064, 'somi': 26490, 'jingle': 15000, 'islamic': 14588, 'dependable': 7424, 'skater': 26000, 'rught': 24424, 'ratarsed': 23228, 'mackenzie': 17265, 'stylefashionstyle': 27396, 'fashionablewoo': 9901, 'wnew': 31896, 'londondubaipari': 16863, 'birthdayyy': 3085, 'meck': 17918, 'cnaterbury': 5627, 'ticon': 28798, 'deze': 7588, 'interessanter': 14346, 'aday': 317, 'misbehave': 18418, 'ofoz': 20294, 'nfty': 19629, 'wynters': 32195, 'devour': 7579, 'nabir': 19225, 'najilsi': 19273, 'famine': 9829, 'reposts': 23784, 'yerrrr': 32432, 'thinkk': 28635, 'whaat': 31506, 'christoph': 5321, 'motley': 18865, 'newer': 19595, 'pmsl': 22020, 'stash': 27055, 'drom': 8333, 'givee': 11513, 'lovee': 17010, 'schuhmacher': 24937, 'aaaaarrrrggghhh': 17, 'kerbear': 15544, 'eno': 9097, 'danica': 6964, 'verena': 30679, 'roland': 24247, 'nikrandt': 19751, 'creem': 6536, 'irwin': 14563, 'stunk': 27377, 'pitiful': 21829, 'smdh': 26232, 'pillage': 21750, 'alpine': 904, 'bisque': 3097, 'alp': 900, 'schweiz': 24945, 'bisou': 3096, 'ungrateful': 30192, 'inbounding': 14012, 'coconut': 5665, 'yesh': 32436, 'disspointed': 7928, 'lifehacker': 16543, 'inhuman': 14184, 'harmful': 12553, 'louisiana': 16992, 'dense': 7405, 'cps': 6442, 'continuation': 6151, 'interpreter': 14375, 'sicp': 25782, 'concentration': 5963, 'drinkies': 8316, 'bmw': 3361, 'wasup': 31227, 'jers': 14924, 'sweep': 27848, 'mchale': 17855, 'puyallup': 22902, 'saaaaaaaaaaaaaad': 24510, 'breakingg': 3756, 'larg': 16165, 'posi': 22218, 'exhaustion': 9575, 'graandma': 11837, 'houseee': 13416, 'hhhmmmnnn': 13001, 'concealer': 5958, 'positivi': 22226, 'eisteddfod': 8790, 'nectar': 19443, 'ruxbury': 24482, 'mustafa': 19131, 'kemal': 15519, 'atat': 1822, 'rk': 24155, 'imissu': 13903, 'westlife': 31484, 'mannn': 17514, 'tomorroww': 29082, 'peso': 21534, 'ptw': 22766, 'gravy': 11931, 'sweetcorn': 27853, 'trifle': 29436, 'prettie': 22459, 'esspensive': 9324, 'nao': 19309, 'haff': 12294, 'bearfoot': 2616, 'faintly': 9787, 'deary': 7140, 'syncs': 27947, 'chauffer': 5044, 'freaaaaaaak': 10733, 'bates': 2514, 'bingley': 3050, 'possum': 22240, 'oni': 20468, 'nab': 19223, 'youngster': 32546, 'apparantly': 1412, 'optician': 20595, 'nelly': 19500, 'callsheet': 4410, 'snail': 26294, 'underwear': 30141, 'recollect': 23430, 'unkown': 30246, 'janeway': 14791, 'weebo': 31364, 'portableapps': 22197, 'bikinipearl': 3024, 'crangsty': 6471, 'exmouth': 9595, 'dramathon': 8260, 'ahhhhhhhhh': 613, 'greta': 12002, 'aslyum': 1744, 'zebra': 32678, 'freefest': 10761, 'revolt': 23980, 'anim': 1185, 'relov': 23672, 'karla': 15389, 'tims': 28875, 'entiiiiire': 9134, 'anchorage': 1118, 'stealth': 27091, 'gauss': 11211, 'rifle': 24080, 'lifeline': 16548, 'mond': 18666, 'cp': 6436, 'meredith': 18073, 'gangaji': 11144, 'sunita': 27596, 'khedekar': 15604, 'soggy': 26423, 'cardiac': 4569, 'multidisciplinary': 19037, 'jacksonville': 14714, 'darrin': 7008, 'fem': 10029, 'timotheus': 28873, 'workfellow': 32037, 'lucius': 17091, 'sosipater': 26586, 'kinsman': 15712, 'francesc': 10699, 'fabregas': 9727, 'fabre': 9726, 'sanju': 24717, 'chori': 5293, 'gottaaa': 11797, 'outttt': 20799, 'anais': 1094, 'papaya': 21084, 'riddance': 24060, 'initi': 14189, 'promot': 22643, 'blogspot': 3283, 'unsaid': 30304, 'rosy': 24333, 'fulfill': 10950, 'heyyyy': 12982, 'bowknot': 3638, 'arew': 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'pamela': 21028, 'purge': 22865, 'yayyyyyyyyyyy': 32350, 'hahahahah': 12316, 'whiiich': 31583, 'colonial': 5768, 'respectively': 23864, 'interwined': 14402, 'inconv': 14049, 'yacht': 32294, 'roooooooooom': 24303, 'berri': 2858, 'tast': 28146, 'becuase': 2684, 'zeke': 32684, 'wlcome': 31882, 'godamn': 11632, 'pram': 22337, 'sprinkler': 26880, 'lolzor': 16856, 'gwenyth': 12235, 'twittin': 29843, 'corpes': 6286, 'abso': 139, 'lutely': 17169, 'mcglaclan': 17851, 'jpnnbak': 15165, 'frantic': 10715, 'omfgggg': 20418, 'frustratingly': 10898, 'driven': 8326, 'seashell': 25071, 'collecti': 5746, 'vulnerable': 31001, 'bithday': 3111, 'robby': 24190, 'expense': 9611, 'parti': 21168, 'spectacle': 26726, 'bikin': 3021, 'parkerson': 21142, 'jayaraj': 14835, 'fenix': 10045, 'commodore': 5855, 'xotashhh': 32241, 'ffwd': 10104, 'aac': 48, 'marker': 17601, 'meir': 17979, 'breathin': 3775, 'undermine': 30117, 'tougher': 29219, 'autograph': 1965, 'fict': 10125, 'depois': 7436, 'pode': 22041, 'outras': 20782, 'ries': 24074, 'indico': 14085, 'bem': 2799, 'diferentes': 7679, 'oversized': 20869, 'precioustender': 22370, 'norwood': 19957, 'haaaaaa': 12252, 'tavistock': 28182, 'nervou': 19529, 'alzheim': 963, 'diseas': 7860, 'novy': 20019, 'scaryy': 24889, 'eis': 8787, 'revalue': 23952, 'decries': 7215, 'justinville': 15269, 'loveisthecure': 17019, 'accommodation': 215, 'completion': 5919, 'progresse': 22620, 'philosopher': 21617, 'watchingn': 31238, 'balm': 2331, 'gove': 11810, 'rm': 24163, 'ript': 24123, 'celibaci': 4828, 'abnorm': 118, 'christen': 5312, 'unzela': 30350, 'hashim': 12588, 'dosnt': 8187, 'sfiction': 25342, 'successfully': 27451, 'catan': 4706, 'shorter': 25659, 'aracheologist': 1505, 'fjdskal': 10306, 'facists': 9759, 'urchin': 30411, 'starfish': 27034, 'hignfy': 13035, 'minic': 18354, 'lyxxx': 17215, 'mckenna': 17858, 'wint': 31816, 'gong': 11687, 'weekebd': 31376, 'yipee': 32477, 'ext': 9661, 'filesystem': 10169, 'operability': 20563, 'paulcastl': 21258, 'elus': 8900, 'extern': 9673, 'instantli': 14291, 'pinhole': 21779, 'hummer': 13553, 'perfum': 21465, 'dillybar': 7731, 'yuuum': 32631, 'missionary': 18457, 'broom': 3925, 'swiffer': 27873, 'kilkenny': 15653, 'teeny': 28270, 'lodolite': 16807, 'mercedez': 18062, 'versioning': 30704, 'buuu': 4246, 'sigo': 25826, 'waterfront': 31248, 'faccia': 9738, 'clarendon': 5471, 'headshot': 12722, 'englisch': 9069, 'zzzzy': 32774, 'suppliment': 27672, 'wrack': 32108, 'pencil': 21395, 'uran': 30406, 'ryans': 24497, 'housewife': 13422, 'consolidate': 6102, 'firm': 10264, 'interwebnet': 14398, 'nordic': 19927, 'goe': 11658, 'sunnn': 27607, 'finnalllyyy': 10235, 'readysetgo': 23319, 'anywayss': 1350, 'mainframe': 17362, 'unban': 30063, 'afte': 494, 'humani': 13536, 'yeaup': 32389, 'gweetin': 12232, 'okasan': 20361, 'nsty': 20037, 'shoud': 25672, 'rot': 24334, 'yl': 32484, 'aquestion': 1493, 'idkk': 13767, 'raincheck': 23142, 'fayst': 9953, 'akrivy': 710, 'barley': 2447, 'tuff': 29612, 'turnup': 29657, 'ophelia': 20572, 'lumine': 17132, 'accountant': 228, 'mazur': 17806, 'awesomee': 2051, 'bron': 3911, 'commrcials': 5862, 'sirf': 25938, 'litmus': 16691, 'rang': 23194, 'badala': 2223, 'krte': 15919, 'tera': 28380, 'ikat': 13819, 'ega': 8754, 'eish': 8788, 'boet': 3400, 'weeps': 31391, 'ducked': 8404, 'hereditary': 12929, 'tallcree': 28057, 'camden': 4436, 'scroll': 25032, 'unintentional': 30214, 'beamer': 2608, 'prn': 22549, 'spicey': 26768, 'horriffic': 13360, 'wroclaw': 32148, 'kosmo': 15875, 'pogue': 22054, 'commin': 5841, 'lasttt': 16194, 'mondayyy': 18672, 'frontline': 10879, 'artistry': 1675, 'distil': 7936, 'erugh': 9269, 'tweetstats': 29732, 'compromise': 5948, 'plac': 21858, 'kristinecayne': 15912, 'taboo': 27982, 'unites': 30231, 'exhibitionism': 9578, 'yoooouuuu': 32522, 'vacashun': 30516, 'onscreen': 20485, 'scholfield': 24923, 'roundtable': 24357, 'migranes': 18244, 'gout': 11808, 'hoorayy': 13317, 'scalpel': 24861, 'fantasyromance': 9874, 'shou': 25671, 'harleton': 12546, 'fizzy': 10305, 'backz': 2215, 'dese': 7476, 'geoggers': 11335, 'nervousness': 19531, 'missil': 18452, 'sunblock': 27579, 'hillcats': 13060, 'sung': 27593, 'scanlon': 24872, 'hoarse': 13147, 'alita': 808, 'dontlike': 8140, 'rigby': 24082, 'thxs': 28773, 'tavares': 28180, 'charter': 5030, 'cannae': 4500, 'hen': 12905, 'livi': 16721, 'bushell': 4190, 'aide': 645, 'hyeri': 13641, 'ayshea': 2120, 'roxy': 24379, 'cellar': 4834, 'sicky': 25781, 'hayles': 12674, 'wegmans': 31401, 'youuu': 32565, 'absent': 138, 'elk': 8870, 'ahhhaaaaa': 606, 'bombtastic': 3442, 'visteon': 30878, 'glorify': 11572, 'vilifies': 30797, 'sharen': 25424, 'fascination': 9897, 'shitshow': 25576, 'recieve': 23408, 'whichever': 31581, 'milfs': 18285, 'chardonn': 4999, 'phi': 21599, 'duvet': 8502, 'tremor': 29402, 'pleassseee': 21950, 'virgo': 30846, 'boni': 3454, 'amazi': 992, 'haggle': 12301, 'ahe': 597, 'arghh': 1552, 'dumbing': 8438, 'fruitbat': 10893, 'cldnt': 5502, 'comon': 5879, 'drawning': 8278, 'thembiso': 28548, 'assemblage': 1767, 'orca': 20622, 'unt': 30326, 'lifestory': 16553, 'dff': 7593, 'wiggity': 31721, 'tweople': 29743, 'boycoat': 3654, 'pellet': 21380, 'ashamed': 1712, 'felicity': 10016, 'pringles': 22517, 'twitterfriends': 29815, 'vesp': 30710, 'resaca': 23819, 'iu': 14657, 'fooked': 10533, 'hammond': 12420, 'hellen': 12864, 'tog': 29023, 'chivalry': 5239, 'quince': 23032, 'controller': 6166, 'nee': 19446, 'roseanne': 24322, 'beau': 2633, 'eeee': 8700, 'greystone': 12006, 'blackmore': 3159, 'guility': 12168, 'gire': 11488, 'kinney': 15707, 'sukks': 27531, 'nanaimo': 19295, 'redeem': 23474, 'wif': 31713, 'sethi': 25298, 'hendrick': 12907, 'muthath': 19142, 'sharsies': 25438, 'boredddddddd': 3563, 'bark': 2444, 'perpetrator': 21496, 'eyen': 9706, 'triathlon': 29421, 'redskin': 23493, 'jansen': 14796, 'twiggas': 29755, 'arse': 1649, 'ohmygod': 20326, 'aaaaawwwwwww': 20, 'boagsie': 3371, 'gazillion': 11229, 'smfh': 26240, 'reactin': 23305, 'saliva': 24625, 'pneumonia': 22024, 'overstuffed': 20875, 'interaction': 14342, 'mspacers': 18956, 'missmickey': 18461, 'spiderweb': 26771, 'foodland': 10527, 'mamiya': 17438, 'awoken': 2079, 'cyberspace': 6826, 'logies': 16823, 'bui': 4074, 'tritonlink': 29473, 'amazzing': 1003, 'esther': 9336, 'nightshift': 19724, 'yeahhhh': 32373, 'mohla': 18596, 'hannahmovie': 12469, 'withmom': 31856, 'oll': 20394, 'cri': 6552, 'nuisance': 20066, 'bsg': 3985, 'gyrl': 12247, 'crrrrrazy': 6610, 'charese': 5001, 'braving': 3733, 'theview': 28597, 'pamper': 21030, 'commencement': 5831, 'naf': 19242, 'damali': 6919, 'tighten': 28821, 'netball': 19548, 'dennis': 7401, 'leary': 16317, 'compression': 5947, 'pngcrush': 22026, 'sickkk': 25775, 'ndyourpark': 19420, 'chex': 5150, 'laffy': 16043, 'taffy': 28006, 'spontaneouz': 26840, 'macdonald': 17255, 'mackintosh': 17268, 'mcmcbuddy': 17869, 'governance': 11813, 'interrelate': 14378, 'gerardo': 11356, 'starvin': 27053, 'moring': 18790, 'trailor': 29296, 'yavanna': 32336, 'kishore': 15733, 'boll': 3423, 'boyzzzz': 3669, 'generator': 11301, 'relly': 23668, 'fairie': 9792, 'huntsman': 13585, 'coda': 5667, 'amaziiiing': 993, 'existance': 9587, 'yeeeeah': 32399, 'bucky': 4030, 'insulinoma': 14307, 'prednisone': 22380, 'carsick': 4645, 'ripstick': 24122, 'mostley': 18840, 'rfw': 24002, 'blueprint': 3335, 'fischer': 10274, 'esh': 9290, 'evangelicals': 9402, 'boyfrie': 3660, 'eloisa': 8888, 'kleypas': 15770, 'wallflower': 31127, 'destroyalllines': 7518, 'cupcakey': 6727, 'hollman': 13200, 'emphasis': 8985, 'kyra': 15990, 'sugarloot': 27508, 'cheeseburglar': 5088, 'herrrre': 12958, 'barn': 2450, 'mander': 17467, 'realisti': 23332, 'stephan': 27118, 'muskus': 19122, 'antihero': 1294, 'inferno': 14136, 'greensborough': 11983, 'prev': 22467, 'bundoora': 4125, 'orie': 20655, 'inbirth': 14009, 'unist': 30224, 'lsk': 17065, 'siliya': 25851, 'harmless': 12554, 'confederacy': 6005, 'seamless': 25064, 'britta': 3874, 'caase': 4303, 'suckkkk': 27469, 'thennn': 28555, 'jewellry': 14961, 'censorship': 4848, 'amaize': 972, 'tbqh': 28201, 'boredddd': 3560, 'stonesingle': 27210, 'diamondvictorian': 7628, 'earringstarling': 8567, 'unbreakable': 30071, 'joyhappinessmeditationsleeping': 15153, 'aaaaaaaaaamazing': 7, 'marko': 17607, 'roseland': 24324, 'hydro': 13640, 'nikolas': 19748, 'tatoo': 28164, 'eqpmnts': 9206, 'eitha': 8792, 'noboddddyyyy': 19829, 'superpow': 27654, 'dmore': 8017, 'earringsingle': 8566, 'tourmaline': 29227, 'slamma': 26068, 'tixs': 28937, 'treky': 29399, 'marquise': 17629, 'earr': 8563, 'timothy': 28874, 'calorie': 4419, 'convo': 6187, 'blogged': 3275, 'bymyself': 4288, 'flordia': 10401, 'shrits': 25713, 'tita': 28922, 'lina': 16613, 'myyearbook': 19212, 'archetype': 1524, 'doozypics': 8163, 'whoott': 31659, 'scheduler': 24906, 'vo': 30914, 'prettty': 22464, 'goooooooood': 11749, 'daaaaaancing': 6857, 'catchin': 4712, 'swaab': 27803, 'tosser': 29196, 'fiiiinaaalllyyy': 10160, 'torential': 29164, 'smoothy': 26271, 'baulko': 2538, 'donathan': 8117, 'danathan': 6942, 'campaig': 4455, 'belle': 2775, 'theboomtube': 28530, 'havnet': 12646, 'stiletto': 27164, 'anymor': 1333, 'hbd': 12691, 'inquiry': 14236, 'trac': 29262, 'carina': 4591, 'prodigiy': 22587, 'usc': 30444, 'nevertheless': 19582, 'magnificence': 17331, 'seine': 25144, 'paree': 21128, 'lapa': 16150, 'samba': 24654, 'proposes': 22670, 'earlyer': 8554, 'thot': 28684, 'viz': 30900, 'sikaflex': 25836, 'caulk': 4749, 'dung': 8454, 'mckay': 17856, 'annapolis': 1210, 'registeration': 23575, 'lasalle': 16179, 'multicultural': 19033, 'valentin': 30554, 'rover': 24368, 'auchinloch': 1903, 'lenz': 16420, 'remastering': 23685, 'fuckyoumonday': 10936, 'tocome': 28995, 'mcglincheygary': 17852, 'joh': 15063, 'cring': 6566, 'woh': 31909, 'jaayega': 14698, 'necktie': 19441, 'craigslist': 6461, 'guava': 12144, 'handi': 12438, 'anberlin': 1115, 'oofm': 20504, 'bgtalent': 2945, 'awesoome': 2061, 'tactic': 27993, 'stellllaaa': 27111, 'misog': 18445, 'pigeon': 21733, 'feather': 9977, 'benghazi': 2818, 'torturer': 29185, 'ark': 1581, 'darius': 6991, 'neighting': 19485, 'sincerity': 25904, 'watsontown': 31266, 'append': 1422, 'vertical': 30705, 'unfit': 30166, 'vallejo': 30569, 'ibprofen': 13694, 'paracetemol': 21101, 'codeine': 5671, 'thereeeeeeeeeee': 28579, 'reluctantly': 23676, 'lsr': 17066, 'attainment': 1867, 'bilingualism': 3027, 'yaaaaaayy': 32280, 'bawl': 2542, 'salam': 24612, 'polyglot': 22117, 'pwned': 22911, 'shottie': 25670, 'ezine': 9711, 'figur': 10155, 'wiffleball': 31718, 'woootwoooo': 32005, 'nakaka': 19274, 'kayo': 15455, 'genitals': 11311, 'qmf': 22948, 'woefully': 31906, 'ontd': 20489, 'startrek': 27049, 'rayne': 23269, 'fattyyy': 9928, 'fulltime': 10957, 'keone': 15540, 'chonie': 5277, 'yipe': 32476, 'bish': 3092, 'rih': 24090, 'letavius': 16440, 'mattison': 17750, 'coi': 5694, 'tinh': 28886, 'talkshow': 28054, 'likefollowm': 16581, 'jpmusic': 15164, 'pressbandscoolrockerawesomeama': 22446, 'temporarily': 28333, 'violates': 30827, 'narrow': 19336, 'preserv': 22435, 'eth': 9354, 'soi': 26427, 'benji': 2823, 'whitney': 31620, 'ayo': 2118, 'diggg': 7702, 'viendo': 30775, 'gorayeb': 11761, 'careerbuilder': 4576, 'responsbility': 23871, 'bawkmarked': 2541, 'railway': 23136, 'tweeteramas': 29714, 'winninggggg': 31809, 'doberman': 8033, 'tenaya': 28342, 'wayyyyy': 31294, 'punjab': 22840, 'sj': 25986, 'cinelux': 5393, 'almaden': 874, 'becky': 2676, 'vag': 30534, 'sendfails': 25194, 'francety': 10700, 'dunkin': 8460, 'tossin': 29197, 'turnin': 29652, 'palahniuk': 21008, 'pygmy': 22918, 'instrumentalist': 14303, 'toughest': 29220, 'tipple': 28903, 'geuze': 11393, 'boon': 3512, 'lambic': 16085, 'knack': 15784, 'coffin': 5687, 'mort': 18825, 'subite': 27412, 'milanq': 18271, 'whyte': 31678, 'laertesgirl': 16038, 'woodvine': 31963, 'usaa': 30438, 'valuation': 30576, 'innov': 14223, 'healthcar': 12734, 'staed': 26975, 'literalt': 16684, 'cultivate': 6702, 'satisfaction': 24789, 'installers': 14286, 'shapeshifter': 25416, 'thaty': 28515, 'quadratic': 22964, 'congruence': 6052, 'eviction': 9463, 'allegra': 826, 'flonase': 10391, 'inhaler': 14180, 'cameraphone': 4443, 'startup': 27050, 'compliance': 5925, 'basshunter': 2497, 'metroplex': 18132, 'editting': 8677, 'vida': 30759, 'alexandre': 769, 'bennett': 2826, 'ecla': 8626, 'murcia': 19081, 'shibuya': 25526, 'mussel': 19125, 'amything': 1089, 'sence': 25189, 'unsubscribe': 30319, 'chall': 4926, 'jx': 15280, 'catbox': 4708, 'altercation': 927, 'socialscope': 26389, 'pursuit': 22881, 'chays': 5050, 'luf': 17106, 'alllllllllllll': 844, 'hears': 12749, 'twitster': 29796, 'morse': 18824, 'lovingly': 17043, 'reallyreally': 23350, 'fishies': 10279, 'doente': 8052, 'mlk': 18521, 'roxieravenclaw': 24378, 'ssshhh': 26951, 'ugboots': 29944, 'ovi': 20886, 'krystle': 15925, 'catfights': 4720, 'investor': 14461, 'jester': 14943, 'pester': 21538, 'polyester': 22116, 'sylvester': 27926, 'requester': 23805, 'birfdayy': 3076, 'ncc': 19408, 'inspo': 14278, 'touchscreen': 29216, 'yeee': 32396, 'mattress': 17751, 'armada': 1588, 'lightens': 16563, 'smoothness': 26269, 'endulging': 9043, 'gangstarr': 11146, 'exgirl': 9569, 'funfunfun': 10972, 'nicley': 19682, 'crucible': 6613, 'majorit': 17378, 'dpr': 8241, 'kavya': 15441, 'shivshankar': 25591, 'tigerheat': 28818, 'pna': 22022, 'methinks': 18123, 'avalanche': 1988, 'grt': 12098, 'siyalr': 25980, 'fangtasia': 9854, 'elise': 8861, 'laughingstock': 16222, 'haitian': 12369, 'beag': 2605, 'chabibi': 4901, 'venetian': 30645, 'weeekend': 31372, 'jonnu': 15100, 'pittman': 21834, 'aaaaaaaaaaa': 5, 'girlish': 11494, 'lastminute': 16190, 'suree': 27708, 'maternity': 17729, 'shaft': 25368, 'klum': 15776, 'mpsh': 18932, 'whee': 31552, 'baggin': 2248, 'releasd': 23643, 'charlies': 5019, 'loll': 16841, 'bahahah': 2258, 'guesting': 12158, 'alexajordan': 766, 'handheld': 12437, 'cystic': 6847, 'fibrosis': 10120, 'pricey': 22488, 'fantastici': 9871, 'whittington': 31623, 'tolddd': 29047, 'sicken': 25772, 'poopie': 22155, 'ilocos': 13853, 'nueva': 20059, 'ecija': 8624, 'quickpwn': 23022, 'cydia': 6834, 'stavros': 27077, 'flatley': 10337, 'coronavir': 6282, 'spazz': 26695, 'tenerife': 28353, 'spilt': 26779, 'maitreya': 17372, 'bobby': 3383, 'coindesk': 5699, 'flashpoint': 10332, 'agaiiiiin': 518, 'kimbalicious': 15671, 'heartfelt': 12763, 'knowledg': 15816, 'nuh': 20064, 'stripe': 27317, 'buren': 4145, 'folkkz': 10492, 'bois': 3416, 'goodbey': 11694, 'pressents': 22447, 'unitech': 30227, 'homebuyers': 13228, 'propell': 22657, 'fulfillment': 10951, 'coming': 5818, 'pacman': 20949, 'kimmeh': 15674, 'stump': 27373, 'hahha': 12332, 'upwads': 30402, 'judah': 15184, 'exhilerating': 9581, 'footyball': 10554, 'nadinegonzalez': 19238, 'scandal': 24869, 'smarty': 26226, 'publishing': 22781, 'fightn': 10153, 'giveup': 11516, 'aaaaaaaahhhhhhhh': 9, 'queenrania': 22994, 'zdf': 32672, 'fernsehgarten': 10061, 'koigokoro': 15845, 'yobu': 32495, 'nara': 19325, 'taisei': 28026, 'completly': 5921, 'yaaaaay': 32281, 'cotto': 6333, 'ghetto': 11407, 'pundit': 22832, 'sanjeev': 24716, 'latteeeeeeeeeee': 16213, 'yeaahh': 32368, 'pooof': 22146, 'nirvana': 19782, 'nwa': 20123, 'pfc': 21558, 'downloader': 8221, 'youporn': 32547, 'singl': 25911, 'tamkin': 28070, 'torquay': 29174, 'vide': 30760, 'tanubajwa': 28100, 'binstruct': 3055, 'suffers': 27492, 'mib': 18170, 'iish': 13814, 'battlestar': 2534, 'galactica': 11101, 'rebellion': 23381, 'gaeta': 11078, 'moonless': 18748, 'joshua': 15124, 'kyoto': 15989, 'abp': 131, 'dalton': 6915, 'gotmeet': 11792, 'rhyder': 24021, 'iont': 14491, 'fffff': 10099, 'holdem': 13181, 'jetsons': 14951, 'finltstones': 10232, 'kindest': 15688, 'enquiry': 9102, 'evaporate': 9405, 'alri': 915, 'kudai': 15940, 'thursdayyy': 28766, 'competion': 5902, 'sweetpotatoe': 27864, 'seasalt': 25070, 'punlk': 22846, 'torcon': 29162, 'loon': 16910, 'reduc': 23495, 'stonewal': 27211, 'soph': 26550, 'woodburn': 31954, 'neti': 19557, 'erdogan': 9228, 'decree': 7213, 'hagia': 12302, 'archbishop': 1521, 'depeche': 7422, 'dayum': 7076, 'comix': 