PART D A REAL TEXT CLASSIFICATION TASK.ipynb

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    "colab": {
      "name": "190784331_Lab_6(Part_D).ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h0xmd_7tkl2Z",
        "colab_type": "text"
      },
      "source": [
        "# * Installing emoji and demoji"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cMe39Vxgxf6Y",
        "colab_type": "code",
        "outputId": "4026ad6f-020f-4ff5-8aba-6ec3ce363880",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 178
        }
      },
      "source": [
        "!pip install demoji\n",
        "!pip install emoji"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: demoji in /usr/local/lib/python3.6/dist-packages (0.1.5)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from demoji) (45.1.0)\n",
            "Requirement already satisfied: requests<3.0.0 in /usr/local/lib/python3.6/dist-packages (from demoji) (2.21.0)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0->demoji) (3.0.4)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0->demoji) (2.8)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0->demoji) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3.0.0->demoji) (2019.11.28)\n",
            "Requirement already satisfied: emoji in /usr/local/lib/python3.6/dist-packages (0.5.4)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_ybIMGCQk6Wt",
        "colab_type": "text"
      },
      "source": [
        "# * Importing all the required libraries\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1igjVGxkxt6s",
        "colab_type": "code",
        "outputId": "3e57a29e-1820-40b5-ddc9-29c07eb19173",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "import nltk\n",
        "import numpy as np\n",
        "import os\n",
        "import keras\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import re\n",
        "import emoji\n",
        "import string as str\n",
        "\n",
        "# NLTK's\n",
        "from nltk import word_tokenize\n",
        "from nltk.classify import SklearnClassifier\n",
        "from nltk import FreqDist\n",
        "from nltk.tokenize import RegexpTokenizer\n",
        "from nltk.corpus import wordnet as wn\n",
        "from nltk.corpus import stopwords\n",
        "from collections import Counter\n",
        "from nltk.stem import WordNetLemmatizer\n",
        "#from nltk.tag import CRFTagger\n",
        "#from nltk import pos_tag\n",
        "#from nltk.stem.porter import PorterStemmer\n",
        "#tokenizer = nltk.tokenize.TreebankWordTokenizer()\n",
        "lemmatizer = WordNetLemmatizer()\n",
        "#demoji.download_codes()\n",
        "#nltk.download('averaged_perceptron_tagger')\n",
        "\n",
        "nltk.download('wordnet')\n",
        "nltk.download('stopwords')\n",
        "\n",
        "#from collections import defaultdict\n",
        "\n",
        "# Keras\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Flatten, LSTM, Conv1D, MaxPooling1D, Dropout, Activation\n",
        "from keras.layers.embeddings import Embedding\n",
        "from keras.layers import Lambda, GlobalAveragePooling1D, Dense, Embedding, Dropout, LSTM\n",
        "from keras import backend as K\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "os.chdir(\"/content/drive/My Drive/QMUL/NN&NLP/OLIDv1.0\")\n",
        "\n",
        "np.random.seed(500)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<p style=\"color: red;\">\n",
              "The default version of TensorFlow in Colab will soon switch to TensorFlow 2.x.<br>\n",
              "We recommend you <a href=\"https://www.tensorflow.org/guide/migrate\" target=\"_blank\">upgrade</a> now \n",
              "or ensure your notebook will continue to use TensorFlow 1.x via the <code>%tensorflow_version 1.x</code> magic:\n",
              "<a href=\"https://colab.research.google.com/notebooks/tensorflow_version.ipynb\" target=\"_blank\">more info</a>.</p>\n"
            ],
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              "<IPython.core.display.HTML object>"
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          "metadata": {
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          "text": [
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ik2gOkV5lyeu",
        "colab_type": "text"
      },
      "source": [
        "# * Loading the Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MO3xZ9uwx21x",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Load all training and test files for training\n",
        "trainingdata = pd.read_csv(\"olid-training-v1.0.tsv\", delimiter=\"\\t\", encoding='utf-8')\n",
        "\n",
        "# assiging tweets and subtasks separetely\n",
        "X_train = trainingdata['tweet']\n",
        "Y_train_a = trainingdata['subtask_a']\n",
        "Y_train_b = trainingdata['subtask_b']\n",
        "Y_train_c = trainingdata['subtask_c']\n",
        "\n",
        "# Load the Testing Data\n",
        "testing_data1 = pd.read_csv(\"testset-levela.tsv\", delimiter=\"\\t\") \n",
        "testing_data2 = pd.read_csv(\"testset-levelb.tsv\", delimiter=\"\\t\")  \n",
        "testing_data3 = pd.read_csv(\"testset-levelb.tsv\", delimiter=\"\\t\") "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h1MMP28MnIsu",
        "colab_type": "text"
      },
      "source": [
        "# * Exploratory Data Analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Enp4PrV0nR5X",
        "colab_type": "code",
        "outputId": "de53d45d-1d3e-4114-a284-92dc223ad40d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        }
      },
      "source": [
        "trainingdata.head()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tweet</th>\n",
              "      <th>subtask_a</th>\n",
              "      <th>subtask_b</th>\n",
              "      <th>subtask_c</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>86426</td>\n",
              "      <td>@USER She should ask a few native Americans wh...</td>\n",
              "      <td>OFF</td>\n",
              "      <td>UNT</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>90194</td>\n",
              "      <td>@USER @USER Go home you’re drunk!!! @USER #MAG...</td>\n",
              "      <td>OFF</td>\n",
              "      <td>TIN</td>\n",
              "      <td>IND</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>16820</td>\n",
              "      <td>Amazon is investigating Chinese employees who ...</td>\n",
              "      <td>NOT</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>62688</td>\n",
              "      <td>@USER Someone should'veTaken\" this piece of sh...</td>\n",
              "      <td>OFF</td>\n",
              "      <td>UNT</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>43605</td>\n",
              "      <td>@USER @USER Obama wanted liberals &amp;amp; illega...</td>\n",
              "      <td>NOT</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      id                                              tweet  ... subtask_b subtask_c\n",
              "0  86426  @USER She should ask a few native Americans wh...  ...       UNT       NaN\n",
              "1  90194  @USER @USER Go home you’re drunk!!! @USER #MAG...  ...       TIN       IND\n",
              "2  16820  Amazon is investigating Chinese employees who ...  ...       NaN       NaN\n",
              "3  62688  @USER Someone should'veTaken\" this piece of sh...  ...       UNT       NaN\n",
              "4  43605  @USER @USER Obama wanted liberals &amp; illega...  ...       NaN       NaN\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-8f90zEfng1-",
        "colab_type": "code",
        "outputId": "c1956781-099a-4bb7-ae7f-1755616baa86",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 194
        }
      },
      "source": [
        "trainingdata.info()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 13240 entries, 0 to 13239\n",
            "Data columns (total 5 columns):\n",
            "id           13240 non-null int64\n",
            "tweet        13240 non-null object\n",
            "subtask_a    13240 non-null object\n",
            "subtask_b    4400 non-null object\n",
            "subtask_c    3876 non-null object\n",
            "dtypes: int64(1), object(4)\n",
            "memory usage: 517.3+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P16BrtmHzMm3",
        "colab_type": "code",
        "outputId": "c4e91255-4d3d-467e-bcd3-e29a81958a90",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 315
        }
      },
      "source": [
        "import seaborn as sns\n",
        "plot_sns = sns.countplot(trainingdata['subtask_a'], label='Total')\n",
        "NOT, OFF  = trainingdata['subtask_a'].value_counts()\n",
        "print('Offensive: ',OFF)\n",
        "print('Not Offensive : ',NOT)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Offensive:  4400\n",
            "Not Offensive :  8840\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fTcEHORHq_0i",
        "colab_type": "text"
      },
      "source": [
        "# Preprocessing Dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NjcZGrbX7D1H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#FACTORIZING LABELS\n",
        "trainingdata['label']=trainingdata['subtask_a'].factorize()[0]\n",
        "trainingdata_twt = trainingdata['tweet']\n",
        "trainingdata_lbl = trainingdata['label']\n",
        "\n",
        "#FUNTION TO REMOVE \n",
        "def remove_PunctuationAndNum(Word):\n",
        "  # define punctuation\n",
        "  punctuation = \"\"\"@:#'’!'!\"#$%&()”+,-./:;<=>?@[\\\\]“^_`{|}~\\t\\n'\"\"\"\n",
        "  # Space the special characters with white spaces\n",
        "  output_word = ''\n",
        "  for char in Word:\n",
        "    if char not in punctuation and not char.isnumeric():\n",
        "      output_word = output_word + char\n",
        "  return output_word\n",
        "\n",
        "\n",
        "def remove_punct(text):\n",
        "    text  = \"\".join([char for char in text if char not in str.punctuation])\n",
        "    text = re.sub('[0-9]+', '', text)\n",
        "    return text\n",
        "ps = nltk.PorterStemmer()\n",
        "\n",
        "def stemming(text):\n",
        "    text = [ps.stem(word) for word in text]\n",
        "    return text\n",
        "\n",
        "#Dictionary for apostrophe characters\n",
        "apost_Dict = {\n",
        "              \"'m\" :\"am\", \"n't\" : \"not\", \"'s\" : \"is\", \"'re\" : \"are\", \"'ve\" : \"have\", \"'ll\" : \"will\", \"'d\" : \"had\",\n",
        "              \"cause\" : \"because\", \"c'mon\" : \"come on\", \"nt\" :\"not\", \"'s\" : \"is\", '&' : 'and', '&amp;' : 'and',\n",
        "              '\\+' : 'plus', \"'ve\" : 'have'\n",
        "\t            }\n",
        "tokenizer = nltk.tokenize.TreebankWordTokenizer()\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "#LOWERCASING, REMOVING STOP WORDS, \n",
        "def clean_text(tweet):\n",
        "    stop_words = stopwords.words(\"english\")\n",
        "    filtered_sentence=[]\n",
        "    if tweet in apost_Dict:\n",
        "      tweet = apost_Dict[tweet]\n",
        "    tweet = emoji.demojize(tweet)\n",
        "    tweet = remove_PunctuationAndNum(tweet)\n",
        "    tweet = tweet.lower().split()\n",
        "    filtered_sentence = [w for w in tweet if w not in stop_words]\n",
        "    filtered_sentence = \" \".join(filtered_sentence)\n",
        "    return filtered_sentence\n",
        "\n",
        "\n",
        "X_train_preprocessed = trainingdata['tweet'].map(lambda x: clean_text(x))\n",
        "#print(trainingdata)\n",
        "#X_train_preprocessed = trainingdata['tweet']\n",
        "# count0 = 0\n",
        "# count1 = 0\n",
        "# for i in trainingdata[\"label\"]:\n",
        "#     if i == 0:\n",
        "#         count0+=1\n",
        "#     else:\n",
        "#         count1+=1\n",
        "# print(\"Offensive Tweets: \",count0)\n",
        "# print(\"Non Offensive Tweets: \",count1)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KE2Wdq8wvh4v",
        "colab_type": "code",
        "outputId": "45be3ce1-2529-4a91-d853-b3152d64907b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 230
        }
      },
      "source": [
        "X_train_preprocessed"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0                           user ask native americans take\n",
              "1        user user go home youre drunk user maga trump ...\n",
              "2        amazon investigating chinese employees selling...\n",
              "3        user someone shouldvetaken piece shit volcano ...\n",
              "4        user user obama wanted liberals amp illegals m...\n",
              "                               ...                        \n",
              "13235    user sometimes get strong vibes people mans vi...\n",
              "13236    benidorm whiteheavycheckmark creamfields white...\n",
              "13237                   user report garbage dont give crap\n",
              "13238                                           user pussy\n",
              "13239    spanishrevenge vs justice humanrights freedomo...\n",
              "Name: tweet, Length: 13240, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NBmV4Vht3cc9",
        "colab_type": "text"
      },
      "source": [
        "* TOKENIZING AND CREATING SEQUENCE"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jhQxo6_hXLm9",
        "colab_type": "code",
        "outputId": "776df6f6-016d-4b08-8483-69acd254e4ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "#TOKENIZING AND CREATING SEQUENCE 1\n",
        "tokenizer = keras.preprocessing.text.Tokenizer()\n",
        "tokenizer.fit_on_texts(X_train_preprocessed)\n",
        "\n",
        "word2idx = tokenizer.word_index\n",
        "word2idx = {k:(v+2) for k,v in word2idx.items()}\n",
        "word2idx[\"<PAD>\"] = 0\n",
        "word2idx[\"<START>\"] = 1\n",
        "word2idx[\"<UNK>\"] = 2\n",
        "print(word2idx)\n",
        "#print(trainingdata['tweet'])"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'user': 3, 'url': 4, 'liberals': 5, 'gun': 6, 'control': 7, 'antifa': 8, 'like': 9, 'maga': 10, 'conservatives': 11, 'dont': 12, 'people': 13, 'get': 14, 'amp': 15, 'one': 16, 'know': 17, 'trump': 18, 'think': 19, 'would': 20, 'im': 21, 'good': 22, 'right': 23, 'us': 24, 'thats': 25, 'time': 26, 'want': 27, 'go': 28, 'need': 29, 'see': 30, 'never': 31, 'going': 32, 'shit': 33, 'even': 34, 'say': 35, 'love': 36, 'cant': 37, 'make': 38, 'really': 39, 'way': 40, 'back': 41, 'still': 42, 'much': 43, 'well': 44, 'left': 45, 'vote': 46, 'doesnt': 47, 'democrats': 48, 'better': 49, 'also': 50, 'take': 51, 'believe': 52, 'hes': 53, 'party': 54, 'man': 55, 'youre': 56, 'said': 57, 'president': 58, 'u': 59, 'country': 60, 'many': 61, 'great': 62, 'didnt': 63, 'look': 64, 'keep': 65, 'hope': 66, 'nothing': 67, 'liberal': 68, 'could': 69, 'another': 70, 'years': 71, 'kavanaugh': 72, 'stop': 73, 'thing': 74, 'lol': 75, 'please': 76, 'trying': 77, 'always': 78, 'sure': 79, 'laws': 80, 'got': 81, 'support': 82, 'ever': 83, 'every': 84, 'money': 85, 'yes': 86, 'thank': 87, 'america': 88, 'life': 89, 'ass': 90, 'hate': 91, 'work': 92, 'fuck': 93, 'new': 94, 'care': 95, 'away': 96, 'help': 97, 'god': 98, 'give': 99, 'women': 100, 'isnt': 101, 'everyone': 102, 'anything': 103, 'white': 104, 'big': 105, 'getting': 106, 'woman': 107, 'saying': 108, 'someone': 109, 'first': 110, 'tell': 111, 'bad': 112, 'best': 113, 'guns': 114, 'oh': 115, 'shes': 116, 'wrong': 117, 'maybe': 118, 'real': 119, 'call': 120, 'everything': 121, 'day': 122, 'guy': 123, 'needs': 124, 'show': 125, 'let': 126, 'actually': 127, 'old': 128, 'since': 129, 'anyone': 130, 'something': 131, 'law': 132, 'fucking': 133, 'come': 134, 'person': 135, 'made': 136, 'things': 137, 'mean': 138, 'world': 139, 'black': 140, 'violence': 141, 'government': 142, 'must': 143, 'put': 144, 'long': 145, 'done': 146, 'use': 147, 'news': 148, 'point': 149, 'enough': 150, 'already': 151, 'yet': 152, 'funny': 153, 'try': 154, 'true': 155, 'year': 156, 'lying': 157, 'truth': 158, 'stupid': 159, 'obama': 160, 'american': 161, 'thought': 162, 'part': 163, 'last': 164, 'says': 165, 'twitter': 166, 'theyre': 167, 'far': 168, 'talking': 169, 'state': 170, 'republicans': 171, 'lot': 172, 'free': 173, 'next': 174, 'talk': 175, 'follow': 176, 'fake': 177, 'start': 178, 'wont': 179, 'dems': 180, 'may': 181, 'job': 182, 'conservative': 183, 'feel': 184, 'little': 185, 'remember': 186, 'read': 187, 'making': 188, 'makes': 189, 'looks': 190, 'racist': 191, 'probably': 192, 'americans': 193, 'looking': 194, 'rights': 195, 'hard': 196, 'used': 197, 'game': 198, 'understand': 199, 'power': 200, 'political': 201, 'facewithtearsofjoy': 202, 'media': 203, 'school': 204, 'change': 205, 'hell': 206, 'sorry': 207, 'reason': 208, 'ive': 209, 'thanks': 210, 'sense': 211, 'coming': 212, 'bitch': 213, 'fact': 214, 'around': 215, 'home': 216, 'stand': 217, 'problem': 218, 'today': 219, 'name': 220, 'yeah': 221, 'beautiful': 222, 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'method': 3479, 'forgive': 3480, 'concealed': 3481, 'facewithraisedeyebrow': 3482, 'awe': 3483, 'nowhere': 3484, 'zones': 3485, 'breaks': 3486, 'root': 3487, 'experienced': 3488, 'diff': 3489, 'invite': 3490, 'listed': 3491, 'worship': 3492, 'loudlycryingfaceloudlycryingfaceloudlycryingfaceloudlycryingface': 3493, 'yelling': 3494, 'snow': 3495, 'remains': 3496, 'circus': 3497, 'educating': 3498, 'billions': 3499, 'shout': 3500, 'suspicious': 3501, 'mn': 3502, 'charlottesville': 3503, 'bobby': 3504, 'explode': 3505, 'comrade': 3506, 'ricans': 3507, 'influence': 3508, 'trolling': 3509, 'z': 3510, 'anita': 3511, 'sudden': 3512, 'russians': 3513, 'scumbag': 3514, 'raise': 3515, 'dads': 3516, 'pisses': 3517, 'councils': 3518, 'vatican': 3519, 'disappear': 3520, 'originally': 3521, 'reelection': 3522, 'addiction': 3523, 'pitiful': 3524, 'facist': 3525, 'principles': 3526, 'identify': 3527, 'collective': 3528, 'mcconnell': 3529, 'accuses': 3530, 'nevertrump': 3531, 'recent': 3532, 'boycottnike': 3533, 'representation': 3534, 'print': 3535, 'holiday': 3536, 'secretary': 3537, 'scale': 3538, 'demonrats': 3539, 'condition': 3540, 'citizenship': 3541, 'denying': 3542, 'absurd': 3543, 'occur': 3544, 'duck': 3545, 'twisted': 3546, 'hitlers': 3547, 'satire': 3548, 'motives': 3549, 'bigoted': 3550, 'mute': 3551, 'tickets': 3552, 'meal': 3553, 'plastic': 3554, 'racket': 3555, 'goals': 3556, 'elderly': 3557, 'steady': 3558, 'buddies': 3559, 'explanation': 3560, 'exclusively': 3561, 'striking': 3562, 'sells': 3563, 'tryna': 3564, 'perjury': 3565, 'gosh': 3566, 'polite': 3567, 'groped': 3568, 'neck': 3569, 'busted': 3570, 'silently': 3571, 'assaulting': 3572, 'strongest': 3573, 'screamed': 3574, 'remainers': 3575, 'canadas': 3576, 'anarchist': 3577, 'disrupt': 3578, 'clarify': 3579, 'elses': 3580, 'entering': 3581, 'djt': 3582, 'thursday': 3583, 'accountability': 3584, 'starts': 3585, 'manga': 3586, 'conclusions': 3587, 'scheme': 3588, 'desperation': 3589, 'bravery': 3590, 'tools': 3591, 'communism': 3592, 'cater': 3593, 'marxists': 3594, 'ab': 3595, 'abusers': 3596, 'mocking': 3597, 'emotion': 3598, 'screw': 3599, 'reply': 3600, 'jerk': 3601, 'inability': 3602, 'grasp': 3603, 'lincoln': 3604, 'hid': 3605, 'tina': 3606, 'diet': 3607, 'kavanagh': 3608, 'picks': 3609, 'cmon': 3610, 'solidarity': 3611, 'unitedstatesunitedstates': 3612, 'television': 3613, 'aunt': 3614, 'fame': 3615, 'grows': 3616, 'aims': 3617, 'slip': 3618, 'unarmed': 3619, 'mccain': 3620, 'staying': 3621, 'dictatorship': 3622, 'fell': 3623, 'perverted': 3624, 'uneducated': 3625, 'declared': 3626, 'forgetting': 3627, 'senators': 3628, 'stab': 3629, 'packing': 3630, 'employee': 3631, 'fashion': 3632, 'choices': 3633, 'applies': 3634, 'thatcher': 3635, 'genuinely': 3636, 'sheeple': 3637, 'semiautomatic': 3638, 'organized': 3639, 'weight': 3640, 'facewithsteamfromnose': 3641, 'depend': 3642, 'celebrate': 3643, 'aid': 3644, 'lit': 3645, 'maga￼unitedstatesa': 3646, 'krav': 3647, 'patriotic': 3648, 'successfully': 3649, 'kaycee': 3650, 'product': 3651, 'pregnant': 3652, 'poorly': 3653, 'aspect': 3654, 'cow': 3655, 'predictable': 3656, 'regret': 3657, 'rinos': 3658, 'immoral': 3659, 'dianne': 3660, 'shade': 3661, 'hollyweird': 3662, 'iphone': 3663, 'curb': 3664, 'struggle': 3665, 'capitalism': 3666, 'sa': 3667, 'irs': 3668, 'ignores': 3669, 'sided': 3670, 'blindly': 3671, 'wouldve': 3672, 'bizarre': 3673, 'friendly': 3674, 'bastard': 3675, 'lewis': 3676, 'detector': 3677, 'alinsky': 3678, 'vulnerable': 3679, 'imagined': 3680, 'marijuana': 3681, 'pharma': 3682, 'favourite': 3683, 'declassified': 3684, 'increased': 3685, 'receiver': 3686, 'fabric': 3687, 'reminds': 3688, 'programs': 3689, 'bow': 3690, 'rat': 3691, 'fees': 3692, 'petty': 3693, 'prize': 3694, 'generations': 3695, 'tank': 3696, 'responding': 3697, 'muted': 3698, 'labeled': 3699, 'directed': 3700, 'ty': 3701, 'hits': 3702, 'votethemout': 3703, 'intentions': 3704, 'remembered': 3705, 'brings': 3706, 'journey': 3707, 'spotlight': 3708, 'shots': 3709, 'coz': 3710, 'began': 3711, 'injured': 3712, 'stepping': 3713, 'affected': 3714, 'fyi': 3715, 'radicalism': 3716, 'blessing': 3717, 'interviewed': 3718, 'pd': 3719, 'driver': 3720, 'misleading': 3721, 'sale': 3722, 'sept': 3723, 'writes': 3724, 'spare': 3725, 'opportunities': 3726, 'eaten': 3727, 'essential': 3728, 'capitalist': 3729, 'blanket': 3730, 'direction': 3731, 'cum': 3732, 'rats': 3733, 'toriesout': 3734, 'facescreaminginfear': 3735, 'angryface': 3736, 'soccer': 3737, 'offering': 3738, 'questioning': 3739, 'rant': 3740, 'cos': 3741, 'french': 3742, 'ferguson': 3743, 'hispanic': 3744, 'authority': 3745, 'millionaires': 3746, 'recovery': 3747, 'fraction': 3748, 'nixon': 3749, 'francis': 3750, 'crawl': 3751, 'brandon': 3752, 'democratsliberals': 3753, 'orourke': 3754, 'scandal': 3755, 'tpp': 3756, 'headline': 3757, 'asian': 3758, 'correlation': 3759, 'judging': 3760, 'loans': 3761, 'eddie': 3762, 'pill': 3763, 'reminded': 3764, 'defence': 3765, 'incredibly': 3766, 'differently': 3767, 'divorced': 3768, 'toronto': 3769, 'reduce': 3770, 'participate': 3771, 'brand': 3772, 'violation': 3773, 'unable': 3774, 'divorce': 3775, 'reached': 3776, 'andrew': 3777, 'responses': 3778, 'app': 3779, 'nuclear': 3780, 'disagrees': 3781, 'goers': 3782, 'ruger': 3783, 'couch': 3784, 'bother': 3785, 'analysis': 3786, 'athlete': 3787, 'backhandindexpointingdown': 3788, 'frauds': 3789, 'quo': 3790, 'magakag': 3791, 'kicking': 3792, 'describing': 3793, 'historically': 3794, 'spray': 3795, 'tone': 3796, 'shoots': 3797, 'ahhh': 3798, 'align': 3799, 'joy': 3800, 'excluding': 3801, 'testing': 3802, 'winkingfacewithtongue': 3803, 'longterm': 3804, 'chief': 3805, 'jacket': 3806, 'topic': 3807, 'defeat': 3808, 'ugh': 3809, 'orban': 3810, 'invisible': 3811, 'quebec': 3812, 'loan': 3813, 'beta': 3814, 'altleft': 3815, 'numerous': 3816, 'blew': 3817, 'stunt': 3818, 'apples': 3819, 'neighborhoods': 3820, 'spell': 3821, 'aww': 3822, 'morality': 3823, 'watches': 3824, 'lame': 3825, 'verify': 3826, 'whine': 3827, 'shhh': 3828, 'appreciated': 3829, 'offenders': 3830, 'teenage': 3831, 'permission': 3832, 'contact': 3833, 'sea': 3834, 'beach': 3835, 'clients': 3836, 'classic': 3837, 'bros': 3838, 'badass': 3839, 'removing': 3840, 'treating': 3841, 'hun': 3842, 'kettle': 3843, 'dairy': 3844, 'accomplishments': 3845, 'dragon': 3846, 'central': 3847, 'antitrump': 3848, 'tw': 3849, 'blatantly': 3850, 'vietnam': 3851, 'draft': 3852, 'loony': 3853, 'frankly': 3854, 'maryland': 3855, 'booming': 3856, 'responded': 3857, 'derangement': 3858, 'umpire': 3859, 'askally': 3860, 'thin': 3861, 'tragedy': 3862, 'whatsoever': 3863, 'linked': 3864, 'aw': 3865, 'fucker': 3866, 'succeed': 3867, 'scratch': 3868, 'tf': 3869, 'stomach': 3870, 'korea': 3871, 'quiet': 3872, 'islamic': 3873, 'screams': 3874, 'asks': 3875, 'usaunitedstates': 3876, 'emails': 3877, 'author': 3878, 'attend': 3879, 'hint': 3880, 'steve': 3881, 'profiles': 3882, 'montel': 3883, 'tend': 3884, 'unbiased': 3885, 'august': 3886, 'fantasy': 3887, 'gal': 3888, 'residents': 3889, 'fly': 3890, 'heavily': 3891, 'levels': 3892, 'involves': 3893, 'stopbrexit': 3894, 'annoying': 3895, 'convicted': 3896, 'invited': 3897, 'hearts': 3898, 'deliberately': 3899, 'contract': 3900, 'proposal': 3901, 'neutral': 3902, 'paycheck': 3903, 'legs': 3904, 'beloved': 3905, 'itd': 3906, 'aligned': 3907, 'lap': 3908, 'tall': 3909, 'viewers': 3910, 'ol': 3911, 'continued': 3912, 'selection': 3913, 'agency': 3914, 'negotiations': 3915, 'dang': 3916, 'tearing': 3917, 'technology': 3918, 'imposed': 3919, 'cooper': 3920, 'patriotsunited': 3921, 'unleashed': 3922, 'connecticut': 3923, 'hunter': 3924, 'prices': 3925, 'engage': 3926, 'desantis': 3927, 'fiscal': 3928, 'machine': 3929, 'insanity': 3930, 'useful': 3931, 'necessary': 3932, 'demographics': 3933, 'horrendous': 3934, 'ultimate': 3935, 'implemented': 3936, 'measure': 3937, 'donate': 3938, 'downarrow': 3939, 'setup': 3940, 'agendas': 3941, 'wakeup': 3942, 'crybaby': 3943, 'focusing': 3944, 'um': 3945, 'distinction': 3946, 'marketing': 3947, 'inch': 3948, 'propose': 3949, 'degree': 3950, 'chosen': 3951, 'trillion': 3952, 'specifically': 3953, 'priorities': 3954, 'longerterm': 3955, 'partnerships': 3956, 'enforce': 3957, 'fucken': 3958, 'sued': 3959, 'height': 3960, 'burden': 3961, 'trailer': 3962, 'shadow': 3963, 'neveragain': 3964, 'greedy': 3965, 'eliminated': 3966, 'ww': 3967, 'solutions': 3968, 'unpopular': 3969, 'rican': 3970, 'mood': 3971, 'german': 3972, 'colin': 3973, 'antisemite': 3974, 'latino': 3975, 'ireland': 3976, 'tyranny': 3977, 'sticking': 3978, 'unborn': 3979, 'celebrity': 3980, 'pregnancy': 3981, 'monopoly': 3982, 'baltimore': 3983, 'lesbian': 3984, 'capable': 3985, 'owes': 3986, 'waited': 3987, 'cheese': 3988, 'repeatedly': 3989, 'click': 3990, 'christmas': 3991, 'creative': 3992, 'avi': 3993, 'passionate': 3994, 'kissing': 3995, 'grok': 3996, 'confidence': 3997, 'theories': 3998, 'formed': 3999, 'hmmm': 4000, 'robert': 4001, 'consistent': 4002, 'spygate': 4003, 'mary': 4004, 'antonio': 4005, 'ip': 4006, 'gif': 4007, 'antifascism': 4008, 'austin': 4009, 'truck': 4010, 'elites': 4011, 'factory': 4012, 'destructive': 4013, 'midterm': 4014, 'cherry': 4015, 'ron': 4016, 'thanking': 4017, 'map': 4018, 'scalise': 4019, 'indicted': 4020, 'genocide': 4021, 'messages': 4022, 'sack': 4023, 'thick': 4024, 'golf': 4025, 'load': 4026, 'msnbc': 4027, 'guts': 4028, 'rent': 4029, 'dreamers': 4030, 'womb': 4031, 'bug': 4032, 'wealthy': 4033, 'crossing': 4034, 'insults': 4035, 'takeover': 4036, 'retweeted': 4037, 'campuses': 4038, 'rubio': 4039, 'retweeting': 4040, 'shove': 4041, 'immigrant': 4042, 'acted': 4043, 'steps': 4044, 'buck': 4045, 'signaling': 4046, 'responds': 4047, 'retail': 4048, 'survival': 4049, 'seated': 4050, 'thrilled': 4051, 'negotiating': 4052, 'wednesday': 4053, 'sexism': 4054, 'traffic': 4055, 'warrior': 4056, 'manshrugging': 4057, 'stopping': 4058, 'transfer': 4059, 'decade': 4060, 'southern': 4061, 'produce': 4062, 'intention': 4063, 'reverse': 4064, 'pics': 4065, 'walkawaydemocrats': 4066, 'deepstatecorruption': 4067, 'taste': 4068, 'sing': 4069, 'connect': 4070, 'chasing': 4071, 'stalling': 4072, 'kelly': 4073, 'nina': 4074, 'disqualify': 4075, 'electorate': 4076, 'material': 4077, 'shares': 4078, 'charity': 4079, 'ap': 4080, 'ryan': 4081, 'shoulder': 4082, 'addresses': 4083, 'representing': 4084, 'requires': 4085, 'narcissistic': 4086, 'burt': 4087, 'dm': 4088, 'deport': 4089, 'farleft': 4090, 'context': 4091, 'cryingface': 4092, 'fist': 4093, 'le': 4094, 'outcome': 4095, 'dumbass': 4096, 'activities': 4097, 'humanity': 4098, 'oct': 4099, 'brazil': 4100, 'sins': 4101, 'permit': 4102, 'incidents': 4103, 'freaks': 4104, 'handguns': 4105, 'tune': 4106, 'harper': 4107, 'scheer': 4108, 'firefirefire': 4109, 'wine': 4110, 'grabbing': 4111, 'misogyny': 4112, 'introducing': 4113, 'clothes': 4114, 'bench': 4115, 'stake': 4116, 'lawsuit': 4117, 'tons': 4118, 'purpleheart': 4119, 'june': 4120, 'undermining': 4121, 'melting': 4122, 'warming': 4123, 'feminism': 4124, 'marches': 4125, 'boost': 4126, 'brettkavanaugh': 4127, 'painful': 4128, 'gdp': 4129, 'thinker': 4130, 'skip': 4131, 'candace': 4132, 'owens': 4133, 'cognitive': 4134, 'davis': 4135, 'independents': 4136, 'reveals': 4137, 'manage': 4138, 'perpetuate': 4139, 'puertorico': 4140, 'somewhat': 4141, 'moms': 4142, 'hurry': 4143, 'regulated': 4144, 'circulation': 4145, 'nigger': 4146, 'creep': 4147, 'firm': 4148, 'confronted': 4149, 'ouch': 4150, 'diamond': 4151, 'terrified': 4152, 'sounded': 4153, 'andor': 4154, 'agreement': 4155, 'demoncraps': 4156, 'locked': 4157, 'cue': 4158, 'shill': 4159, 'blown': 4160, 'therainmakers': 4161, 'antiantifa': 4162, 'monkey': 4163, 'grinningsquintingface': 4164, 'magic': 4165, 'competing': 4166, 'pen': 4167, 'og': 4168, 'ripping': 4169, 'charts': 4170, 'vets': 4171, 'flick': 4172, 'chips': 4173, 'womanshrugging': 4174, 'serves': 4175, 'stoned': 4176, 'slot': 4177, 'bloomberg': 4178, 'sometime': 4179, 'appropriate': 4180, 'unity': 4181, 'hostile': 4182, 'bump': 4183, 'boycottnfl': 4184, 'ordered': 4185, 'pole': 4186, 'section': 4187, 'rollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughing': 4188, 'omfg': 4189, 'moves': 4190, 'weaponized': 4191, 'regime': 4192, 'graph': 4193, 'tommy': 4194, 'fema': 4195, 'contacted': 4196, 'tweeted': 4197, 'co': 4198, 'feeds': 4199, 'quotes': 4200, 'lecture': 4201, 'jamie': 4202, 'fucks': 4203, 'engaged': 4204, 'cake': 4205, 'franken': 4206, 'realm': 4207, 'possibility': 4208, 'copy': 4209, 'tuesday': 4210, 'holds': 4211, 'governing': 4212, 'sara': 4213, 'salty': 4214, 'troubled': 4215, 'eats': 4216, 'indiana': 4217, 'swalwell': 4218, 'marching': 4219, 'peacefully': 4220, 'angela': 4221, 'lindsey': 4222, 'heavens': 4223, 'guest': 4224, 'catholics': 4225, 'nationally': 4226, 'matt': 4227, 'races': 4228, 'celebrities': 4229, 'ongoing': 4230, 'hahahaha': 4231, 'handbook': 4232, 'bray': 4233, 'quote': 4234, 'satanists': 4235, 'doubleexclamationmark': 4236, 'wishes': 4237, 'station': 4238, 'poutingface': 4239, 'condemning': 4240, 'celebs': 4241, 'loop': 4242, 'placing': 4243, 'contributions': 4244, 'ship': 4245, 'blowing': 4246, 'hmmmm': 4247, 'cuomo': 4248, 'rachel': 4249, 'bridge': 4250, 'belly': 4251, 'cheerleader': 4252, 'polish': 4253, 'triggered': 4254, 'jimin': 4255, 'violating': 4256, 'improve': 4257, 'statue': 4258, 'desk': 4259, 'suppression': 4260, 'attorneys': 4261, 'switch': 4262, 'warn': 4263, 