5819, 'demilitarize': 7372, 'motorsport': 18875, 'lh': 16486, 'fopp': 10555, 'zaaaa': 32643, 'napkin': 19313, 'heiress': 12846, 'smirker': 26247, 'jak': 14755, 'yaaaawwwwnnnn': 32282, 'finalize': 10195, 'truthfully': 29543, 'diana': 7630, 'somethng': 26484, 'agreementtripartite': 565, 'tabby': 27976, 'diabetes': 7614, 'bussiness': 4202, 'thnks': 28656, 'freddies': 10746, 'cotch': 6326, 'ladyhawke': 16035, 'bajan': 2282, 'lumiere': 17131, 'availble': 1987, 'margs': 17568, 'dac': 6867, 'pantera': 21067, 'millys': 18307, 'blazin': 3206, 'revival': 23976, 'basset': 2496, 'hound': 13410, 'accumulate': 233, 'dillhole': 7728, 'fright': 10843, 'adeyemi': 340, 'refresher': 23547, 'herhsey': 12934, 'beardburk': 2614, 'retch': 23915, 'malfeasance': 17410, 'boise': 3417, 'paracetamol': 21100, 'jee': 14872, 'outty': 20800, 'rasim': 23225, 'kungs': 15951, 'holmen': 13211, 'stockholm': 27191, 'decadent': 7165, 'indulgent': 14110, 'godness': 11651, 'breakout': 3757, 'endeavor': 9032, 'subscribed': 27427, 'ake': 697, 'alissa': 806, 'quoteditch': 23051, 'dbsk': 7095, 'oppa': 20578, 'mirotic': 18413, 'muchhhhh': 18990, 'hopkins': 13333, 'reliable': 23651, 'triumph': 29474, 'celebratin': 4817, 'amaaaazing': 967, 'bleech': 3219, 'undaunted': 30103, 'justified': 15265, 'karazzzy': 15378, 'mb': 17807, 'coutch': 6401, 'chiro': 5230, 'aerosmith': 449, 'everr': 9431, 'lass': 16184, 'scoundrel': 24988, 'mythology': 19208, 'mgr': 18156, 'nicki': 19675, 'viual': 30891, 'traducido': 29284, 'missjp': 18460, 'snowflake': 26348, 'irrelevant': 14551, 'installs': 14288, 'enfest': 9055, 'brook': 3920, 'instrumentals': 14304, 'backstop': 2210, 'dfs': 7595, 'tenor': 28366, 'masculine': 17681, 'coomee': 6215, 'maiii': 17353, 'cah': 4347, 'variety': 30606, 'arose': 1614, 'haste': 12599, 'juda': 15182, 'beav': 2651, 'establish': 9327, 'dominion': 8108, 'cur': 6734, 'ohbabayy': 20310, 'afc': 456, 'kateage': 15415, 'otch': 20707, 'tre': 29375, 'nuff': 20060, 'whatsup': 31540, 'sinse': 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26923, 'jelous': 14893, 'flock': 10388, 'shorty': 25667, 'eeae': 8697, 'rabe': 23063, 'abel': 100, 'mathematica': 17733, 'converter': 6180, 'buckhead': 4026, 'glover': 11581, 'vive': 30893, 'sanh': 24710, 'harlot': 12549, 'jessandnicolemusic': 14932, 'tlaking': 28952, 'xhosa': 32221, 'accreditation': 230, 'brillian': 3848, 'camcam': 4434, 'tanurathod': 28101, 'shemale': 25494, 'khyy': 15615, 'unusual': 30340, 'exactl': 9500, 'cheapest': 5056, 'purusha': 22883, 'androgyne': 1144, 'boozin': 3545, 'awesomest': 2058, 'nyts': 20145, 'edea': 8658, 'reallyyy': 23352, 'farrier': 9889, 'dammm': 6928, 'lollllll': 16845, 'sfoot': 25344, 'islandgreece': 14592, 'mkt': 18512, 'alberta': 734, 'birdseed': 3074, 'watchdog': 31233, 'sociopath': 26395, 'pathological': 21232, 'inwith': 14482, 'thumbi': 28751, 'thullal': 28749, 'rahuman': 23131, 'vikramcobra': 30794, 'freakish': 10738, 'vaughnprangley': 30617, 'greec': 11958, 'sunris': 27613, 'ballistic': 2326, 'autistics': 1961, 'urrxtadom': 30432, 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32622, 'exempt': 9564, 'dtl': 8376, 'workdone': 32034, 'redtape': 23494, 'greatscores': 11951, 'yeaps': 32379, 'roundabout': 24355, 'proximately': 22716, 'examen': 9508, 'beu': 2912, 'jiayou': 14977, 'johny': 15071, 'somehting': 26470, 'suk': 27526, 'sophmore': 26554, 'hypnotic': 13661, 'ilost': 13859, 'iappreciate': 13681, 'volition': 30942, 'margin': 17565, 'shatranjanpoli': 25440, 'andheri': 1132, 'ria': 24025, 'smut': 26288, 'sgi': 25351, 'victori': 30754, 'dai': 6894, 'ikeda': 13822, 'hiren': 13089, 'legitimate': 16377, 'fawxing': 9948, 'defunctlesi': 7285, 'arcelay': 1518, 'arti': 1665, 'comlementary': 5821, 'advise': 429, 'chorleywood': 5295, 'sisa': 25942, 'generous': 11302, 'jodie': 15048, 'cryed': 6643, 'amplify': 1075, 'epl': 9195, 'karlymaguire': 15391, 'sce': 24893, 'wompppppp': 31932, 'hiyaaaaaa': 13121, 'ugghhhhh': 29954, 'taekwando': 28003, 'bannerbomb': 2396, 'homebrew': 13226, 'layoff': 16271, 'unsafe': 30303, 'tehe': 28282, 'elea': 8818, 'twittpic': 29846, 'noooootttttttt': 19915, 'romantically': 24271, 'structure': 27334, 'refulx': 23554, 'bolshoi': 3429, 'lesser': 16436, 'gimp': 11470, 'raini': 23146, 'sender': 25193, 'humane': 13534, 'humaneness': 13535, 'mense': 18042, 'heid': 12836, 'barbarian': 2419, 'anddd': 1126, 'gramme': 11872, 'scho': 24917, 'daphne': 6981, 'adrienette': 400, 'thenovelartist': 28557, 'fanfic': 9851, 'perfecto': 21459, 'rim': 24097, 'jihoon': 14983, 'weirder': 31416, 'duong': 8468, 'cuil': 6692, 'remembers': 23693, 'tumbler': 29623, 'aluminum': 944, 'glo': 11560, 'receipt': 23396, 'irrespective': 14553, 'eclectic': 8627, 'drift': 8310, 'soco': 26400, 'jm': 15031, 'bacontaco': 2218, 'lousy': 16998, 'anxieti': 1319, 'ravel': 23246, 'nuu': 20114, 'qoincideencia': 22951, 'seriooo': 25270, 'bec': 2661, 'weeknend': 31386, 'pleaser': 21947, 'adarsh': 316, 'tenet': 28354, 'shontelle': 25617, 'kingston': 15703, 'mikesh': 18260, 'abouts': 128, 'pussycat': 22892, 'youhhhhhhh': 32538, 'japenese': 14806, 'sumthinnn': 27569, 'supa': 27629, 'xlate': 32231, 'aroma': 1610, 'ghanaian': 11404, 'ironbuttassocia': 14539, 'flagrant': 10316, 'idlib': 13771, 'humanist': 13538, 'clergy': 5527, 'humanism': 13537, 'celebrant': 4813, 'pastoral': 21214, 'veto': 30716, 'netherian': 19555, 'gearbox': 11252, 'regist': 23573, 'utility': 30478, 'cutted': 6796, 'laaame': 15996, 'nerdfriends': 19519, 'isp': 14605, 'sovereignty': 26633, 'showstopping': 25698, 'wrng': 32147, 'hiiiiii': 13042, 'nutz': 20113, 'mounce': 18880, 'shante': 25411, 'incomplete': 14044, 'charley': 5015, 'biggs': 2998, 'wonderfuly': 31941, 'ericka': 9235, 'wentworth': 31457, 'promenade': 22633, 'housetop': 13420, 'thwip': 28771, 'anesthetic': 1154, 'islip': 14596, 'killme': 15662, 'tam': 28064, 'dictionary': 7659, 'muriel': 19087, 'rachyl': 23075, 'controversial': 6168, 'tiime': 28832, 'imacs': 13880, 'haaa': 12250, 'emmi': 8965, 'emoti': 8973, 'thermometer': 28587, 'hallelujah': 12388, 'tude': 29603, 'jayr': 14844, 'budgeting': 4042, 'cfb': 4890, 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'ridiculousness': 24070, 'ephraim': 9179, 'zenh': 32693, 'blackets': 3149, 'landice': 16117, 'uhmazing': 29978, 'uhtterly': 29981, 'helenuh': 12857, 'roflmfao': 24234, 'shropshire': 25715, 'homeschooling': 13249, 'valuabl': 30574, 'applebees': 1432, 'fixin': 10302, 'kristie': 15908, 'sigma': 25812, 'manson': 17521, 'colourful': 5778, 'notion': 19986, 'reva': 23951, 'winni': 31808, 'clang': 5464, 'gcc': 11238, 'jain': 14749, 'babee': 2149, 'yoooouuu': 32521, 'anemone': 1152, 'gar': 11157, 'speedway': 26741, 'deforestation': 7282, 'commando': 5827, 'chant': 4965, 'inxs': 14483, 'collinson': 5761, 'valdez': 30548, 'twitterings': 29821, 'haet': 12291, 'maney': 17479, 'yuotube': 32617, 'breakfastservice': 3752, 'marjoleine': 17595, 'guido': 12166, 'dirk': 7785, 'hapy': 12511, 'chevre': 5141, 'reorganize': 23745, 'uggg': 29946, 'tweetage': 29704, 'detention': 7536, 'jazzercise': 14848, 'chaperone': 4979, 'clubbin': 5604, 'tty': 29588, 'heston': 12963, 'bleumenthal': 3237, 'gor': 11760, 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'iso': 14600, 'lightscribe': 16574, 'dicsc': 7655, 'tiggerk': 28819, 'workiversary': 32045, 'recked': 23416, 'heckitty': 12791, 'pregaming': 22390, 'bai': 2267, 'pyrotechnic': 22924, 'mult': 19029, 'hasa': 12583, 'casserole': 4679, 'eminem': 8954, 'sleeeepy': 26099, 'duber': 8390, 'klondike': 15774, 'innocen': 14219, 'blindly': 3247, 'havs': 12649, 'exclus': 9552, 'advanc': 413, 'barton': 2472, 'lchf': 16286, 'charbotgreen': 4996, 'fieeerrceee': 10133, 'deceitful': 7172, 'channing': 4963, 'tatum': 28174, 'pcola': 21293, 'persist': 21508, 'braunig': 3727, 'ironclad': 14541, 'palin': 21012, 'terrell': 28404, 'infinite': 14142, 'bennet': 2825, 'eerrrrrrrrr': 8729, 'jfk': 14966, 'nasism': 19346, 'francis': 10705, 'lesliethomas': 16434, 'qc': 22934, 'snapppp': 26302, 'inspirative': 14273, 'grats': 11924, 'reaaaallly': 23297, 'grandaddy': 11879, 'blinding': 3246, 'kho': 15609, 'unpaid': 30276, 'truthfulness': 29544, 'reflective': 23537, 'antidisestablishmentarianism': 1290, 'landfill': 16116, 'recycler': 23465, 'adl': 357, 'naacp': 19220, 'flyod': 10448, 'nyeh': 20135, 'rapidshare': 23213, 'jools': 15102, 'bowie': 3637, 'alyanna': 956, 'bondoc': 3447, 'cesar': 4883, 'sosa': 26584, 'itil': 14630, 'chapt': 4986, 'entourage': 9141, 'greenock': 11980, 'displayed': 7903, 'bravery': 3731, 'doj': 8077, 'haverhill': 12641, 'enthral': 9127, 'susp': 27760, 'kanina': 15355, 'bitbetter': 3101, 'sleepytown': 26122, 'belove': 2792, 'pelangi': 21376, 'detlev': 7542, 'accessibility': 199, 'bitv': 3122, 'bittercreek': 3117, 'hopnoxious': 13334, 'sweetgrass': 27858, 'itv': 14653, 'accepts': 197, 'houuurs': 13430, 'calllling': 4406, 'lter': 17070, 'backspace': 2207, 'trillion': 29444, 'aristotl': 1575, 'lazying': 16276, 'innercity': 14214, 'grimmy': 12027, 'biknightual': 3025, 'tweedeck': 29688, 'extraordinary': 9685, 'snapp': 26300, 'friyay': 10861, 'sosososo': 26588, 'jerm': 14920, 'aannndd': 58, 'psyillium': 22756, 'husk': 13607, 'uncanny': 30077, 'skil': 26011, 'kyrie': 15992, 'pope': 22170, 'watir': 31261, 'chillinq': 5201, 'qrandma': 22958, 'ittttt': 14649, 'mcqs': 17875, 'ltiitle': 17072, 'allnighter': 850, 'rotton': 24347, 'bridesmaid': 3826, 'lazyy': 16277, 'telekinesis': 28299, 'kalu': 15328, 'bhul': 2964, 'whohoo': 31634, 'algonquin': 783, 'provincial': 22708, 'kwl': 15976, 'hte': 13474, 'moisturize': 18604, 'inclined': 14034, 'rephael': 23758, 'len': 16402, 'radiat': 23098, 'ramus': 23183, 'geographie': 11337, 'misconstrue': 18424, 'evviiil': 9485, 'rojo': 24245, 'trapeze': 29353, 'subo': 27422, 'britians': 3868, 'orgs': 20652, 'angsty': 1179, 'midge': 18215, 'eprocurement': 9200, 'blacklist': 3157, 'whitelist': 31615, 'eeks': 8722, 'molecule': 18618, 'sackiroth': 24533, 'lindy': 16620, 'olympiou': 20403, 'diamanti': 7624, 'thessaloniki': 28594, 'cornbread': 6267, 'powde': 22284, 'bunk': 4130, 'sexcerpt': 25326, 'repentance': 23755, 'pickler': 21704, 'carmike': 4614, 'dsl': 8372, 'baterrry': 2513, 'tryingtofind': 29551, 'movieto': 18900, 'uncut': 30101, 'maar': 17231, 'bartertrade': 2471, 'whadidido': 31510, 'ymas': 32486, 'comms': 5863, 'mktg': 18513, 'krista': 15903, 'preside': 22440, 'stomachace': 27201, 'ceecee': 4806, 'intergalactic': 14355, 'incarn': 14018, 'divin': 7974, 'innoc': 14218, 'makingfun': 17392, 'weeelcome': 31373, 'applicator': 1441, 'apparat': 1413, 'obligation': 20171, 'clifford': 5543, 'natter': 19371, 'yawnnnnn': 32339, 'tuna': 29629, 'foreign': 10572, 'pistol': 21818, 'segregation': 25139, 'tutto': 29667, 'cuore': 6723, 'sorehead': 26565, 'enormous': 9098, 'snoop': 26334, 'broughty': 3937, 'peril': 21471, 'afterjune': 496, 'omggg': 20423, 'leakycon': 16305, 'sobbed': 26370, 'kakabalik': 15313, 'tarlac': 28125, 'aftie': 511, 'parece': 21127, 'estan': 9329, 'acuerdo': 299, 'aamrash': 56, 'bhaiya': 2953, 'apke': 1390, 'ouzo': 20812, 'havelive': 12638, 'havecut': 12636, 'chocy': 5263, 'krys': 15923, 'catskill': 4736, 'agwl': 577, 'imposter': 13971, 'biligual': 3026, 'sweatshop': 27835, 'ajab': 687, 'shode': 25610, 'axayi': 2098, 'migiram': 18239, 'gel': 11277, 'alby': 738, 'oxoxo': 20915, 'ribeiro': 24030, 'lunchhhhhhhh': 17148, 'persuas': 21523, 'negoti': 19473, 'watchos': 31241, 'tvos': 29673, 'hamdemic': 12408, 'aporkalypse': 1406, 'parmageddon': 21152, 'extensive': 9670, 'stra': 27244, 'pixar': 21840, 'mpre': 18931, 'sunlight': 27601, 'valencia': 30550, 'beeen': 2703, 'comeeee': 5806, 'homeeee': 13232, 'shannii': 25407, 'diddyraw': 7663, 'noah': 19823, 'sarc': 24749, 'benny': 2828, 'rustle': 24470, 'hermine': 12941, 'sudetenland': 27480, 'thar': 28503, 'phuture': 21676, 'lacrimal': 16019, 'infectection': 14131, 'visionary': 30867, 'racsim': 23086, 'replicate': 23769, 'muthafuccn': 19140, 'betraying': 2896, 'hedache': 12795, 'breannarose': 3764, 'fuuuuuuck': 11039, 'cornhole': 6275, 'pawn': 21270, 'chyne': 5359, 'stereosound': 27133, 'lisette': 16661, 'breathes': 3773, 'ventilator': 30658, 'schooldays': 24928, 'craving': 6485, 'neeeeeeeed': 19456, 'unrealized': 30294, 'dormant': 8175, 'wonde': 31934, 'bennington': 2827, 'souljaa': 26599, 'handily': 12440, 'tailights': 28020, 'bedsid': 2695, 'busier': 4194, 'bombbbb': 3439, 'pwetttty': 22907, 'neem': 19458, 'multitalented': 19044, 'tattos': 28173, 'eventhoough': 9418, 'ilze': 13876, 'carlys': 4609, 'cherrylolita': 5131, 'bottem': 3602, 'ecclestone': 8618, 'whitewash': 31617, 'minnish': 18380, 'nerfherders': 19524, 'veryy': 30707, 'legislature': 16375, 'ahmaud': 622, 'arbery': 1508, 'wendys': 31455, 'duncan': 8451, 'shaban': 25357, 'chocr': 5262, 'gourd': 11805, 'marleau': 17613, 'foco': 10472, 'cura': 6735, 'deus': 7549, 'mando': 17471, 'kahit': 15300, 'treiz': 29393, 'ejamming': 8798, 'sled': 26087, 'dif': 7678, 'luton': 17172, 'reeeally': 23511, 'skank': 25994, 'clair': 5455, 'racquet': 23085, 'piff': 21731, 'chak': 4917, 'chakli': 4918, 'wafer': 31046, 'webtop': 31352, 'ginaaaaaaaaaaaaaaaa': 11473, 'ilonaaaa': 13854, 'hisis': 13094, 'yaeh': 32296, 'suekd': 27485, 'paddl': 20955, 'lightli': 16567, 'interactive': 14343, 'blanco': 3188, 'rican': 24034, 'gamefan': 11125, 'mommi': 18646, 'gorgeou': 11766, 'dispatch': 7898, 'aversion': 2000, 'otwell': 20736, 'geology': 11340, 'wimbledon': 31775, 'flashback': 10328, 'wonton': 31949, 'pngri': 22027, 'hukula': 13523, 'ssshh': 26950, 'stuttgart': 27391, 'befah': 2719, 'winksy': 31804, 'withb': 31847, 'alrer': 914, 'trilogyeffect': 29447, 'nhi': 19645, 'forcast': 10562, 'partly': 21178, 'hardwood': 12537, 'ashlie': 1723, 'icarly': 13704, 'aaaaw': 30, 'heartburn': 12760, 'imperman': 13951, 'loogies': 16898, 'airshow': 673, 'cierra': 5375, 'whatevahh': 31529, 'unappealing': 30052, 'fatboy': 9916, 'pffffffffff': 21562, 'transmitter': 29343, 'inte': 14317, 'stocking': 27192, 'suspender': 27765, 'sadist': 24560, 'engel': 9064, 'buti': 4214, 'uy': 30508, 'carribbean': 4637, 'elope': 8890, 'paginate': 20976, 'asp': 1746, 'listview': 16676, 'expresso': 9656, 'nuuuuu': 20115, 'paiseh': 20999, 'masita': 17689, 'pointbc': 22060, 'ntologist': 20047, 'pulisic': 22811, 'stephania': 27121, 'sittting': 25966, 'werid': 31466, 'willkommen': 31763, 'guttah': 12220, 'schlupp': 24914, 'patel': 21227, 'orbis': 20618, 'baggins': 2250, 'atta': 1861, 'whaaat': 31504, 'judo': 15198, 'lucie': 17089, 'muzzle': 19153, 'gabby': 11067, 'ridge': 24066, 'fron': 10877, 'newfoundland': 19597, 'newfie': 19596, 'prosperity': 22681, 'kelvin': 15517, 'bient': 2989, 'lira': 16658, 'quincy': 23033, 'baba': 2145, 'didi': 7665, 'springwatch': 26878, 'wiggle': 31722, 'porto': 22205, 'alegre': 756, 'lantern': 16144, 'ket': 15556, 'streeter': 27290, 'aldrich': 750, 'topol': 29154, 'looooved': 16935, 'thermal': 28586, 'rink': 24104, 'kayleigh': 15453, 'webconcepting': 31341, 'restlessness': 23886, 'temple': 28330, 'vesak': 30709, 'rena': 23717, 'skeptical': 26003, 'dahh': 6890, 'gaggle': 11082, 'commuter': 5877, 'squish': 26922, 'sipp': 25933, 'tulisa': 29618, 'welchs': 31425, 'smarter': 26218, 'slavery': 26081, 'jackshit': 14712, 'malay': 17401, 'seemy': 25127, 'guyfreind': 12228, 'mislead': 18441, 'withdrawal': 31849, 'horde': 13344, 'jfg': 14965, 'filipno': 10174, 'bfbbr': 2933, 'goog': 11720, 'churn': 5351, 'whitehall': 31612, 'slimy': 26147, 'pipeline': 21803, 'thoes': 28661, 'bridezilla': 3827, 'tlking': 28959, 'nav': 19389, 'empanadas': 8981, 'surly': 27722, 'tween': 29696, 'geezzz': 11271, 'siargao': 25760, 'nlng': 19812, 'walnut': 31136, 'paner': 21048, 'flank': 10323, 'gradu': 11853, 'babylove': 2163, 'homenagem': 13243, 'seeeeeeeeed': 25118, 'vase': 30612, 'excitation': 9542, 'powerfu': 22293, 'ebru': 8611, 'misshu': 18451, 'brights': 3845, 'browsin': 3947, 'multiply': 19042, 'kella': 15502, 'happymothers': 12507, 'mhc': 18158, 'greengoo': 11974, 'foreman': 10574, 'confus': 6029, 'suddenli': 27478, 'okiee': 20373, 'kasa': 15400, 'roastbeef': 24178, 'mostaza': 18839, 'manejamos': 17477, 'myka': 19178, 'wdw': 31306, 'prisnor': 22532, 'ruthie': 24477, 'dion': 7762, 'campfire': 4460, 'smores': 26273, 'loviiing': 17041, 'declan': 7193, 'themself': 28552, 'billiam': 3031, 'beggin': 2729, 'harde': 12529, 'tsutsu': 29575, 'conjunctivitis': 6056, 'winky': 31805, 'lux': 17185, 'serafina': 25250, 'raphael': 23210, 'saadiq': 24515, 'loa': 16771, 'thesecret': 28591, 'loatraining': 16782, 'loacourse': 16773, 'persauded': 21501, 'rejection': 23616, 'jeffco': 14880, 'breathei': 3771, 'evalu': 9398, 'procespr': 22572, 'pecid': 21337, 'sooth': 26547, 'businessy': 4199, 'eot': 9172, 'darkly': 6995, 'fae': 9772, 'gwt': 12237, 'collectible': 5747, 'stastics': 27057, 'curtis': 6762, 'onside': 20486, 'liva': 16707, 'vl': 30902, 'gphone': 11826, 'geocaching': 11330, 'overrr': 20865, 'palina': 21013, 'yogini': 32500, 'karishmaa': 15387, 'luvv': 17181, 'ohmigod': 20325, 'warmt': 31189, 'elfie': 8849, 'napolitan': 19317, 'saucepan': 24806, 'tecas': 28241, 'inconvenient': 14052, 'lieu': 16535, 'coyote': 6430, 'preorders': 22410, 'antholog': 1275, 'leuke': 16453, 'droom': 8336, 'dus': 8488, 'supposeddd': 27683, 'avon': 2017, 'butineedhelp': 4216, 'appericiate': 1424, 'consti': 6110, 'bumming': 4115, 'fontstruct': 10519, 'dafont': 6884, 'watchinggg': 31237, 'imprint': 13977, 'softness': 26418, 'tailgate': 28019, 'gould': 11804, 'molson': 18628, 'aaronovitch': 66, 'pinic': 21780, 'propellerheads': 22658, 'pickup': 21705, 'borgata': 3566, 'impress': 13973, 'tiktoker': 28838, 'disrespectful': 7913, 'reconsituted': 23441, 'rehydrated': 23593, 'seijoh': 25143, 'resentful': 23829, 'stateless': 27060, 'sheart': 25458, 'otu': 20734, 'hasta': 12598, 'kelantan': 15499, 'stricken': 27308, 'snoopy': 26335, 'goddddd': 11642, 'ackles': 264, 'lastnte': 16193, 'avoidance': 2015, 'continuous': 6155, 'loosen': 16943, 'furby': 11004, 'fugees': 10940, 'loca': 16788, 'hoooo': 13309, 'budden': 4035, 'portmeirion': 22204, 'comee': 5805, 'downsize': 8228, 'oswald': 20699, 'ortensia': 20675, 'manda': 17463, 'pelham': 21377, 'suposed': 27668, 'batteis': 2527, 'spellchecker': 26746, 'unhelpful': 30200, 'inglewood': 14175, 'chanel': 4954, 'brigade': 3834, 'laughable': 16220, 'bonuse': 3463, 'calceatum': 4369, 'allyangst': 870, 'tarantula': 28120, 'maze': 17802, 'deser': 7477, 'hetzner': 12966, 'interspire': 14384, 'sendstudio': 25197, 'outpac': 20777, 'faang': 9718, 'compan': 5884, 'bluetooth': 3336, 'stint': 27180, 'uniservity': 30222, 'punchline': 22828, 'superfly': 27641, 'yeeeeemp': 32403, 'laundromat': 16231, 'bedding': 2690, 'streetview': 27294, 'hex': 12969, 'caloric': 4418, 'intake': 14316, 'greatings': 11948, 'shannan': 25404, 'lade': 16027, 'lanet': 16127, 'hopefull': 13325, 'haiaa': 12339, 'beacon': 2603, 'girlfr': 11490, 'annabelle': 1208, 'underwire': 30142, 'wicking': 31693, 'pril': 22499, 'jensen': 14909, 'dunners': 8462, 'pismo': 21813, 'powershot': 22300, 'extent': 9671, 'hegazi': 12824, 'cafeteria': 4335, 'nbo': 19405, 'yoint': 32507, 'oint': 20347, 'dispens': 7899, 'frequenc': 10796, 'serving': 25287, 'hrdest': 13460, 'flaky': 10320, 'vrbo': 30987, 'kwento': 15974, 'cancertown': 4482, 'resto': 23887, 'dayuummm': 7078, 'fushimi': 11020, 'minu': 18391, 'chackin': 4904, 'discussant': 7856, 'pleaseeee': 21941, 'protective': 22687, 'brokt': 3908, 'peet': 21363, 'gila': 11453, 'dillematic': 7727, 'cowan': 6415, 'evolu': 