'detat': 4264, 'amongst': 4265, 'shining': 4266, 'coolest': 4267, 'insurance': 4268, 'wrongs': 4269, 'incorrect': 4270, 'miserable': 4271, 'viewed': 4272, 'journalism': 4273, 'familiar': 4274, 'prosecute': 4275, 'limit': 4276, 'juanita': 4277, 'broderick': 4278, 'nails': 4279, 'recommend': 4280, 'stays': 4281, 'unnecessary': 4282, 'complains': 4283, 'a': 4284, 'prevented': 4285, 'equal': 4286, 'courageous': 4287, 'witnesses': 4288, 'dept': 4289, 'latter': 4290, 'payroll': 4291, 'objective': 4292, 'leak': 4293, 'iowa': 4294, 'ko': 4295, 'journalistic': 4296, 'qb': 4297, 'learning': 4298, 'drawing': 4299, 'amazingly': 4300, 'freak': 4301, 'memes': 4302, 'welcomed': 4303, 'casey': 4304, 'electricity': 4305, 'accordingly': 4306, 'challenges': 4307, 'existed': 4308, 'spit': 4309, 'ultra': 4310, 'sushi': 4311, 'magas': 4312, 'govern': 4313, 'prosperity': 4314, 'godless': 4315, 'emphasis': 4316, 'mastermind': 4317, 'obsession': 4318, 'pawn': 4319, 'lyingface': 4320, 'outfit': 4321, 'nyt': 4322, 'bts': 4323, 'mandatory': 4324, 'worthless': 4325, 'complaint': 4326, 'populism': 4327, 'lethal': 4328, 'smell': 4329, 'overrun': 4330, 'surrounded': 4331, 'defended': 4332, 'taught': 4333, 'mistaken': 4334, 'priority': 4335, 'killings': 4336, 'seek': 4337, 'uphold': 4338, 'cookies': 4339, 'electing': 4340, 'frustrated': 4341, 'liberalismisamentaldisease': 4342, 'penalized': 4343, 'childish': 4344, 'competent': 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'antisemitic': 5441, 'lefts': 5442, 'borrowers': 5443, 'spooky': 5444, 'fundraising': 5445, 'maps': 5446, 'outright': 5447, 'carlson': 5448, 'representative': 5449, 'guided': 5450, 'environmental': 5451, 'turnout': 5452, 'asians': 5453, 'nailed': 5454, 'solely': 5455, 'nikki': 5456, 'haley': 5457, 'yesterdays': 5458, 'stopkanavaugh': 5459, 'weirdos': 5460, 'juvenile': 5461, 'hosts': 5462, 'illogical': 5463, 'sleaze': 5464, 'wicked': 5465, 'wannabes': 5466, 'drum': 5467, 'kavenaugh': 5468, 'upholding': 5469, 'smug': 5470, 'schedule': 5471, 'optics': 5472, 'washed': 5473, 'sorts': 5474, 'dey': 5475, 'chick': 5476, 'quest': 5477, 'chickens': 5478, 'stages': 5479, 'myth': 5480, 'wack': 5481, 'males': 5482, 'merkel': 5483, 'teens': 5484, 'outing': 5485, 'nintendo': 5486, 'berlin': 5487, 'restore': 5488, 'sun': 5489, 'robust': 5490, 'greed': 5491, 'crappy': 5492, 'thoughtful': 5493, 'teenagers': 5494, 'naked': 5495, 'assist': 5496, 'brotherhood': 5497, 'slaughter': 5498, 'gut': 5499, 'flush': 5500, 'dildo': 5501, 'doxing': 5502, 'suspensions': 5503, 'assassinate': 5504, 'frightened': 5505, 'elder': 5506, 'hopes': 5507, 'unpredictable': 5508, 'monuments': 5509, 'easiest': 5510, 'thatll': 5511, 'ads': 5512, 'equals': 5513, 'twist': 5514, 'colored': 5515, 'sheets': 5516, 'ahole': 5517, 'activity': 5518, 'treats': 5519, 'wrestling': 5520, 'sauce': 5521, 'package': 5522, 'nsa': 5523, 'hackers': 5524, 'demonic': 5525, 'unitedstatesmaga': 5526, 'revolutionary': 5527, 'pesky': 5528, 'earn': 5529, 'appeared': 5530, 'repeated': 5531, 'weakness': 5532, 'repub': 5533, 'atleast': 5534, 'batshit': 5535, 'sbornwomen': 5536, 'pirate': 5537, 'slick': 5538, 'gates': 5539, 'tripletalaq': 5540, 'smut': 5541, 'moe': 5542, 'understood': 5543, 'cheater': 5544, 'preserve': 5545, 'embracing': 5546, 'bars': 5547, 'mgk': 5548, 'addressing': 5549, 'customer': 5550, 'tana': 5551, 'dummy': 5552, 'females': 5553, 'israels': 5554, 'hog': 5555, 'willienelson': 5556, 'ramos': 5557, 'morally': 5558, 'bla': 5559, 'reap': 5560, 'unitedstatesunitedstatesunitedstatesunitedstates': 5561, 'intimidation': 5562, 'gawd': 5563, 'hee': 5564, 'gestures': 5565, 'bike': 5566, 'yalls': 5567, 'termlimits': 5568, 'silenced': 5569, 'entertain': 5570, 'devastating': 5571, 'biter': 5572, 'vehicle': 5573, 'iranian': 5574, 'viral': 5575, 'decides': 5576, 'embrace': 5577, 'vigorously': 5578, 'jacob': 5579, 'princess': 5580, 'bothers': 5581, 'slimy': 5582, 'commons': 5583, 'ppls': 5584, 'homework': 5585, 'prosecution': 5586, 'filed': 5587, 'cited': 5588, 'bare': 5589, 'rockstar': 5590, 'regressive': 5591, 'slut': 5592, 'coal': 5593, 'jet': 5594, 'forth': 5595, 'tack': 5596, 'sacrifices': 5597, 'meat': 5598, 'realized': 5599, 'bi': 5600, 'bombs': 5601, 'hunters': 5602, 'touched': 5603, 'mccaskill': 5604, 'void': 5605, 'pitching': 5606, 'strikes': 5607, 'stunned': 5608, 'oldest': 5609, 'hahahah': 5610, 'ancestors': 5611, 'systems': 5612, 'combined': 5613, 'mondaymorning': 5614, 'mondaymood': 5615, 'christianity': 5616, 'farm': 5617, 'prof': 5618, 'circumstances': 5619, 'horrors': 5620, 'bowls': 5621, 'flying': 5622, 'las': 5623, 'host': 5624, 'tales': 5625, 'rarely': 5626, 'aimed': 5627, 'percentage': 5628, 'mama': 5629, 'doors': 5630, 'fart': 5631, 'lemmings': 5632, 'pedofiles': 5633, 'aiming': 5634, 'pale': 5635, 'congressmen': 5636, 'classified': 5637, 'hindus': 5638, 'tyrant': 5639, 'haw': 5640, 'hah': 5641, 'february': 5642, 'stamps': 5643, 'truthfeed': 5644, 'tread': 5645, 'endorse': 5646, 'frustration': 5647, 'appalled': 5648, 'alpolitics': 5649, 'rice': 5650, 'phoenix': 5651, 'carol': 5652, 'sargon': 5653, 'shud': 5654, 'separate': 5655, 'staunch': 5656, 'heroes': 5657, 'compromised': 5658, 'delusion': 5659, 'lands': 5660, 'religions': 5661, 'mediatoo': 5662, 'putrid': 5663, 'vibe': 5664, 'chuckchequers': 5665, 'mcdonalds': 5666, 'asia': 5667, 'mfs': 5668, 'peeps': 5669, 'lesser': 5670, 'precedent': 5671, 'intolerant': 5672, 'targets': 5673, 'victimhood': 5674, 'indication': 5675, 'noting': 5676, 'unfortunate': 5677, 'stir': 5678, 'feedback': 5679, 'heartbeat': 5680, 'ally': 5681, 'venom': 5682, 'declassify': 5683, 'convo': 5684, 'lover': 5685, 'license': 5686, 'gathering': 5687, 'monkeys': 5688, 'deliberate': 5689, 'comical': 5690, 'seeking': 5691, 'abandon': 5692, 'patriotsfight': 5693, 'gallery': 5694, 'mod': 5695, 'dl': 5696, 'blair': 5697, 'scumbags': 5698, 'shithole': 5699, 'bodyguards': 5700, 'appreciation': 5701, 'disappointment': 5702, 'whilst': 5703, 'discrimination': 5704, 'arbitrary': 5705, 'increasingly': 5706, 'refer': 5707, 'enoughisenough': 5708, 'falls': 5709, 'toys': 5710, 'muscle': 5711, 'wisdom': 5712, 'flaws': 5713, 'unemployed': 5714, 'mansion': 5715, 'cutting': 5716, 'ft': 5717, 'mode': 5718, 'appointees': 5719, 'staged': 5720, 'fakes': 5721, 'household': 5722, 'client': 5723, 'millennium': 5724, 'traditional': 5725, 'pour': 5726, 'glass': 5727, 'concepts': 5728, 'melissa': 5729, 'distant': 5730, 'sneaky': 5731, 'banking': 5732, 'confiscation': 5733, 'murderers': 5734, 'auburn': 5735, 'homosexual': 5736, 'wears': 5737, 'cville': 5738, 'clergy': 5739, 'gutless': 5740, 'israeli': 5741, 'miserably': 5742, 'disguised': 5743, 'bowed': 5744, 'impressive': 5745, 'stopthebias': 5746, 'strauss': 5747, 'labourparty': 5748, 'housingcrisis': 5749, 'cycle': 5750, 'hr': 5751, 'aboard': 5752, 'prey': 5753, 'hoc': 5754, 'onevoice': 5755, 'travesty': 5756, 'russ': 5757, 'boarder': 5758, 'engine': 5759, 'sexuality': 5760, 'childrens': 5761, 'horseshit': 5762, 'partnership': 5763, 'followthewhiterabbit': 5764, 'recognizing': 5765, 'excellence': 5766, 'invaders': 5767, 'projects': 5768, 'zimmerman': 5769, 'stellar': 5770, 'treacherous': 5771, 'ginsburg': 5772, 'cleveland': 5773, 'jon': 5774, 'smoked': 5775, 'mentor': 5776, 'falsehood': 5777, 'deceptive': 5778, 'associates': 5779, 'reprehensible': 5780, 'ineffective': 5781, 'rot': 5782, 'campus': 5783, 'bake': 5784, 'doubling': 5785, 'slaves': 5786, 'january': 5787, 'stores': 5788, 'fierce': 5789, 'approval': 5790, 'noses': 5791, 'ounce': 5792, 'martin': 5793, 'congressman': 5794, 'totalitarian': 5795, 'aspects': 5796, 'shock': 5797, 'gd': 5798, 'condone': 5799, 'trauma': 5800, 'damaged': 5801, 'houston': 5802, 'pitt': 5803, 'trolls': 5804, 'resort': 5805, 'breathing': 5806, 'organisation': 5807, 'killary': 5808, 'pundits': 5809, 'manipulation': 5810, 'thursdaymotivation': 5811, 'conflicted': 5812, 'hostage': 5813, 'obtain': 5814, 'emerge': 5815, 'jumped': 5816, 'dispute': 5817, 'sponsored': 5818, 'lynchings': 5819, 'models': 5820, 'sunset': 5821, 'aisle': 5822, 'pills': 5823, 'entry': 5824, 'sanctuary': 5825, 'everytime': 5826, 'farmers': 5827, 'xi': 5828, 'dipshit': 5829, 'river': 5830, 'mouths': 5831, 'methods': 5832, 'innocence': 5833, 'penn': 5834, 'punishment': 5835, 'mantra': 5836, 'paranoid': 5837, 'stone': 5838, 'theft': 5839, 'testifying': 5840, 'universities': 5841, 'hacked': 5842, 'humane': 5843, 'grannies': 5844, 'sanfrancisco': 5845, 'wages': 5846, 'brussels': 5847, 'harassed': 5848, 'lecturing': 5849, 'inanimate': 5850, 'holocaust': 5851, 'upstanding': 5852, 'whiny': 5853, 'beaten': 5854, 'horses': 5855, '‘all': 5856, 'bravo': 5857, 'richard': 5858, 'remembering': 5859, 'counts': 5860, 'sunk': 5861, 'choosing': 5862, 'trials': 5863, 'presidenttrump': 5864, 'sanders': 5865, 'hilary': 5866, 'indian': 5867, 'wed': 5868, 'gained': 5869, 'tyrannical': 5870, 'crew': 5871, 'hardy': 5872, 'pee': 5873, 'relationships': 5874, 'cooler': 5875, 'genders': 5876, 'mutual': 5877, 'sinful': 5878, '현재': 5879, 'placed': 5880, 'origins': 5881, 'fk': 5882, 'grandfather': 5883, 'offshore': 5884, 'whereas': 5885, 'sock': 5886, 'pov': 5887, 'polling': 5888, 'recognition': 5889, 'sweetheart': 5890, 'mail': 5891, 'awkward': 5892, 'dust': 5893, 'dreg': 5894, 'deficits': 5895, 'regulate': 5896, 'skilled': 5897, 'preferred': 5898, 'fraudulent': 5899, 'serenas': 5900, 'buried': 5901, 'northern': 5902, 'tendency': 5903, 'sucked': 5904, 'snakes': 5905, 'moores': 5906, 'hometown': 5907, 'wwii': 5908, 'semi': 5909, 'tendencies': 5910, 'nicely': 5911, 'smearing': 5912, 'fr': 5913, 'involving': 5914, 'joes': 5915, 'maher': 5916, 'kavanope': 5917, 'issued': 5918, 'skill': 5919, 'reforms': 5920, 'loosing': 5921, 'hehe': 5922, 'ariana': 5923, 'grimacingface': 5924, 'refusing': 5925, 'proceedings': 5926, 'torys': 5927, 'evolution': 5928, 'flowers': 5929, 'deflect': 5930, 'stranger': 5931, 'knocking': 5932, 'fooling': 5933, 'snp': 5934, 'baiter': 5935, 'entitlements': 5936, 'auspol': 5937, 'hasbeen': 5938, 'bachelor': 5939, 'presenting': 5940, 'collude': 5941, 'blake': 5942, 'handing': 5943, 'bureaucracy': 5944, 'quarters': 5945, 'equate': 5946, 'faked': 5947, 'luv': 5948, 'dunno': 5949, 'secondamendment': 5950, 'thirty': 5951, 'baaaaa': 5952, 'sham': 5953, 'chat': 5954, 'swift': 5955, 'thinkers': 5956, 'nukes': 5957, 'pops': 5958, 'centers': 5959, 'nvm': 5960, 'purposefully': 5961, 'hind': 5962, 'efficient': 5963, 'payer': 5964, 'entitlement': 5965, 'insulted': 5966, 'arrived': 5967, 'secretly': 5968, 'bullets': 5969, 'treasonous': 5970, 'abhorrent': 5971, 'lockthemup': 5972, 'consciousness': 5973, 'rural': 5974, 'scenes': 5975, 'cable': 5976, 'palestine': 5977, 'encouraged': 5978, 'manfacepalming': 5979, 'routinely': 5980, 'discussions': 5981, 'ilk': 5982, 'chant': 5983, 'loudlycryingfaceloudlycryingfaceloudlycryingface': 5984, 'automatic': 5985, 'stale': 5986, 'sacred': 5987, 'drown': 5988, 'relief': 5989, 'whit': 5990, 'throughout': 5991, 'incoming': 5992, 'peterson': 5993, 'jfkjr': 5994, 'assumed': 5995, 'portraying': 5996, 'apologizing': 5997, 'kitchen': 5998, 'gunned': 5999, 'debacle': 6000, 'probing': 6001, 'scottish': 6002, 'facewithtearsofjoyrollingonthefloorlaughing': 6003, 'announces': 6004, 'impeachment': 6005, 'walmart': 6006, 'bath': 6007, 'mum': 6008, 'legislative': 6009, 'urban': 6010, 'eager': 6011, 'treasure': 6012, 'divert': 6013, 'log': 6014, 'dismissed': 6015, 'quoted': 6016, 'yard': 6017, 'rbg': 6018, 'adefenders': 6019, 'spain': 6020, 'rigged': 6021, 'prohibition': 6022, 'tongue': 6023, 'frame': 6024, 'michigan': 6025, 'rampant': 6026, 'perceived': 6027, 'jane': 6028, 'karma': 6029, 'tuned': 6030, 'scenario': 6031, 'lifting': 6032, 'nowadays': 6033, 'aj': 6034, 'tum': 6035, 'shameless': 6036, 'circles': 6037, 'crosses': 6038, 'timeline': 6039, 'asf': 6040, 'trumpsters': 6041, 'lowlifes': 6042, 'punks': 6043, 'condescending': 6044, 'patch': 6045, 'geez': 6046, 'scrub': 6047, 'stalin': 6048, 'lobbying': 6049, 'limousine': 6050, 'ambulance': 6051, 'hurricanes': 6052, 'cousin': 6053, 'modi': 6054, 'advise': 6055, 'coulter': 6056, 'harsh': 6057, 'souls': 6058, 'nbc': 6059, 'kavanaughconfirmationhearing': 6060, 'damaging': 6061, 'sheer': 6062, 'hahah': 6063, 'philippines': 6064, 'ripped': 6065, 'twisting': 6066, 'misses': 6067, 'remarks': 6068, 'podcast': 6069, 'bama': 6070, 'riding': 6071, 'painting': 6072, 'starring': 6073, 'viciously': 6074, 'strategic': 6075, 'encouraging': 6076, 'ballistic': 6077, 'midwest': 6078, 'evident': 6079, 'barbie': 6080, 'inner': 6081, 'grammar': 6082, 'dolt': 6083, 'grassley': 6084, 'oregon': 6085, 'scoundrel': 6086, 'outnumber': 6087, 'unplanned': 6088, 'comfort': 6089, 'corrupted': 6090, 'exceptions': 6091, 'eight': 6092, 'harvey': 6093, 'independence': 6094, 'realizes': 6095, 'crooks': 6096, 'capture': 6097, 'viable': 6098, 'angryfaceangryfaceangryface': 6099, 'flood': 6100, 'declassifyfisa': 6101, 'adhere': 6102, 'wilson': 6103, 'citizenry': 6104, 'oncomingfist': 6105, 'deaf': 6106, 'politicizing': 6107, 'dumbasses': 6108, 'tower': 6109, 'justdoit': 6110, 'initial': 6111, 'flames': 6112, 'purple': 6113, 'kogasa': 6114, 'pensions': 6115, 'skynews': 6116, 'miller': 6117, 'migration': 6118, 'solved': 6119, 'wishing': 6120, 'secrets': 6121, 'brick': 6122, 'privilege': 6123, 'nicki': 6124, 'emo': 6125, 'chequersplan': 6126, 'follower': 6127, 'opportunistic': 6128, 'maxinewaters': 6129, 'accepted': 6130, 'searching': 6131, 'inclusive': 6132, 'sox': 6133, 'vision': 6134, 'bitching': 6135, 'divine': 6136, 'migrant': 6137, 'insight': 6138, 'secondly': 6139, 'ideological': 6140, 'grasping': 6141, 'wiped': 6142, 'vince': 6143, 'gap': 6144, 'alanna': 6145, 'cookie': 6146, 'predatory': 6147, 'vibes': 6148, 'remembers': 6149, 'pod': 6150, 'passion': 6151, 'indoctrinated': 6152, 'inexcusable': 6153, 'overturned': 6154, 'assembly': 6155, 'films': 6156, 'remaining': 6157, 'legends': 6158, 'charlie': 6159, 'statistic': 6160, 'footsteps': 6161, 'documentation': 6162, 'cooperation': 6163, 'deleted': 6164, 'cody': 6165, 'akin': 6166, 'silver': 6167, 'electric': 6168, 'nap': 6169, 'proposals': 6170, 'ect': 6171, 'disgruntled': 6172, 'evan': 6173, 'ashwariya': 6174, 'protections': 6175, 'maxime': 6176, 'pp': 6177, 'knowledgeable': 6178, 'backfire': 6179, 'surgery': 6180, 'owned': 6181, 'commits': 6182, 'cannabis': 6183, 'heritage': 6184, 'cook': 6185, 'hurricaneflorence': 6186, 'meddling': 6187, 'steroid': 6188, 'robot': 6189, 'multi': 6190, 'goo': 6191, 'meh': 6192, 'investment': 6193, 'casting': 6194, 'spade': 6195, 'subset': 6196, 'investigating': 6197, 'cuck': 6198, 'trudeaumustgo': 6199, 'scj': 6200, 'hockey': 6201, 'puck': 6202, 'boarders': 6203, 'hearnoevilmonkey': 6204, 'cdnhist': 6205, 'specifics': 6206, 'hooper': 6207, 'raises': 6208, 'zionists': 6209, 'grenfell': 6210, 'sentencing': 6211, 'conflating': 6212, 'semitism': 6213, 'arc': 6214, 'financials': 6215, 'countryoverparty': 6216, 'kathy': 6217, 'spine': 6218, 'conflict': 6219, 'fruition': 6220, 'labours': 6221, 'margaret': 6222, 'louisiana': 6223, 'expense': 6224, 'mein': 6225, 'gather': 6226, 'squat': 6227, 'institution': 6228, 'wtc': 6229, 'nuance': 6230, 'moonbeam': 6231, 'railroaded': 6232, 'branch': 6233, 'doom': 6234, 'realises': 6235, 'deleting': 6236, 'troops': 6237, 'twitters': 6238, 'float': 6239, 'playlist': 6240, 'overwhelming': 6241, 'populated': 6242, 'partly': 6243, 'lining': 6244, 'prevail': 6245, 'der': 6246, 'fricking': 6247, 'lyin': 6248, 'brits': 6249, 'crookedhillary': 6250, 'implementing': 6251, 'deceive': 6252, 'faithful': 6253, 'carried': 6254, 'extensive': 6255, 'stooge': 6256, 'colossal': 6257, 'sorted': 6258, 'jj': 6259, 'holes': 6260, 'needing': 6261, 'conditioning': 6262, 'gloves': 6263, 'demoralize': 6264, 'cloth': 6265, 'alarm': 6266, 'exploited': 6267, 'noted': 6268, 'kamalaharris': 6269, 'gem': 6270, 'schooling': 6271, 'deserving': 6272, 'thoroughly': 6273, 'afforded': 6274, 'dna': 6275, 'aust': 6276, 'duties': 6277, 'hostileenvironment': 6278, 'cages': 6279, 'craven': 6280, 'defying': 6281, 'womanfacepalminglightskintone': 6282, 'flakes': 6283, 'whatilearnedtoday': 6284, 'evenly': 6285, 'redheartunitedstates': 6286, 'cda': 6287, 'fortunes': 6288, 'memeing': 6289, 'christineford': 6290, 'translate': 6291, 'psychology': 6292, 'hinduism': 6293, 'butthurt': 6294, 'excrackheads': 6295, 'watchers': 6296, 'td': 6297, 'unmask': 6298, 'unbeatable': 6299, 'alyssa': 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'devos': 8307, 'bcs': 8308, 'encourage': 8309, 'spout': 8310, 'dementia': 8311, 'croatian': 8312, 'bikini': 8313, 'hottest': 8314, 'substantial': 8315, 'senseless': 8316, 'pseudo': 8317, 'backbone': 8318, 'substantially': 8319, 'babble': 8320, '￼￼a': 8321, 'sneak': 8322, 'bbcqt': 8323, 'oakland': 8324, 'meds': 8325, 'snuffy': 8326, 'thumb': 8327, 'chicagos': 8328, 'crybabies': 8329, 'betting': 8330, 'logo': 8331, 'unscathed': 8332, 'vigilant': 8333, 'leaking': 8334, 'coins': 8335, 'palm': 8336, 'trees': 8337, 'fave': 8338, 'slim': 8339, 'subprime': 8340, 'enslave': 8341, 'unelected': 8342, 'bvs': 8343, 'rodgers': 8344, 'nutjobs': 8345, 'provides': 8346, 'thereby': 8347, 'institutions': 8348, 'aging': 8349, 'cure': 8350, 'fullest': 8351, 'distorting': 8352, 'invading': 8353, 'makeamericaamericaagain': 8354, 'offender': 8355, 'democratsdividinganddestroyingamerica': 8356, 'locally': 8357, 'osuna': 8358, 'horrifying': 8359, 'lrt': 8360, 'ont': 8361, 'opening': 8362, 'perv': 8363, 'sod': 8364, 'carb': 8365, 'hospitals': 8366, 'passport': 8367, 'wagons': 8368, 'sidekick': 8369, 'meals': 8370, 'itshe': 8371, 'absentee': 8372, 'trough': 8373, 'provision': 8374, 'kneelers': 8375, 'kg': 8376, 'weinstein': 8377, 'wrap': 8378, 'revenge': 8379, 'puy': 8380, '«': 8381, '»': 8382, 'noticing': 8383, 'budgets': 8384, 'diversion': 8385, 'declaration': 8386, 'creed': 8387, 'awareness': 8388, 'mep': 8389, 'gps': 8390, 'hws': 8391, 'appoint': 8392, 'triumph': 8393, 'carpet': 8394, 'rick': 8395, 'marrying': 8396, 'hints': 8397, 'yahweh': 8398, 'alamo': 8399, 'blight': 8400, 'extremism': 8401, 'darktolight': 8402, 'ing': 8403, 'regards': 8404, 'stealth': 8405, 'sew': 8406, 'endorses': 8407, 'nonsensical': 8408, 'politicize': 8409, 'steven': 8410, 'santa': 8411, 'arts': 8412, 'magical': 8413, 'intend': 8414, 'umm': 8415, 'suite': 8416, 'kit': 8417, 'volume': 8418, 'kap': 8419, 'contributing': 8420, 'golfing': 8421, 'damned': 8422, 'largely': 8423, 'relatively': 8424, 'yessir': 8425, 'spews': 8426, 'goff': 8427, 'whomever': 8428, 'staring': 8429, 'operating': 8430, 'lookin': 8431, 'nh': 8432, 'thst': 8433, 'gruber': 8434, 'pound': 8435, 'hm': 8436, 'timely': 8437, 'nas': 8438, 'sb': 8439, 'cartersbodysuitsweepstakes': 8440, 'guests': 8441, 'publishing': 8442, 'braindead': 8443, 'infrastructure': 8444, 'kavanaughforscotus': 8445, 'defendthesecond': 8446, 'bugging': 8447, 'utopia': 8448, 'hollow': 8449, '‘no': 8450, 'duty': 8451, 'bent': 8452, 'overbearing': 8453, 'rightarrow': 8454, 'insert': 8455, 'feared': 8456, 'slept': 8457, 'redneck': 8458, 'atone': 8459, 'reporter': 8460, 'sheesh': 8461, 'distress': 8462, 'marry': 8463, 'luddites': 8464, 'hallo': 8465, 'sloppy': 8466, 'empower': 8467, 'secured': 8468, 'mindless': 8469, 'dares': 8470, 'mack': 8471, 'cite': 8472, 'bans': 8473, 'butthead': 8474, 'explosives': 8475, 'kabasele': 8476, 'watfords': 8477, 'brenda': 8478, 'youthful': 8479, 'nevada': 8480, 'yellowheart': 8481, 'gaslighting': 8482, 'adelaide': 8483, 'payday': 8484, 'warfare': 8485, 'tow': 8486, 'maymustgo': 8487, 'standupbrexit': 8488, 'fredo': 8489, 'lobe': 8490, 'manufacturers': 8491, 'disqualifying': 8492, 'pitch': 8493, 'brexiteer': 8494, 'manchester': 8495, 'unitedstatesgod': 8496, 'oddly': 8497, 'consensus': 8498, 'contradiction': 8499, 'signatures': 8500, 'depending': 8501, 'reduces': 8502, 'tripping': 8503, 'provincial': 8504, 'klan': 8505, 'remy': 8506, 'flow': 8507, 'curtailing': 8508, '‘how': 8509, 'accidentally': 8510, 'perp': 8511, 'dawn': 8512, 'portray': 8513, 'tiger': 8514, 'tge': 8515, 'greatfull': 8516, 'sharpest': 8517, 'continually': 8518, 'crackhead': 8519, 'screech': 8520, 'visited': 8521, 'semitic': 8522, 'globalization': 8523, 'flesh': 8524, 'mercy': 8525, 'scrolls': 8526, 'extends': 8527, 'deportation': 8528, 'squash': 8529, 'eminem': 8530, 'tin': 8531, 'interact': 8532, 'reminding': 8533, 'darn': 8534, 'identifies': 8535, 'missile': 8536, 'raided': 8537, 'oblige': 8538, 'fanboy': 8539, 'scaring': 8540, 'coke': 8541, 'wcw': 8542, 'dressed': 8543, 'bridget': 8544, 'smilingfacehuggingface': 8545, 'infuriating': 8546, 'darkness': 8547, 'shines': 8548, 'happiest': 8549, 'assulting': 8550, 'squeeze': 8551, 'stern': 8552, 'jmo': 8553, 'reviewed': 8554, 'guarantied': 8555, 'civics': 8556, 'convict': 8557, 'healing': 8558, 'grabbers': 8559, 'dancing': 8560, 'investments': 8561, 'bday': 8562, 'thos': 8563, 'commander': 8564, 'testimony': 8565, 'iconic': 8566, 'capabilities': 8567, 'teamspotlightsunday': 8568, 'hug': 8569, 'sexist': 8570, 'matching': 8571, 'chaser': 8572, 'fudge': 8573, 'recognise': 8574, 'drivers': 8575, 'faction': 8576, 'warriors': 8577, 'sniffs': 8578, 'charming': 8579, 'disarmed': 8580, 'vouched': 8581, 'shadowbanning': 8582, 'guttenburg': 8583, 'freeze': 8584, 'criminality': 8585, 'discover': 8586, 'trumpstrong': 8587, 'voterepublican': 8588, 'evangelical': 8589, 'rug': 8590, 'ewe': 8591, 'nutcases': 8592, 'magats': 8593, 'roseannebarr': 8594, 'nationality': 8595, 'mini': 8596, 'damages': 8597, 'evidenced': 8598, 'dominant': 8599, 'nom': 8600, 'youuuu': 8601, 'rank': 8602, 'frightening': 8603, 'spew': 8604, 'staffers': 8605, 'friggen': 8606, 'cringeworthy': 8607, 'corpus': 8608, 'christi': 8609, 'diagnose': 8610, 'angels': 8611, 'hallmark': 8612, 'pursuit': 8613, 'inappropriate': 8614, 'rises': 8615, 'format': 8616, 'bonnie': 8617, 'offf': 8618, 'seattle': 8619, 'execute': 8620, 'upsidedownface': 8621, 'complacency': 8622, 'woodley': 8623, 'bud': 8624, '‘nodeal': 8625, 'graces': 8626, 'cheesy': 8627, 'dreaming': 8628, 'unprecedented': 8629, 's': 8630, 'principal': 8631, 'jrm': 8632, 'oughta': 8633, 'epidemic': 8634, 'pretends': 8635, 'births': 8636, 'samrat': 8637, 'logically': 8638, 'travis': 8639, 'overpaid': 8640, 'abc': 8641, 'ostrich': 8642, 'unfairly': 8643, 'parasitic': 8644, 'appalling': 8645, 'advocacy': 8646, 'invent': 8647, 'chalenge': 8648, 'outstanding': 8649, 'exposure': 8650, 'risking': 8651, 'culturally': 8652, 'morphe': 8653, 'kinky': 8654, 'protocol': 8655, 'sarahs': 8656, 'isolated': 8657, 'arnie': 8658, 'traumatized': 8659, 'lawobviously': 8660, 'heartbreaking': 8661, 'gays': 8662, 'influences': 8663, 'sporting': 8664, 'braun': 8665, 'van': 8666, 'recipient': 8667, 'unrelated': 8668, 'elk': 8669, 'fold': 8670, 'gm': 8671, 'mets': 8672, 'motions': 8673, 'pussyhats': 8674, 'slaps': 8675, 'laid': 8676, 'larger': 8677, 'degenerates': 8678, 'producers': 8679, 'mattered': 8680, 'mockingbirdmedia': 8681, 'qanonchan': 8682, 'temperature': 8683, 'micheal': 8684, 'assumes': 8685, 'abusing': 8686, 'se': 8687, 'endeavors': 8688, 'ukus': 8689, 'intercepted': 8690, 'skypapers': 8691, 'bbcdp': 8692, 'lbclive': 8693, 'talkradio': 8694, 'altnews': 8695, 'cityoflondon': 8696, 'uknews': 8697, 'toryparty': 8698, 'supersized': 8699, 'cits': 8700, 'facewithtearsofjoyunitedstates': 8701, 'expanding': 8702, 'shrink': 8703, 'urge': 8704, 'slippery': 8705, 'larry': 8706, 'illegally': 8707, 'mane': 8708, 'texan': 8709, 'favorites': 8710, 'sesamestreet': 8711, 'walter': 8712, 'whoa': 8713, 'angie': 8714, 'punished': 8715, 'teli': 8716, 'enabled': 8717, 'poisonous': 8718, 'redheartredheartredheart': 8719, 'commercials': 8720, 'opium': 8721, 'troop': 8722, 'regulation': 8723, 'lowlife': 8724, 'nutjob': 8725, 'rome': 8726, 'unroll': 8727, 'robotface': 8728, 'cristyn': 8729, 'permanently': 8730, 'luxury': 8731, 'jesuit': 8732, 'maximebernier': 8733, 'mistreating': 8734, 'wednesdaymotivation': 8735, 'drafts': 8736, 'conscientiousness': 8737, 'brats': 8738, 'greens': 8739, 'kree': 8740, 'amazonpets': 8741, 'embraces': 8742, 'harrison': 8743, 'demonrat': 8744, 'demoncratic': 8745, 'turtles': 8746, 'jihadist': 8747, 'canelo': 8748, 'idiocy': 8749, 'libdems': 8750, 'kitty': 8751, 'productivity': 8752, 'justin': 8753, 'blackout': 8754, 'fawning': 8755, 'surfing': 8756, 'leos': 8757, 'defund': 8758, 'mccartney': 8759, 'bernies': 8760, 'wax': 8761, 'benign': 8762, 'coopted': 8763, 'promotion': 8764, 'ot': 8765, 'plantation': 8766, 'negroes': 8767, 'dependent': 8768, 'optimism': 8769, 'technique': 8770, 'pleases': 8771, 'ops': 8772, 'enemyofthepeople': 8773, 'censor': 8774, 'germans': 8775, 'breakers': 8776, 'messenger': 8777, 'hungary': 8778, 'toy': 8779, 'buildthatwall': 8780, 'marco': 8781, 'olivia': 8782, 'privacy': 8783, 'examine': 8784, '♡': 8785, 'spiritual': 8786, 'ultrafinitists': 8787, 'burgers': 8788, 'hamburger': 8789, 'releasethecures': 8790, 'itstime': 8791, 'prettiest': 8792, 'crossedfingers': 8793, 'fsu': 8794, 'keller': 8795, 'educational': 8796, 'personthe': 8797, 'havens': 8798, 'interior': 8799, 'ddsl': 8800, 'reinvest': 8801, 'aggression': 8802, 'productive': 8803, 'attractive': 8804, 'graywhite': 8805, 'tabby': 8806, 'ginsbergisnext': 8807, 'parody': 8808, 'grey': 8809, 'osaka': 8810, 'farms': 8811, 'counsel': 8812, 'warm': 8813, 'striving': 8814, 'novoterfraud': 8815, 'greece': 8816, 'boxes': 8817, 'merrick': 8818, 'kungfu': 8819, 'bodyshaming': 8820, 'brownshirts': 8821, 'biogenic': 8822, 'bean': 8823, 'coney': 8824, 'introduce': 8825, 'studied': 8826, 'titanic': 8827, 'prop': 8828, 'singular': 8829, 'slash': 8830, 'greatly': 8831, 'custody': 8832, 'fad': 8833, 'submissions': 8834, 'gum': 8835, 'misdirection': 8836, 'sycophants': 8837, 'vigano': 8838, 'ltr': 8839, 'confirmations': 8840, 'antifascists': 8841, 'crystalballyour': 8842, '★★★★★': 8843, 'flotus': 8844, 'skating': 8845, 'tarmac': 8846, 'roseanne': 8847, 'roof': 8848, 'saudis': 8849, 'celebration': 8850, 'traveling': 8851, 'clemson': 8852, 'packer': 8853, 'koreans': 8854, 'mitch': 8855, 'stares': 8856, 'landon': 8857, 'cleansed': 8858, 'kavanauh': 8859, 'kampf': 8860, 'committing': 8861, 'mooslims': 8862, 'clip': 8863, 'cmp': 8864, 'reproductive': 8865, 'infiltrate': 8866, 'loudlycryingfaceloudlycryingfaceloudlycryingfaceloudlycryingfaceloudlycryingfaceloudlycryingface': 8867, 'conway': 8868, 'demonstrators': 8869, 'rum': 8870, 'jake': 8871, 'confirmjudgekavanaughnow': 8872, 'tribute': 8873, 'snd': 8874, 'rents': 8875, 'alia': 8876, 'winston': 8877, 'yale': 8878, 'ellen': 8879, 'preseason': 8880, 'etf': 8881, 'reckless': 8882, 'buff': 8883, 'dip': 8884, 'mj': 8885, 'obese': 8886, 'mechanical': 8887, 'olympic': 8888, 'medalist': 8889, 'corrente': 8890, 'flier': 8891, 'beasts': 8892, 'oncomingfistunitedstatesoncomingfist': 8893, 'thirdparty': 8894, 'sellers': 8895, 'shouldvetaken': 8896, 'volcano': 8897, 'kookoo': 8898, 'noes': 8899, 'icecream': 8900, 'looneyleft': 8901, 'qproofs': 8902, 'demsarefrauds': 8903, 'demsaredone': 8904, 'voteredsaveamerica': 8905, 'soda': 8906, 'jaxs': 8907, 'ope': 8908, 'putuporshutup': 8909, 'callthevotealready': 8910, 'associate': 8911, 'bornlove': 8912, 'annoyance': 8913, 'denuke': 8914, 'pyongyang': 8915, 'tiresome': 8916, 'metis': 8917, 'manshruggingeyes': 8918, 'demsuck': 8919, 'apologetic': 8920, 'alloutpolitics': 8921, 'pmqs': 8922, 'clarkson': 8923, 'flynns': 8924, 'rescheduled': 8925, 'placate': 8926, 'leftiststerrorists': 8927, 'lvl': 8928, 'escaping': 8929, 'exclusionary': 8930, 'downtrodden': 8931, 'bold': 8932, 'ruleoflaw': 8933, 'withdrawkavanaugh': 8934, 'patriotstatueofliberty': 8935, 'peacethrustrength': 8936, 'theusa': 8937, 'statueoflibertystatueoflibertystatueofliberty': 8938, 'humorfacewithrollingeyes': 8939, 'moly': 8940, 'awakened': 8941, 'falseprophet': 8942, 'dina': 8943, 'claudia': 8944, 'limping': 8945, 'withing': 8946, 'here—dont': 8947, 'fullon': 8948, 'camila': 8949, 'mendes': 8950, 'promotional': 8951, 'sanger': 8952, 'geonicidal': 8953, 'suffers': 8954, 'inmates': 8955, 'liberalsyour': 8956, 'kicks': 8957, 'toxictory': 8958, 'toriesmustgo': 8959, 'dissolvetheunion': 8960, 'forword': 8961, 'manokhand': 8962, 'dewwane': 8963, 'ky': 8964, 'kitnay': 8965, 'porrany': 8966, 'seniorgreenheart': 8967, 'manmarziyaan': 8968, 'cowboyhatfacethumbsup': 8969, 'retaliation': 8970, 'obstructionists': 8971, 'pharisees': 8972, 'notyoure': 8973, 'alinskyite': 8974, 'orwellian': 8975, 'toolampfool': 8976, 'thingslike': 8977, 'marxistsampantifa': 8978, 'upsst': 8979, 'bu': 8980, 'dsouzas': 8981, 'lieright': 8982, 'antifahaters': 8983, 'april': 8984, 'flattering': 8985, 'hypocrickets': 8986, 'royalty': 8987, 'moment—protest': 8988, 'bloated': 8989, 'licker': 8990, 'babysitting': 8991, 'peoplehow': 8992, 'me': 8993, 'digestible': 8994, 'profitable': 8995, 'coma': 8996, 'isa': 8997, 'exams': 8998, 'alivebut': 8999, 'herespecially': 9000, 'presentbet': 9001, 'persuasive': 9002, 'anywaywe': 9003, 'movehe': 9004, 'zipcode': 9005, 'nevinbruce': 9006, 'cnns': 9007, 'noooooooo': 9008, 'exterminate': 9009, 'rizzo': 9010, 'communistsocialistnazis': 9011, 'relievedface': 9012, 'all—': 9013, 'panera': 9014, 'shanahan': 9015, 'spoon': 9016, 'moveset': 9017, 'collection': 9018, 'sunderland': 9019, 'westbrom': 9020, 'civilwar': 9021, 'yoyo': 9022, 'cuase': 9023, 'laught': 9024, 'standin': 9025, 'lurking': 9026, 'shadows': 9027, 'ruskies': 9028, 'partyvery': 9029, 'transpired': 9030, 'sjshsj': 9031, 'dumocrat': 9032, 'skilledfacewithtearsofjoyfacewithtearsofjoy': 9033, 'yellowheartyellowheartyellowheart': 9034, 'pump': 9035, 'farakans': 9036, 'counterparts': 9037, 'twitterleftbias': 9038, 'thoexpressionlessface': 9039, 'naacp': 9040, 'spanky': 9041, 'titles': 9042, 'gteradicating': 9043, 'malaria': 9044, 'fcp': 9045, 'ableg': 9046, 'frere': 9047, 'ismael': 9048, 'assassin': 9049, 'boxer': 9050, 'yfc': 9051, 'changedyou': 9052, 'donkey': 9053, 'hilliary': 9054, 'redheartgrinningfacewithsmilingeyes': 9055, 'mockery': 9056, 'harvardharris': 9057, 'conducted': 9058, 'sturmer': 9059, 'einsatzgruppenwaffen': 9060, 'detachment': 9061, 'carmen': 9062, 'binnedboris': 9063, 'lynton': 9064, 'gerrymandered': 9065, 'fonding': 9066, 'goober': 9067, 'corrupts': 9068, 'shitless': 9069, 'brass': 9070, 'brazilian': 9071, 'violates': 9072, 'brazilians': 9073, 'wzero': 9074, 'confess': 9075, 'purify': 9076, 'unrighteousness': 9077, 'dedication': 9078, 'striping': 9079, 'abyss': 9080, 'culo': 9081, 'scarred': 9082, 'weakrinos': 9083, 'hogwash': 9084, 'overstate': 9085, 'backgroundsnot': 9086, 'peeplink': 9087, 'trumpboom': 9088, 'ocasiocortez': 9089, 'confiscated': 9090, 'rena': 9091, 'unitedstatesgrinningfacetwoheartsunitedstates': 9092, 'province': 9093, 