9472, 'preschool': 22423, 'thq': 28694, 'rpg': 24387, 'hof': 13161, 'iceman': 13715, 'wim': 31774, 'burnin': 4166, 'lootin': 16946, 'dimensio': 7736, 'throug': 28728, 'turnout': 29654, 'dabby': 6866, 'aop': 1363, 'mischevious': 18420, 'pinwheel': 21799, 'spiderwoman': 26772, 'downfall': 8215, 'exspecially': 9659, 'assemble': 1768, 'gehts': 11274, 'yeahness': 32377, 'laminate': 16096, 'atlanits': 1843, 'entir': 9135, 'reefried': 23517, 'horatio': 13341, 'caine': 4349, 'swell': 27868, 'dahling': 6891, 'tweep': 29698, 'ror': 24310, 'seexyyyyy': 25135, 'eah': 8536, 'josette': 15119, 'thelovelybones': 28546, 'premire': 22403, 'famo': 9832, 'wiltshire': 31773, 'penetration': 21402, 'oprahs': 20591, 'unfried': 30187, 'topped': 29155, 'boba': 3380, 'ady': 436, 'hallucination': 12395, 'conchords': 5971, 'dbl': 7093, 'pumkpin': 22820, 'beatiful': 2628, 'bttf': 3996, 'grandmoth': 11893, 'roti': 24342, 'delas': 7312, 'montel': 18719, 'magicmoment': 17324, 'galleri': 11109, 'certifi': 4876, 'biracial': 3068, 'newnew': 19603, 'leann': 16308, 'charla': 5010, 'abduction': 95, 'alw': 948, 'contagion': 6130, 'paramour': 21114, 'geesh': 11265, 'nside': 20036, 'partyyy': 21186, 'tsemrinpoch': 29562, 'futa': 11027, 'mermai': 18081, 'naisee': 19268, 'arond': 1613, 'disconecting': 7833, 'killeen': 15657, 'pinkwind': 21788, 'psst': 22735, 'preggo': 22392, 'mckinney': 17860, 'actially': 283, 'timthumb': 28877, 'usuing': 30465, 'twiddict': 29751, 'compone': 5934, 'ahte': 633, 'fargo': 9881, 'stimulus': 27173, 'foreclose': 10569, 'adva': 412, 'staple': 27021, 'hedro': 12800, 'gimi': 11466, 'cristal': 6574, 'feeeeeet': 9998, 'keiron': 15494, 'cyndi': 6839, 'carty': 4653, 'hawkins': 12657, 'yh': 32464, 'eekk': 8720, 'maitu': 17373, 'xxxxxxxxxxxxxxxxxxxxxx': 32273, 'durham': 8481, 'greensboro': 11982, 'unclaimed': 30082, 'middleclass': 18209, 'zuccini': 32754, 'pruney': 22719, 'ampthill': 1076, 'enlgish': 9090, 'thunb': 28754, 'heis': 12847, 'fii': 10159, 'mushkila': 19105, 'surfer': 27715, 'ambiguous': 1014, 'feria': 10053, 'throte': 28726, 'peg': 21365, 'cuter': 6784, 'redwood': 23501, 'ouraged': 20748, 'prin': 22509, 'helllooooo': 12873, 'rhel': 24006, 'bnx': 3368, 'stem': 27112, 'afterpartying': 504, 'seinors': 25145, 'balling': 2324, 'aaahaha': 34, 'hahahahahahahahahahahahaha': 12325, 'guillotine': 12172, 'bawls': 2544, 'bally': 2330, 'shortest': 25660, 'fcb': 9958, 'tunapuna': 29631, 'omq': 20445, 'sonqq': 26517, 'noww': 20023, 'ftl': 10907, 'guerrilla': 12152, 'howya': 13452, 'ymtumbkr': 32489, 'virginity': 30845, 'madina': 17296, 'justic': 15262, 'govern': 11812, 'baybee': 2548, 'parentals': 21132, 'aldanger': 745, 'arrggh': 1630, 'kava': 15440, 'lq': 17060, 'becca': 2669, 'neeeeed': 19455, 'yooou': 32524, 'congestion': 6037, 'dismiss': 7888, 'balk': 2316, 'ooommmmggggg': 20518, 'pulle': 22813, 'omelet': 20414, 'workkkkkkkkkkkkkkkkk': 32048, 'confederate': 6006, 'forrest': 10622, 'versa': 30700, 'ry': 24491, 'ptarmigeddon': 22759, 'shoulve': 25678, 'theese': 28536, 'clarence': 5470, 'brokennn': 3905, 'arbiter': 1511, 'judith': 15197, 'sweetye': 27866, 'rf': 23999, 'guerilla': 12151, 'dicking': 7652, 'producteur': 22593, 'outremer': 20783, 'oooowwwch': 20533, 'brotherhood': 3933, 'islamist': 14590, 'xcept': 32209, 'jenna': 14900, 'tarpon': 28128, 'mademoiselle': 17294, 'giutar': 11509, 'littrell': 16702, 'rigth': 24089, 'loev': 16809, 'snuff': 26355, 'hermione': 12942, 'musicans': 19113, 'legion': 16373, 'esko': 9293, 'witt': 31864, 'pitman': 21830, 'mawr': 17768, 'saba': 24517, 'goddaughter': 11640, 'recovers': 23456, 'scandic': 24871, 'immature': 13909, 'eew': 8731, 'beckwith': 2675, 'whatbouts': 31525, 'iight': 13809, 'ethernet': 9359, 'hag': 12297, 'hia': 13005, 'abrahami': 133, 'compaired': 5883, 'coffeetim': 5682, 'shadduppp': 25364, 'renounce': 23735, 'homeeeeeee': 13233, 'anywayz': 1351, 'headbangersball': 12708, 'thorough': 28680, 'degrease': 7296, 'masekela': 17684, 'contern': 6142, 'eeyea': 8734, 'streamyx': 27283, 'screwmyx': 25025, 'turkish': 29647, 'uncontrolable': 30094, 'picking': 21699, 'dezestar': 7589, 'matta': 17742, 'mizmind': 18503, 'syste': 27963, 'keepin': 15486, 'missinmydgbigtyme': 18455, 'cuidalo': 6691, 'uktv': 29996, 'tomro': 29086, 'postr': 22253, 'suppress': 27689, 'nextday': 19622, 'joper': 15107, 'ballot': 2328, 'eleminis': 8841, 'listning': 16675, 'wooho': 31972, 'bigstepper': 3006, 'plutothekitty': 22009, 'ornithologist': 20668, 'warthog': 31205, 'slosh': 26171, 'lackluster': 16017, 'shortstop': 25666, 'mendoza': 18035, 'nocturnal': 19835, 'fucktards': 10934, 'lupus': 17155, 'rblpnbro': 23281, 'weeeee': 31368, 'caramel': 4557, 'repect': 23752, 'aiza': 684, 'sanctity': 24685, 'samadik': 24651, 'barony': 2455, 'taral': 28119, 'pinstripe': 21797, 'meetinghouse': 17964, 'ironchef': 14540, 'slobber': 26162, 'juuuuuust': 15272, 'touque': 29223, 'boreedd': 3565, 'scarepoint': 24880, 'armhole': 1593, 'stuffit': 27368, 'boingo': 3415, 'mdw': 17885, 'concourse': 5980, 'kayak': 15448, 'unearth': 30152, 'kalies': 15324, 'faison': 9800, 'cacee': 4319, 'defective': 7245, 'michi': 18184, 'moma': 18633, 'admission': 372, 'gahan': 11086, 'neighboor': 19479, 'mywireless': 19210, 'continuance': 6150, 'wm': 31888, 'unni': 30268, 'dahye': 6893, 'cagayan': 4344, 'oro': 20669, 'ivorypebbles': 14670, 'pique': 21805, 'tariq': 28124, 'relevent': 23649, 'cobalt': 5645, 'ceylon': 4888, 'spinel': 26783, 'sapphirewomen': 24740, 'yultron': 32599, 'soulshine': 26603, 'kaylee': 15452, 'kidnapp': 15642, 'cutoff': 6794, 'kge': 15590, 'puppyyy': 22856, 'bello': 2781, 'repos': 23779, 'bela': 2753, 'lugosi': 17110, 'apearance': 1379, 'xxxxxxx': 32268, 'wastetruck': 31226, 'crackhead': 6454, 'penn': 21410, 'alamo': 722, 'txts': 29872, 'definite': 7272, 'fleshlight': 10359, 'mether': 18122, 'bating': 2520, 'pnp': 22028, 'chittypulga': 5237, 'duplex': 8473, 'affiliation': 468, 'gunter': 12202, 'adject': 352, 'leme': 16395, 'ciroc': 5413, 'gooooooood': 11747, 'tomoroo': 29077, 'giid': 11449, 'gni': 11609, 'biiig': 3012, 'sameway': 24659, 'dancin': 6948, 'travelin': 29366, 'phn': 21628, 'tmail': 28964, 'crackdown': 6451, 'themselv': 28553, 'cannibal': 4501, 'whoaaaaaaaaaaa': 31628, 'montepulciano': 18720, 'borde': 3552, 'frolick': 10873, 'spotter': 26859, 'fortify': 10633, 'monin': 18692, 'breakdown': 3749, 'adwancrd': 435, 'smoothstreaming': 26270, 'talkedabout': 28049, 'sumone': 27564, 'matic': 17735, 'memel': 18017, 'trill': 29442, 'thur': 28763, 'khsa': 15612, 'pleaase': 21932, 'krisnan': 15899, 'inu': 14439, 'thundershower': 28759, 'whens': 31562, 'gingg': 11478, 'twiggies': 29756, 'spay': 26692, 'motto': 18878, 'rng': 24166, 'imei': 13894, 'tracked': 29269, 'sherraton': 25509, 'brodi': 3894, 'bbqd': 2573, 'reichelle': 23597, 'herr': 12954, 'centigrade': 4852, 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13588, 'riqht': 24124, 'aquel': 1492, 'unny': 30269, 'wna': 31894, 'psycology': 22754, 'nigguhs': 19710, 'ilh': 13829, 'tangooo': 28088, 'confusin': 6031, 'vll': 30905, 'hadthebestdayever': 12288, 'morricone': 18814, 'reminiscence': 23700, 'forthcoming': 10631, 'coolidge': 6209, 'straycat': 27274, 'unlikely': 30253, 'openbox': 20554, 'indescrib': 14073, 'mishap': 18434, 'itstyleryo': 14643, 'moondog': 18746, 'forgiv': 10595, 'keepsitreal': 15487, 'jdoramas': 14861, 'flax': 10350, 'soch': 26380, 'obly': 20172, 'aumfff': 1935, 'datin': 7031, 'vos': 30968, 'looooooooves': 16930, 'congratuations': 6046, 'heed': 12802, 'sulk': 27533, 'fillet': 10176, 'bamford': 2344, 'benedryl': 2811, 'therapuetic': 28573, 'bettering': 2903, 'fremont': 10781, 'graffiti': 11858, 'bournville': 3629, 'hecks': 12792, 'jandy': 14783, 'timsamlake': 28876, 'rawesome': 23259, 'reall': 23340, 'proflowers': 22609, 'fiasco': 10115, 'yups': 32623, 'unfollowers': 30172, 'euclid': 9376, 'kojikun': 15846, 'cairo': 4351, 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11373, 'goinf': 11668, 'revives': 23978, 'loopy': 16941, 'cof': 5674, 'continu': 6148, 'msned': 18954, 'interlock': 14359, 'truer': 29525, 'sacred': 24535, 'arid': 1564, 'twirp': 29778, 'rebroadcast': 23390, 'hatton': 12621, 'tmobile': 28968, 'sohcahtoa': 26426, 'squirels': 26917, 'jesska': 14942, 'jonesing': 15095, 'lolsz': 16854, 'riverstone': 24148, 'extender': 9666, 'spcn': 26700, 'liek': 16532, 'soooory': 26545, 'piston': 21819, 'nyappy': 20130, 'afrikaah': 490, 'itzel': 14656, 'expe': 9604, 'ouchies': 20742, 'timestamp': 28863, 'cest': 4885, 'accur': 234, 'exhilaration': 9580, 'woul': 32088, 'bae': 2240, 'robe': 24191, 'unittest': 30233, 'loader': 16775, 'trillin': 29443, 'hobnobbed': 13152, 'twitaddicted': 29784, 'saaaaaaid': 24511, 'honk': 13284, 'thimk': 28621, 'reddit': 23473, 'astound': 1806, 'kite': 15742, 'rescu': 23822, 'betterm': 2904, 'chav': 5047, 'streamline': 27281, 'trunk': 29535, 'weiters': 31423, 'twitterwar': 29840, 'ginoooo': 11482, 'sigueee': 25827, 'sabido': 24522, 'jakeowen': 14758, 'salata': 24616, 'uqh': 30404, 'supposedd': 27682, 'cuzz': 6806, 'wakke': 31097, 'upp': 30375, 'earlyy': 8555, 'cantt': 4518, 'sleepp': 26114, 'padestrian': 20960, 'rider': 24065, 'groupchat': 12069, 'ymous': 32488, 'twhirl': 29746, 'photobucket': 21653, 'picnik': 21708, 'swankiest': 27813, 'cankle': 4497, 'lincolnshire': 16615, 'kanji': 15356, 'arthroscopy': 1663, 'nymph': 20138, 'dongle': 8124, 'techy': 28254, 'lipsynching': 16650, 'dctr': 7099, 'ovaj': 20815, 'tweetia': 29721, 'microcastinga': 18195, 'iwa': 14672, 'shittykawa': 25586, 'oikawa': 20342, 'hmu': 13142, 'gosforth': 11773, 'antony': 1313, 'ultimo': 30014, 'alexandria': 770, 'exciteddddd': 9545, 'thers': 28589, 'vince': 30807, 'jpeg': 15161, 'prezzie': 22482, 'nexus': 19623, 'indecicive': 14065, 'vxi': 31006, 'cologne': 5765, 'hollister': 13198, 'spotty': 26860, 'eska': 9292, 'bunker': 4131, 'photosensitivity': 21662, 'plenti': 21971, 'lafff': 16042, 'jusss': 15257, 'luved': 17177, 'dnb': 8020, 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32603, 'yezzz': 32460, 'grapevine': 11910, 'chipper': 5226, 'catty': 4740, 'roschelle': 24319, 'quench': 23000, 'baylee': 2551, 'connectivity': 6064, 'metaverse': 18118, 'knda': 15787, 'longman': 16887, 'shmolan': 25603, 'butcking': 4212, 'bitching': 3104, 'adria': 396, 'selfridges': 25168, 'writting': 32142, 'highlander': 13028, 'reki': 23619, 'bunuelos': 4135, 'lp': 17057, 'erie': 9238, 'scarletts': 24887, 'geforce': 11272, 'ellipital': 8879, 'persia': 21505, 'lumpia': 17136, 'pancit': 21038, 'celeste': 4826, 'piddle': 21717, 'astute': 1813, 'derogatory': 7463, 'onteeeeeeem': 20490, 'garth': 11186, 'shivashankar': 25589, 'spellin': 26748, 'msnnnn': 18955, 'attr': 1886, 'aliv': 810, 'yeaaah': 32365, 'primavoce': 22506, 'bianco': 2969, 'sauvignon': 24817, 'inane': 14002, 'zemote': 32689, 'descend': 7468, 'smatters': 26230, 'blackmail': 3158, 'leone': 16425, 'saree': 24756, 'gloriously': 11574, 'suncream': 27584, 'collerbone': 5757, 'remould': 23712, 'waaay': 31027, 'cruisey': 6622, 'taally': 27970, 'maahaa': 17228, 'eidy': 8773, 'saneeha': 24704, 'ool': 20510, 'ireee': 14526, 'astaaahil': 1801, 'wla': 31879, 'kfff': 15587, 'bard': 2430, 'ahm': 621, 'ahwaaa': 637, 'merrier': 18086, 'recoup': 23449, 'macpro': 17273, 'masterpiec': 17713, 'deathtrap': 7148, 'wehrmacht': 31405, 'deserter': 7479, 'ralphie': 23167, 'grapefru': 11908, 'babelfish': 2152, 'bwahahahahahahaha': 4269, 'defiance': 7258, 'yearly': 32383, 'stampede': 27004, 'sftw': 25347, 'tomos': 29084, 'reawaken': 23376, 'crocus': 6589, 'signin': 25822, 'selfupdate': 25171, 'rubygems': 24412, 'twittter': 29848, 'gose': 11772, 'robs': 24201, 'jana': 14782, 'yogurting': 32503, 'mona': 18657, 'yoplait': 32528, 'tmorrow': 28971, 'surrey': 27739, 'nippy': 19778, 'greastest': 11943, 'gasuka': 11198, 'dilabel': 7720, 'juga': 15200, 'suka': 27527, 'terima': 28388, 'digeni': 7695, 'lke': 16736, 'breasticles': 3767, 'naan': 19222, 'audienc': 1913, 'orch': 20623, 'guillaume': 12169, 'repro': 23794, 'splendored': 26811, 'jessi': 14935, 'zwarte': 32767, 'maillot': 17358, 'beup': 2913, 'comedi': 5800, 'speach': 26703, 'elf': 8848, 'clematis': 5521, 'absolutley': 142, 'trianing': 29420, 'afterschool': 505, 'likin': 16588, 'blizzard': 3259, 'blonding': 3294, 'cashback': 4667, 'icici': 13724, 'summmit': 27560, 'yeees': 32407, 'josiah': 15126, 'siberia': 25761, 'trim': 29448, 'twitterless': 29825, 'heheheheh': 12834, 'forgivene': 10598, 'sleepiness': 26109, 'evar': 9406, 'awnser': 2077, 'resili': 23844, 'maatt': 17233, 'dudeee': 8412, 'beathroom': 2627, 'outsie': 20791, 'prevails': 22469, 'siso': 25944, 'agro': 571, 'snuggie': 26357, 'gladiola': 11527, 'compton': 5949, 'shooould': 25625, 'melfi': 17995, 'drm': 8330, 'esperance': 9302, 'booooooring': 3526, 'illust': 13846, 'grahamahowes': 11863, 'darnitt': 7004, 'transatlantic': 29321, 'carbon': 4560, 'footprint': 10551, 'pdgg': 21300, 'hehaheahaaaa': 12826, 'fansite': 9861, 'ultimatelohan': 30011, 'heltershelter': 12896, 'lookinghim': 16904, 'louie': 16988, 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18855, 'blacksoil': 3164, 'whitex': 31618, 'gratz': 11925, 'abies': 110, 'keve': 15566, 'gasoline': 11192, 'sockso': 26398, 'bacn': 2216, 'shortener': 25658, 'squeeky': 26912, 'meirizka': 17980, 'easports': 8580, 'conked': 6058, 'noriega': 19931, 'rinse': 24106, 'conditoner': 5993, 'aaaahh': 24, 'ddlovato': 7105, 'specify': 26723, 'xii': 32225, 'adm': 358, 'jimming': 14996, 'dosh': 8186, 'hillingdon': 13061, 'nno': 19821, 'skott': 26040, 'kickboxing': 15626, 'nickchien': 19672, 'amazeeeeeee': 989, 'pln': 21985, 'earthday': 8571, 'advoca': 433, 'funnyyy': 10993, 'ashleyyyy': 1722, 'ari': 1560, 'klinkt': 15773, 'erg': 9232, 'enthousiast': 9126, 'benicks': 2819, 'arttt': 1680, 'overheardinlondon': 20844, 'ammoxxx': 1060, 'ivorypebbl': 14669, 'salvatores': 24647, 'dumerils': 8442, 'hognose': 13165, 'betshare': 2897, 'handicap': 12439, 'visitng': 30872, 'boyet': 3657, 'famm': 9830, 'yuup': 32630, 'taser': 28136, 'stupido': 27385, 'catwalk': 4745, 'portobello': 22206, 'bookseller': 3501, 'hubbed': 13488, 'spouse': 26861, 'hubbing': 13490, 'kimberlee': 15673, 'boxset': 3650, 'hufff': 13504, 'aaaww': 45, 'courseeee': 6392, 'bethanie': 2889, 'lurex': 17157, 'larenz': 16163, 'fineass': 10217, 'kaufer': 15434, 'loveland': 17020, 'mollie': 18625, 'commandment': 5826, 'yow': 32574, 'attal': 1868, 'alrite': 920, 'cooperative': 6226, 'musem': 19099, 'carleigh': 4595, 'yuppie': 32620, 'gby': 11236, 'mobility': 18559, 'nzz': 20148, 'economist': 8639, 'metalcore': 18109, 'bmth': 3360, 'omgssh': 20432, 'shipment': 25560, 'realllllllllly': 23343, 'jogged': 15061, 'turbine': 29639, 'sharn': 25430, 'laberge': 16004, 'ramona': 23177, 'orde': 20628, 'boundation': 3622, 'aaaaaahhhhhhhh': 11, 'sweeeeeeet': 27840, 'augusten': 1933, 'burrough': 4179, 'singlehood': 25913, 'pulwama': 22818, 'ohyeahhh': 20336, 'frappuccino': 10719, 'embossers': 8935, 'papersource': 21089, 'stalkerishly': 26997, 'brookie': 3922, 'moracca': 18770, 'bong': 3451, 'keystone': 15582, 'naturday': 19379, 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27521, 'cco': 4788, 'tor': 29159, 'regal': 23561, 'lustration': 17168, 'ronsse': 24291, 'mysore': 19190, 'hotshot': 13399, 'daugter': 7037, 'accce': 185, 'honeycomb': 13277, 'frineds': 10849, 'chaceeeeeee': 4902, 'padawan': 20953, 'breesaholic': 3784, 'signups': 25825, 'fabluelous': 9725, 'facade': 9737, 'shrunk': 25717, 'congrads': 6040, 'plannner': 21883, 'engadget': 9059, 'cuzzo': 6807, 'vivi': 30894, 'stll': 27186, 'empowerment': 8998, 'masculinity': 17682, 'zomg': 32736, 'eps': 9201, 'roar': 24175, 'terfy': 28387, 'inutero': 14440, 'fotoreportage': 10653, 'yummmmm': 32606, 'princeton': 22514, 'goodwill': 11714, 'lpz': 17059, 'wnat': 31895, 'interface': 14351, 'mifune': 18234, 'soares': 26367, 'gelada': 11278, 'uc': 29915, 'lockdow': 16798, 'mcnair': 17871, 'acaban': 173, 'tocar': 28994, 'antimasker': 1296, 'bazillions': 2556, 'lalala': 16074, 'fairness': 9794, 'delizo': 7350, 'willblok': 31751, 'hahahahahah': 12318, 'capitan': 4536, 'elora': 8891, 'danan': 6940, 'nsw': 20038, 'melbs': 17994, 'interstellar': 14386, 'centauri': 4850, 'yakuza': 32308, 'naini': 19264, 'snt': 26352, 'expnsiv': 9647, 'ghibli': 11411, 'ponyo': 22133, 'estep': 9335, 'waitt': 31084, 'mayfieldlavend': 17790, 'orderd': 20631, 'semanggi': 25181, 'siggghh': 25802, 'newlywed': 19601, 'probby': 22559, 'inlapush': 14205, 'quil': 23029, 'millennial': 18296, 'psyche': 22739, 'lyrically': 17213, 'fashionisthenextcity': 9903, 'goodie': 11699, 'stool': 27215, 'laddie': 16026, 'midyr': 18231, 'neckl': 19438, 'leeloo': 16352, 'grane': 11899, 'omgggg': 20424, 'bindz': 3045, 'eag': 8533, 'tweetsuite': 29733, 'bsame': 3981, 'alienat': 797, 'fabrik': 9729, 'marke': 17599, 'knitterati': 15798, 'ravelry': 23247, 'inerne': 14119, 'huggin': 13512, 'caause': 4304, 'cleand': 5505, 'groovy': 12055, 'surpis': 27725, 'energ': 9047, 'environm': 9155, 'incline': 14033, 'dix': 7989, 'kulps': 15946, 'pns': 22029, 'gooooodnight': 11738, 'gooodnight': 11732, 'northpark': 19948, 'romo': 24279, 'statesboro': 27062, 'hatchback': 12602, 'accommodate': 214, 'varied': 30605, 'arlene': 1585, 'heartb': 12753, 'poltergeist': 22113, 'huggable': 13509, 'garrae': 11181, 'procedural': 22569, 'kia': 15617, 'eally': 8538, 'mauro': 17764, 'dildo': 7722, 'arsehole': 1651, 'wellll': 31437, 'smartier': 26222, 'gatt': 11207, 'gat': 11199, 'veo': 30667, 'ahasta': 595, 'lunes': 17150, 'raji': 23157, 'kamala': 15332, 'loke': 16832, 'nagara': 19247, 'kamal': 15331, 'lu': 17076, 'fuk': 10944, 'iain': 13674, 'improves': 13986, 'pgs': 21574, 'plaid': 21867, 'congest': 6036, 'clocked': 5570, 'northview': 19950, 'opus': 20608, 'quark': 22978, 'apaently': 1369, 'congregation': 6050, 'lassie': 16187, 'streamin': 27279, 'swizzy': 27900, 'schol': 24919, 'yoooo': 32516, 'enact': 9011, 'videomessage': 30767, 'ahgg': 600, 'sogni': 26424, 'iyaa': 14682, 'gamif': 11132, 'niene': 19695, 'whts': 31670, 'gurlie': 12208, 'msla': 18952, 'staack': 26960, 'sandpit': 24698, 'xiaoxiao': 32224, 'housh': 13424, 'bootay': 3536, 'enrollment': 9107, 'sasabihin': 24766, 'siguro': 25831, 'sayo': 24851, 'andun': 1148, 'shet': 25514, 'gereg': 11359, 'mongoli': 18684, 'ayin': 2117, 'shepherd': 25501, 'annoyingg': 1239, 'ukkkkk': 29993, 'uterus': 30474, 'alriiightt': 919, 'mattressing': 17752, 'cognac': 5689, 'cray': 6490, 'sps': 26885, 'renee': 23728, 'pawnshop': 21271, 'jimi': 14992, 'downloadfestival': 8222, 'dearest': 7137, 'saviour': 24829, 'tamlyn': 28071, 'ded': 7218, 'unperfect': 30278, 'uptodate': 30399, 'pommery': 22121, 'painter': 20992, 'leopold': 16427, 'stokowski': 27198, 'spaceship': 26654, 'funnily': 10987, 'typin': 29893, 'oft': 20297, 'alix': 813, 'fmfl': 10455, 'troub': 29500, 'georgetown': 11345, 'invoice': 14474, 'chauffeur': 5045, 'momol': 18653, 'aaaaaw': 18, 'shelve': 25493, 'kiau': 15620, 'mimis': 18320, 'tiredddd': 28910, 'odeeee': 20240, 'ninah': 19764, 'abbie': 84, 'burke': 4158, 'malamang': 17397, 'commmmmiinnnnnggggggg': 5853, 'pittsburgh': 21835, 'awekay': 2047, 'daddi': 6873, 'animosity': 1192, 'antinational': 1297, 'reac': 23301, 'countenance': 6362, 'illusin': 13844, 'chloes': 5247, 'trike': 29441, 'thingo': 28627, 'girraffe': 11501, 'hotsawce': 13398, 'owwwwww': 20905, 'tempat': 28324, 'cocok': 5663, 'jupiter': 15250, 'seru': 25279, 'willl': 31764, 'ryt': 24507, 'arturo': 1681, 'carmassi': 4610, 'minotaur': 18383, 'dominate': 