'gilmer': 9094, 'lifelineredheartfoldedhandsfacewithtearsofjoy': 9095, 'summerfall': 9096, 'winterspring': 9097, 'beatdownwinkingface': 9098, 'rocky': 9099, 'olivers': 9100, 'sips': 9101, 'unusual': 9102, 'emily': 9103, 'guessed': 9104, 'vantage': 9105, 'entered': 9106, 'aha': 9107, 'selfdevaluation': 9108, 'lefthillaryantifa': 9109, 'repling': 9110, 'demonstration': 9111, 'congratulate': 9112, 'facsists': 9113, 'firemorningjoe': 9114, 'brigitte': 9115, 'gabriel': 9116, 'nightmares': 9117, 'sounding': 9118, 'proposes': 9119, 'profiling': 9120, 'sofa': 9121, 'inputed': 9122, 'tmart': 9123, 'emperor': 9124, '‘unprecedented': 9125, 'guiltyinnocence': 9126, 'supremacyaltright': 9127, 'capablities': 9128, 'hypothesis': 9129, 'subpoenaed': 9130, 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'betoimfundedbynyandhollywoodleftistsbutpretendingtobeatexanorourke': 11716, 'supersoldier': 11717, 'shushingfacemoneymouthface': 11718, 'homelessness': 11719, 'fiddle': 11720, 'tottori': 11721, 'prefectural': 11722, 'conclusionshe': 11723, 'twitan': 11724, 'earners': 11725, 'receipts': 11726, 'bark': 11727, 'canadiani': 11728, 'ridiculousunbelievable': 11729, 'gunspoutingfacepoutingfacepoutingface': 11730, 'wese': 11731, 'bahut': 11732, 'krty': 11733, 'hn': 11734, 'ppp': 11735, 'pe': 11736, 'sary': 11737, 'liberalszanyface': 11738, '‘feel': 11739, 'recourse': 11740, 'mistreatment': 11741, 'discontent': 11742, 'magnum': 11743, 'smoken': 11744, 'mirrors': 11745, 'establishmnt': 11746, 'lucifer': 11747, 'sorosobamaclinton': 11748, 'juncture': 11749, 'reversepcism': 11750, 'rebuke': 11751, 'remarry': 11752, 'priori': 11753, 'extrajudicial': 11754, 'constituent': 11755, 'ao': 11756, 'fic': 11757, 'ribbons': 11758, 'raytas': 11759, 'dravidanaduvallahs': 11760, 'secessionists': 11761, 'proofs': 11762, 'corruptions': 11763, 'fluffywolf': 11764, 'facsicm': 11765, 'preacher': 11766, 'deviancy': 11767, 'jimjordan': 11768, 'markfoley': 11769, 'bobpackwood': 11770, 'desecrating': 11771, 'reiterate': 11772, 'isnampt': 11773, 'keeper': 11774, 'elo': 11775, 'booter': 11776, 'exposer': 11777, 'painterthumbsupsmilingfacewithhearteyessmilingfacewithhearteyessmilingfacewithhearteyessmilingfacewithsunglassessmilingfacewithsunglassessmilingfacewithsunglassesokhand': 11778, 'stopbrexitsavebritain': 11779, 'imports': 11780, 'deadline': 11781, 'upppp': 11782, 'kliff': 11783, 'gayer': 11784, 'justsaying': 11785, 'caymans': 11786, 'spunk': 11787, 'abroad': 11788, 'lnvestigation': 11789, 'iniated': 11790, 'gimmie': 11791, 'tacticidea': 11792, 'entirety': 11793, 'leia': 11794, 'pitted': 11795, 'lawspoutingfacepoutingfacepoutingface': 11796, 'buhari': 11797, 'pdp': 11798, 'alreadydebunked': 11799, 'rosetta': 11800, 'mcquaid': 11801, 'wayyyyy': 11802, 'kh': 11803, 'kingdom': 11804, 'duper': 11805, 'liesyou': 11806, 'enuf': 11807, 'straps': 11808, 'chicagou': 11809, 'manipulatorgo': 11810, 'vack': 11811, 'indonesia': 11812, 'rtd': 11813, 'boosting': 11814, 'planting': 11815, 'audiences': 11816, 'clap': 11817, 'nasa': 11818, 'linktrumps': 11819, 'iraq': 11820, 'binary': 11821, 'feh': 11822, 'garden': 11823, 'blushed': 11824, 'amd': 11825, 'wisperd': 11826, 'oren': 11827, 'ishii': 11828, 'aura': 11829, 'palmer': 11830, 'tagging': 11831, 'despair': 11832, 'informational': 11833, 'cotton': 11834, 'vegetable': 11835, 'kamau': 11836, 'relevancy': 11837, 'adrift': 11838, 'offtrack': 11839, 'duel': 11840, 'reverts': 11841, 'troubleshooting': 11842, '‘source': 11843, 'circuitry': 11844, 'thursdays': 11845, 'boxing': 11846, 'amidst': 11847, 'backhandindexpointingdownplease': 11848, 'drainingthedeepstateswamp': 11849, 'leftdemocrats': 11850, 'exis': 11851, 'inand': 11852, 'unprepared': 11853, 'businessfacewithtearsofjoyrollingonthefloorlaughingfacewithtearsofjoyrollingonthefloorlaughingfacewithtearsofjoyrollingonthefloorlaughing': 11854, 'cobble': 11855, 'pedovore': 11856, 'agsessions': 11857, 'tentacle': 11858, 'pedogatenews': 11859, 'spells': 11860, 'upperuppermiddle': 11861, 'compares': 11862, 'bingo': 11863, 'unflattering': 11864, 'daughterif': 11865, 'roughed': 11866, 'ranges': 11867, 'hominem': 11868, 'cigarettes': 11869, 'motivations': 11870, 'hypocrisymuch': 11871, 'bigstuff': 11872, 'restingbitchface': 11873, 'lust': 11874, 'midriff': 11875, 'micromini': 11876, 'whitemediumstar': 11877, 'minoritiesthey': 11878, 'selfies': 11879, 'reportedly': 11880, 'possive': 11881, 'frankie': 11882, 'farrakhans': 11883, 'misrepresenting': 11884, 'dns': 11885, 'mannerisms': 11886, 'knowor': 11887, 'dreamt': 11888, 'fur': 11889, 'occupier': 11890, 'editorial': 11891, 'blueheartyellowheartyou': 11892, 'aresparklessparklingheart': 11893, 'rotation': 11894, 'pecking': 11895, 'herrera': 11896, 'mctomminay': 11897, 'wokeisis': 11898, 'scotia': 11899, 'girlcanada': 11900, 'wwgwgaglobeshowingamericasglobeshowingeuropeafricaglobeshowingasiaaustralia': 11901, 'womanwalkingmanwalkingwalkaway': 11902, 'hirono': 11903, 'kamakazee': 11904, 'pilots': 11905, 'blade': 11906, 'oriented': 11907, 'idealistic': 11908, 'phillies': 11909, 'distressed': 11910, 'sor': 11911, 'din': 11912, 'kakulitan': 11913, 'inggit': 11914, 'peg': 11915, 'capt': 11916, 'lad': 11917, 'krzysztof': 11918, 'szczepanski': 11919, 'kris': 11920, 'sorely': 11921, 'foldedhandslightskintoneoss': 11922, 'illigal': 11923, 'oyela': 11924, 'sexualize': 11925, 'knives': 11926, 'putrajaya': 11927, 'asbestos': 11928, 'comedianthought': 11929, 'revolutionaries': 11930, 'poopy': 11931, 'diaper': 11932, 'appeals': 11933, 'lambs': 11934, 'destined': 11935, 'morningi': 11936, 'prochoice': 11937, 'homer': 11938, 'shoving': 11939, 'keemstar': 11940, 'sever': 11941, 'popin': 11942, 'ooks': 11943, 'rustfacewithtearsofjoy': 11944, 'gotourpiece': 11945, 'absent': 11946, 'ginger': 11947, 'prodcutive': 11948, 'muellersmountain': 11949, 'endthegop': 11950, 'endthenra': 11951, 'treasonousgoverment': 11952, 'scares': 11953, 'upcyberpunk': 11954, 'theredo': 11955, 'regrettable': 11956, 'lf': 11957, 'assisted': 11958, 'yepsays': 11959, 'prescott': 11960, 'hfjdhd': 11961, 'infinity': 11962, 'gluten': 11963, 'allergies': 11964, 'schizophrenia': 11965, 'warcraft': 11966, 'limn': 11967, 'dayfaceblowingakiss': 11968, 'cameramen': 11969, 'fakenewscnn': 11970, 'rowdy': 11971, 'mealso': 11972, 'pictureslet': 11973, 'themhe': 11974, 'possiblefacewithtearsofjoyfacewithtearsofjoydogface': 11975, 'smack': 11976, 'rubberstamp': 11977, 'regurgitates': 11978, 'fbr': 11979, 'justiceclarencethomas': 11980, 'gmother': 11981, 'antiguncontrol': 11982, 'swedes': 11983, 'berniecrats': 11984, 'bipolar': 11985, 'commenting': 11986, 'boycotts': 11987, 'iredheartjesus': 11988, 'iredhearttrump': 11989, 'cigarette': 11990, 'backhandindexpointingupmediumlightskintone': 11991, 'bebest': 11992, 'chooseright': 11993, 'malicious': 11994, 'pamphlet': 11995, 'bron': 11996, 'cadistrict': 11997, 'moneybags': 11998, 'mccarthy': 11999, 'mattacongress': 12000, 'sendmccarthypacking': 12001, 'cadeservesbetter': 12002, 'wwgonewgall': 12003, 'subsidy': 12004, 'windfall': 12005, 'libdemconf': 12006, 'constructive': 12007, 'myriad': 12008, 'doggy': 12009, 'hamilton': 12010, 'niggaaahhhh': 12011, 'biting': 12012, 'fitton': 12013, 'lovelondon': 12014, 'imbackingboff': 12015, 'yaaas': 12016, 'glare': 12017, 'satans': 12018, 'gutierries': 12019, 'yetand': 12020, 'yesits': 12021, 'libtardrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingokhandpileofpoo': 12022, 'andrewgillum': 12023, '‘probably': 12024, 'llc': 12025, 'nondomestic': 12026, 'advanced': 12027, 'offerings': 12028, 'siwc': 12029, 'boruto': 12030, 'dealer': 12031, 'mondaythoughts': 12032, 'orchestratedprovoked': 12033, 'conspiracyhes': 12034, 'peanut': 12035, 'dbld': 12036, 'manshruggingmediumlightskintone': 12037, 'uncontrollably': 12038, 'ch': 12039, 'clone': 12040, 'fornicate': 12041, 'romper': 12042, 'avowed': 12043, 'plum': 12044, 'instantly': 12045, 'thisloudlycryingface': 12046, 'oboma': 12047, 'blaséford': 12048, 'harrasses': 12049, 'heightened': 12050, 'diseases': 12051, 'selfenrichmentmoneybagmoneybag': 12052, 'backraisedfist': 12053, 'takeusaback': 12054, 'bullcrap': 12055, 'lifeanddeath': 12056, 'bitxh': 12057, 'eveb': 12058, 'usain': 12059, 'bolt': 12060, 'callmehandlightskintone': 12061, 'consistency': 12062, 'probaly': 12063, 'mindboggling': 12064, 'acquainted': 12065, 'marks': 12066, 'truthfulness': 12067, 'item': 12068, 'undergo': 12069, 'eval': 12070, 'dared': 12071, 'daeshisis': 12072, 'flatout': 12073, 'mercury': 12074, 'biopic': 12075, 'careerand': 12076, 'gig': 12077, 'groomed': 12078, 'tout': 12079, 'classist': 12080, 'royce': 12081, 'refernce': 12082, 'clause': 12083, 'chu': 12084, 'womanshrugginglightskintonewomanfacepalminglightskintone': 12085, 'alzheimers': 12086, 'favourites': 12087, 'daddys': 12088, 'wordbecause': 12089, 'allinonlonnieisntfunny': 12090, 'marchonfromwalker': 12091, 'scones': 12092, 'biochem': 12093, 'waterwavewaterwave': 12094, 'gtcalls': 12095, 'trumpster': 12096, 'micropoetry': 12097, 'bigtop': 12098, 'wig': 12099, 'blasé': 12100, 'gloriously': 12101, 'absofuckinglutely': 12102, 'doughpastry': 12103, 'plateful': 12104, 'puris': 12105, 'asma': 12106, 'saviour': 12107, 'universallyunwanted': 12108, 'bauble': 12109, 'brandin': 12110, 'cooks': 12111, 'ewww': 12112, 'imagery': 12113, 'headnauseatedfacenauseatedfacenauseatedface': 12114, 'idio': 12115, 'illllegal': 12116, 'gritting': 12117, 'darts': 12118, 'manny': 12119, 'rebuttal': 12120, 'antifabullies': 12121, 'hatersbullies': 12122, 'redheartredheartredheartredheartredheart': 12123, 'mountains': 12124, 'almighty': 12125, 'emmanuel': 12126, 'openbookopenhandsopenbookopenhandsclappinghandsokhandbabyangelbabyangelgrowingheart': 12127, 'il': 12128, 'buehlerthats': 12129, 'predominately': 12130, 'blumenthal': 12131, 'protocols': 12132, 'zion': 12133, 'doasisaynotasido': 12134, 'nove': 12135, 'reputationtour': 12136, 'theconcerttour': 12137, 'presidnet': 12138, 'harmful': 12139, 'rly': 12140, 'issss': 12141, 'pssst': 12142, 'sharpie': 12143, 'downhigh': 12144, 'bj': 12145, 'giver': 12146, 'facesavoringfoodsmilingfacewithsmilingeyesbeamingfacewithsmilingeyes': 12147, 'whofacewithtearsofjoy': 12148, 'rightarrowcurvingdownrightarrowcurvingdownrightarrowcurvingdownrightarrowcurvingdown': 12149, 'twinsie': 12150, 'polyester': 12151, 'fibers': 12152, 'rapistdemocrats': 12153, 'frauddemocrats': 12154, 'undertaker': 12155, 'firebombing': 12156, 'identypolitics': 12157, 'dillusional': 12158, 'foldedhandsmediumlightskintoneredheart': 12159, 'praaaaaaaaayeer': 12160, 'musicalnotesunitedstates': 12161, '‘unprecedented‘': 12162, 'alinaae': 12163, 'septemberbeginning': 12164, 'crystal': 12165, 'lettermaga': 12166, 'boymonkey': 12167, 'boysgirls': 12168, 'thumbsupthumbsupthumbsupclappinghandsclappinghandsclappinghands': 12169, 'admired': 12170, 'discriminationwe': 12171, 'lending': 12172, 'factorys': 12173, 'sling': 12174, 'amenadiels': 12175, 'triangle': 12176, 'kisses': 12177, 'fingertips': 12178, 'imposters': 12179, 'legion': 12180, 'marked': 12181, 'gadarenes': 12182, 'ergnews': 12183, 'antinazigr': 12184, 'antifagr': 12185, 'stopthehate': 12186, 'goldendawn': 12187, 'gdtrial': 12188, 'jesuschrist': 12189, 'jesusislord': 12190, 'jesusisgod': 12191, 'mosque': 12192, 'predicted': 12193, 'ssm': 12194, 'lowkie': 12195, 'subside': 12196, 'soothing': 12197, 'kajillions': 12198, 'zombified': 12199, 'dogswhy': 12200, 'giys': 12201, 'amendmenturl': 12202, 'juggernaut': 12203, 'mythical': 12204, 'skinnier': 12205, 'curtin': 12206, 'tamir': 12207, 'mere': 12208, 'suspicion': 12209, 'shitall': 12210, 'phil': 12211, 'wesson': 12212, 'crucify': 12213, 'hearsay': 12214, 'roberto': 12215, 'clemente': 12216, 'smirky': 12217, 'mann': 12218, 'smoove': 12219, 'loudlycryingfacegrinningsquintingfacemanshruggingmediumskintone': 12220, 'transphobia': 12221, 'toomany': 12222, 'harrys': 12223, 'angst': 12224, 'nosedive': 12225, 'consists': 12226, 'weenie': 12227, 'mommies': 12228, 'willies': 12229, 'hurtful': 12230, 'droves': 12231, 'beano': 12232, 'intellegence': 12233, 'obvio': 12234, 'sinmaduroyo': 12235, 'facewithtearsofjoyfacewithtearsofjoyzanyface': 12236, 'himmales': 12237, 'victoryhandvictoryhand': 12238, 'akkad': 12239, 'conservativessmilingfacewithsunglasses': 12240, 'indexpointingupthink': 12241, 'tham': 12242, 'dofacewithtearsofjoyrollingonthefloorlaughingfacewithtearsofjoyrollingonthefloorlaughing': 12243, 'situationzanyface': 12244, 'foxfacenews': 12245, 'foldedhandsunitedstatesredheartlatincrossredheartunitedstatesfoldedhands': 12246, 'foldedhandsredheartlatincrosslatincrossredheartfoldedhands': 12247, 'audrey': 12248, 'quiz': 12249, 'frog': 12250, 'canon': 12251, 'protects': 12252, 'marvel': 12253, 'overused': 12254, 'thanos': 12255, 'kravmaga': 12256, 'evidencebased': 12257, 'cdcwords': 12258, 'bannedwords': 12259, 'doubleplusgoodspeak': 12260, 'trumphasdementia': 12261, 'activism—september': 12262, 'bushclinton': 12263, 'humidity': 12264, 'facewithtearsofjoyskull': 12265, 'flakewell': 12266, 'infinitely': 12267, 'obviouslyduh': 12268, 'thankstrump': 12269, 'refugeesnotwelcome': 12270, 'unchecked': 12271, 'austria': 12272, 'responders': 12273, 'creepyjoebiden': 12274, 'gravy': 12275, 'joedonttouchsomuch': 12276, 'hillbillieshmmm': 12277, 'incomes': 12278, 'iqs': 12279, 'humour': 12280, 'coworker': 12281, 'utara': 12282, 'loghat': 12283, 'smilingfacewithhearteyestulipwiltedflowerrosebouquet': 12284, 'continent': 12285, 'sig': 12286, 'cmalt': 12287, 'altc': 12288, 'uproar': 12289, 'untill': 12290, 'inc': 12291, 'ucs': 12292, 'owellian': 12293, 'controll': 12294, 'poorest': 12295, 'christianmorals': 12296, 'disabilityrights': 12297, 'clappinghandsmediumdarkskintone': 12298, 'pearls': 12299, '‘clutching': 12300, 'righteousness': 12301, 'belichick': 12302, 'crafty': 12303, 'germansthey': 12304, 'violenceit': 12305, 'germanistan': 12306, 'tabs': 12307, 'argento': 12308, 'coons': 12309, 'disagreements': 12310, 'oncomingfistcollision': 12311, 'clash': 12312, 'shastrartha': 12313, 'antifaareterrorists': 12314, 'muchrevolvinghearts': 12315, 'antijujubes': 12316, 'horny': 12317, 'hazy': 12318, 'recollecting': 12319, 'repressed': 12320, 'headgear': 12321, 'ubi': 12322, 'liberalismcausesmentalretardation': 12323, 'kavanaughthe': 12324, 'tease': 12325, 'executes': 12326, 'multicultural': 12327, 'impart': 12328, 'selfhate': 12329, 'areyour': 12330, 'prejudices': 12331, 'xenophobic': 12332, 'stem': 12333, 'metaphor': 12334, 'samsung': 12335, 'workspeople': 12336, 'lifewhy': 12337, 'reagan—lays': 12338, 'netneutrality': 12339, 'fccs': 12340, 'phrasing': 12341, 'swearer': 12342, 'disprove': 12343, 'polices': 12344, 'feinstinkle': 12345, 'leaked': 12346, 'definitively': 12347, 'anywayits': 12348, 'theu': 12349, 'forcereasoning': 12350, 'alinskysrules': 12351, 'kickback': 12352, 'principals': 12353, 'warping': 12354, 'perceptions': 12355, 'factions': 12356, 'growingheart': 12357, 'quoteoftheday': 12358, 'notrust': 12359, 'investigator': 12360, 'criminalsinuniform': 12361, 'gtto': 12362, 'gentle': 12363, 'xxxfaceblowingakissfaceblowingakissfaceblowingakissredheartredheartredheart': 12364, 'faerie': 12365, 'conceding': 12366, 'thugaratti': 12367, 'endlessly': 12368, 'expression': 12369, 'urged': 12370, 'abomination': 12371, 'catalog': 12372, 'bolaji': 12373, 'pleading': 12374, 'dale': 12375, 'chumps': 12376, 'blueripple': 