8104, 'foking': 10482, 'woooooo': 31994, 'thres': 28707, 'youtubers': 32563, 'cathay': 4724, 'shinee': 25548, 'administrative': 365, 'concurrency': 5985, 'mack': 17264, 'oldy': 20385, 'tushar': 29660, 'hisashi': 13092, 'xu': 32255, 'tra': 29261, 'gulardi': 12184, 'vm': 30909, 'saloon': 24633, 'kwabena': 15967, 'kwa': 15966, 'kwe': 15971, 'pleaseyour': 21948, 'mx': 19165, 'str': 27243, 'qt': 22960, 'stiches': 27149, 'ouchie': 20741, 'twig': 29754, 'derivative': 7459, 'awa': 2019, 'fakeness': 9806, 'tmorow': 28970, 'pragmatic': 22332, 'vague': 30538, 'popper': 22173, 'yaoo': 32325, 'sonnnny': 26514, 'hinckley': 13071, 'azeroth': 2126, 'blin': 3244, 'bakersfield': 2289, 'whey': 31576, 'stinkered': 27177, 'unsalted': 30305, 'caviar': 4762, 'kadi': 15294, 'scrapbook': 24999, 'wahoorun': 31067, 'carleedaub': 4594, 'michelobultra': 18183, 'educational': 8689, 'resourcefulness': 23860, 'hopefulness': 13327, 'todayyyy': 29008, 'recouperating': 23450, 'tnite': 28983, 'numero': 20077, 'freely': 10766, 'ffancy': 10096, 'onesies': 20462, 'raddest': 23091, 'sympathizes': 27938, 'luau': 17078, 'panwa': 21075, 'libel': 16502, 'dinsdale': 7760, 'emmerdale': 8963, 'robb': 24182, 'moira': 18600, 'nai': 19258, 'stoooopid': 27216, 'backe': 2186, 'sixflags': 25973, 'scienc': 24948, 'variat': 30603, 'sixth': 25976, 'timi': 28867, 'portable': 22196, 'sais': 24597, 'excist': 9539, 'bologna': 3428, 'constipate': 6111, 'bhuja': 2963, 'garner': 11178, 'fannie': 9858, 'eran': 9220, 'sizzl': 25982, 'browni': 3940, 'bookatender': 3486, 'ambyr': 1021, 'jetway': 14952, 'hahhahah': 12335, 'loudd': 16982, 'ahahahahahahahahah': 592, 'fuunny': 11036, 'allianz': 835, 'idon': 13775, 'tknowwhatdamnbrandcoffeethisis': 28948, 'wholey': 31641, 'wholely': 31639, 'compose': 5937, 'bajaj': 2281, 'installer': 14285, 'gpt': 11830, 'finsih': 10242, 'urgggh': 30418, 'footwear': 10552, 'broccolli': 3892, 'grahama': 11862, 'arghhhh': 1554, 'cliched': 5532, 'multidimension': 19035, 'myoh': 19183, 'tarsier': 28132, 'kickstart': 15630, 'whaa': 31499, 'dale': 6910, 'sittn': 25965, 'fletcher': 10360, 'intact': 14315, 'wham': 31515, 'tweethampton': 29718, 'jailbroke': 14745, 'icc': 13706, 'farolito': 9886, 'hahahahhahaha': 12328, 'avi': 2004, 'naja': 19272, 'coolio': 6211, 'excelent': 9523, 'multiculturalism': 19034, 'sleeeeeeep': 26090, 'goonight': 11726, 'subconscious': 27407, 'chopin': 5282, 'mush': 19102, 'cramples': 6467, 'bowsette': 3644, 'angelic': 1162, 'hughesy': 13517, 'rafferty': 23113, 'tribune': 29427, 'exion': 9585, 'colonic': 5769, 'opi': 20574, 'wahooooooo': 31066, 'answerer': 1267, 'creatur': 6525, 'dne': 8023, 'soonnnnnn': 26527, 'lly': 16747, 'nandito': 19301, 'berkeley': 2848, 'brianne': 3816, 'xdxdxd': 32212, 'unmarried': 30262, 'gettt': 11390, 'snort': 26338, 'summerlee': 27553, 'fpu': 10675, 'sez': 25339, 'quadriceps': 22965, 'awsum': 2083, 'aycee': 2111, 'sigur': 25830, 'conne': 6060, 'terrestrial': 28406, 'analogue': 1097, 'kaneohe': 15351, 'cowork': 6423, 'kyles': 15986, 'rawrrr': 23264, 'jagannath': 14730, 'lakh': 16070, 'psyching': 22745, 'sinnedit': 25924, 'gtv': 12128, 'normalize': 19935, 'screating': 25014, 'brandscreative': 3718, 'lauraais': 16234, 'deathbyhistory': 7142, 'pane': 21046, 'mondaymorning': 18671, 'resentment': 23830, 'missus': 18466, 'sro': 26933, 'greas': 11941, 'axl': 2104, 'byle': 4286, 'tesla': 28422, 'mamalaura': 17435, 'jy': 15281, 'chale': 4922, 'daydream': 7064, 'intolerant': 14418, 'wlan': 31880, 'peolple': 21424, 'brister': 3863, 'sahm': 24587, 'rotfl': 24340, 'chellebelle': 5103, 'weill': 31412, 'godwin': 11656, 'joemar': 15056, 'bataan': 2509, 'camiguin': 4447, 'ofcmates': 20256, 'luwas': 17184, 'florin': 10407, 'caucasian': 4746, 'renta': 23739, 'brazillians': 3742, 'kikireestl': 15651, 'whataday': 31524, 'largely': 16167, 'ambivalent': 1018, 'fuun': 11034, 'snapdragon': 26298, 'hopfully': 13331, 'sistah': 25949, 'bettiye': 2908, 'implode': 13959, 'denomination': 7403, 'ttooo': 29586, 'hassn': 12597, 'drake': 8255, 'marsh': 17642, 'brawler': 3737, 'darryl': 7010, 'pul': 22807, 'kaitlyn': 15309, 'ughhhhhhhh': 29962, 'succinum': 27456, 'ucr': 29925, 'ucal': 29917, 'snuggied': 26358, 'rian': 24027, 'staden': 26973, 'chaperon': 4978, 'woodchuck': 31957, 'libertine': 16512, 'aly': 955, 'tuition': 29615, 'classier': 5486, 'luvd': 17176, 'nutin': 20099, 'unforgivable': 30175, 'deodorant': 7414, 'sesion': 25291, 'talktalk': 28055, 'ovum': 20890, 'toggle': 29031, 'ganesh': 11142, 'jaju': 14754, 'sabor': 24525, 'cubano': 6674, 'sammiches': 24662, 'longgggg': 16882, 'humma': 13552, 'theofficialkwofi': 28562, 'mimic': 18318, 'coudl': 6341, 'starbuks': 27027, 'vino': 30818, 'vinum': 30821, 'wino': 31812, 'suprnatural': 27703, 'carlson': 4606, 'phony': 21642, 'cleopatra': 5526, 'untweeps': 30338, 'goed': 11659, 'idee': 13747, 'biiiiig': 3013, 'konami': 15854, 'sharapova': 25418, 'unseeded': 30308, 'qualifier': 22969, 'maaad': 17224, 'muh': 19015, 'rog': 24235, 'esti': 9337, 'acum': 300, 'exceptional': 9531, 'societe': 26390, 'generale': 11294, 'grtsat': 12099, 'bggeting': 2942, 'sikh': 25840, 'molest': 18620, 'gurdwara': 12206, 'sajan': 24598, 'preet': 22383, 'favourtie': 9944, 'jhp': 14972, 'weasel': 31326, 'thew': 28599, 'buffy': 4057, 'supposee': 27685, 'nighttt': 19727, 'xxo': 32259, 'ohman': 20324, 'mahal': 17339, 'opener': 20556, 'qualcomm': 22968, 'chipset': 5227, 'celebra': 4812, 'breather': 3772, 'unfoldi': 30169, 'upss': 30392, 'writen': 32135, 'chesca': 5134, 'yestarday': 32442, 'humpalow': 13561, 'edmontonians': 8682, 'respons': 23869, 'destini': 7513, 'groin': 12045, 'gudmundsson': 12149, 'drou': 8342, 'hin': 13070, 'vaud': 30615, 'tickettttt': 28794, 'jaguar': 14736, 'ticketless': 28792, 'suckas': 27465, 'pleassure': 21951, 'aahhh': 53, 'realis': 23327, 'prehistoric': 22397, 'outfield': 20767, 'unsalvageable': 30306, 'hunrgy': 13581, 'shemms': 25496, 'okaii': 20359, 'gustar': 12215, 'intentionality': 14338, 'wwwwweeeeeeeeeeeeeeekkkkkeeeennnndddd': 32186, 'yw': 32638, 'secondhand': 25090, 'yorkers': 32532, 'topify': 29150, 'demonata': 7383, 'indefinitely': 14068, 'parkwoods': 21146, 'hardcoded': 12524, 'teigen': 28287, 'wond': 31933, 'hihihi': 13037, 'corny': 6278, 'alam': 721, 'swansea': 27815, 'hxc': 13627, 'pedder': 21341, 'ferragamo': 10062, 'downturn': 8232, 'broham': 3896, 'sleeepy': 26102, 'therealjaystark': 28575, 'lyndi': 17206, 'timeframe': 28855, 'colab': 5707, 'netflicks': 19550, 'uds': 29934, 'anisalovesu': 1193, 'wyck': 32191, 'lazzzy': 16278, 'rica': 24033, 'waaaay': 31024, 'alyssa': 961, 'pooping': 22156, 'siccck': 25765, 'jimbbbbo': 14989, 'ferrigno': 10067, 'likewith': 16586, 'rollercoaster': 24256, 'nablus': 19226, 'contentious': 6140, 'annexation': 1217, 'lorenzo': 16954, 'jarvis': 14818, 'noooooooooooo': 19909, 'gmas': 11596, 'thieen': 28612, 'ltj': 17073, 'yoke': 32508, 'defunct': 7284, 'buongiorno': 4137, 'rochdale': 24205, 'colapsing': 5710, 'jodies': 15050, 'bobbi': 3381, 'incestuous': 14027, 'phonecall': 21639, 'monies': 18688, 'middleschool': 18212, 'mumma': 19053, 'spiteful': 26801, 'glimmer': 11554, 'mooorrreeee': 18760, 'clearer': 5514, 'softer': 26416, 'flexible': 10365, 'telepods': 28303, 'carbonite': 4563, 'qr': 22957, 'karl': 15388, 'aawh': 72, 'unconditional': 30089, 'proctor': 22583, 'jordyn': 15113, 'revolutionize': 23982, 'tivik': 28933, 'nias': 19654, 'nfg': 19627, 'venessa': 30644, 'alwayyyyyyyssssssss': 953, 'elway': 8904, 'greeley': 11967, 'nerdiest': 19520, 'unconditonally': 30091, 'materialistic': 17727, 'memeber': 18016, 'hysteric': 13667, 'yaas': 32290, 'skinnamarinkydinkydink': 26020, 'alongs': 891, 'vengaboys': 30649, 'zane': 32662, 'lowe': 17049, 'qm': 22946, 'altaf': 924, 'karachi': 15374, 'jagk': 14735, 'kissa': 15735, 'suizas': 27525, 'harman': 12552, 'mummyyyyyyyy': 19059, 'pettigrew': 21551, 'invisalign': 14466, 'refit': 23534, 'transcribe': 29325, 'tenth': 28374, 'ministri': 18367, 'administr': 362, 'persecute': 21502, 'germa': 11362, 'theorist': 28565, 'masker': 17692, 'bbe': 2565, 'nota': 19965, 'plie': 21978, 'ninth': 19774, 'hue': 13502, 'attorney': 1885, 'gumshoe': 12193, 'taltal': 28062, 'uo': 30351, 'elin': 8858, 'reinhold': 23607, 'playcount': 21909, 'siempre': 25794, 'schoo': 24925, 'annoyin': 1238, 'sseldorf': 26944, 'numbe': 20073, 'selfless': 25166, 'sikeeee': 25838, 'reegie': 23518, 'califur': 4394, 'escentuals': 9284, 'tearrrrrrrr': 28235, 'mingle': 18348, 'decipher': 7187, 'kontakt': 15859, 'manufacture': 17531, 'noorullah': 19919, 'taliban': 28046, 'weeooow': 31388, 'pfffffffffffffffffffffftttttttt': 21563, 'earnest': 8557, 'vsv': 30993, 'vigneshwari': 30789, 'repaid': 23747, 'kingpin': 15701, 'artomatic': 1676, 'moldy': 18617, 'rumage': 24435, 'topless': 29152, 'traceycakes': 29264, 'ouse': 20751, 'gerbino': 11358, 'mockups': 18567, 'bgeezy': 2941, 'reeze': 23525, 'cinclare': 5386, 'bienvenu': 2990, 'notk': 19987, 'sou': 26592, 'yeeet': 32408, 'doolaege': 8147, 'weinfest': 31414, 'peen': 21356, 'modesty': 18583, 'adulthood': 410, 'benchmarked': 2804, 'goodgirl': 11698, 'deepli': 7232, 'preggers': 22391, 'inbeing': 14008, 'bounty': 3624, 'vampyre': 30582, 'comixes': 5820, 'donloaded': 8127, 'vandalize': 30588, 'slaughter': 26079, 'panahra': 21034, 'ptour': 22762, 'retaliation': 23912, 'laaandan': 15997, 'phoenixfm': 21636, 'delta': 7355, 'timid': 28868, 'osocute': 20694, 'bashfulness': 2482, 'obession': 20166, 'assortment': 1790, 'otter': 20731, 'monetize': 18677, 'differentiate': 7684, 'nopay': 19923, 'peaky': 21324, 'ngobrolin': 19640, 'cii': 5382, 'kesian': 15554, 'kamu': 15341, 'speakernya': 26708, 'rusak': 24459, 'benerin': 2816, 'tillie': 28844, 'bubblegum': 4010, 'hammy': 12421, 'mariahs': 17575, 'dancefloor': 6946, 'howarth': 13437, 'getted': 11385, 'snappier': 26301, 'lmy': 16765, 'sadfaced': 24557, 'luis': 17113, 'jaydiohead': 14839, 'straighening': 27248, 'bummerrr': 4114, 'delirious': 7341, 'bisquick': 3098, 'ponying': 22132, 'noooowww': 19917, 'regluing': 23579, 'mealtime': 17894, 'monro': 18705, 'mistak': 18470, 'mfing': 18148, 'windshied': 31787, 'goooosh': 11753, 'lastfm': 16189, 'liberalism': 16506, 'crucifiction': 6614, 'buena': 4046, 'specilist': 26724, 'ectopic': 8647, 'uritors': 30425, 'ultrasound': 30016, 'kiddshow': 15639, 'essenc': 9318, 'worthed': 32074, 'suzaku': 27792, 'krist': 15902, 'hentai': 12918, 'ambiguity': 1013, 'nomintated': 19867, 'froggies': 10870, 'celibacy': 4829, 'friiiiiday': 10846, 'nvrmind': 20121, 'sitewarming': 25959, 'novacaine': 20006, 'contd': 6136, 'tedious': 28259, 'crumb': 6623, 'zammo': 32661, 'frward': 10900, 'mbps': 17812, 'paperboy': 21087, 'beto': 2892, 'pizzeria': 21850, 'banksville': 2394, 'beachview': 2600, 'acustic': 303, 'roni': 24288, 'oooommmmggg': 20522, 'myspaceee': 19194, 'siiiick': 25833, 'paintballin': 20990, 'flannel': 10324, 'stickage': 27151, 'bellion': 2779, 'quester': 23008, 'sequester': 25248, 'contraction': 6158, 'cheak': 5053, 'gallethoo': 11111, 'sav': 24818, 'scarce': 24878, 'heighten': 12839, 'demise': 7374, 'woolworth': 31986, 'reasonably': 23371, 'securely': 25099, 'lofn': 16812, 'otc': 20706, 'avalina': 1989, 'dud': 8409, 'lovah': 17003, 'bbqing': 2574, 'mabye': 17237, 'twetdeck': 29745, 'frommy': 10876, 'bluedart': 3332, 'videoke': 30764, 'funtime': 10997, 'nyahahaha': 20128, 'butget': 4213, 'readystart': 23320, 'vac': 30513, 'ation': 1839, 'suffici': 27495, 'ambush': 1020, 'banggg': 2375, 'tiiiired': 28829, 'effectiveness': 8740, 'multicultur': 19032, 'vertigo': 30706, 'sufferer': 27488, 'elliptical': 8880, 'splint': 26812, 'duff': 8421, 'sade': 24555, 'violently': 30831, 'shiiiiiiiiiiiiiiiiiiiiiiiiiiiiiit': 25534, 'drinky': 8321, 'oncall': 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8612, 'burnout': 4168, 'reachable': 23303, 'vommmm': 30958, 'pradas': 22330, 'nkkairplay': 19804, 'intricacy': 14423, 'antarctica': 1270, 'topper': 29156, 'dinno': 7756, 'shakeyyyy': 25378, 'schooliooo': 24930, 'tao': 28104, 'edgefest': 8664, 'trance': 29313, 'jowki': 15147, 'cfi': 4891, 'norskart': 19941, 'nau': 19383, 'ordeal': 20629, 'xmind': 32234, 'jont': 15101, 'breaker': 3750, 'foreverroyal': 10584, 'asos': 1745, 'omlette': 20439, 'omnomlette': 20443, 'attenti': 1876, 'unparalleled': 30277, 'excels': 9527, 'turmoil': 29648, 'commonly': 5858, 'sufficiently': 27497, 'hummmmm': 13555, 'mileage': 18276, 'numbpers': 20075, 'pung': 22834, 'lilash': 16590, 'aspir': 1750, 'jacquemus': 14717, 'ganni': 11151, 'fininsh': 10223, 'grrrrrrrrrrrrrrrrrrrrrrrr': 12096, 'eeehhh': 8713, 'iloveyoumoreeee': 13865, 'exxagerated': 9693, 'communal': 5865, 'gotham': 11788, 'dinna': 7752, 'cyborg': 6828, 'justine': 15268, 'westconn': 31476, 'retain': 23909, 'madame': 17284, 'tussaud': 29661, 'waaaaa': 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9081, 'mellowhype': 18000, 'prigg': 22498, 'pah': 20977, 'sweetpea': 27863, 'morimoto': 18789, 'akhrnya': 699, 'nggi': 19635, 'nya': 20127, 'macet': 17259, 'pdhl': 21301, 'nyari': 20131, 'seasonnya': 25075, 'blancmange': 3187, 'jennaris': 14902, 'woooawwww': 31988, 'meringue': 18078, 'soeur': 26409, 'nigerianboi': 19705, 'animaladvocate': 1188, 'wldlife': 31885, 'salahgoal': 24611, 'fullreplay': 10955, 'rolland': 24253, 'garros': 11184, 'suburbia': 27440, 'minutos': 18398, 'chiu': 5238, 'noi': 19847, 'tifa': 28811, 'danh': 6962, 'staffer': 26978, 'otaku': 20702, 'bishonen': 3093, 'vaccination': 30521, 'charle': 5011, 'savemart': 24824, 'arroyo': 1644, 'uuuu': 30496, 'garrit': 11183, 'chocked': 5253, 'grammatical': 11871, 'dislocation': 7884, 'feud': 10085, 'aiken': 650, 'fluffballthegodzilla': 10430, 'kl': 15763, 'leaver': 16328, 'upsurge': 30395, 'separatist': 25239, 'sharply': 25437, 'escalate': 9278, 'eddplant': 8656, 'meeeeeeeeeeee': 17957, 'yerba': 32430, 'killa': 15655, 'ovah': 20814, 'discotech': 7838, 'crazzzzzzzy': 6504, 'braun': 3726, 'vig': 30785, 'vserver': 30990, 'pamphlet': 21031, 'princecharming': 22511, 'teph': 28375, 'dorsey': 8181, 'tweetversation': 29736, 'earlierrr': 8551, 'tooz': 29143, 'successfull': 27450, 'pcso': 21294, 'yack': 32295, 'incomprehensible': 14045, 'mildly': 18273, 'cupsreading': 6733, 'neet': 19461, 'agarwal': 524, 'lookd': 16901, 'romero': 24277, 'savvv': 24834, 'predictive': 22379, 'coulton': 6354, 'toniht': 29105, 'fundamental': 10967, 'finley': 10231, 'crept': 6547, 'ferdinand': 10052, 'quadrupel': 22966, 'trappe': 29354, 'umlaut': 30026, 'deflate': 7278, 'hudgens': 13500, 'reprezent': 23792, 'zent': 32695, 'genny': 11313, 'whatsapped': 31537, 'intimidation': 14414, 'chiang': 5155, 'sociable': 26382, 'jonlakers': 15098, 'flik': 10372, 'nanowrimo': 19308, 'greeeeeeaaaaatttttttt': 11963, 'anorexic': 1250, 'awlll': 2076, 'summa': 27543, 'pretence': 22456, 'reviens': 23965, 'southhampton': 26624, 'junky': 15246, 'kandi': 15346, 'twitwoo': 29850, 'niqhty': 19780, 'toqether': 29158, 'uuuugh': 30497, 'jeffe': 14881, 'hoover': 13320, 'freakinggg': 10737, 'lookse': 16907, 'wearther': 31324, 'uninteresting': 30216, 'alreadt': 907, 'iloveyopu': 13863, 'lymz': 17203, 'cntt': 5632, 'waiit': 31071, 'brlliant': 3881, 'pyra': 22923, 'pneuma': 22023, 'mythra': 19209, 'xenoblade': 32215, 'xeno': 32214, 'mimi': 18317, 'anan': 1102, 'rourkela': 24360, 'hipbar': 13082, 'daaay': 6862, 'slab': 26064, 'hahaaaa': 12306, 'majorca': 17377, 'tames': 28068, 'bensons': 2830, 'schoolwork': 24933, 'vixon': 30899, 'cryhardcore': 6645, 'quir': 23037, 'tew': 28438, 'tehehe': 28283, 'precaution': 22362, 'ewok': 9490, 'omgaah': 20420, 'creepering': 6540, 'triscele': 29468, 'pgpm': 21572, 'follw': 10503, 'friidays': 10845, 'fllowers': 10382, 'byee': 4280, 'fowers': 10669, 'kalimba': 15325, 'ballade': 2319, 'adeline': 336, 'triptych': 29467, 'quell': 22998, 'kthanks': 15932, 'pyee': 22917, 'annnnd': 1227, 'croissant': 6590, 'okaaaay': 20355, 'twittergadget': 29816, 'okai': 20358, 'excedrine': 9519, 'weeny': 31387, 'ziggy': 32707, 'masha': 17686, 'silverstein': 25866, 'recomend': 23432, 'hahahahahahahaha': 12322, 'picklea': 21702, 'diablo': 7616, 'partytiiime': 21185, 'concussion': 5986, 'luckkyy': 17096, 'offen': 20259, 'macchiato': 17251, 'creamer': 6509, 'rachinea': 23073, 'jayne': 14843, 'watty': 31272, 'arduous': 1535, 'whereof': 31568, 'pertain': 21525, 'shamble': 25391, 'sayi': 24846, 'dcd': 7098, 'fost': 10647, 'obosession': 20175, 'singurul': 25918, 'treaz': 29388, 'emulate': 9004, 'activeresource': 289, 'iiight': 13811, 'gator': 11205, 'fnh': 10461, 'caliburn': 4390, 'nesquik': 19537, 'uhmygawddd': 29979, 'onward': 20494, 'rivoli': 24153, 'moneymaker': 18679, 'barbosa': 2425, 'ahahahaha': 588, 'liee': 16531, 'detector': 7535, 'mys': 19186, 'screamm': 25012, 'selos': 25178, 'hihi': 13036, 'tsokay': 29571, 'diba': 7640, 'stubbornly': 27352, 'justs': 15270, 'jarita': 14811, 'muchly': 18991, 'miniseries': 18364, 'noto': 19991, 'nigerian': 19704, 'roarsome': 24176, 'cre': 6506, 'sadshoes': 24564, 'ooaf': 20500, 'sctrahc': 25036, 'sooooooooooooooooo': 26542, 'deadass': 7112, 'straggler': 27247, 'whispergifts': 31604, 'registry': 23578, 'gladiolus': 11529, 'instinctively': 14295, 'zsolt': 32751, 'hermann': 12940, 'lawmaker': 16251, 'reversal': 23962, 'hairdye': 12357, 'smear': 26234, 'eanyway': 8540, 'petal': 21541, 'fnp': 10463, 'worthwhil': 32079, 'lithuania': 16689, 'fckeditor': 9960, 'fir': 10245, 'uncool': 30097, 'idnt': 13773, 'huaaaaa': 13482, 'mymaths': 19181, 'airforce': 667, 'shtich': 25719, 'anr': 1258, 'bordom': 3556, 'crie': 6558, 'lamentable': 16092, 'pena': 21390, 'sweatin': 27832, 'againnnn': 520, 'coul': 6349, 'gosshhh': 11780, 'bahamas': 2262, 'jer': 14913, 'discing': 7823, 'koozie': 15867, 'hmz': 13144, 'guadeloupe': 12131, 'whereby': 31565, 'sunbathin': 27577, 'tweetcannon': 29708, 'patay': 21223, 'morita': 18791, 'compaq': 5888, 'toodle': 29118, 'pip': 21801, 'duuuude': 8499, 'sumtimes': 27572, 'pinkeye': 21784, 'cqc': 6444, 'aaahh': 35, 'weeek': 31371, 'fasho': 9904, 'fakeflu': 9805, 'weller': 31433, 'watchign': 31235, 'humphires': 13562, 'horten': 13373, 'polling': 22107, 'remembrd': 23694, 'vair': 30544, 'osx': 20700, 'bootcamp': 3537, 'customise': 6777, 'ahahha': 593, 'twitterize': 29822, 'francine': 10704, 'jarry': 14816, 'holby': 13178, 'lewington': 16463, 'sisch': 25943, 'twinz': 29775, 'godda': 11635, 'diplo': 7769, 'kathryn': 15423, 'smartbar': 26215, 'chez': 5151, 'recite': 23415, 'overgrown': 20842, 'sociological': 26393, 'hahas': 12331, 'fotos': 10654, 'showr': 25693, 'hse': 13467, 'sculptur': 25039, 'visibl': 30863, 'churro': 5353, 'whih': 31582, 'lastnite': 16192, 'symmetry': 27932, 'mckenzie': 17859, 'matthes': 17748, 'youknowimsofreshtilldeath': 32539, 'errbody': 9261, 'sewin': 25322, 'realest': 23324, 'qet': 22938, 'drankin': 8264, 'xoxoxoxo': 32246, 'inboxes': 14014, 'chagall': 4906, 'ensures': 9113, 'timely': 28858, 'excercise': 9533, 'shemar': 25495, 'idleness': 13770, 'benedict': 2810, 'shalom': 25386, 'spanky': 26673, 'ecpm': 8641, 'tiiiimes': 28828, 'zion': 32714, 'profil': 22604, 'truely': 29524, 'besi': 2866, 'noisier': 19853, 'urghhhhhhhhhh': 30421, 'deen': 7227, 'bei': 2742, 'cuuutest': 6801, 'practical': 22323, 'inkheart': 14201, 'gottta': 11801, 'naz': 19400, 'blackham': 3151, 'uncontrollable': 30095, 'taskbar': 28139, 'chkdisk': 5243, 'baws': 2545, 'shooter': 25627, 'existes': 9591, 'moderately': 18578, 'neville': 19583, 'enuh': 9149, 'avin': 2009, 'goddamnit': 11639, 'minuet': 18392, 'cinder': 5389, 'dantas': 6974, 'porky': 22188, 'beavs': 2653, 'thwart': 28770, 'unabashedly': 30043, 'byw': 4293, 'cpk': 6439, 'kartz': 15398, 'rhizome': 24014, 'congolese': 6039, 'sustenance': 27776, 'diversityhonouring': 7969, 'usher': 30457, 'alunite': 946, 'resco': 23821, 'mobileforms': 18557, 'wilder': 31737, 'jac': 14702, 'decorative': 7210, 'grows': 12077, 'unclean': 30084, 'shopoholic': 25637, 'dancy': 6949, 'allegro': 827, 'songgg': 26501, 'shecky': 25462, 'omw': 20447, 'brendon': 3795, 'loretta': 16955, 'loooooool': 16927, 'thatz': 28516, 'linuxoutlaws': 16640, 'robbins': 24188, 'punkin': 22843, 'vaneta': 30590, 'constructivist': 6118, 'fang': 9852, 'pange': 21053, 'ahahahahaha': 589, 'bidor': 2986, 'wantan': 31161, 'cham': 4934, 'asaran': 1698, 'poorpoor': 22165, 'yst': 32585, 'thunderbolt': 28757, 'baseline': 2477, 'dario': 6990, 'tk': 28945, 'exactli': 9501, 'creppy': 6546, 'beckky': 2673, 'rootin': 24307, 'yourbiggestfan': 32548, 'awwwwwwww': 2095, 'trackk': 29270, 'everrr': 9432, 'guapisimo': 12135, 'ismy': 14598, 'mayberry': 17785, 'girlz': 11499, 'sovery': 26634, 'subconscience': 27406, 'argie': 1556, 'oceanographer': 20213, 'devos': 7574, 'radcliffe': 23090, 'stonehenge': 27208, 'subjective': 27415, 'milles': 18299, 'dunhams': 8456, 'shawna': 25450, 'damon': 6933, 'kohl': 15842, 'generalisation': 11295, 'daaaaaaaaay': 6856, 'broiler': 3897, 'nikkie': 19744, 'pervs': 21532, 'fisnihsed': 10286, 'yesert': 32435, 'winchester': 31781, 'kirby': 15720, 'tipper': 28902, 'holmbury': 13209, 'evidently': 9466, 'preteen': 22455, 'moolah': 18741, 'dealin': 7129, 'dormir': 8176, 'agal': 521, 'dubbs': 8389, 'dweller': 8510, 'niiick': 19735, 'asasgdygyasdgy': 1699, 'playschool': 21923, 'isf': 14576, 'breakin': 3755, 'cici': 5369, 'sherrieshepherd': 25511, 'jbii': 14854, 'bihar': 3009, 'loserville': 16962, 'modelo': 18575, 'chelda': 5101, 'picante': 21690, 'miso': 18444, 'foist': 10481, 'saluja': 24640, 'tiiiny': 28830, 'southridge': 26627, 'calleen': 4400, 'bogged': 3406, 'moredays': 18777, 'ammmmazing': 1058, 'limeade': 16604, 'numbrs': 20076, 'sucessful': 27460, 'tripics': 29458, 'malakas': 17395, 'byebye': 4279, 'pspplurk': 22731, 'analyze': 1101, 'craptastic': 6478, 'girrrrl': 11503, 'stuffted': 27369, 'urlm': 30428, 'cnmt': 5629, 'extinct': 9677, 'donalds': 8113, 'addy': 331, 'pavillion': 21268, 'maaddict': 17227, 'ahd': 596, 'wooh': 31971, 'traveljunky': 29367, 'dasit': 7020, 'dayne': 7069, 'showreel': 25694, 'leticia': 16444, 'joing': 15073, 'wapp': 31168, 'recoverable': 23454, 'sountrack': 26613, 'deixa': 7305, 'reasona': 23369, 'lockamy': 16796, 'humphries': 13563, 'laught': 16225, 'rwitters': 24489, 'zooooms': 32744, 'kwijt': 15975, 'optimist': 20600, 'rymed': 24506, 'gauze': 11212, 'boby': 3386, 'faddle': 9768, 'nup': 20086, 'invisibleshield': 14468, 'interupted': 14391, 'intil': 14408, 'thougth': 28690, 'fintster': 10243, 'fressshman': 10809, 'pellericious': 21379, 'wohy': 31911, 'ranchero': 23186, 'dolores': 8096, 'woolsery': 31985, 'molton': 18629, 'spyed': 26891, 'listented': 16672, 'seam': 25063, 'wiser': 31835, 'hogwash': 13167, 'cheescake': 5085, 'mythic': 19207, 'elegance': 8833, 'agnes': 552, 'barets': 2436, 'workies': 32042, 'bjj': 3130, 'maul': 17761, 'astronaut': 1809, 'leapord': 16310, 'abundantly': 158, 'bogie': 3408, 'corpse': 6292, 'becoz': 2683, 'nta': 20040, 'wrkouts': 32146, 'hapen': 12480, 'satrted': 24798, 'wannnnaaaa': 31159, 'goooooo': 11740, 'munir': 19073, 'noarchive': 19824, 'afraidiowe': 484, 'sightedness': 25808, 'blurry': 3345, 'lutz': 17173, 'arius': 1577, 'valet': 30561, 'uugghh': 30489, 'gothy': 11790, 'zinnia': 32713, 'tyla': 29879, 'shorry': 25649, 'bebeh': 2656, 'okeh': 20368, 'alyso': 959, 'benton': 2833, 'messae': 18098, 'coment': 5808, 'havaianas': 12631, 'mold': 18615, 'diegoooooooo': 7672, 'siitter': 25835, 'counterprotests': 6367, 'waterfire': 31246, 'bethhh': 2891, 'ahahahah': 587, 'jagged': 14733, 'moonwolf': 18751, 'vail': 30542, 'netgear': 19553, 'throughput': 28730, 'restor': 23890, 'churnet': 5352, 'pf': 21557, 'weezy': 31399, 'escobar': 9285, 'accountability': 226, 'grisham': 12036, 'badd': 2226, 'adjective': 353, 'aliment': 803, 'cion': 5402, 'conscient': 6077, 'rici': 24050, 'tac': 27986, 'uid': 29986, 'laval': 16242, 'television': 28311, 'fkc': 10309, 'seagull': 25059, 'pisay': 21812, 'wellz': 31444, 'nooobody': 19900, 'frikken': 10847, 'baaaaaaaaaaackkkkkkkk': 2135, 'enthuse': 9129, 'manics': 17497, 'gula': 12183, 'melaka': 17986, 'santan': 24723, 'invalid': 14444, 'spymaster': 26892, 'stranthorpe': 27261, 'obscure': 20179, 'lilmarshmellows': 16598, 'nitenite': 19789, 'vibrat': 30736, 'unimpressed': 30210, 'emmm': 8967, 'souvlaki': 26632, 'dimitris': 7737, 'campos': 4462, 'missendon': 18450, 'squeare': 26907, 'malevich': 17409, 'smo': 26253, 'steigy': 27105, 'obamas': 20159, 'heartful': 12764, 'smil': 26243, 'tessy': 28425, 'xfiles': 32219, 'rippin': 24119, 'touchup': 29217, 'lumen': 17130, 'barrowman': 2465, 'dreaaaming': 8283, 'dainty': 6900, 'laye': 16265, 'smokinggg': 26261, 'saaad': 24513, 'fayre': 9952, 'rethe': 23917, 'padster': 20964, 'vfactory': 30721, 'neika': 19486, 'idestroy': 13756, 'tozer': 29252, 'mamagra': 17434, 'blaisdell': 3179, 'cheehee': 5075, 'awwrrite': 2086, 'brav': 3728, 'ashotn': 1726, 'diageo': 7618, 'flatmate': 10338, 'mortal': 18826, 'referee': 23529, 'atkinson': 1841, 'burt': 4183, 'westt': 31488, 'norr': 19938, 'volley': 30945, 'wholeday': 31637, 'twestival': 29744, 'committee': 5851, 'dte': 8375, 'customize': 6778, 'glare': 11537, 'danget': 6957, 'wlw': 31887, 'coached': 5635, 'trivandrum': 29475, 'trin': 29451, 'worshipper': 32072, 'schack': 24901, 'waled': 31109, 'quinland': 23034, 'gloved': 11580, 'operator': 20568, 'lynny': 17210, 'macedonia': 17257, 'achillies': 255, 'buisnesses': 4085, 'doba': 8031, 'whaaaaaaaahhhh': 31501, 'sosad': 26585, 'kubbur': 15938, 'djcuppymusic': 7998, 'technicolor': 28247, 'husb': 13604, 'cert': 4869, 'skiing': 26010, 'treble': 29389, 'calfornia': 4382, 'aap': 59, 'bahut': 2266, 'sahi': 24585, 'haan': 12265, 'jabra': 14701, 'technol': 28251, 'facehunter': 9747, 'goalllllllllllllllllllllll': 11621, 'ooopps': 20534, 'relight': 23659, 'breat': 3768, 'directedbycutking': 7778, 'loe': 16808, 'dsc': 8367, 'wussup': 32170, 'symantec': 27929, 'grrrrrrrr': 12093, 'bucees': 4019, 'jerky': 14919, 'heartrob': 12767, 'iy': 14680, 'keres': 15546, 'mimiron': 18319, 'hardmode': 12535, 'plural': 22004, 'bst': 3988, 'formulate': 10617, 'crease': 6513, 'brokeback': 3900, 'starcon': 27030, 'psygnosis': 22755, 'amiga': 1046, 'sumbody': 27539, 'gramma': 11869, 'helio': 12859, 'telenovelas': 28301, 'cmd': 5618, 'cenare': 4845, 'mismo': 18443, 'qe': 22936, 'rosher': 24327, 'wiii': 31726, 'dol': 8082, 'mcx': 17881, 'moyer': 18910, 'sli': 26133, 'derange': 7453, 'brittneyy': 3878, 'finity': 10228, 'shey': 25516, 'franc': 10696, 'empir': 8987, 'realllllllly': 23344, 'llike': 16742, 'kitkat': 15743, 'linky': 16635, 'soundwave': 26612, 'chf': 5152, 'wasteman': 31225, 'noncanon': 19872, 'oging': 20301, 'hva': 13620, 'delaware': 7313, 'graha': 11860, 'kitteh': 15746, 'symphonic': 27940, 'blatantly': 3203, 'alumbaugh': 943, 'amz': 1091, 'eraser': 9223, 'witemeyer': 31846, 'richardson': 24040, 'raaaain': 23059, 'cheeeck': 5072, 'nia': 19649, 'dayton': 7075, 'booting': 3539, 'superseeded': 27656, 'mcds': 17841, 'hader': 12285, 'chickfila': 5170, 'scien': 24947, 'fusedgaming': 11019, 'abean': 99, 'experiement': 9617, 'clonecloud': 5576, 'commonsense': 5859, 'freekin': 10762, 'tweete': 29711, 'affliction': 472, 'unruly': 30302, 'magnum': 17335, 'ucler': 29923, 'fshionwk': 10905, 'zimmermann': 32712, 'illionare': 13839, 'dhini': 7607, 'sorronda': 26571, 'ispired': 14606, 'umped': 30034, 'bunking': 4132, 'hawkesbury': 12656, 'mcfonalds': 17848, 'mygrilled': 19176, 'hru': 13465, 'imux': 13996, 'comme': 5828, 'estas': 9330, 'flipside': 10377, 'bahrain': 2265, 'fightin': 10152, 'buts': 4223, 'theyu': 28603, 'foxford': 10671, 'pontoon': 22130, 'fristy': 10856, 'mma': 18527, 'seduce': 25106, 'yepp': 32427, 'reeboks': 23506, 'zzzzzzzzzzzzzzz': 32777, 'carli': 4597, 'seeyuhhh': 25136, 'gigolo': 11447, 'picolo': 21709, 'marlborough': 17612, 'superwomans': 27666, 'intim': 14409, 'convers': 6173, 'dualiti': 8381, 'peewee': 21364, 'thatv': 28513, 'pple': 22309, 'rieger': 24073, 'begonia': 2734, 'appreciati': 1453, 'heartbreaker': 12757, 'twitbacks': 29786, 'stepmom': 27126, 'baptize': 2408, 'blonks': 3295, 'guilted': 12174, 'iat': 13682, 'rivercenter': 24145, 'aoh': 1360, 'frosh': 10880, 'vedanta': 30624, 'ypu': 32577, 'stakc': 26990, 'nig': 19700, 'reyt': 23996, 'valentinos': 30557, 'richgirl': 24043, 'jaisey': 14751, 'believin': 2768, 'gdnite': 11249, 'neaby': 19423, 'megaredpacket': 17972, 'spani': 26668, 'happppppyyyy': 12502, 'mothersdayyyyyyyyy': 18854, 'writin': 32140, 'singz': 25919, 'girrrlfriend': 11502, 'brokenhearted': 3904, 'neill': 19488, 'stm': 27187, 'halaa': 12378, 'sleepppppppp': 26115, 'expedite': 9609, 'ona': 20448, 'sainthood': 24596, 'tweetbreak': 29707, 'fuu': 11033, 'ferio': 10054, 'rayearth': 23267, 'stoooopit': 27217, 'stooopit': 27219, 'rendition': 23726, 'mandarich': 17464, 'phoneless': 21640, 'wereld': 31463, 'billie': 3032, 'kyat': 15981, 'shush': 25735, 'coolin': 6210, 'infeld': 14134, 'martwo': 17657, 'accadentally': 184, 'piccolo': 21694, 'deliveri': 7346, 'cyalater': 6820, 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'sacrific': 24537, 'desir': 7489, 'achi': 251, 'aright': 1567, 'outties': 20798, 'libertad': 16510, 'trout': 29508, 'frfr': 10815, 'espesh': 9304, 'eeeeeeeeeeeeee': 8704, 'seee': 25114, 'oberhausen': 20164, 'brenda': 3792, 'rotate': 24336, 'motherfucker': 18850, 'wathing': 31259, 'taquito': 28116, 'ianne': 13679, 'terrance': 28402, 'udnerstand': 29932, 'conviced': 6181, 'iyla': 14685, 'everyplace': 9452, 'franz': 10716, 'friended': 10832, 'sommat': 26491, 'meditatio': 17941, 'fabuloussay': 9734, 'financi': 10203, 'literaci': 16680, 'financ': 10201, 'tol': 29045, 'buhler': 4072, 'sotaboys': 26589, 'caga': 4342, 'waaaave': 31023, 'besos': 2871, 'grandes': 11888, 'mmmmmmmm': 18538, 'lmoa': 16764, 'thoe': 28660, 'reprieve': 23793, 'arrggghhh': 1629, 'bcit': 2584, 'ohlala': 20321, 'maaaaaaaaajor': 17216, 'whoopiiiiii': 31656, 'offside': 20286, 'vardy': 30601, 'spinnerette': 26787, 'boverd': 3635, 'daly': 6916, 'chaplain': 4980, 'pfftt': 21566, 'platypus': 21901, 'mammal': 17440, 'tamsin': 28075, 'greig': 11996, 'kayy': 15456, 'parentin': 21134, 'eit': 8791, 'barktender': 2446, 'shiloh': 25540, 'gbw': 11235, 'kravitz': 15894, 'hounslow': 13411, 'whyy': 31680, 'parsley': 21160, 'youstinkatrespondingtotexts': 32557, 'rhiannon': 24009, 'smirky': 26248, 'perfectionist': 21456, 'luckkkk': 17095, 'uggs': 29956, 'presidente': 22443, 'bradiee': 3687, 'tranlsators': 29315, 'plank': 21879, 'upland': 30368, 'spender': 26753, 'sonetime': 26497, 'xxxxxxxxxxxxxxxxx': 32271, 'wishlist': 31840, 'ryann': 24496, 'yummylicious': 32611, 'heeelllppppp': 12811, 'honza': 13291, 'blanca': 3184, 'gprof': 11827, 'tmh': 28966, 'bouncy': 3617, 'honorary': 13287, 'daulton': 7038, 'schuhz': 24938, 'arabyrd': 1504, 'richelle': 24041, 'mead': 17887, 'duct': 8408, 'experimentation': 9624, 'oouuch': 20543, 'toki': 29042, 'owm': 20898, 'tryinh': 29552, 'audubon': 1928, 'jossy': 15130, 'wynn': 32194, 'todaaaaay': 28998, 'mangle': 17488, 'hardd': 12526, 'thankyouu': 28496, 'ulu': 30017, 'strung': 27341, 'bhaha': 2951, 'lels': 16392, 'tradewinds': 29279, 'mainland': 17364, 'booziest': 3544, 'melanin': 17989, 'viscount': 30859, 'ensu': 9109, 'huli': 13526, 'invasion': 14446, 'toefl': 29018, 'fanci': 9844, 'delici': 7331, 'cudd': 6682, 'awhh': 2068, 'cutieee': 6789, 'foolery': 10537, 'recorder': 23445, 'rrrrr': 24393, 'roid': 24243, 'downright': 8226, 'masochistic': 17694, 'ketemu': 15560, 'lagi': 16048, 'kita': 15739, 'westgate': 31480, 'penjiiii': 21409, 'mcbaby': 17819, 'signe': 25816, 'accomodation': 216, 'sippin': 25934, 'ripley': 24115, 'garbo': 11163, 'stratus': 27268, 'glamour': 11534, 'showgirl': 25690, 'kyla': 15984, 'qantas': 22932, 'floridia': 10405, 'slpy': 26184, 'neuroscience': 19568, 'devine': 7569, 'dripped': 8323, 'muggs': 19011, 'fortress': 10636, 'anfield': 1156, 'mccrory': 17834, 'exile': 9584, 'tabbing': 27975, 'agitate': 549, 'turnon': 29653, 'authorize': 1959, 'refill': 23531, 'partaaay': 21165, 'prac': 22320, 'structr': 27333, 'lwr': 17192, 'nosely': 19960, 'dolled': 8093, 'sweeeet': 27842, 'asst': 1791, 'jessamine': 14930, 'goverment': 11811, 'naia': 19259, 'kazim': 15461, 'mahasha': 17344, 'geje': 11276, 'baphibear': 2404, 'rels': 23674, 'loocie': 16897, 'ane': 1150, 'caca': 4317, 'firth': 10270, 'aram': 1506, 'fleurs': 10362, 'obbsessed': 20160, 'zilch': 32709, 'nietzsche': 19697, 'zumba': 32764, 'inverts': 14454, 'sicilian': 25768, 'arizzard': 1580, 'birbs': 3069, 'renam': 23720, 'mattcutts': 17743, 'umzug': 30040, 'neues': 19563, 'scholl': 24924, 'wirting': 31830, 'almos': 880, 'listenint': 16670, 'afh': 479, 'vegetal': 30633, 'expressive': 9655, 'ollmann': 20397, 'waaw': 31031, 'peacex': 21316, 'bassist': 2498, 'youll': 32541, 'statists': 27068, 'assertive': 1770, 'tgot': 28464, 'ecology': 8635, 'cardinal': 4572, 'tugger': 29613, 'misto': 18476, 'aaaaaaaafternoon': 8, 'cinncinatti': 5401, 'verne': 30694, 'huwwts': 13618, 'blackhawk': 3152, 'enroll': 9106, 'vulcanraven': 30998, 'tweethearts': 29719, 'faires': 9790, 'cmmt': 5621, 'ohoh': 20329, 'surbhi': 27706, 'sareen': 24757, 'exe': 9560, 'manju': 17508, 'nambiar': 19286, 'nightall': 19713, 'wldn': 31886, 'plis': 21981, 'qasim': 22933, 'suri': 27721, 'ajmal': 690, 'peerni': 21362, 'mkting': 18514, 'sheridan': 25505, 'greeeeeeeeeeeat': 11964, 'scala': 24857, 'kiva': 15753, 'slum': 26189, 'sewage': 25321, 'gameszombie': 11130, 'stonedbuzz': 27207, 'psychotherapi': 22752, 'teletherapi': 28307, 'yester': 32444, 'goddamit': 11637, 'guh': 12161, 'apostro': 1408, 'sneer': 26315, 'rerecordings': 23815, 'secondstar': 25091, 'effy': 8749, 'dfizzy': 7594, 'nanda': 19300, 'blis': 3254, 'plese': 21974, 'overtake': 20877, 'dietary': 7676, 'overeat': 20838, 'harl': 12543, 'warmer': 31186, 'chilliness': 5199, 'vaiko': 30541, 'nedumaran': 19445, 'ltte': 17075, 'theresa': 28582, 'mercari': 18060, 'unplanned': 30280, 'irresistible': 14552, 'alicia': 794, 'relove': 23673, 'oowww': 20545, 'altruism': 941, 'dhellohannah': 7605, 'rsmv': 24397, 'jagex': 14732, 'easywriter': 8593, 'thinki': 28633, 'encoraging': 9021, 'kuwait': 15963, 'urk': 30426, 'quantum': 22975, 'ooooooooold': 20528, 'omgeee': 20421, 'ordinance': 20633, 'blameless': 3182, 'decorativ': 7209, 'ghd': 11406, 'intertwine': 14390, 'fray': 10728, 'vlogs': 30908, 'calaveras': 4367, 'shoreham': 25647, 'birdy': 3075, 'skechers': 26001, 'awessomee': 2062, 'hurrr': 13597, 'alkie': 819, 'foodtour': 10532, 'envolopes': 9159, 'armband': 1591, 'ajc': 689, 'andim': 1134, 'ineedhelp': 14115, 'sufka': 27503, 'kn': 15783, 'nora': 19925, 'leduc': 16343, 'waaaaaay': 31017, 'jdperry': 14862, 'eexcited': 8733, 'unfuzzy': 30189, 'funnel': 10982, 'tmro': 28974, 'excitin': 9548, 'simplify': 25891, 'pti': 22761, 'mnas': 18546, 'youtubed': 32562, 'friendie': 10834, 'carole': 4624, 'firepit': 10257, 'feminin': 10033, 'nicol': 19684, 'heep': 12818, 'upsidedown': 30391, 'bandage': 2354, 'sebastian': 25082, 'alives': 812, 'exhusband': 9582, 'cabo': 4313, 'copycat': 6241, 'peppermi': 21435, 'psy': 22737, 'psychedelic': 22741, 'ganja': 11149, 'desper': 7496, 'ghunghte': 11422, 'chanda': 4949, 'phir': 21624, 'phela': 21593, 'chaaron': 4898, 'ujala': 29988, 'songggggg': 26502, 'tna': 28980, 'harpmanhatter': 12562, 'uuugh': 30494, 'cordial': 6254, 'twtr': 29862, 'holllaaa': 13199, 'baccha': 2178, 'taxila': 28186, 'landa': 16114, 'ermintrude': 9247, 'nabbed': 19224, 'oohh': 20507, 'verbalize': 30675, 'trw': 29545, 'effervescent': 8742, 'enthu': 9128, 'anshul': 1260, 'dosriosrestaurant': 8188, 'lamentablemente': 16093, 'fantastical': 9869, 'bojan': 3418, 'momentum': 18641, 'somethign': 26479, 'sada': 24542, 'grungy': 12110, 'nagustuhan': 19253, 'nyo': 20139, 'isang': 14571, 'enclose': 9019, 'matutunaw': 17757, 'uli': 30005, 'fandom': 9850, 'clockwork': 5572, 'jvm': 15278, 'devi': 7564, 'grifter': 12018, 'mrsal': 18942, 'twilio': 29765, 'acquires': 274, 'bolster': 3430, 'appetite': 1425, 'oda': 20232, 'camara': 4428, 'shakas': 25373, 'againn': 519, 'weightless': 31409, 'fiercemichi': 10139, 'unfort': 30176, 'auditor': 1926, 'okinawa': 20374, 'fannish': 9859, 'inquisition': 14237, 'catullus': 4741, 'ovid': 20887, 'aeneid': 441, 'waitn': 31082, 'rappn': 23217, 'gav': 11213, 'tei': 28286, 'sency': 25190, 'ghina': 11415, 'bludgers': 3326, 'beater': 2625, 'quidditch': 23024, 'readheads': 23314, 'fuze': 11041, 'komen': 15851, 'bbrush': 2576, 'rubadeau': 24406, 'fumbler': 10959, 'outlandish': 20771, 'bulb': 4088, 'flicker': 10368, 'trib': 29422, 'portia': 22201, 'yp': 32576, 'fer': 10050, 'hilariouss': 13052, 'willhoit': 31755, 'bonzo': 3465, 'plaines': 21869, 'wrox': 32153, 'aztec': 2129, 'bojana': 3419, 'serb': 25252, 'ziv': 32722, 'amplias': 1072, 'brera': 3799, 'paprika': 21094, 'saddens': 24548, 'uwian': 30506, 'phplurk': 21671, 'bnl': 3366, 'zsg': 32750, 'bruxels': 3975, 'hermana': 12938, 'asli': 1743, 'shuklafc': 25729, 'warrant': 31196, 'agg': 535, 'asherah': 1715, 'ancien': 1121, 'bccg': 2583, 'natalee': 19351, 'feedicon': 9995, 'res': 23817, 'consideration': 6090, 'minnebron': 18374, 'notoriously': 19993, 'slocs': 26163, 'moniez': 18689, 'nonsuch': 19886, 'presenc': 22429, 'darkward': 6997, 'anoher': 1245, 'inr': 14238, 'accela': 189, 'cutee': 6782, 'nicho': 19668, 'restock': 23888, 'throttle': 28727, 'dais': 6903, 'thankus': 28493, 'togethe': 29027, 'nte': 20043, 'fotoproduction': 10652, 'kristiane': 15907, 'tlc': 28953, 'ruddy': 24415, 'manageress': 17453, 'helooo': 12887, 'wos': 32082, 'accolade': 212, 'noncompete': 19874, 'panicaway': 21058, 'sharkboy': 25427, 'tinkle': 28891, 'hiphop': 13084, 'downton': 8230, 'hubster': 13493, 'caravan': 4559, 'summahkayy': 27545, 'holer': 13186, 'osha': 20689, 'ln': 16766, 'turbull': 29641, 'bunting': 4134, 'neackless': 19424, 'faa': 9715, 'paniniii': 21060, 'sportaction': 26850, 'hving': 13622, 'kinnie': 15708, 'slife': 26139, 'pearson': 21332, 'differents': 7686, 'sinhalenfoss': 25920, 'iscool': 14573, 'justi': 15261, 'gently': 11324, 'svetlana': 27799, 'oes': 20252, 'beautifi': 2640, 'resid': 23836, 'mosqu': 18835, 'norrris': 19940, 'wanton': 31164, 'kawaii': 15443, 'khloe': 15608, 'wom': 31926, 'waterhouse': 31250, 'jhy': 14973, 'toxicity': 29249, 'oria': 20654, 'buhbye': 4070, 'genoese': 11316, 'blackface': 3150, 'ganpati': 11152, 'tint': 28895, 'grayish': 11935, 'homieeeeeeeeeee': 13259, 'spee': 26732, 'groningen': 12047, 'collie': 5759, 'everyond': 9446, 'gonn': 11688, 'integration': 14321, 'tgi': 28462, 'looonnnng': 16919, 'mil': 18266, 'inkwell': 14203, 'saget': 24577, 'detest': 7541, 'miz': 18502, 'dolle': 8092, 'youz': 32573, 'dearie': 7138, 'lexy': 16472, 'fath': 9920, 'chorley': 5294, 'accusation': 237, 'prophet': 22666, 'secularism': 25097, 'alread': 905, 'forreal': 10620, 'overactive': 20823, 'jah': 14737, 'bede': 2692, 'kelsenator': 15514, 'temptingly': 28338, 'responsibly': 23876, 'friendlyand': 10837, 'wold': 31917, 'myhouse': 19177, 'beautifu': 2641, 'champaign': 4942, 'jacuzzi': 14719, 'bevvies': 2920, 'ofs': 20295, 'incognito': 14038, 'matanggap': 17719, 'omnomnom': 20444, 