12377, 'kateswall': 12378, 'obamaspygate': 12379, 'himdoubleexclamationmarkfacescreaminginfear': 12380, 'volient': 12381, 'monopoles': 12382, 'groupjust': 12383, 'unrestrained': 12384, 'minutestrump': 12385, 'proverbial': 12386, 'aaaaaaaaa': 12387, 'wbu': 12388, 'babie': 12389, 'crowdfunding': 12390, 'monsterfunder': 12391, 'fervent': 12392, 'whiped': 12393, 'exposé': 12394, 'mildmoderate': 12395, 'interestedqualified': 12396, 'sorrynothing': 12397, 'passports': 12398, 'bona': 12399, 'fide': 12400, 'nicking': 12401, 'sequitur': 12402, 'weigh': 12403, 'butter': 12404, 'deregulation': 12405, 'supervision': 12406, 'switched': 12407, 'dehumanize': 12408, 'againtske': 12409, 'scs': 12410, 'transphobic': 12411, 'koontz': 12412, 'niners': 12413, 'babythumbsuponcomingfist': 12414, 'commissioner': 12415, 'fooln': 12416, 'spiteful': 12417, 'youngo': 12418, 'soundtrack': 12419, 'dmed': 12420, 'oftenflexedbicepsmediumskintone': 12421, 'betterloudlycryingface': 12422, 'serenawilliams': 12423, 'boycotted': 12424, 'wising': 12425, 'imageinstead': 12426, 'calculative': 12427, 'bided': 12428, 'calculated': 12429, 'colours': 12430, 'defcon': 12431, 'wuppertal': 12432, 'masters': 12433, 'wisely': 12434, 'devotees': 12435, 'curry': 12436, 'redoctober': 12437, 'lahore': 12438, 'inadmissible': 12439, 'cavanagh': 12440, 'yuzusft': 12441, 'cofounder': 12442, 'forerunner': 12443, 'islamicextremism': 12444, 'grenell': 12445, 'assessment': 12446, 'betas': 12447, 'deflected': 12448, 'tooliberalfornky': 12449, 'patterned': 12450, 'wordthere': 12451, 'shotgunsthe': 12452, 'selfaggrandizing': 12453, 'metoowitchhunt': 12454, 'bullhit': 12455, 'thickens': 12456, 'moreso': 12457, 'gorl': 12458, 'streaming': 12459, 'bearded': 12460, 'meta': 12461, 'calculations': 12462, 'terry': 12463, 'porters': 12464, 'pi': 12465, 'alumn': 12466, 'hernandez': 12467, 'sundown': 12468, 'carnage': 12469, 'emptiness': 12470, 'altho': 12471, 'torylies': 12472, 'democraps': 12473, 'bestie': 12474, 'hergrowingheart': 12475, 'comeliberals': 12476, 'commonsbetter': 12477, 'hipster': 12478, 'sped': 12479, 'items': 12480, 'patchouly': 12481, 'ebt': 12482, 'healed': 12483, 'straightening': 12484, 'harperi': 12485, 'fleas': 12486, 'sami': 12487, 'operation': 12488, 'numbered': 12489, 'distinguish': 12490, 'wmilitary': 12491, 'butmost': 12492, 'vaterans': 12493, 'trumpsamerica': 12494, 'tihnks': 12495, 'leonaalleslev': 12496, 'mazie': 12497, 'sensationalism': 12498, 'disputed': 12499, 'whataboutery': 12500, 'ampall': 12501, 'bullie': 12502, 'sencollins': 12503, 'whatunitedstatesconservatives': 12504, 'keycapyrs': 12505, 'letgod': 12506, 'shocker': 12507, 'outspoken': 12508, 'critic': 12509, 'putins': 12510, 'goods': 12511, 'zeckenbiss': 12512, 'hetzjagd': 12513, 'longt': 12514, 'restate': 12515, 'exhaling': 12516, 'shakily': 12517, 'tempted': 12518, 'cheeky': 12519, 'mo': 12520, 'cybersecurity': 12521, 'begun': 12522, 'feign': 12523, 'weaponised': 12524, '‘white': 12525, 'dummydonniejr': 12526, 'womanfacepalminglightskintonelyingfaceclownfacewomanshrugginglightskintone': 12527, 'rollingonthefloorlaughingfacewithtearsofjoygrinningfacewithsweat': 12528, 'liarinchief': 12529, 'mushroommushroom': 12530, 'believer': 12531, 'feeder': 12532, 'òne': 12533, 'jailed': 12534, 'facewithtearsofjoyunitedstatesflexedbiceps': 12535, 'victoria': 12536, 'reversefacescreaminginfear': 12537, 'normalized': 12538, 'craley': 12539, 'peta': 12540, 'projections': 12541, 'applied': 12542, 'oneself': 12543, 'trumpstyle': 12544, '•discredit': 12545, '•repeatedly': 12546, '•build': 12547, 'denials': 12548, 'meaningless': 12549, 'puzzle': 12550, 'naaa': 12551, 'fink': 12552, 'wiv': 12553, 'puleeeze': 12554, 'lieyour': 12555, 'buyout': 12556, 'rmt': 12557, 'swr': 12558, 'defo': 12559, 'purged': 12560, 'hereflushedface': 12561, 'huhsmirkingface': 12562, 'carreys': 12563, 'bun': 12564, 'googlers': 12565, 'mongers': 12566, 'watcher': 12567, 'becausecolor': 12568, 'goofy': 12569, 'manipulations': 12570, 'unbias': 12571, 'sarandrons': 12572, 'monitoring': 12573, 'attackers': 12574, 'misguided': 12575, 'beshe': 12576, 'pigeon': 12577, 'pigeons': 12578, 'conadidate': 12579, 'pacedat': 12580, '‘entropy‘': 12581, 'clincher': 12582, 'happpen': 12583, 'dimension': 12584, 'jobmaybe': 12585, 'respct': 12586, 'variance': 12587, 'bizzniss': 12588, 'randian': 12589, 'deludes': 12590, 'directorship': 12591, 'artificial': 12592, 'bewaresome': 12593, 'offlike': 12594, 'streetlights': 12595, 'madison': 12596, 'antipresident': 12597, 'semamtics': 12598, 'sullivan': 12599, 'innnew': 12600, 'yourk': 12601, 'fkat': 12602, 'rakers': 12603, 'culling': 12604, 'loitering': 12605, 'sharethelove': 12606, 'averages': 12607, 'lend': 12608, 'heifer': 12609, 'sombody': 12610, 'unwilling': 12611, 'chairperson': 12612, 'lighten': 12613, 'wrind': 12614, 'womenfacewithrollingeyes': 12615, 'vomit': 12616, 'ihra': 12617, 'sincero': 12618, 'yeaaaahh': 12619, 'lapdpgs': 12620, 'demonstrates': 12621, 'unknown': 12622, 'revenue': 12623, 'dev': 12624, 'devs': 12625, 'careers': 12626, 'foe': 12627, 'smudge': 12628, 'teamdanny': 12629, 'sharper': 12630, 'businessmen': 12631, 'perplexed': 12632, 'trumptariffs': 12633, 'incarcerated': 12634, 'baldfaced': 12635, 'cchqpress': 12636, 'natfednews': 12637, 'hayley': 12638, 'wished': 12639, 'layer': 12640, 'golan': 12641, 'heights': 12642, 'hightech': 12643, 'dcl': 12644, 'explore': 12645, 'loudlycryingfaceredheartredheart': 12646, 'logging': 12647, 'logged': 12648, 'technical': 12649, 'difficulties': 12650, 'heathen': 12651, 'luves': 12652, 'admendment': 12653, 'birmingham': 12654, 'programme': 12655, 'backhandindexpointingdownrainbowblueheart': 12656, 'misconstrued': 12657, 'exceptable': 12658, 'brokenheartcryingfacefoldedhands': 12659, 'notonemore': 12660, 'dncsorosantifa': 12661, 'filledbut': 12662, 'sparky': 12663, 'soulless': 12664, 'cutsie': 12665, 'refs': 12666, 'killthezebras': 12667, 'byandlarge': 12668, 'conartists': 12669, 'lackies': 12670, 'redheartfollowed': 12671, 'excepting': 12672, 'sadbutrelievedfacefearfulface': 12673, 'percentile': 12674, 'counterprotestors': 12675, 'instigated': 12676, 'characterize': 12677, 'antiwoman': 12678, 'irreplaceable': 12679, 'heather': 12680, 'indeeda': 12681, 'needy': 12682, 'condemnation': 12683, 'equivocal': 12684, 'diluted': 12685, 'suggests': 12686, 'gratitude': 12687, 'posturing': 12688, 'requisite': 12689, 'challengers': 12690, 'witless': 12691, 'cnnmoney': 12692, 'undies': 12693, 'davido': 12694, 'oga': 12695, 'davidos': 12696, 'haterz': 12697, 'examination': 12698, 'winger': 12699, 'simplistic': 12700, 'density': 12701, 'contributors': 12702, 'islamistsantifaleftists': 12703, 'wreath': 12704, 'filmantifa': 12705, 'chrome': 12706, 'hitch': 12707, 'assumptions': 12708, 'kaise': 12709, 'bache': 12710, 'tarah': 12711, 'fingerloudlycryingfacesmilingfacewithhearteyeshuggingface': 12712, 'talker': 12713, 'coherent': 12714, 'specialists': 12715, 'architects': 12716, 'beautifull': 12717, 'establishing': 12718, 'gunsensenow': 12719, 'opposites': 12720, 'ltimagine': 12721, 'tarzan': 12722, 'voicegt': 12723, 'nocollusion': 12724, 'cling': 12725, 'walldoesntprotectfromamericans': 12726, 'charters': 12727, 'certificate': 12728, 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'clinkingglassesclinkingglasses': 12780, 'bwahahahawork': 12781, 'toolshonest': 12782, 'alsoi': 12783, 'kremlin': 12784, 'speculating': 12785, 'trademark': 12786, 'gabole': 12787, 'negatif': 12788, 'quin': 12789, 'invented': 12790, 'fakeuberdriver': 12791, 'bodywraprestraint': 12792, 'crimenews': 12793, 'eth': 12794, 'hardwallet': 12795, 'ulster': 12796, 'unionists': 12797, 'reciprocate': 12798, 'hardened': 12799, 'presidentmaduro': 12800, 'feasts': 12801, 'saltbae': 12802, 'venezuelans': 12803, 'flee': 12804, 'jeremycorbyn': 12805, 'critics': 12806, 'ranging': 12807, 'doordoorhit': 12808, 'tulsa': 12809, 'dye': 12810, 'haircolors': 12811, 'englishconservatism': 12812, 'preller': 12813, 'skins': 12814, 'adamandeve': 12815, 'parklandkids': 12816, 'misappropriated': 12817, 'foriegn': 12818, 'hawks': 12819, 'prorussia': 12820, 'roads': 12821, 'saggy': 12822, 'victoriasecrets': 12823, 'fifty': 12824, 'installing': 12825, 'amendmentcampus': 12826, 'huckster': 12827, 'marcy': 12828, 'woulda': 12829, 'unthinkable': 12830, 'jajaja': 12831, 'bowman': 12832, 'oop': 12833, 'darkest': 12834, 'dojcia': 12835, 'shortlisted': 12836, 'shaunbaileyuk': 12837, 'andrewboff': 12838, 'joymorrissey': 12839, 'y…': 12840, 'asu': 12841, 'nonautomatic': 12842, 'designers': 12843, 'firemalyoung': 12844, 'legatron': 12845, 'havana': 12846, 'dildos': 12847, 'butts': 12848, 'srsly': 12849, 'vital': 12850, 'hooligans': 12851, 'doyourjob': 12852, 'sincere': 12853, 'batsbottles': 12854, 'greatestthingsaboutthes': 12855, 'conspired': 12856, 'maggie': 12857, 'insists': 12858, 'depressing': 12859, 'middlefingerthem': 12860, 'mavericks': 12861, 'markcuban': 12862, 'nicas': 12863, 'glimpse': 12864, 'enriching': 12865, 'cousins': 12866, 'ragey': 12867, 'guaranteed': 12868, 'reeee': 12869, 'greenish': 12870, 'tint': 12871, 'greenhouse': 12872, 'gases': 12873, 'apon': 12874, 'obfuscate': 12875, 'retaliate': 12876, 'dorks': 12877, 'grill': 12878, 'efects': 12879, 'collecting': 12880, 'facewithtearsofjoyfacewithtearsofjoyboycottcolinjost': 12881, 'hypnotized': 12882, 'miraculously': 12883, 'freakingliars': 12884, 'obstructionistfacewithsymbolsonmouth': 12885, 'himnauseatedface': 12886, 'raging': 12887, 'kingggg': 12888, 'inventing': 12889, 'consideration': 12890, 'wu': 12891, 'users': 12892, 'predominantly': 12893, 'cavaliers': 12894, 'fanbase': 12895, 'fakeness': 12896, 'apartaments': 12897, 'loveit': 12898, 'dcrats': 12899, 'ducky': 12900, 'skyrocket': 12901, 'orbit': 12902, 'validated': 12903, 'raisinghandsmediumlightskintonetwohearts': 12904, 'obligated': 12905, 'convincingly': 12906, 'janet': 12907, 'yellen': 12908, 'staffpick': 12909, 'groupwhats': 12910, 'againoh': 12911, 'yeahantifa': 12912, 'diffrent': 12913, 'kyky': 12914, 'anfield': 12915, 'putain': 12916, 'cliiimmmm': 12917, 'livpsg': 12918, 'mcfartney': 12919, 'beatles': 12920, 'rouda': 12921, 'moderatepro': 12922, 'businesspro': 12923, 'familyand': 12924, 'karl': 12925, 'popper': 12926, 'motivates': 12927, 'antiborder': 12928, 'antinationalism': 12929, 'rightsgun': 12930, 'biase': 12931, 'qbs': 12932, 'givekapachance': 12933, 'imwithkap': 12934, 'arron': 12935, 'issuesconservatives': 12936, 'cloaks': 12937, 'knob': 12938, 'pricethat': 12939, 'methinks': 12940, 'signature': 12941, 'rabble': 12942, 'rousing': 12943, 'preachers': 12944, 'skullfacewithtearsofjoyfacewithtearsofjoy': 12945, 'dreamed': 12946, 'colledge': 12947, 'tantamount': 12948, 'entrenches': 12949, 'alp': 12950, 'foodie': 12951, 'palate': 12952, 'regression': 12953, 'flannel': 12954, 'slips': 12955, 'adearfriendnjust': 12956, 'amir': 12957, 'kava': 12958, 'dogooodthers': 12959, 'assisting': 12960, 'guarding': 12961, 'thivery': 12962, 'mof': 12963, 'postal': 12964, 'fishermen': 12965, 'kameron': 12966, 'scotians': 12967, 'fisheries': 12968, 'implicated': 12969, 'fatties': 12970, 'whent': 12971, 'milford': 12972, 'niggers': 12973, 'leukemias': 12974, 'aborts': 12975, 'bleachbit': 12976, 'sledge': 12977, 'paulbergeruser': 12978, 'futanary': 12979, 'nuked': 12980, 'anyother': 12981, 'reinforcement': 12982, 'indicating': 12983, 'tense': 12984, 'patronizing': 12985, 'flynn': 12986, 'plea': 12987, 'foods': 12988, 'disrespecting': 12989, 'unacceptable': 12990, 'bailout': 12991, 'plannedparenthood': 12992, 'usgoverment': 12993, 'savetheth': 12994, 'repealtheth': 12995, 'pg': 12996, 'speedboost': 12997, 'halfdecent': 12998, 'creators': 12999, 'greening': 13000, 'contested': 13001, 'yw': 13002, 'motion': 13003, 'dion': 13004, 'beamingfacewithsmilingeyestelesmokacatin': 13005, 'headbeamingfacewithsmilingeyeswinkingfacerollingonthefloorlaughingsmilingfacewithsunglasses': 13006, 'inz': 13007, 'ontarians': 13008, 'sareptians': 13009, 'wad': 13010, 'flo': 13011, 'showbarking': 13012, 'ordersparting': 13013, 'onoh': 13014, 'notballoon': 13015, 'puzzling': 13016, 'flustered': 13017, 'relevance': 13018, 'netherlandstaxhaven': 13019, 'cosby': 13020, 'activates': 13021, 'sprayed': 13022, 'infringing': 13023, 'restricted': 13024, 'nauseatedfacenauseatedfacenauseatedfacenauseatedfacenauseatedfacenauseatedfacenauseatedface': 13025, 'equivalence': 13026, 'contrived': 13027, 'controversies': 13028, 'foreseeable': 13029, 'snooze': 13030, 'geno': 13031, 'homosexuality': 13032, '‘snatcher': 13033, 'blot': 13034, 'dharmic': 13035, 'kashmiri': 13036, 'pandits': 13037, 'modernity': 13038, 'hinduphobia': 13039, 'republicandominated': 13040, 'commerce': 13041, 'chos': 13042, 'hyt': 13043, 'googlecide': 13044, 'dontbeevilcorp': 13045, 'oligarchies': 13046, 'erasing': 13047, 'transforming': 13048, 'googlesplaining': 13049, 'stomped': 13050, 'holt': 13051, 'renfrews': 13052, 'shopper': 13053, 'bugs': 13054, 'oreilly': 13055, 'exressing': 13056, 'provincially': 13057, 'siege': 13058, 'cultlogic': 13059, 'humbles': 13060, 'stafford': 13061, 'rusty': 13062, 'i': 13063, 'nnor': 13064, 'chats': 13065, '‘onya': 13066, 'tbqh': 13067, 'mews': 13068, 'papacy': 13069, 'thatno': 13070, 'losangeles': 13071, 'traces': 13072, 'sgp': 13073, 'stlouis': 13074, 'boasted': 13075, 'antinationalist': 13076, 'antinatalist': 13077, 'basing': 13078, 'counteracts': 13079, 'heals': 13080, 'prolib': 13081, 'delivered': 13082, 'pictured': 13083, 'overlooking': 13084, 'whitehot': 13085, 'betweengt': 13086, 'redblooded': 13087, 'bootsontheground': 13088, 'avatar': 13089, 'polytechnofascistsavatardigital': 13090, 'nonreality': 13091, 'uglydidnt': 13092, 'aunty': 13093, 'obviousare': 13094, 'alos': 13095, 'gitmos': 13096, 'catpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartpurpleheartsparklingheart': 13097, 'trueshe': 13098, 'dayand': 13099, 'ladyslightlysmilingface': 13100, 'walkedaway': 13101, 'narrator': 13102, 'xhezhe': 13103, 'massachussetts': 13104, 'wart': 13105, 'aboilish': 13106, 'counseling': 13107, 'frigid': 13108, 'cockamamy': 13109, 'thomashill': 13110, 'cynical': 13111, 'applauding': 13112, 'truththe': 13113, 'collisioncollisioncollisioncollision': 13114, 'cino': 13115, 'sterilizing': 13116, 'sterilize': 13117, 'backward': 13118, 'sftv': 13119, 'enjoylike': 13120, 'slagged': 13121, 'undemocratic': 13122, 'unons': 13123, 'exclamationmark': 13124, 'polluting': 13125, 'antagonist': 13126, 'canons': 13127, 'villain': 13128, 'playersviewers': 13129, 'sympathize': 13130, 'soarguable': 13131, 'analytica': 13132, 'harassedattacked': 13133, 'jackiedp': 13134, 'proudtobeaconservativefromacouncilestate': 13135, 'pornhub': 13136, 'myers': 13137, 'wynn': 13138, 'smithsgrove': 13139, 'thorn': 13140, 'madman': 13141, 'peddling': 13142, 'uhave': 13143, 'antifamsmdnc': 13144, 'looted': 13145, 'repaying': 13146, 'debts': 13147, 'chatterbox': 13148, 'hoodie': 13149, 'drift': 13150, 'dissatisfaction': 13151, 'refund': 13152, 'processing': 13153, 'stubby': 13154, 'edd': 13155, 'relates': 13156, 'dier': 13157, 'durham': 13158, 'thatwhat': 13159, 'pishwhat': 13160, 'tatas': 13161, 'mediayeawe': 13162, 'doneand': 13163, 'cams': 13164, 'battery': 13165, 'releasethememo': 13166, 'susanrice': 13167, 'wandering': 13168, 'smilingfacewithsmilingeyesfoldedhandsmediumlightskintonepurpleheart': 13169, 'inclineed': 