'orchid': 20625, 'smuggle': 26282, 'bowlful': 3640, 'dii': 7713, 'chatty': 5043, 'deordant': 7415, 'snsd': 26351, 'sacrilege': 24539, 'weatherwise': 31331, 'itl': 14633, 'trois': 29483, 'turi': 29643, 'ost': 20695, 'tenacious': 28340, 'adoarble': 377, 'thomasvanvliet': 28665, 'withdraw': 31848, 'ignment': 13795, 'headzup': 12726, 'rewatching': 23986, 'twidget': 29753, 'inflate': 14149, 'preoccupy': 22407, 'horoscope': 13354, 'ehehe': 8768, 'everyonee': 9448, 'emphasize': 8986, 'characterize': 4993, 'crusade': 6632, 'haarlem': 12268, 'wakeboarding': 31089, 'siberian': 25762, 'crunchy': 6629, 'remmber': 23707, 'unagi': 30047, 'rectify': 23461, 'nitentdo': 19790, 'eas': 8574, 'homely': 13240, 'coold': 6206, 'pediu': 21344, 'arvest': 1688, 'vader': 30530, 'danube': 6976, 'corrupti': 6305, 'bullseye': 4100, 'toniight': 29106, 'clemson': 5524, 'khayyam': 15602, 'wakil': 31095, 'ebb': 8605, 'badbooks': 2225, 'donot': 8136, 'urbane': 30410, 'stachys': 26969, 'noun': 20001, 'stubbed': 27349, 'slays': 26083, 'bruges': 3955, 'hitman': 13110, 'aperture': 1381, 'hehee': 12828, 'autopilot': 1973, 'minim': 18355, 'bookish': 3494, 'mondaaaaaay': 18668, 'crawfish': 6486, 'accidentely': 207, 'cecilia': 4804, 'vaniti': 30594, 'saniti': 24712, 'outzen': 20805, 'pinkapple': 21782, 'dubstep': 8396, 'cawfe': 4767, 'phobe': 21631, 'twittle': 29845, 'kaas': 15287, 'isy': 14616, 'doculabs': 8042, 'nkorea': 19806, 'endangers': 9030, 'laaaaaaaaave': 15994, 'pangolin': 21054, 'kitsch': 15744, 'dming': 8014, 'maccym': 17254, 'praline': 22336, 'suwweeeeet': 27789, 'fondont': 10511, 'developement': 7559, 'fdms': 9967, 'propels': 22659, 'risound': 24132, 'amadou': 970, 'miriam': 18410, 'tue': 29608, 'nku': 19809, 'priciness': 22489, 'panhandler': 21056, 'ambit': 1015, 'charact': 4991, 'disciplin': 7826, 'nuhhhh': 20065, 'ticketek': 28791, 'amazning': 1000, 'slovenia': 26176, 'sezi': 25340, 'intolerance': 14417, 'quotient': 23052, 'irritant': 14556, 'tsx': 29578, 'standstill': 27014, 'twttrg': 29863, 'nutreal': 20101, 'trafalger': 29285, 'swindon': 27882, 'hauff': 12624, 'spontaneity': 26837, 'outpace': 20778, 'blob': 3263, 'tentacle': 28370, 'kandy': 15349, 'koated': 15830, 'rele': 23641, 'lfpa': 16479, 'ureo': 30414, 'moisturiser': 18603, 'glossary': 11577, 'purpl': 22868, 'doa': 8028, 'misalign': 18416, 'perkinz': 21479, 'malasadas': 17400, 'haaaw': 12259, 'eastgardens': 8588, 'hollykins': 13204, 'soproudofyou': 26557, 'jimbo': 14990, 'heartbr': 12755, 'nati': 19362, 'circumcise': 5408, 'luster': 17166, 'smar': 26212, 'davy': 7052, 'wartermelon': 31204, 'ststas': 27343, 'wounde': 32093, 'ghostwhisperer': 11420, 'ustoner': 30461, 'izone': 14690, 'teamgreen': 28228, 'qlad': 22944, 'ngh': 19636, 'boopboopboop': 3529, 'alms': 883, 'foodddd': 10524, 'gatau': 11200, 'mau': 17758, 'pindah': 21769, 'binus': 3056, 'phootoboothingisfunforbunny': 21646, 'volumen': 30954, 'eins': 8784, 'twitta': 29798, 'workaholic': 32031, 'blinky': 3251, 'helden': 12854, 'farther': 9895, 'aff': 458, 'lige': 16560, 'acsm': 280, 'unfathomable': 30163, 'aaaw': 44, 'straightforwardly': 27252, 'complexity': 5924, 'citrine': 5425, 'shmc': 25602, 'boge': 3405, 'froyo': 10886, 'qiuqiu': 22943, 'lyke': 17200, 'tammy': 28073, 'feltbeats': 10027, 'donbt': 8120, 'volt': 30948, 'ephemera': 9177, 'marx': 17667, 'nauseatingly': 19386, 'luckyyy': 17100, 'whooaaa': 31645, 'overwheolming': 20885, 'itus': 14652, 'lbgtq': 16282, 'zoey': 32727, 'treck': 29390, 'batonrouge': 2524, 'lmaooo': 16753, 'unfortunetly': 30184, 'ballroom': 2329, 'grice': 12008, 'recommendatiion': 23435, 'malta': 17425, 'rosi': 24328, 'doggi': 8056, 'ixigo': 14679, 'wadge': 31044, 'ruck': 24414, 'sware': 27819, 'zaccie': 32646, 'glastonbury': 11542, 'whooooooooooooa': 31650, 'ganda': 11139, 'ltermand': 17071, 'kaare': 15286, 'damascus': 6921, 'whimper': 31587, 'dagmar': 6887, 'bougainvillea': 3610, 'eveyone': 9461, 'christi': 5314, 'uhum': 29982, 'krystles': 15926, 'confiscate': 6023, 'waaaaaaaa': 31014, 'chilito': 5191, 'weets': 31397, 'consign': 6092, 'manger': 17487, 'toris': 29167, 'miyake': 18501, 'botherin': 3598, 'frizz': 10862, 'pugged': 22797, 'bombard': 3436, 'recomended': 23433, 'crusty': 6637, 'aawww': 73, 'soonnn': 26526, 'pabst': 20935, 'namast': 19284, 'sears': 25069, 'minh': 18349, 'leman': 16394, 'singularly': 25917, 'mileyyyyyy': 18283, 'renegade': 23729, 'kilmacolm': 15665, 'hateeee': 12606, 'toooooooooooooooooo': 29133, 'maaaan': 17221, 'houve': 13431, 'bunchh': 4123, 'nitric': 19796, 'oxide': 20912, 'braddddddddd': 3685, 'jittery': 15011, 'brickmans': 3822, 'hindustan': 13075, 'dunia': 8457, 'asay': 1700, 'nehi': 19477, 'milegi': 18278, 'occasional': 20203, 'mockinbird': 18564, 'wacko': 31040, 'cellstorms': 4839, 'duhhhhhh': 8425, 'gandang': 11140, 'sya': 27918, 'brigh': 3835, 'tweettttt': 29734, 'youl': 32540, 'scoreless': 24973, 'headrush': 12720, 'landlady': 16118, 'flt': 10424, 'nzntm': 20147, 'hosanna': 13376, 'astri': 1807, 'ntn': 20045, 'bbf': 2567, 'sukanya': 27528, 'pyo': 22920, 'adoreeeee': 389, 'nathanson': 19361, 'drems': 8303, 'deali': 7128, 'cherishes': 5127, 'pano': 21062, 'shaanxi': 25355, 'bureaucracy': 4144, 'ahwell': 638, 'cigg': 5379, 'deficiency': 7260, 'brainy': 3708, 'exciteddd': 9544, 'beddy': 2691, 'plav': 21902, 'billing': 3033, 'berland': 2850, 'crater': 6482, 'oph': 20571, 'ser': 25249, 'caput': 4550, 'saturn': 24802, 'eyepiece': 9707, 'chine': 5211, 'armor': 1597, 'friederike': 10828, 'certian': 4874, 'parisbakery': 21139, 'cuttack': 6795, 'nonchalant': 19873, 'asv': 1815, 'putain': 22894, 'walletpop': 31126, 'unbroke': 30072, 'cked': 5444, 'beeeeeddddddd': 2700, 'chanclas': 4948, 'tonorrow': 29112, 'miiiiissed': 18250, 'mycs': 19171, 'loveyouuuu': 17039, 'acquisition': 275, 'akins': 701, 'mamacita': 17433, 'yoooou': 32520, 'muuaah': 19148, 'modcloth': 18571, 'finnish': 10236, 'commits': 5850, 'natalies': 19354, 'faceeee': 9745, 'shlda': 25599, 'knwn': 15827, 'crd': 6505, 'scorpian': 24976, 'bwl': 4272, 'donminican': 8128, 'persian': 21506, 'anway': 1316, 'badu': 2238, 'carbonate': 4562, 'rdy': 23294, 'mannnnnn': 17516, 'agn': 551, 'eyewear': 9709, 'gsn': 12118, 'accidentaly': 205, 'ripon': 24117, 'lapbook': 16151, 'inertial': 14120, 'yoi': 32506, 'yuri': 32626, 'onice': 20469, 'rika': 24095, 'amma': 1057, 'thematic': 28547, 'enthusiam': 9130, 'munderday': 19070, 'vibez': 30733, 'shyyytttt': 25754, 'afficionado': 466, 'procrastin': 22578, 'bruabba': 3952, 'klimt': 15771, 'byeeeeeeeee': 4284, 'stamper': 27005, 'serani': 25251, 'vvekk': 31002, 'grenell': 12000, 'indulg': 14107, 'gahhhh': 11090, 'fluidity': 10436, 'ericsson': 9237, 'curren': 6751, 'vidoe': 30770, 'chamomile': 4938, 'gallagher': 11107, 'mammary': 17441, 'tabor': 27983, 'sorority': 26567, 'marijuana': 17583, 'revisingg': 23970, 'culpa': 6697, 'panacea': 21033, 'kaylen': 15454, 'uuurgg': 30495, 'whiteford': 31611, 'apache': 1368, 'herbivore': 12922, 'shoutouts': 25683, 'scarey': 24881, 'haeve': 12292, 'desappointed': 7466, 'nataliaflewell': 19352, 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'foe': 10475, 'sween': 27845, 'oowwwww': 20546, 'tci': 28206, 'wayv': 31290, 'richness': 24048, 'ilovemymommy': 13861, 'twitdroid': 29789, 'understant': 30132, 'sroach': 26934, 'bigtoach': 3008, 'patent': 21228, 'earplug': 8562, 'eine': 8782, 'kleine': 15768, 'nashtmusik': 19343, 'cull': 6695, 'uninhabital': 30212, 'mopped': 18768, 'ordinary': 20635, 'motorcade': 18870, 'stasher': 27056, 'kawawa': 15445, 'otherside': 20717, 'enablers': 9009, 'gore': 11764, 'martial': 17651, 'unshaved': 30311, 'jimithy': 14993, 'msbj': 18945, 'glassez': 11541, 'stuggle': 27371, 'alecia': 754, 'doucheeee': 8203, 'stressiest': 27302, 'incapacitate': 14017, 'crampin': 6466, 'geoip': 11339, 'meddle': 17922, 'bberry': 2566, 'ians': 13680, 'freeballing': 10750, 'tortoiseshell': 29182, 'estk': 9340, 'nemonemesis': 19507, 'conjunction': 6055, 'woould': 32015, 'congratses': 6044, 'inputting': 14234, 'suppos': 27680, 'teeeeeeeeeeeeeth': 28263, 'dolla': 8087, 'walkman': 31120, 'wap': 31167, 'minty': 18389, 'webdesign': 31342, 'keswick': 15555, 'officaly': 20272, 'zbrush': 32670, 'hillarious': 13059, 'rific': 24079, 'uls': 30008, 'tacular': 27996, 'wannna': 31158, 'rigid': 24087, 'lonerz': 16870, 'thalia': 28477, 'getn': 11382, 'wikihow': 31729, 'roxie': 24377, 'sheat': 25459, 'omgod': 20427, 'fluorescence': 10438, 'cellgroup': 4835, 'rainging': 23145, 'crowntown': 6609, 'clint': 5555, 'simpatia': 25884, 'votem': 30971, 'mim': 18314, 'zendaya': 32692, 'tattaglia': 28166, 'tweetioi': 29727, 'sybella': 27922, 'bumbpy': 4111, 'mutha': 19139, 'sabbeth': 24519, 'buhahaha': 4069, 'sourness': 26620, 'lovecraftian': 17009, 'grat': 11917, 'weepy': 31392, 'sensex': 25216, 'robarts': 24181, 'elem': 8837, 'gracias': 11846, 'sitar': 25956, 'precip': 22371, 'suuuppper': 27784, 'ritualistic': 24141, 'bloggin': 3278, 'motherfucking': 18851, 'candice': 4489, 'fung': 10973, 'greaaaaat': 11938, 'dati': 7030, 'lian': 16493, 'eina': 8781, 'whittier': 31622, 'anstee': 1263, 'decleration': 7198, 'planeptune': 21874, 'tun': 29628, 'oramarecords': 20611, 'idance': 13739, 'flirty': 10379, 'novemeber': 20014, 'devestated': 7563, 'nicknevada': 19680, 'potrait': 22265, 'profound': 22611, 'stationary': 27066, 'dollarama': 8089, 'swanz': 27817, 'bloodline': 3300, 'endoscopy': 9042, 'hollidays': 13196, 'px': 22913, 'vamped': 30578, 'cudnt': 6687, 'musicboat': 19115, 'novi': 20015, 'artsy': 1679, 'rockett': 24212, 'timidity': 28869, 'henning': 12913, 'errant': 9260, 'boyfrann': 3658, 'datapoint': 7027, 'evokes': 9471, 'danapoint': 6941, 'holden': 13182, 'transcendent': 29322, 'aki': 700, 'achen': 250, 'braclets': 3681, 'helena': 12856, 'cantab': 4510, 'betterrrrrrrr': 2906, 'wooops': 32003, 'boomstone': 3511, 'cruet': 6619, 'conversati': 6174, 'healer': 12729, 'ankit': 1203, 'parlour': 21150, 'hokeypokey': 13175, 'andra': 1137, 'dubious': 8393, 'hahahahahahahaa': 12321, 'restoration': 23891, 'riverfront': 24146, 'woooooooooooooooo': 31997, 'hitrecord': 13111, 'forti': 10632, 'arsed': 1650, 'maaate': 17226, 'grooovin': 12051, 'sluzzaa': 26201, 'holcomb': 13179, 'collation': 5741, 'mqm': 18934, 'balochi': 2334, 'hameron': 12409, 'myspacee': 19193, 'birthdayyyy': 3086, 'dissapoint': 7918, 'yesterdaynight': 32446, 'knijp': 15795, 'jaap': 14697, 'thxx': 28774, 'circumstancebut': 5411, 'scarfed': 24883, 'psilocybin': 22728, 'decriminalization': 7216, 'pearlyn': 21331, 'svc': 27798, 'coy': 6428, 'cbc': 4777, 'hhahaa': 12997, 'lolllllyyyyyyyy': 16846, 'mediatemple': 17927, 'ctc': 6667, 'fiji': 10162, 'reorder': 23744, 'evvie': 9484, 'jammie': 14775, 'slr': 26185, 'probally': 22557, 'kleenex': 15766, 'cytheria': 6848, 'philipp': 21604, 'gocincinnati': 11630, 'janessa': 14788, 'todayisaprosperous': 29004, 'thankujesus': 28492, 'beyeblessed': 2925, 'yvr': 32636, 'xbl': 32205, 'borzoi': 3583, 'wolfhound': 31920, 'sweepstakes': 27849, 'cleche': 5519, 'bcreative': 2588, 'harrd': 12565, 'topical': 29149, 'listeninq': 16669, 'orgasmic': 20651, 'wcf': 31304, 'mwan': 19162, 'sheltie': 25491, 'shetland': 25515, 'clive': 5564, 'obinna': 20168, 'lnd': 16767, 'burton': 4184, 'disruption': 7914, 'sorrryy': 26577, 'sorrrry': 26574, 'cccd': 4783, 'finserv': 10239, 'roadshow': 24171, 'degener': 7290, 'raaaaaaaaaaagh': 23058, 'southside': 26628, 'vimeo': 30804, 'xams': 32200, 'shlaft': 25597, 'fiery': 10141, 'amc': 1022, 'uttered': 30484, 'ical': 13700, 'flovers': 10415, 'mucky': 18995, 'freezor': 10776, 'artie': 1668, 'cyprus': 6845, 'ugggghhhh': 29949, 'anymoree': 1335, 'fabs': 9731, 'aaaaa': 3, 'kittie': 15748, 'outz': 20804, 'meep': 17958, 'babyyyyyy': 2173, 'soothes': 26549, 'tofurky': 29022, 'yourselff': 32553, 'mutter': 19146, 'antioxidant': 1299, 'nourish': 20003, 'furr': 11010, 'ific': 13785, 'omgogmgo': 20428, 'wingnuts': 31800, 'paathra': 20932, 'khandvi': 15599, 'kamanee': 15333, 'watte': 31269, 'mrng': 18940, 'violation': 30828, 'hatef': 12609, 'funkey': 10979, 'xmlrpc': 32236, 'codeignite': 5670, 'output': 20779, 'zend': 32691, 'weiner': 31413, 'bustin': 4204, 'butcher': 4211, 'rugrats': 24425, 'anndd': 1212, 'ovie': 20888, 'chocoslam': 5261, 'opps': 20589, 'familar': 9823, 'jaron': 14814, 'sundayyyy': 27587, 'suprema': 27692, 'forgottten': 10604, 'insonmia': 14267, 'automobile': 1971, 'juan': 15174, 'pelota': 21384, 'sweldo': 27867, 'waterley': 31251, 'mistressing': 18480, 'brokenh': 3903, 'distel': 7935, 'haired': 12358, 'vickyt': 30747, 'orphanage': 20671, 'sniffly': 26323, 'vorderman': 30967, 'interivew': 14358, 'finsh': 10240, 'allowd': 856, 'mixcloud': 18493, 'cultiv': 6701, 'satisfact': 24788, 'decidedly': 7184, 'detachment': 7527, 'taehyung': 28002, 'fasting': 9909, 'craaaap': 6446, 'twinge': 29771, 'nighters': 19717, 'nathanfillion': 19360, 'lammmeeee': 16098, 'yrselves': 32581, 'muthafuckin': 19141, 'undernourished': 30119, 'chirstina': 5233, 'firebenders': 10250, 'ninjutsu': 19771, 'couper': 6378, 'marquee': 17628, 'summe': 27550, 'tye': 29876, 'counterpart': 6366, 'saimee': 24593, 'mpix': 18928, 'shootout': 25629, 'zoids': 32729, 'inhabit': 14178, 'macdonalds': 17256, 'duerden': 8418, 'jealousmuch': 14866, 'anywher': 1352, 'uuuggghh': 30493, 'spaz': 26694, 'sappy': 24743, 'frined': 10848, 'yhaw': 32465, 'iwish': 14675, 'facespacing': 9752, 'raffis': 23114, 'beachy': 2602, 'misinform': 18437, 'fledge': 10353, 'tnb': 28981, 'denton': 7410, 'bord': 3550, 'tiberiu': 28781, 'aflat': 481, 'sunt': 27624, 'imbecili': 13892, 'peste': 21537, 'differs': 7688, 'keychains': 15573, 'fxxxmylife': 11051, 'chooool': 5278, 'tenant': 28341, 'ladmag': 16031, 'shriya': 25714, 'sapper': 24738, 'mgb': 18153, 'weymouth': 31491, 'squadron': 26898, 'aircraft': 664, 'thunderbird': 28756, 'onfire': 20465, 'letitia': 16446, 'milage': 18268, 'proces': 22571, 'cherokee': 5128, 'oucccccccch': 20738, 'howl': 13445, 'gba': 11232, 'niiight': 19736, 'groundup': 12066, 'shitest': 25574, 'punishes': 22838, 'sevrl': 25319, 'jayy': 14845, 'emmit': 8966, 'mutilate': 19144, 'jleno': 15026, 'stdin': 27083, 'hommmmmme': 13261, 'afrin': 491, 'mesa': 18091, 'gracin': 11848, 'devy': 7581, 'convinc': 6184, 'qaf': 22931, 'resonate': 23855, 'confuzzled': 6033, 'pomona': 22122, 'eeekkkk': 8715, 'unheard': 30199, 'ubr': 29913, 'unai': 30048, 'cutis': 6792, 'camerabag': 4442, 'lolo': 16850, 'orang': 20612, 'frankies': 10711, 'backordered': 2201, 'ango': 1171, 'pardee': 21124, 'picturs': 21716, 'hjaia': 13123, 'covington': 6413, 'gonzales': 11690, 'recor': 23443, 'tiika': 28831, 'fuckiing': 10926, 'aiint': 648, 'dangness': 6961, 'wooot': 32004, 'discredit': 7848, 'hanover': 12473, 'kickable': 15624, 'totter': 29211, 'tlet': 28955, 'imsa': 13993, 'hopeflly': 13323, 'fortnite': 10635, 'lauderdale': 16218, 'waitlist': 31081, 'openi': 20558, 'robinhood': 24197, 'bitflyer': 3110, 'primadonna': 22501, 'distancin': 7933, 'stapler': 27022, 'whar': 31518, 'petra': 21549, 'eriksson': 9242, 'erik': 9239, 'ewrt': 9491, 'jip': 15005, 'dayuuum': 7079, 'whahahah': 31511, 'studyyyyyyyyyyyyyyyyyyyyyyyyy': 27363, 'sparkler': 26680, 'juicy': 15205, 'pohaku': 22055, 'humira': 13550, 'enbrel': 9014, 'rheumy': 24008, 'ritrovato': 24137, 'samsungs': 24675, 'getttin': 11391, 'backgroung': 2189, 'ppicture': 22307, 'harrykim': 12571, 'youve': 32572, 'heeeyyy': 12814, 'waka': 31086, 'fraudster': 10725, 'chrony': 5329, 'rajendran': 23156, 'russell': 24465, 'eughhhh': 9380, 'rblpn': 23280, 'alrightttt': 917, 'twiterfon': 29791, 'picturisation': 21715, 'lucknow': 17097, 'nadedepress': 19234, 'balsamic': 2336, 'tempter': 28337, 'colegas': 5723, 'meus': 18139, 'fretful': 10810, 'mumble': 19050, 'muffle': 19007, 'bermuda': 2852, 'cwazy': 6812, 'gnt': 11614, 'reaper': 23364, 'pav': 21265, 'bhaaji': 2948, 'finely': 10219, 'birthstone': 3087, 'fidel': 10131, 'sarahwilson': 24746, 'powerless': 22295, 'ambitious': 1017, 'mince': 18327, 'nussdorfer': 20094, 'herrenberg': 12955, 'sighhh': 25806, 'skewl': 26007, 'trainr': 29302, 'xanax': 32201, 'socialise': 26385, 'dealz': 7131, 'dickinson': 7653, 'slop': 26168, 'amihf': 1049, 'nhanh': 19644, 'prowse': 22715, 'exxciiteed': 9694, 'technics': 28248, 'hhh': 12999, 'mcguireee': 17854, 'reminising': 23703, 'bayside': 2554, 'accdentt': 186, 'winnipe': 31810, 'deprecation': 7442, 'cliped': 5559, 'aroud': 1617, 'erection': 9231, 'blaring': 3194, 'loathe': 16780, 'showwwww': 25702, 'torey': 29165, 'unbroken': 30073, 'bueeee': 4045, 'yeha': 32414, 'damit': 6924, 'communityfirstandtrust': 5875, 'generality': 11296, 'improbable': 13980, 'stael': 26976, 'aquatards': 1489, 'brainfreeze': 3704, 'dorothi': 8178, 'disembark': 7864, 'tswassen': 29576, 'nicci': 19659, 'describ': 7469, 'bli': 3241, 'keiligirl': 15493, 'pleasur': 21952, 'kween': 15972, 'calexico': 4380, 'natalya': 19355, 'jia': 14975, 'tweeterz': 29717, 'phl': 21626, 'dogsitting': 8063, 'hirsch': 13091, 'agoraphobics': 556, 'westend': 31478, 'binks': 3052, 'hellacious': 12862, 'nars': 19337, 'radiant': 23097, 'blindness': 3248, 'malaria': 17399, 'hundreth': 13569, 'darker': 6993, 'atcha': 1824, 'tya': 29874, 'vioce': 30824, 'akankah': 695, 'suatu': 27403, 'mendapatkannya': 18031, 'rockstars': 24220, 'mja': 18507, 'reposting': 23783, 'arrogance': 1641, 'anyonewithbike': 1339, 'generates': 11299, 'uninstall': 30213, 'radianborge': 23095, 'padre': 20963, 'pamilya': 21029, 'borgie': 3568, 'smthng': 26277, 'lodo': 16806, 'bessant': 2873, 'vrooom': 30988, 'hyhtt': 13642, 'dreamweaver': 8296, 'vwllers': 31004, 'minimalism': 18357, 'assing': 1781, 'biznesssss': 3126, 'iversery': 14666, 'teevee': 28277, 'wotd': 32085, 'jape': 14805, 'qq': 22955, 'comppetitive': 5942, 'overcompetitive': 20832, 'songwrit': 26504, 'sexin': 25329, 'actuall': 296, 'flightwas': 10371, 'corpsed': 6293, 'podium': 22042, 'venti': 30657, 'thabks': 28472, 'amur': 1083, 'xisi': 32226, 'overjoy': 20847, 'charmaine': 5025, 'menpa': 18041, 'teriyaki': 28389, 'ketboard': 15558, 'noura': 20002, 'fabrizio': 9730, 'verrecchia': 30698, 'balestrand': 2311, 'norwa': 19953, 'freshwater': 10807, 'biwa': 3123, 'defect': 7244, 'walkaway': 31116, 'constable': 6105, 'khalil': 15597, 'muhammad': 19019, 'rafiq': 23117, 'neutralize': 19572, 'yeeaaahh': 32394, 'niall': 19651, 'breakweather': 3762, 'slarm': 26075, 'grusome': 12112, 'kady': 15295, 'okami': 20360, 'caveat': 4761, 'choccies': 5251, 'ooohhhhh': 20516, 'lmhr': 16761, 'cutteee': 6797, 'eleni': 8843, 'fancast': 9843, 'shill': 25539, 'malignant': 17417, 'rubiks': 24410, 'neomonia': 19510, 'cheryl': 5132, 'abbster': 87, 'dissuade': 7929, 'reform': 23543, 'mope': 18766, 'bromeliad': 3910, 'ptsici': 22764, 'calmness': 4417, 'strongsafe': 27328, 'tweaked': 29684, 'kiddoe': 15637, 'gallore': 11112, 'coatandkay': 5643, 'vanished': 30593, 'broooooooo': 3928, 'maiko': 17354, 'signet': 25817, 'nanniesatlanta': 19304, 'successfuly': 27452, 'callen': 4401, 'nappin': 19319, 'cuddy': 6686, 'bullhorn': 4098, 'onnnnnnnnnnnn': 20480, 'osap': 20684, 'deployed': 7433, 'breastfeeding': 3766, 'sunshiines': 27618, 'mascu': 17680, 'everest': 9426, 'pollster': 22108, 'identification': 13751, 'catacomb': 4702, 'ffrom': 10102, 'theyh': 28600, 'tgthr': 28465, 'jonesy': 15096, 'rechristened': 23407, 'yuuupp': 32633, 'lovelytrinkets': 17025, 'cantttt': 4519, 'mercenary': 18063, 'trs': 29511, 'swr': 27910, 'decanter': 7168, 'livejournal': 16711, 'corset': 6309, 'endanger': 9029, 'lolita': 16840, 'irving': 14562, 'jennnnnn': 14906, 'richhhh': 24044, 