13170, 'fashioned': 13171, 'yeeeeess': 13172, 'butchers': 13173, 'butchering': 13174, 'bushie': 13175, 'stalkhunters': 13176, 'shelter': 13177, 'falsified': 13178, 'clarification': 13179, 'nuke': 13180, 'desecrate': 13181, 'awesomeness': 13182, 'backhandindexpointingrightlightskintoneunitedstatesdove': 13183, 'imparting': 13184, 'gems': 13185, 'weighs': 13186, 'determines': 13187, 'adherance': 13188, 'metoowaronmen': 13189, 'blmwaroncops': 13190, 'antifawaronsociety': 13191, 'abortionwar': 13192, 'taxi': 13193, 'cab': 13194, 'roxhamroad': 13195, 'paperwork': 13196, 'specification': 13197, 'standardised': 13198, 'requesting': 13199, 'contender': 13200, 'borderline': 13201, 'callingdisgusting': 13202, 'baseand': 13203, 'loveourpotus': 13204, 'abetting': 13205, 'dragging': 13206, 'fabricating': 13207, 'cheaters': 13208, 'liers': 13209, 'purdue': 13210, 'streeter': 13211, 'stageyou': 13212, 'bestdjthank': 13213, 'hardwellredheart': 13214, 'thisthe': 13215, 'youshhh': 13216, 'likenoother': 13217, 'gamestopcontest': 13218, 'croft': 13219, 'sarandon': 13220, 'rambling': 13221, 'cube': 13222, 'ridley': 13223, 'orderguess': 13224, 'blueheartfoldedhandsmediumlightskintone': 13225, 'internalized': 13226, 'grips': 13227, 'halfidiot': 13228, 'babysmilingfacewithhearteyes': 13229, 'ovomit': 13230, 'lasting': 13231, 'leftdems': 13232, '‘random': 13233, 'wnra': 13234, 'imp': 13235, 'replacing': 13236, 'abstinence': 13237, 'teachings': 13238, 'favours': 13239, 'lefist': 13240, 'flexedbicepsflexedbicepsflexedbiceps': 13241, 'leagues': 13242, 'default': 13243, 'twin': 13244, 'typoness': 13245, 'gidle': 13246, 'idle': 13247, 'importation': 13248, 'niggaeyes': 13249, 'glutton': 13250, 'drinker': 13251, 'debs': 13252, 'helpmto': 13253, 'helpuser': 13254, 'wheeling': 13255, 'telltale': 13256, 'aguearo': 13257, 'slight': 13258, 'finishers': 13259, 'het': 13260, 'cutters': 13261, 'stonecutter': 13262, 'welfareforall': 13263, 'iatrogenesis': 13264, 'generic': 13265, 'antifafacewithtearsofjoy': 13266, 'wwyd': 13267, 'prestigious': 13268, 'brainer': 13269, 'caed': 13270, 'goper': 13271, 'kochsucker': 13272, 'tingling': 13273, 'apiece': 13274, 'noscope': 13275, 'kraber': 13276, 'contemptuous': 13277, 'ditchmitch': 13278, 'peelpelosi': 13279, 'appeaser': 13280, 'partybeforecountry': 13281, 'massmedia': 13282, 'gilliam': 13283, 'corrupting': 13284, 'entrance': 13285, 'requirements': 13286, 'kev': 13287, 'kern': 13288, 'dosomething': 13289, 'nostalgia': 13290, 'mechanics': 13291, 'bey': 13292, 'yacht': 13293, 'vacay': 13294, 'herrollingonthefloorlaughingfacewithtearsofjoy': 13295, 'positionposts': 13296, 'showmance': 13297, 'ericyou': 13298, 'swathes': 13299, 'kyla': 13300, 'ㅜㅡㅜ': 13301, 'eachother': 13302, 'quantities': 13303, 'showcased': 13304, 'revictimized': 13305, 'unclassifie': 13306, 'righthe': 13307, 'itanyone': 13308, 'mastered': 13309, 'nowhes': 13310, 'networks': 13311, 'democommunists': 13312, 'allready': 13313, 'molestors': 13314, 'frustrating': 13315, 'neccessarily': 13316, 'bwaaaaa': 13317, 'whotrumpbwaaaaaaa': 13318, 'rival': 13319, 'infighting': 13320, 'fanbasethis': 13321, 'entryist': 13322, 'sparklingheartbeatingheart': 13323, 'brokeback': 13324, 'upsideup': 13325, 'pinche': 13326, 'yayay': 13327, 'nomorelevis': 13328, 'kanebrown': 13329, 'westandtogether': 13330, 'realdonaldtrump': 13331, 'endgame': 13332, 'vlad': 13333, 'expendable': 13334, 'dohe': 13335, 'nhssocial': 13336, 'careemergency': 13337, 'disclosures': 13338, 'lacking': 13339, 'fuckbucket': 13340, 'reich': 13341, 'actaully': 13342, 'regaining': 13343, 'purely': 13344, 'timid': 13345, 'skiddish': 13346, 'adjust': 13347, 'playfulsmilingfacewithsmilingeyes': 13348, 'molly': 13349, 'mmm': 13350, 'patriachy': 13351, 'hotspot': 13352, 'lau': 13353, 'taughtyou': 13354, 'julieburchill': 13355, 'nme': 13356, 'vacuous': 13357, 'courtesy': 13358, 'eejits': 13359, 'ovens': 13360, 'mobilizes': 13361, 'obumer': 13362, 'onebut': 13363, 'melanies': 13364, 'puertoricans': 13365, 'hurricanemariaunitedstatesdollarbanknotesmirkingfacerollingonthefloorlaughing': 13366, 'thisisamerica': 13367, 'swedens': 13368, 'feminizing': 13369, 'genderless': 13370, 'taboo': 13371, 'allnow': 13372, 'deadlier': 13373, 'uc': 13374, 'loonyleft': 13375, 'hir': 13376, 'blogger': 13377, 'soonyi': 13378, 'womanshruggingwalkaway': 13379, 'mineta': 13380, 'fukn': 13381, 'smallest': 13382, 'awesomefirefirefirefireredheartredheartredheartredheart': 13383, 'freckles': 13384, 'ohhhjhhh': 13385, 'au': 13386, 'decline': 13387, 'flutie': 13388, 'uncomefortbul': 13389, 'cryingcatface': 13390, 'uhwasnt': 13391, 'womannot': 13392, 'antipo': 13393, 'redappleredheartgreenapple': 13394, 'commentsthis': 13395, 'communistsactivistsantifaofaamp': 13396, 'incompatibles': 13397, 'wuscultureampfelons': 13398, 'violenceampparticipation': 13399, 'potusampdestroysovereignusausconstndemy': 13400, 'wmarxist': 13401, 'threichnwo': 13402, 'tyrannytreason': 13403, 'deadly': 13404, 'cephalic': 13405, 'moderately': 13406, 'rightwrong': 13407, 'goodevil': 13408, 'approaches': 13409, 'moneys': 13410, 'worser': 13411, 'shuyou': 13412, 'antifaand': 13413, 'acornand': 13414, 'palled': 13415, 'hahahahahhado': 13416, 'malarkey': 13417, 'muzzie': 13418, 'terriorist': 13419, 'btch': 13420, 'newsletters': 13421, 'sections': 13422, 'ross': 13423, 'arrange': 13424, 'currentaffairs': 13425, 'poorer': 13426, 'advisors': 13427, 'lowhow': 13428, 'edited': 13429, 'formal': 13430, 'malloy': 13431, 'voterednovember': 13432, 'widget': 13433, 'mia': 13434, 'cushioney': 13435, 'thry': 13436, 'tobusiness': 13437, 'maroon': 13438, 'nod': 13439, 'wink': 13440, 'swampers': 13441, 'realness': 13442, 'everybodytalks': 13443, 'monsters': 13444, 'phantom': 13445, 'menance': 13446, 'antifacurrently': 13447, 'singularly': 13448, 'illequipped': 13449, 'assess': 13450, 'ncpol': 13451, 'endpc': 13452, 'transgendersgt': 13453, 'endculturalmarxism': 13454, 'demrun': 13455, 'authentic': 13456, 'elsesmilingfacewithhearteyes': 13457, 'seinfeld': 13458, 'dosent': 13459, 'exposethetruth': 13460, 'quantifiably': 13461, 'conservativesnone': 13462, 'cometrue': 13463, 'neghate': 13464, 'yourfamily': 13465, 'kkks': 13466, 'corybooker': 13467, 'ping': 13468, 'pong': 13469, 'starved': 13470, 'visionmapleleafmission': 13471, 'fashltthats': 13472, 'exmuslim': 13473, 'apologists': 13474, 'ltgods': 13475, 'conservativesgt': 13476, 'pastor': 13477, 'kaylor': 13478, 'huckabee': 13479, 'carcrash': 13480, 'trading': 13481, 'nichts': 13482, 'haltbarer': 13483, 'eine': 13484, 'temporäre': 13485, 'lösung': 13486, 'guttenbergs': 13487, 'backhandindexpointingrightlegislation': 13488, 'tescos': 13489, 'aimingfacewithtearsofjoyfacewithtearsofjoyflushedface': 13490, 'snowflakethumbsupmediumlightskintone': 13491, 'hеy': 13492, 'hеre': 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18760, 'bolsonaroeleitoºlugar': 18761, 'bolsonaropresidente': 18762, 'blackexcellence': 18763, 'planes': 18764, 'downs': 18765, 'trumpsupporters': 18766, 'womenfortrump': 18767, 'elpizo': 18768, 'mmz': 18769, 'daves': 18770, 'excommunicate': 18771, '‘em': 18772, 'alana': 18773, 'proceed': 18774, 'outunitedstatescubaunitedstatescubaunitedstatescuba': 18775, 'outward': 18776, 'trappings': 18777, 'methodical': 18778, 'jailtreason': 18779, 'ows': 18780, 'thinkspeak': 18781, 'wellpaid': 18782, 'projectveritas': 18783, 'jamesokeefe': 18784, 'heavenly': 18785, 'hedge': 18786, 'tyrants': 18787, 'traffickers': 18788, 'confer': 18789, 'majors': 18790, 'animated': 18791, 'smolder': 18792, 'atty': 18793, 'genl': 18794, 'labamba': 18795, 'sheister': 18796, 'hurray': 18797, 'equip': 18798, 'clips': 18799, 'robotampare': 18800, 'empoundment': 18801, 'frances': 18802, 'nflfreesundays': 18803, 'democrate': 18804, 'lurch': 18805, 'amiright': 18806, 'siezing': 18807, 'federer': 18808, 'turnoff': 18809, 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18860, 'irans': 18861, 'syrian': 18862, 'libnuts': 18863, 'dishwasher': 18864, 'quietly': 18865, 'concessions': 18866, 'collect': 18867, 'postcard': 18868, 'lens': 18869, 'temperamental': 18870, 'pampered': 18871, 'termination': 18872, 'whackadoodle': 18873, 'meets': 18874, 'unpack': 18875, 'bonesbeausid': 18876, 'goodfire': 18877, 'betteryou': 18878, 'examinations': 18879, 'morrow': 18880, 'swastikas': 18881, 'railroad': 18882, 'junkies': 18883, 'maybach': 18884, 'getup': 18885, 'victoryhandgreenheart': 18886, 'determining': 18887, 'deciding': 18888, 'preston': 18889, 'wellsomething': 18890, 'nob': 18891, 'goblin': 18892, 'aparachnik': 18893, 'hyunjea': 18894, 'theboyz': 18895, 'hyunjae': 18896, '더보이즈': 18897, 'notoriously': 18898, 'apologist': 18899, 'journo': 18900, 'advertising': 18901, 'fargolowes': 18902, 'hurricaneseason': 18903, 'exclusion': 18904, 'authoritarians': 18905, 'devilyouloseagain': 18906, 'letthetribunalsbegin': 18907, 'trumpworld': 18908, 'rainmakersunite': 18909, 'thepersistence': 18910, 'vrc': 18911, 'blues': 18912, 'purples': 18913, 'discovery': 18914, 'playopmayflower': 18915, 'goodtrumpsevil': 18916, 'magabots': 18917, 'digitalsoldiers': 18918, 'enjoytheshow': 18919, 'strawberryrecall': 18920, 'insanityjust': 18921, 'conserve': 18922, 'fracking': 18923, 'freakdont': 18924, 'sonthumbsup': 18925, 'spartan': 18926, 'finedjailed': 18927, 'dj': 18928, 'jazzy': 18929, 'berated': 18930, 'resounding': 18931, 'layne': 18932, 'trailing': 18933, 'vic': 18934, 'intial': 18935, 'quits': 18936, 'fuckername': 18937, 'magadingdong': 18938, 'spies': 18939, 'blacklist': 18940, 'maaaad': 18941, 'wellin': 18942, 'comin': 18943, 'woolly': 18944, 'fer': 18945, 'britches': 18946, 'shuffle': 18947, 'rhoode': 18948, 'riled': 18949, 'rosenstein': 18950, 'flopping': 18951, 'aces': 18952, 'platter': 18953, 'disempowered': 18954, 'lyingnews': 18955, 'surfacing': 18956, 'shamelessness': 18957, 'peak': 18958, 'colors': 18959, 'relitigate': 18960, 'anonymously': 18961, 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'progressivism': 19007, 'fearless': 19008, 'alerts': 19009, 'allfucking': 19010, 'parole': 19011, 'gospel': 19012, 'diggers': 19013, 'wayy': 19014, 'litterly': 19015, 'gttfw': 19016, 'disarmharrisnow': 19017, 'travon': 19018, 'laundromat': 19019, 'porch': 19020, 'snowballed': 19021, 'pedophelia': 19022, 'manentitytotally': 19023, 'superstitious': 19024, 'latincrossstatueoflibertylocomotiveanchorunitedstates': 19025, 'backers': 19026, 'messengers': 19027, 'packaged': 19028, 'schitt': 19029, 'vilenin': 19030, 'fieri': 19031, 'dosnt': 19032, 'imagining': 19033, 'contaminate': 19034, 'overtime': 19035, 'ciara': 19036, 'unc': 19037, 'symbolises': 19038, 'trumphero': 19039, 'trumpleader': 19040, 'weluvtrump': 19041, 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19073, 'aand': 19074, 'disappointing': 19075, 'fwd': 19076, 'mustsee': 19077, 'locationtimepeople': 19078, 'heed': 19079, 'warnings': 19080, 'facewithraisedeyebrowunitedstates': 19081, 'nonissue': 19082, 'sportsmanship': 19083, 'ejected': 19084, 'wantno': 19085, 'pious': 19086, 'batt': 19087, 'brandmatters': 19088, '‘we': 19089, 'abnormal': 19090, 'compiled': 19091, 'antifaaccompanied': 19092, 'emmy': 19093, 'boycotthollywood': 19094, 'saveamericafromdemocrats': 19095, 'input': 19096, 'ingraham': 19097, 'russianinfiltrated': 19098, 'vociferously': 19099, 'vying': 19100, 'kellyanne': 19101, 'conways': 19102, 'equation': 19103, 'roughly': 19104, 'equating': 19105, 'mathematical': 19106, 'mathematics': 19107, 'viewing': 19108, 'tammy': 19109, 'wynette': 19110, 'bimbo': 19111, 'fisadeclassification': 19112, 'trustsessions': 19113, 'organizers': 19114, 'sensational': 19115, 'sighed': 19116, 'compliments': 19117, 'apologise': 19118, 'keiths': 19119, 'clappinghandsclappinghandsclappinghandsclappinghandsclappinghands': 19120, 'falsifying': 19121, 'prefabricated': 19122, 'gorkeddems': 19123, 'oink': 19124, 'bouta': 19125, 'baja': 19126, 'tri': 19127, 'relativity': 19128, 'thoughtconspiracy': 19129, 'concocted': 19130, 'fearful': 19131, 'prolong': 19132, 'megaphonemagastatueoflibertystatueoflibertystatueoflibertyunitedstatesunitedstatesunitedstatesbeamingfacewithsmilingeyesbeamingfacewithsmilingeyes': 19133, 'becka': 19134, 'antifawho': 19135, 'ironically': 19136, 'backthumbsup': 19137, 'danish': 19138, 'demswanttotalcontrol': 19139, 'libsthinktheyhavealltheanswers': 19140, 'freedomofspeechforall': 19141, 'bitchute': 19142, 'perpetuating': 19143, 'frickin': 19144, 'winkingfacebeamingfacewithsmilingeyes': 19145, 'spanked': 19146, 'brettkavanuagh': 19147, 'milquetoast': 19148, 'reconnect': 19149, 'yummy': 19150, 'psyop': 19151, 'ivan': 19152, 'tango': 19153, 'fbs': 19154, 'syracuse': 19155, 'wowmid': 19156, 'eights': 19157, 'sendhim': 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'homeoffice': 19240, 'choudary': 19241, 'patrickmouratoglou': 19242, 'signals': 19243, 'cheated': 19244, 'manipulative': 19245, 'sideways': 19246, 'heros': 19247, 'wep': 19248, 'diplomacy': 19249, 'fakir': 19250, 'anothers': 19251, 'transparencynow': 19252, 'secretthe': 19253, 'seenliberals': 19254, 'alphabet': 19255, 'daniel': 19256, 'pinochet': 19257, 'trudeaubuttstelford': 19258, 'preferring': 19259, 'thf': 19260, 'brexiters': 19261, 'creationism': 19262, 'recycling': 19263, 'keen': 19264, 'nondemocracy': 19265, 'expired': 19266, 'myki': 19267, 'whatajoke': 19268, 'enslavement': 19269, 'ashole': 19270, 'landscape': 19271, 'immense': 19272, 'thatfacewithtearsofjoyfacewithtearsofjoyfacewithtearsofjoy': 19273, 'behaviors': 19274, 'expound': 19275, 'insinuated': 19276, 'smashing': 19277, 'clappinghandsmediumlightskintoneclappinghandsmediumlightskintoneclappinghandsmediumlightskintoneclappinghandsmediumlightskintoneclappinghandsmediumlightskintoneclappinghandsmediumlightskintoneclappinghandsmediumlightskintonethese': 19278, 'remanics': 19279, 'vibs': 19280, 'acrimony': 19281, 'ottawa': 19282, 'sr': 19283, 'adminstrator': 19284, 'cud': 19285, 'smilingfacewithhearteyessmilingfacewithhearteyespurpleheartpurpleheart': 19286, 'ambulances': 19287, 'gaddafi': 19288, 'cultist': 19289, 'altar': 19290, 'needful': 19291, 'sincerely': 19292, 'foremost': 19293, 'kemi': 19294, 'echelons': 19295, 'yal': 19296, 'dates': 19297, 'zarries': 19298, 'shipper': 19299, 'larries': 19300, 'sajidjavid': 19301, 'ministers': 19302, 'islamabad': 19303, 'anticorruption': 19304, 'counterterrorism': 19305, 'v…': 19306, 'astronauts': 19307, 'aok': 19308, 'bho': 19309, 'photographed': 19310, 'arlene': 19311, 'liberalsunhinged': 19312, 'votelabour': 19313, 'genow': 19314, 'wearecorbyn': 19315, 'weareq': 19316, 'missy': 19317, 'generalised': 19318, 'meteric': 19319, 'irisheuropean': 19320, 'nationalized': 19321, 'eviction': 19322, 'thestruggleisreal': 19323, 'telegram': 19324, 'ets': 19325, 'amdor': 19326, 'clout': 19327, 'gvt': 19328, 'hillaryobama': 19329, 'muppet': 19330, 'wire': 19331, 'jesusitrustinyou': 19332, 'discouraging': 19333, 'millerokhand': 19334, 'orlando': 19335, 'whereabouts': 19336, 'upsets': 19337, 'nothingburger': 19338, 'rollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingfacesavoringfoodfacesavoringfood': 19339, 'rugrats': 19340, 'screwedtick': 19341, 'greenie': 19342, 'admirable': 19343, 'newsworthy': 19344, 'ihmykgodoosj': 19345, 'guncoward': 19346, 'brewery': 19347, 'conclusionsthey': 19348, 'guiltythey': 19349, 'hollywoodisscum': 19350, 'angelpurpleheart': 19351, 'playbutton': 