'align': 800, 'pendings': 21399, 'upkeep': 30367, 'manageable': 17449, 'todat': 29001, 'excep': 9528, 'dragonball': 8250, 'pleaseeeeeeeeeee': 21945, 'nixon': 19798, 'seriousslyyy': 25275, 'tragidy': 29292, 'fontanas': 10518, 'posetti': 22216, 'carefree': 4577, 'surveillance': 27744, 'changedd': 4958, 'anniemay': 1219, 'loooove': 16934, 'lossing': 16965, 'fucckinggg': 10920, 'cakss': 4361, 'middleton': 18213, 'embarks': 8920, 'finallyy': 10199, 'goshh': 11775, 'americana': 1034, 'zelenka': 32687, 'bwahahahahahaha': 4268, 'thrives': 28717, 'lupo': 17154, 'providence': 22705, 'wordart': 32024, 'zavaroni': 32668, 'barrymore': 2467, 'confit': 6024, 'streetcar': 27288, 'padme': 20962, 'amidala': 1042, 'finito': 10227, 'blurryness': 3346, 'mintues': 18388, 'shutupandsmile': 25741, 'epitomizes': 9194, 'lpi': 17058, 'cbw': 4781, 'pleasanton': 21937, 'cohabitate': 5691, 'whomever': 31643, 'oop': 20537, 'dicked': 7650, 'squeal': 26906, 'powerdvd': 22292, 'screenies': 25018, 'trademark': 29276, 'incarnate': 14019, 'mutant': 19137, 'ghalib': 11403, 'mamabear': 17432, 'squirrellist': 26920, 'sliver': 26157, 'pregamed': 22389, 'pff': 21559, 'meteor': 18119, 'merola': 18084, 'eppy': 9199, 'horsies': 13372, 'sonly': 26512, 'ggggggg': 11399, 'niteeeeeeee': 19788, 'confidential': 6017, 'spinelli': 26785, 'aaaaaaaa': 4, 'winshit': 31814, 'sharpen': 25434, 'tanabata': 28078, 'aggers': 537, 'smartest': 26219, 'tadi': 27999, 'anurag': 1314, 'rygegrej': 24502, 'shineeeee': 25549, 'visualization': 30880, 'visualize': 30881, 'plinker': 21980, 'uncertainti': 30080, 'yrbook': 32579, 'evrything': 9482, 'muskoka': 19121, 'peti': 21545, 'lipbalm': 16646, 'hre': 13461, 'butch': 4210, 'tdy': 28217, 'dmb': 8010, 'vaahedh': 30512, 'jhen': 14971, 'akio': 702, 'sza': 27968, 'teyana': 28454, 'miskanawgolfclub': 18440, 'ambe': 1007, 'bubblewrap': 4012, 'eesh': 8730, 'cumulative': 6714, 'tetens': 28434, 'twitternut': 29829, 'infl': 14145, 'smartpen': 26223, 'yahoooo': 32302, 'ishi': 14580, 'medhurst': 17925, 'ancle': 1123, 'maxxie': 17779, 'anwar': 1315, 'kenduri': 15527, 'highball': 13024, 'youremyheroine': 32550, 'draught': 8270, 'ramos': 23178, 'funtastic': 10996, 'rebuild': 23391, 'reipublicae': 23611, 'bizzle': 3127, 'urghh': 30420, 'lambastes': 16083, 'banker': 2387, 'insurer': 14312, 'interuptions': 14392, 'ravit': 23255, 'droplet': 8340, 'hist': 13098, 'knn': 15800, 'fuckcjd': 10922, 'provocative': 22710, 'urie': 30424, 'novell': 20010, 'sheik': 25478, 'bellagio': 2773, 'polished': 22093, 'floorboard': 10395, 'desperatly': 7500, 'ordain': 20627, 'siento': 25795, 'palmade': 21019, 'toto': 29207, 'airco': 660, 'nishiki': 19784, 'yeeeeeessss': 32402, 'opda': 20552, 'sicko': 25780, 'digusted': 7712, 'utv': 30487, 'consequ': 6083, 'avaialble': 1981, 'kamei': 15335, 'kuso': 15960, 'seren': 25256, 'shaycarl': 25455, 'flygroups': 10445, 'izzayyy': 14692, 'dabble': 6865, 'obnoxiously': 20174, 'grrrrri': 12089, 'areo': 1541, 'lumpy': 17139, 'yinz': 32474, 'chota': 5299, 'reflexie': 23539, 'labtop': 16010, 'myonlysanction': 19184, 'kx': 15978, 'foh': 10479, 'zotz': 32748, 'kisskass': 15736, 'katey': 15417, 'pronoun': 22649, 'trentles': 29409, 'buuut': 4247, 'samoa': 24666, 'rlwc': 24161, 'selective': 25157, 'opacity': 20549, 'slimmer': 26146, 'fou': 10656, 'sancha': 24684, 'chini': 5216, 'newsroom': 19615, 'cuppycake': 6732, 'hayden': 12667, 'bfast': 2932, 'clad': 5451, 'playset': 21924, 'mfr': 18150, 'artslam': 1678, 'independently': 14072, 'stoppped': 27223, 'lottie': 16975, 'artcollection': 1656, 'moynes': 18914, 'ynes': 32492, 'pein': 21371, 'wormie': 32063, 'muffi': 19005, 'chups': 5347, 'vippppppp': 30837, 'twilighters': 29763, 'iiii': 13812, 'kapsel': 15369, 'nulis': 20067, 'spertinya': 26758, 'ditag': 7956, 'notificationnya': 19982, 'zapatos': 32664, 'trashcan': 29357, 'induct': 14106, 'strek': 27295, 'tattered': 28168, 'mmmmmmm': 18537, 'efficiently': 8745, 'feeding': 9996, 'donor': 8135, 'stepson': 27131, 'makino': 17393, 'chaya': 5049, 'gentoo': 11325, 'reinstallation': 23609, 'hhs': 13003, 'earful': 8547, 'psychopath': 22750, 'ddd': 7102, 'fluent': 10428, 'haaaa': 12251, 'sederhana': 25103, 'monarchy': 18663, 'reconize': 23438, 'oca': 20199, 'blaster': 3199, 'eeecontrol': 8699, 'rpm': 24388, 'jennah': 14901, 'climbed': 5548, 'snowdon': 26347, 'lawnmower': 16253, 'caputo': 4551, 'elemental': 8839, 'colema': 5724, 'watership': 31254, 'rence': 23722, 'beaver': 2652, 'pelt': 21385, 'maaaaannnn': 17219, 'holidayzzzzz': 13190, 'edgefesssssst': 8663, 'pleaseeeeeeee': 21944, 'buttershots': 4233, 'eron': 9255, 'muppets': 19077, 'fend': 10043, 'rekindle': 23620, 'testrun': 28432, 'invitaiton': 14470, 'wantin': 31163, 'sendin': 25195, 'sicckkkk': 25766, 'tedx': 28261, 'jeuno': 14953, 'andronicus': 1146, 'junia': 15241, 'fellowprisoners': 10024, 'apostle': 1407, 'benefiting': 2815, 'shawnee': 25451, 'elli': 8875, 'capri': 4541, 'antone': 1311, 'llo': 16745, 'mommyyy': 18651, 'bloodbank': 3297, 'quarree': 22979, 'dday': 7101, 'hochwasser': 13154, 'fiercely': 10138, 'saltiness': 24636, 'seck': 25087, 'studyhall': 27361, 'maggi': 17317, 'goreng': 11765, 'cmin': 5620, 'wince': 31780, 'flatland': 10336, 'sunfay': 27591, 'tgc': 28461, 'nintendogs': 19773, 'retort': 23923, 'panchito': 21037, 'cashflow': 4668, 'valk': 30567, 'meddlesom': 17923, 'accompanies': 217, 'pessimist': 21535, 'cockermouth': 5657, 'taxpayer': 28187, 'yhere': 32467, 'resturants': 23901, 'wweeeeooo': 32181, 'cuzs': 6805, 'maximum': 17775, 'clyde': 5615, 'navarro': 19392, 'skyguard': 26050, 'tabard': 27973, 'caltrain': 4423, 'juneau': 15236, 'zomba': 32733, 'wharf': 31519, 'katnip': 15429, 'noko': 19857, 'mozy': 18921, 'mariel': 17581, 'groundwork': 12067, 'reed': 23509, 'sape': 24734, 'dijual': 7716, 'followerzzz': 10498, 'babysittee': 2166, 'cuold': 6720, 'chipmunk': 5222, 'shawl': 25448, 'bridesma': 3825, 'cordoning': 6256}\n"
          ]
        }
      ],
      "source": [
        "# Extracting Count Vectors Parameters\n",
        "count_vect = CountVectorizer(analyzer='word')\n",
        "count_vect.fit(data_train.iloc[:,0].astype('U'))\n",
        "X_train_count =  count_vect.transform(X_train.astype('U'))\n",
        "X_val_count =  count_vect.transform(X_val.astype('U'))\n",
        "print(count_vect.vocabulary_)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 884
        },
        "id": "pRhVAy5IojKv",
        "outputId": "2493454f-0519-4b47-8918-9cc2cb7e9d3f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(62014, 32778)\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<ipython-input-19-d58bc6479300>:8: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n",
            "  sns.barplot(x=\"word\", y=\"freq\", data= word_counter_df, ax=ax, palette=\"plasma\")\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1500x1000 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "bow = count_vect.fit_transform(data_train.iloc[:,0].astype('U'))\n",
        "print(bow.shape)\n",
        "# Replace get_feature_names() with get_feature_names_out()\n",
        "word_freq = dict(zip(count_vect.get_feature_names_out(), np.asarray(bow.sum(axis=0)).ravel()))\n",
        "word_counter = collections.Counter(word_freq)\n",
        "word_counter_df = pd.DataFrame(word_counter.most_common(30), columns = ['word', 'freq'])\n",
        "fig, ax = plt.subplots(figsize=(15, 10))\n",
        "sns.barplot(x=\"word\", y=\"freq\", data= word_counter_df, ax=ax, palette=\"plasma\")\n",
        "plt.show();"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VIdKLuwrpIt1"
      },
      "source": [
        "# Log Reg Application"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4Dtvs5wspPrb",
        "outputId": "8bcfa1f2-6dc5-4b7f-9336-348bf954de0c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "log reg count vectorization accuracy 0.6244154168682471\n"
          ]
        }
      ],
      "source": [
        "logreg1 = LogisticRegression(C=1, max_iter=500)\n",
        "logreg1.fit(X_train_count, y_train)\n",
        "y_pred = logreg1.predict(X_val_count)\n",
        "print('log reg count vectorization accuracy %s' % accuracy_score(y_pred, y_val))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QBP3rVq6q9Qk"
      },
      "source": [
        "# Testing Phase"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qSvgWbMurBb0"
      },
      "outputs": [],
      "source": [
        "tweets = pd.DataFrame([\"For instance, giving a kiss to your younger sibling daily after waking up in the morning and showing him how much you love them. For some happiness means loving life and seeing others happy. While some finds happiness in writing stories. Some conquer happiness in being simple yet the best person they can ever be. Everyone has their own unique way to feel happy by finding things that they never expected to find.\", # happy\n",
        "        \"Love is the key to happiness. We all want to lead a happy life. People look around for happiness in power, fashion, wealth, drugs etc. But these things can only give temporary pleasures. The power of love can create miracles. Love can create unity among nations and its citizens. Love is the most beautiful feeling in the world. Love has given different meaning by different people depending upon how they have experienced this wonderful feeling.\", # love\n",
        "        \"One day I was studying in my room when, all of a sudden, i heard hot words being exchanged between two persons in the street. I paid no attention, thinking it would be a minor quarrel but soon I heard the voices of a large number of people. I peeped from the window and saw that there was a street quarrel. I went downstairs and reached the spot in the twinkling of an eyes. I was at my wits end on seeing that both of them had come to blows. The people were standing around them and enjoying their quarrel but none tried to pacify them.\", # sad\n",
        "        \"I am so angry at you!!!!!\", # anger\n",
        "        \"you ve hit a new low with a danger of blm fascist slogan please stop it before too late stop\", # anger\n",
        "        \"I love my doggg\", # love\n",
        "        \"I think i'm gonna be sick :'‑(\", # sad\n",
        "        \"I hate you so much\", # anger\n",
        "        \"I'm at work\", # neutral\n",
        "        \"@TheTombert i was watching Harpers Island, lol... there was no vodka involved\", # neutral\n",
        "        \"sometimes i wish things could go back to the way they were the beginning of last summer\", # sad\n",
        "        \"it's your 18th birthday finally!!! yippeeeee\", # happy\n",
        "        \"still waiting in line\", # neutral\n",
        "        \"oh no he is hospitalised!!!\", # sad\n",
        "        \"i want a new laptop\", #sad\n",
        "        \"billo bagge billeya daa ki karegi bagge bagge billeya daa ki karegi\",\n",
        "        \"Once upon a time in Madagascar there was a small town named Hiroshima ruled by Charles Edgar\"\n",
        "       ])\n",
        "\n",
        "tweet_count = count_vect.transform(tweets[0])"
      ]
    },
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          "text": [
            "[1 3 4 4 4 3 2 4 0 0 2 1 2 2 2 0 2]\n"
          ]
        },
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              "3                             I am so angry at you!!!!!\n",
              "4     you ve hit a new low with a danger of blm fasc...\n",
              "5                                       I love my doggg\n",
              "6                        I think i'm gonna be sick :'‑(\n",
              "7                                    I hate you so much\n",
              "8                                           I'm at work\n",
              "9     @TheTombert i was watching Harpers Island, lol...\n",
              "10    sometimes i wish things could go back to the w...\n",
              "11         it's your 18th birthday finally!!! yippeeeee\n",
              "12                                still waiting in line\n",
              "13                          oh no he is hospitalised!!!\n",
              "14                                  i want a new laptop\n",
              "15    billo bagge baggeya daa ki karegi bagge bagge ...\n",
              "16    Once upon a time in Madagascar there was a sma...\n",
              "Name: 0, dtype: object"
            ]
          },
          "execution_count": 44,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#Predicting the emotion of the tweet\n",
        "tweet_pred = logreg1.predict(tweet_count)\n",
        "print(tweet_pred)\n",
        "tweets[0]\n",
        "# 0 = neutral\n",
        "# 1 = happy\n",
        "# 2 = sad\n",
        "# 3 = love\n",
        "# 4 = anger"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YsJJ_ZAmucN0"
      },
      "outputs": [],
      "source": [
        "final_result=tweets.copy()"
      ]
    },
    {
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      "execution_count": null,
      "metadata": {
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        "id": "lf_OmUHyukMl",
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              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('final_result')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_2af2ee49-93a5-4d10-beb3-80be5f1363c1 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('final_result');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "                                               tweets predicted_emotion\n",
              "0   For instance, giving a kiss to your younger si...             Happy\n",
              "1   Love is the key to happiness. We all want to l...              Love\n",
              "2   One day I was studying in my room when, all of...             Anger\n",
              "3                           I am so angry at you!!!!!             Anger\n",
              "4   you ve hit a new low with a danger of blm fasc...             Anger\n",
              "5                                     I love my doggg              Love\n",
              "6                      I think i'm gonna be sick :'‑(               Sad\n",
              "7                                  I hate you so much             Anger\n",
              "8                                         I'm at work           Neutral\n",
              "9   @TheTombert i was watching Harpers Island, lol...           Neutral\n",
              "10  sometimes i wish things could go back to the w...               Sad\n",
              "11       it's your 18th birthday finally!!! yippeeeee             Happy\n",
              "12                              still waiting in line               Sad\n",
              "13                        oh no he is hospitalised!!!               Sad\n",
              "14                                i want a new laptop               Sad\n",
              "15  billo bagge baggeya daa ki karegi bagge bagge ...           Neutral\n",
              "16  Once upon a time in Madagascar there was a sma...               Sad"
            ]
          },
          "execution_count": 47,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "final_result['result']=tweet_pred\n",
        "final_result=final_result.rename(columns={0:\"tweets\"})\n",
        "final_result=final_result.rename(columns={\"result\":\"predicted_emotion\"})\n",
        "final_result=final_result.replace({0: 'Neutral', 1: 'Happy', 2: 'Sad', 3: 'Love', 4: 'Anger'})\n",
        "final_result"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        },
        "id": "DCsyk-qfuk3I",
        "outputId": "6ede25a8-025c-432c-e256-86a65fba5c72"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "<style>\n",
              "  #altair-viz-c854220841ad4050af2cd9bfcd5e3964.vega-embed {\n",
              "    width: 100%;\n",
              "    display: flex;\n",
              "  }\n",
              "\n",
              "  #altair-viz-c854220841ad4050af2cd9bfcd5e3964.vega-embed details,\n",
              "  #altair-viz-c854220841ad4050af2cd9bfcd5e3964.vega-embed details summary {\n",
              "    position: relative;\n",
              "  }\n",
              "</style>\n",
              "<div id=\"altair-viz-c854220841ad4050af2cd9bfcd5e3964\"></div>\n",
              "<script type=\"text/javascript\">\n",
              "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
              "  (function(spec, embedOpt){\n",
              "    let outputDiv = document.currentScript.previousElementSibling;\n",
              "    if (outputDiv.id !== \"altair-viz-c854220841ad4050af2cd9bfcd5e3964\") {\n",
              "      outputDiv = document.getElementById(\"altair-viz-c854220841ad4050af2cd9bfcd5e3964\");\n",
              "    }\n",
              "\n",
              "    const paths = {\n",
              "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function maybeLoadScript(lib, version) {\n",
              "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
              "      return (VEGA_DEBUG[key] == version) ?\n",
              "        Promise.resolve(paths[lib]) :\n",
              "        new Promise(function(resolve, reject) {\n",
              "          var s = document.createElement('script');\n",
              "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "          s.async = true;\n",
              "          s.onload = () => {\n",
              "            VEGA_DEBUG[key] = version;\n",
              "            return resolve(paths[lib]);\n",
              "          };\n",
              "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "          s.src = paths[lib];\n",
              "        });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      let deps = [\"vega-embed\"];\n",
              "      require(deps, displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else {\n",
              "      maybeLoadScript(\"vega\", \"5\")\n",
              "        .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
              "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-e61f647d4289ad385251a53481fc3b61\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"x\": {\"field\": \"predicted_emotion\", \"type\": \"nominal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"title\": \"Distribution of Predicted Emotions\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-e61f647d4289ad385251a53481fc3b61\": [{\"predicted_emotion\": \"Sad\", \"count\": 5}, {\"predicted_emotion\": \"Anger\", \"count\": 4}, {\"predicted_emotion\": \"Neutral\", \"count\": 3}, {\"predicted_emotion\": \"Happy\", \"count\": 2}, {\"predicted_emotion\": \"Love\", \"count\": 2}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ],
            "text/plain": [
              "alt.Chart(...)"
            ]
          },
          "execution_count": 40,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import altair as alt\n",
        "\n",
        "#  count of each predicted emotion\n",
        "emotion_counts = final_result['predicted_emotion'].value_counts().reset_index()\n",
        "emotion_counts.columns = ['predicted_emotion', 'count']\n",
        "\n",
        "#  bar chart using Altair\n",
        "chart = alt.Chart(emotion_counts).mark_bar().encode(\n",
        "    x='predicted_emotion',\n",
        "    y='count'\n",
        ").properties(\n",
        "    title='Distribution of Predicted Emotions'\n",
        ")\n",
        "\n",
        "chart"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4AfCt4Cp05nr"
      },
      "source": [
        "# PIPELINED PROCESS FOR PICKLING"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IzhTR7rHsxAC",
        "outputId": "4ee9ac81-f975-4113-db63-1143c557b1e4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "loaPn2WiwXou"
      },
      "outputs": [],
      "source": [
        "pipeline_model = Pipeline([\n",
        "    ('vectorizer', CountVectorizer(analyzer='word')),\n",
        "    ('classifier', LogisticRegression(C=1, max_iter=500))\n",
        "])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-fEIdfnY4Hid"
      },
      "outputs": [],
      "source": [
        "label_mapping = {\n",
        "    0: 'neutral',\n",
        "    1: 'happy',\n",
        "    2: 'sad',\n",
        "    3: 'love',\n",
        "    4: 'anger'\n",
        "}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 155
        },
        "id": "sr6zeCXb0-km",
        "outputId": "a8f4f986-a915-432f-aefb-527ce34e7d44"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<style>#sk-container-id-1 {\n",
              "  /* Definition of color scheme common for light and dark mode */\n",
              "  --sklearn-color-text: #000;\n",
              "  --sklearn-color-text-muted: #666;\n",
              "  --sklearn-color-line: gray;\n",
              "  /* Definition of color scheme for unfitted estimators */\n",
              "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
              "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
              "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
              "  --sklearn-color-unfitted-level-3: chocolate;\n",
              "  /* Definition of color scheme for fitted estimators */\n",
              "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
              "  --sklearn-color-fitted-level-1: #d4ebff;\n",
              "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
              "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
              "\n",
              "  /* Specific color for light theme */\n",
              "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
              "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
              "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
              "  --sklearn-color-icon: #696969;\n",
              "\n",
              "  @media (prefers-color-scheme: dark) {\n",
              "    /* Redefinition of color scheme for dark theme */\n",
              "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
              "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
              "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
              "    --sklearn-color-icon: #878787;\n",
              "  }\n",
              "}\n",
              "\n",
              "#sk-container-id-1 {\n",
              "  color: var(--sklearn-color-text);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 pre {\n",
              "  padding: 0;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 input.sk-hidden--visually {\n",
              "  border: 0;\n",
              "  clip: rect(1px 1px 1px 1px);\n",
              "  clip: rect(1px, 1px, 1px, 1px);\n",
              "  height: 1px;\n",
              "  margin: -1px;\n",
              "  overflow: hidden;\n",
              "  padding: 0;\n",
              "  position: absolute;\n",
              "  width: 1px;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-dashed-wrapped {\n",
              "  border: 1px dashed var(--sklearn-color-line);\n",
              "  margin: 0 0.4em 0.5em 0.4em;\n",
              "  box-sizing: border-box;\n",
              "  padding-bottom: 0.4em;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-container {\n",
              "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
              "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
              "     so we also need the `!important` here to be able to override the\n",
              "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
              "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
              "  display: inline-block !important;\n",
              "  position: relative;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-text-repr-fallback {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              "div.sk-parallel-item,\n",
              "div.sk-serial,\n",
              "div.sk-item {\n",
              "  /* draw centered vertical line to link estimators */\n",
              "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
              "  background-size: 2px 100%;\n",
              "  background-repeat: no-repeat;\n",
              "  background-position: center center;\n",
              "}\n",
              "\n",
              "/* Parallel-specific style estimator block */\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel-item::after {\n",
              "  content: \"\";\n",
              "  width: 100%;\n",
              "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
              "  flex-grow: 1;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel {\n",
              "  display: flex;\n",
              "  align-items: stretch;\n",
              "  justify-content: center;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  position: relative;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel-item {\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
              "  align-self: flex-end;\n",
              "  width: 50%;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
              "  align-self: flex-start;\n",
              "  width: 50%;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
              "  width: 0;\n",
              "}\n",
              "\n",
              "/* Serial-specific style estimator block */\n",
              "\n",
              "#sk-container-id-1 div.sk-serial {\n",
              "  display: flex;\n",
              "  flex-direction: column;\n",
              "  align-items: center;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  padding-right: 1em;\n",
              "  padding-left: 1em;\n",
              "}\n",
              "\n",
              "\n",
              "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
              "clickable and can be expanded/collapsed.\n",
              "- Pipeline and ColumnTransformer use this feature and define the default style\n",
              "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
              "*/\n",
              "\n",
              "/* Pipeline and ColumnTransformer style (default) */\n",
              "\n",
              "#sk-container-id-1 div.sk-toggleable {\n",
              "  /* Default theme specific background. It is overwritten whether we have a\n",
              "  specific estimator or a Pipeline/ColumnTransformer */\n",
              "  background-color: var(--sklearn-color-background);\n",
              "}\n",
              "\n",
              "/* Toggleable label */\n",
              "#sk-container-id-1 label.sk-toggleable__label {\n",
              "  cursor: pointer;\n",
              "  display: flex;\n",
              "  width: 100%;\n",
              "  margin-bottom: 0;\n",
              "  padding: 0.5em;\n",
              "  box-sizing: border-box;\n",
              "  text-align: center;\n",
              "  align-items: start;\n",
              "  justify-content: space-between;\n",
              "  gap: 0.5em;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 label.sk-toggleable__label .caption {\n",
              "  font-size: 0.6rem;\n",
              "  font-weight: lighter;\n",
              "  color: var(--sklearn-color-text-muted);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
              "  /* Arrow on the left of the label */\n",
              "  content: \"▸\";\n",
              "  float: left;\n",
              "  margin-right: 0.25em;\n",
              "  color: var(--sklearn-color-icon);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
              "  color: var(--sklearn-color-text);\n",
              "}\n",
              "\n",
              "/* Toggleable content - dropdown */\n",
              "\n",
              "#sk-container-id-1 div.sk-toggleable__content {\n",
              "  max-height: 0;\n",
              "  max-width: 0;\n",
              "  overflow: hidden;\n",
              "  text-align: left;\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-toggleable__content pre {\n",
              "  margin: 0.2em;\n",
              "  border-radius: 0.25em;\n",
              "  color: var(--sklearn-color-text);\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
              "  /* Expand drop-down */\n",
              "  max-height: 200px;\n",
              "  max-width: 100%;\n",
              "  overflow: auto;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
              "  content: \"▾\";\n",
              "}\n",
              "\n",
              "/* Pipeline/ColumnTransformer-specific style */\n",
              "\n",
              "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Estimator-specific style */\n",
              "\n",
              "/* Colorize estimator box */\n",
              "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
              "#sk-container-id-1 div.sk-label label {\n",
              "  /* The background is the default theme color */\n",
              "  color: var(--sklearn-color-text-on-default-background);\n",
              "}\n",
              "\n",
              "/* On hover, darken the color of the background */\n",
              "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "/* Label box, darken color on hover, fitted */\n",
              "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
              "  color: var(--sklearn-color-text);\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Estimator label */\n",
              "\n",
              "#sk-container-id-1 div.sk-label label {\n",
              "  font-family: monospace;\n",
              "  font-weight: bold;\n",
              "  display: inline-block;\n",
              "  line-height: 1.2em;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-label-container {\n",
              "  text-align: center;\n",
              "}\n",
              "\n",
              "/* Estimator-specific */\n",
              "#sk-container-id-1 div.sk-estimator {\n",
              "  font-family: monospace;\n",
              "  border: 1px dotted var(--sklearn-color-border-box);\n",
              "  border-radius: 0.25em;\n",
              "  box-sizing: border-box;\n",
              "  margin-bottom: 0.5em;\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-0);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-estimator.fitted {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-0);\n",
              "}\n",
              "\n",
              "/* on hover */\n",
              "#sk-container-id-1 div.sk-estimator:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-2);\n",
              "}\n",
              "\n",
              "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-2);\n",
              "}\n",
              "\n",
              "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
              "\n",
              "/* Common style for \"i\" and \"?\" */\n",
              "\n",
              ".sk-estimator-doc-link,\n",
              "a:link.sk-estimator-doc-link,\n",
              "a:visited.sk-estimator-doc-link {\n",
              "  float: right;\n",
              "  font-size: smaller;\n",
              "  line-height: 1em;\n",
              "  font-family: monospace;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  border-radius: 1em;\n",
              "  height: 1em;\n",
              "  width: 1em;\n",
              "  text-decoration: none !important;\n",
              "  margin-left: 0.5em;\n",
              "  text-align: center;\n",
              "  /* unfitted */\n",
              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-unfitted-level-1);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link.fitted,\n",
              "a:link.sk-estimator-doc-link.fitted,\n",
              "a:visited.sk-estimator-doc-link.fitted {\n",
              "  /* fitted */\n",
              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-fitted-level-1);\n",
              "}\n",
              "\n",
              "/* On hover */\n",
              "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
              ".sk-estimator-doc-link:hover,\n",
              "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
              ".sk-estimator-doc-link:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
              ".sk-estimator-doc-link.fitted:hover,\n",
              "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
              ".sk-estimator-doc-link.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "/* Span, style for the box shown on hovering the info icon */\n",
              ".sk-estimator-doc-link span {\n",
              "  display: none;\n",
              "  z-index: 9999;\n",
              "  position: relative;\n",
              "  font-weight: normal;\n",
              "  right: .2ex;\n",
              "  padding: .5ex;\n",
              "  margin: .5ex;\n",
              "  width: min-content;\n",
              "  min-width: 20ex;\n",
              "  max-width: 50ex;\n",
              "  color: var(--sklearn-color-text);\n",
              "  box-shadow: 2pt 2pt 4pt #999;\n",
              "  /* unfitted */\n",
              "  background: var(--sklearn-color-unfitted-level-0);\n",
              "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link.fitted span {\n",
              "  /* fitted */\n",
              "  background: var(--sklearn-color-fitted-level-0);\n",
              "  border: var(--sklearn-color-fitted-level-3);\n",
              "}\n",
              "\n",
              ".sk-estimator-doc-link:hover span {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
              "\n",
              "#sk-container-id-1 a.estimator_doc_link {\n",
              "  float: right;\n",
              "  font-size: 1rem;\n",
              "  line-height: 1em;\n",
              "  font-family: monospace;\n",
              "  background-color: var(--sklearn-color-background);\n",
              "  border-radius: 1rem;\n",
              "  height: 1rem;\n",
              "  width: 1rem;\n",
              "  text-decoration: none;\n",
              "  /* unfitted */\n",
              "  color: var(--sklearn-color-unfitted-level-1);\n",
              "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
              "  /* fitted */\n",
              "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
              "  color: var(--sklearn-color-fitted-level-1);\n",
              "}\n",
              "\n",
              "/* On hover */\n",
              "#sk-container-id-1 a.estimator_doc_link:hover {\n",
              "  /* unfitted */\n",
              "  background-color: var(--sklearn-color-unfitted-level-3);\n",
              "  color: var(--sklearn-color-background);\n",
              "  text-decoration: none;\n",
              "}\n",
              "\n",
              "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
              "  /* fitted */\n",
              "  background-color: var(--sklearn-color-fitted-level-3);\n",
              "}\n",
              "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;vectorizer&#x27;, CountVectorizer()),\n",
              "                (&#x27;classifier&#x27;, LogisticRegression(C=1, max_iter=500))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>Pipeline</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.pipeline.Pipeline.html\">?<span>Documentation for Pipeline</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[(&#x27;vectorizer&#x27;, CountVectorizer()),\n",
              "                (&#x27;classifier&#x27;, LogisticRegression(C=1, max_iter=500))])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>CountVectorizer</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html\">?<span>Documentation for CountVectorizer</span></a></div></label><div class=\"sk-toggleable__content fitted\"><pre>CountVectorizer()</pre></div> </div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LogisticRegression</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a></div></label><div class=\"sk-toggleable__content fitted\"><pre>LogisticRegression(C=1, max_iter=500)</pre></div> </div></div></div></div></div></div>"
            ],
            "text/plain": [
              "Pipeline(steps=[('vectorizer', CountVectorizer()),\n",
              "                ('classifier', LogisticRegression(C=1, max_iter=500))])"
            ]
          },
          "execution_count": 52,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "pipeline_model.fit(X_train.astype('U'), y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3DwF1g5D1Sus",
        "outputId": "914bc18b-7b3a-4b8d-b4f0-b922f1e8626c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Pipeline model accuracy: 0.6246573133365586\n"
          ]
        }
      ],
      "source": [
        "y_pred_pipeline = pipeline_model.predict(X_val.astype('U'))\n",
        "print('Pipeline model accuracy:', accuracy_score(y_pred_pipeline, y_val))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xzxyFa3x1cl1",
        "outputId": "70464d75-2d35-47b9-849a-1fb2a108c8da"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['/content/emotion_pipeline_model.pkl']"
            ]
          },
          "execution_count": 54,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "joblib.dump(pipeline_model, '/content/emotion_pipeline_model.pkl') #no need to use this again unless algos are somehow changed"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Bck7iusj19QU"
      },
      "outputs": [],
      "source": [
        "pipeline_model = joblib.load('/content/drive/MyDrive/Mini_Project_Sem-6/emotion_pipeline_model_old.pkl')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G3t5AqVL1_lH",
        "outputId": "fed6362f-8a2e-4fac-b22a-74bcdd425f8e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Predicted emotion: sad\n"
          ]
        }
      ],
      "source": [
        "#add your text in sample_text. make sure it is a long sentence, or else 2 sentences at minimum as it is using count vectorization which requires good amount of text to evaluate results.\n",
        "sample_text = [\"I'm feeling absolutely amazing today! I just got hit by a car the other day\"]\n",
        "prediction = pipeline_model.predict(sample_text)\n",
        "predicted_emotion = label_mapping[prediction[0]]\n",
        "print(\"Predicted emotion:\", predicted_emotion)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "include_colab_link": true,
      "provenance": []
    },
    "kernelspec": {
      "display_name": "venv",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.9"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}