19352, 'shoppingsale': 19353, 'reversebutton': 19354, 'usaflagu': 19355, 'polqx': 19356, 'shitfacewithtearsofjoyfacewithtearsofjoy': 19357, 'ecstatic': 19358, 'niche': 19359, 'coordinating': 19360, 'publically': 19361, 'magically': 19362, 'messiness': 19363, 'hugging': 19364, 'abcnews': 19365, 'cbsnews': 19366, 'gemini': 19367, 'itselfkahlili': 19368, 'arieshe': 19369, 'fireevery': 19370, 'snap': 19371, 'fieldhe': 19372, 'brutalityshe': 19373, 'mouthpiece': 19374, 'worm': 19375, 'beign': 19376, 'acct': 19377, 'tis': 19378, 'washer': 19379, 'thoughbeamingfacewithsmilingeyes': 19380, 'heyhey': 19381, 'agreeable': 19382, 'dickhead': 19383, 'thatfacewithtearsofjoy': 19384, 'antichrist': 19385, 'hmmmmm': 19386, 'facewithmonoclefacewithmonocle': 19387, 'pitchers': 19388, 'batter': 19389, 'peaked': 19390, 'embalment': 19391, 'qfd': 19392, 'disappeared': 19393, 'ramming': 19394, 'yelp': 19395, 'staple': 19396, 'antinazi': 19397, 'antifaloving': 19398, 'heckling': 19399, 'assassinations': 19400, 'enormous': 19401, 'dispense': 19402, 'judeochristian': 19403, 'wthis': 19404, 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'citizenmake': 19546, 'ell': 19547, 'ace': 19548, 'guyssmilingfacewithhearteyes': 19549, 'balances': 19550, 'armrest': 19551, 'forgiven': 19552, 'wrist': 19553, 'veiaran': 19554, 'xilhatarra': 19555, 'argentborn': 19556, 'dogwhistle': 19557, 'allwell': 19558, 'bickering': 19559, 'youits': 19560, 'realyou': 19561, 'daybeamingfacewithsmilingeyes': 19562, 'invites': 19563, 'poses': 19564, 'islamism': 19565, 'usarepublic': 19566, 'salad': 19567, 'leggingsboots': 19568, 'attire': 19569, 'enebot': 19570, 'cpcs': 19571, 'palatable': 19572, 'emission': 19573, 'convaluted': 19574, 'chinas': 19575, 'himput': 19576, 'glove': 19577, 'hiya': 19578, 'bolna': 19579, 'xxx': 19580, 'harambe': 19581, 'silverback': 19582, 'wonders': 19583, 'cease': 19584, 'democraticparty': 19585, 'usmc': 19586, 'navy': 19587, 'plagued': 19588, 'liberalscorrupt': 19589, 'battlefield': 19590, 'leftys': 19591, 'coolaintforsale': 19592, 'novel': 19593, 'tranquility': 19594, 'distractions': 19595, 'crookedtrump': 19596, 'countrybeforeparty': 19597, 'heats': 19598, 'legislatures': 19599, 'cox': 19600, 'ruth': 19601, 'bader': 19602, 'abraham': 19603, 'it…': 19604, 'volumes…': 19605, 'element…': 19606, 'hundredpointsuser': 19607, 'sumerian': 19608, 'babylonian': 19609, 'substantiate': 19610, 'facewithtearsofjoyi': 19611, 'spewsits': 19612, 'platoon': 19613, 'liberalsi': 19614, 'schoolfacewithrollingeyes': 19615, 'franchises': 19616, 'expire': 19617, 'clauses': 19618, 'dow': 19619, 'ponies': 19620, 'baseless': 19621, 'beforehand': 19622, 'andfu': 19623, 'agreedhe': 19624, 'enioy': 19625, 'kavanough': 19626, 'houseshousingforall': 19627, 'nhf': 19628, 'xing': 19629, 'environmentally': 19630, 'serenashe': 19631, 'wta': 19632, 'carlos': 19633, 'smashed': 19634, 'obscenities': 19635, 'shrug': 19636, 'slandering': 19637, 'unmasked': 19638, 'closehey': 19639, 'powerso': 19640, 'd': 19641, 'mbasses': 19642, 'layperson': 19643, 'clappinghandsclappinghandsclappinghandsclappinghandsclappinghandsclappinghands': 19644, 'holtonarms': 19645, 'jason': 19646, 'conniving': 19647, 'booked': 19648, 'boysclinkingbeermugssun': 19649, 'buttering': 19650, 'facewithhandovermouth': 19651, 'chl': 19652, 'hiders': 19653, 'carreen': 19654, 'yesshe': 19655, 'arseholes': 19656, 'memories': 19657, 'erase': 19658, 'fuckinggg': 19659, 'milf': 19660, 'selectively': 19661, 'unemployedconservatives': 19662, 'factsjust': 19663, 'clearmany': 19664, 'thedreamact': 19665, 'enddaca': 19666, 'grinningfaceyou': 19667, 'itshameful': 19668, 'dfla': 19669, 'inflammatory': 19670, 'websites': 19671, 'autism': 19672, 'nonunion': 19673, 'africanamerican': 19674, 'oyster': 19675, 'muelleriscomingforyoutoo': 19676, 'patheticlittlemanjr': 19677, 'agw': 19678, 'phds': 19679, 'openminded': 19680, 'practical': 19681, 'fields': 19682, 'eng': 19683, 'airy': 19684, 'fairy': 19685, 'artsy': 19686, 'facewithrollingeyesshes': 19687, 'complainant': 19688, 'historic': 19689, 'temp': 19690, 'libeling': 19691, 'justwork': 19692, 'jackets': 19693, 'hrgggg': 19694, 'hanks': 19695, 'murderrate': 19696, 'facking': 19697, 'khant': 19698, 'valance': 19699, 'stoppage': 19700, 'yorker': 19701, 'dimon': 19702, 'jpm': 19703, 'chauffeur': 19704, 'assualted': 19705, 'qualify': 19706, 'wounded': 19707, 'leetpro': 19708, 'rightsideofhistory': 19709, 'virtuesignaling': 19710, 'writers': 19711, 'connie': 19712, 'notokavanaugh': 19713, 'wadewomens': 19714, 'actaca': 19715, 'peppermint': 19716, 'conversely': 19717, 'apparentl': 19718, 'dismembered': 19719, 'interpreted': 19720, 'penspeaks': 19721, 'evaluation': 19722, 'leftovers': 19723, 'constitutionhe': 19724, 'objectively': 19725, 'sweetheartwitharrowi': 19726, 'finnish': 19727, 'fishery': 19728, 'antle': 19729, 'goodmorning': 19730, 'pulp': 19731, 'hooded': 19732, 'reciprocating': 19733, 'reception': 19734, 'resigningthinkingfacethinkingfacethumbsupmediumlightskintone': 19735, 'yemen': 19736, 'theeconomist': 19737, '‘even': 19738, 'misha': 19739, 'memeber': 19740, 'noif': 19741, 'polygrapher': 19742, 'nervous': 19743, 'servers': 19744, 'releasedintroduced': 19745, 'ibor': 19746, 'wtobrexit': 19747, 'sammy': 19748, 'kangaroo': 19749, 'combover': 19750, 'oldageproblems': 19751, 'leans': 19752, 'backwinkingface': 19753, 'notebook': 19754, 'junko': 19755, 'tribe': 19756, 'dork': 19757, 'frump': 19758, 'drump': 19759, 'tfrump': 19760, 'forwardreveal': 19761, 'isreveal': 19762, 'documentsand': 19763, 'letsomebodyloveyou': 19764, 'sooooooooo': 19765, 'disastrous': 19766, 'storythen': 19767, 'adoption': 19768, 'womanshruggingdarkskintone': 19769, 'broker': 19770, 'fulk': 19771, 'blocker': 19772, 'ginsberg': 19773, 'evade': 19774, 'gripe': 19775, 'takeukranian': 19776, 'moneyhe': 19777, 'poppin': 19778, 'caution': 19779, 'squelch': 19780, 'depict': 19781, 'lampo': 19782, 'opressors': 19783, 'championing': 19784, 'frightens': 19785, 'moffats': 19786, 'endings': 19787, 'claras': 19788, 'undercut': 19789, 'clara': 19790, 'hurled': 19791, 'aishwarya': 19792, 'bcos': 19793, 'liter': 19794, 'filter': 19795, 'semiskimmed': 19796, 'annum': 19797, 'pa': 19798, 'studios': 19799, 'demographic': 19800, 'ᴳᵉᵗᵗᶦⁿᵍ': 19801, 'ᴵⁿᵈᵉˣ': 19802, 'ᶦˢ': 19803, 'ᵗʰᵉ': 19804, 'ᶠᶦʳˢᵗ': 19805, 'ˢᵗᵉᵖ': 19806, 'springer': 19807, 'stufffor': 19808, 'barometer': 19809, 'notwithkap': 19810, 'prospects': 19811, 'fatbastard': 19812, 'abolition': 19813, 'lacked': 19814, 'peddle': 19815, 'abuses': 19816, 'odds': 19817, 'baekhyunwomanbowing': 19818, 'inactive': 19819, 'dayssadbutrelievedface': 19820, 'bcz': 19821, 'assignment': 19822, 'youtiredface': 19823, 'mealunamusedface': 19824, 'tatawavinghandlightskintone': 19825, 'laterwinkingface': 19826, 'suspected': 19827, 'derailing': 19828, 'dustbin': 19829, 'stache': 19830, 'vilvilifying': 19831, 'tragedies': 19832, 'reciting': 19833, 'crashing': 19834, 'wuituser': 19835, '▰': 19836, '▔皿▔': 19837, 'capricorncapricorn': 19838, 'sparklingheartlove': 19839, 'scorpioscorpio': 19840, 'winkingfacefriendship': 19841, 'geminigemini': 19842, 'bustinsilhouettecareer': 19843, 'libralibra': 19844, '★★★★☆': 19845, 'slightlysmilingfacemood': 19846, 'moneybagmoney': 19847, '★★★☆☆': 19848, 'necktiecareer': 19849, 'backhandindexpointingdownbal': 19850, 'unremembered': 19851, 'descriptions': 19852, 'cherrypicker': 19853, 'enlightened': 19854, 'charlo': 19855, 'hurd': 19856, 'columnist': 19857, 'perfidy': 19858, 'nuisances': 19859, 'trivialities': 19860, 'cspan': 19861, 'usc': 19862, 'impatient': 19863, 'democratno': 19864, 'sayyou': 19865, 'democratspers': 19866, 'togetherloser': 19867, 'visually': 19868, 'smoother': 19869, 'crisper': 19870, 'revisit': 19871, 'bleed': 19872, 'ucp': 19873, 'postfisa': 19874, 'declassification': 19875, 'gifts': 19876, 'protestant': 19877, 'sects': 19878, 'episcopalians': 19879, 'gigeconomy': 19880, 'thirdreich': 19881, 'angryfaceangryface': 19882, 'stranded': 19883, 'ghana': 19884, 'sonnet': 19885, 'stained': 19886, 'peed': 19887, 'oasis': 19888, 'vehicular': 19889, 'pinkomaga': 19890, 'mrrapist': 19891, 'alias': 19892, 'septth': 19893, 'toothless': 19894, 'housewives': 19895, 'antiopenborders': 19896, 'trumpunitedstatesunitedstatesunitedstatesunitedstatesthumbsupthumbsupthumbsupthumbsupthumbsup': 19897, 'reasonableness': 19898, 'coastal': 19899, 'aggravate': 19900, 'mouthed': 19901, 'murdoch': 19902, 'awarded': 19903, 'onion': 19904, 'rr': 19905, 'shitstream': 19906, 'ericholdercrimes': 19907, 'subsection': 19908, 'too': 19909, 'comming': 19910, 'mouthwrong': 19911, 'stretcher': 19912, 'bariatric': 19913, 'landed': 19914, 'phx': 19915, 'oak': 19916, 'platewinkingface': 19917, 'kennel': 19918, 'whistling': 19919, 'validate': 19920, 'whopper': 19921, 'choir': 19922, 'adjustment': 19923, 'nellie': 19924, 'pitcher': 19925, 'homeruns': 19926, 'seized': 19927, 'simonsays': 19928, 'viney': 19929, 'melkshams': 19930, 'perennially': 19931, 'adversaries': 19932, 'steamrolled': 19933, 'cheney': 19934, 'budge': 19935, 'imbibing': 19936, 'cocktail': 19937, 'producing': 19938, 'tuitionfree': 19939, 'endearment': 19940, 'chouchou': 19941, 'bloodscrypts': 19942, 'visual': 19943, 'exposethedeepstate': 19944, 'enemiesofthestate': 19945, 'militarytribunals': 19946, 'mel': 19947, 'gibson': 19948, 'courages': 19949, 'idlib': 19950, 'hts': 19951, 'saves': 19952, 'anglophones': 19953, 'couillard': 19954, 'sincerity': 19955, 'jaclyn': 19956, 'griefhe': 19957, 'smilingfacewithsmilingeyesfaceblowingakissredheartredheart': 19958, 'quelled': 19959, 'defaulter': 19960, 'ideally': 19961, 'dafauler': 19962, 'endeavorsyou': 19963, 'sadbutrelievedface': 19964, 'nazisocialist': 19965, 'playbookthe': 19966, 'soooooounds': 19967, 'rentals': 19968, 'fairways': 19969, 'swore': 19970, 'hillaryous': 19971, 'waa': 19972, 'terroristsbut': 19973, 'overstating': 19974, 'neutrality': 19975, 'jelllll': 19976, 'pies': 19977, 'hollyweirdos': 19978, 'gabbert': 19979, 'thickest': 19980, 'omgflushedface': 19981, 'shunning': 19982, 'cigars': 19983, 'hygs': 19984, 'theorist': 19985, 'textbook': 19986, 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20083, 'buildings': 20084, 'homie': 20085, 'namp': 20086, 'facewithtearsofjoywomanshruggingmediumlightskintone': 20087, 'shunned': 20088, 'cutiebut': 20089, 'bib': 20090, 'transported': 20091, 'venomous': 20092, 'iguanas': 20093, 'beetle': 20094, 'manfacepalmingmediumdarkskintonemanfacepalmingmediumdarkskintonemanfacepalmingmediumdarkskintonemanfacepalmingmediumdarkskintone': 20095, 'iggy': 20096, 'gram': 20097, 'theoriesmost': 20098, 'fabricated': 20099, 'whybut': 20100, 'anythingenjoy': 20101, 'showour': 20102, 'doit': 20103, 'levied': 20104, 'krazee': 20105, 'yourselfthanks': 20106, 'sweetness': 20107, 'fruit': 20108, 'rockers': 20109, 'unfortunatemy': 20110, 'legislate': 20111, 'surpise': 20112, 'skint': 20113, 'monkeying': 20114, 'rollingonthefloorlaughingclownface': 20115, 'lifedeath': 20116, 'christlike': 20117, 'reunite': 20118, 'familiesbelongtogether': 20119, 'noban': 20120, 'demsliberals': 20121, 'plainly': 20122, 'keepitup': 20123, 'mejust': 20124, 'bernice': 20125, 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20403, 'decencyfacewithrollingeyes': 20404, 'trashpeople': 20405, 'fawningly': 20406, 'againu': 20407, 'jam': 20408, 'globe': 20409, 'epitomizes': 20410, 'revived': 20411, 'wilful': 20412, 'shrewd': 20413, 'bloodsport': 20414, 'monologue': 20415, 'rightlmaonope': 20416, 'dublin': 20417, 'lifelong': 20418, 'shitlibs': 20419, 'slashing': 20420, 'isand': 20421, 'alll': 20422, 'joeyour': 20423, 'respects': 20424, 'attest': 20425, 'scams': 20426, 'arrestclintoncrimegangalready': 20427, 'nochainmigration': 20428, 'uscodechsec': 20429, 'ballerinas': 20430, 'recognizes': 20431, 'legislating': 20432, 'workout': 20433, 'insulin': 20434, 'resistant': 20435, 'medications': 20436, 'fasting': 20437, 'defied': 20438, 'subpoenas': 20439, 'husseins': 20440, 'prism': 20441, 'kady': 20442, 'yearsas': 20443, 'taxesthey': 20444, 'nothingfordnation': 20445, 'sps': 20446, 'himspath': 20447, 'shea': 20448, 'correctness': 20449, 'rooney': 20450, 'vigour': 20451, 'spoonfeeding': 20452, 'structural': 20453, 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20505, 'fancies': 20506, 'samurai': 20507, 'collects': 20508, 'swords': 20509, 'riceking': 20510, 'usefulidiot': 20511, 'ridge': 20512, '‘by': 20513, '‘analyzing': 20514, 'psychologically': 20515, 'rivaled': 20516, 'refered': 20517, 'renewable': 20518, 'neighborhood': 20519, 'toxins': 20520, 'theology': 20521, 'elements': 20522, 'pastime': 20523, 'experiment': 20524, 'schutzstaffel': 20525, 'totals': 20526, 'floodwaters': 20527, 'plummets': 20528, 'postbrexit': 20529, 'cracchead': 20530, 'crises': 20531, 'uncontroversial': 20532, 'deed': 20533, 'jerseyraisinghands': 20534, 'youfoldedhandsfollowed': 20535, 'miscast': 20536, 'recieving': 20537, 'embezzeled': 20538, 'divider': 20539, 'bengazi': 20540, 'yeahpretty': 20541, 'mansnotbarryroux': 20542, 'goggle': 20543, 'flakefacewithrollingeyesthinkingfacethinkingfacefacewithrollingeyesbeamingfacewithsmilingeyesbeamingfacewithsmilingeyes': 20544, 'disinterest': 20545, 'maniac': 20546, 'tale': 20547, 'laud': 20548, 'altmedia': 20549, 'sorosshill': 20550, 'shitheads': 20551, 'soutien': 20552, 'fascisme': 20553, 'devastate': 20554, 'repressing': 20555, 'deservedly': 20556, 'dorner': 20557, 'payed': 20558, 'democraticsocialismnow': 20559, 'nomoreguns': 20560, 'babylightskintone': 20561, 'ensured': 20562, 'rah': 20563, 'pinatas': 20564, 'lucy': 20565, 'hale': 20566, 'poiting': 20567, 'wunderkind': 20568, 'peewee': 20569, 'herman': 20570, 'liesunderoath': 20571, 'corruptgop': 20572, 'nomanisabovethelaw': 20573, 'trumpisguilty': 20574, 'riker': 20575, 'gibraltar': 20576, 'hostages': 20577, 'accidental': 20578, 'injuried': 20579, 'desths': 20580, 'unkess': 20581, 'clarified': 20582, 'spiritually': 20583, 'reborn': 20584, 'sinless': 20585, 'salvation': 20586, 'laymans': 20587, 'misinterpreted': 20588, 'barbarically': 20589, 'rapid': 20590, 'qanuck': 20591, 'asktheq': 20592, 'reportthen': 20593, 'handcuffsforhillary': 20594, 'deregulating': 20595, 'rental': 20596, 'tennant': 20597, 'continual': 20598, 'euphemisms': 20599, 'accepts': 20600, 'cheepika': 20601, 'insecure': 20602, 'voterid': 20603, 'walkawaycampaign': 20604, 'liberalhate': 20605, 'liberalintolerance': 20606, 'socialistlies': 20607, 'vetobeto': 20608, 'weaponise': 20609, 'hijack': 20610, 'constitutionalist': 20611, 'churchill': 20612, 'admonished': 20613, 'prepositions': 20614, 'punchline': 20615, 'senatorfeinstein': 20616, 'prescription': 20617, 'antibiotics': 20618, 'infection': 20619, 'glorita': 20620, 'sparklesvenezuela': 20621, 'backon': 20622, 'snipers': 20623, 'hurricaneim': 20624, 'cocksthinkingfacefacewithtearsofjoyfacewithtearsofjoy': 20625, 'springs': 20626, 'wanktavists': 20627, 'spared': 20628, 'thered': 20629, 'abusuve': 20630, 'fuuckkkk': 20631, 'youuuuu': 20632, 'chloe': 20633, 'throughher': 20634, 'legislators': 20635, 'phoneonline': 20636, 'hq': 20637, 'marking': 20638, 'heartwitharrowtwoheartssparklingheartheartwitharrow': 20639, 'fuckwits': 20640, 'goptrump': 20641, 'ssf': 20642, 'wherein': 20643, 'cus': 20644, 'wowowowowow': 20645, 'unicorns': 20646, 'rainbows': 20647, 'puffy': 20648, 'gaylesbian': 20649, 'segregate': 20650, 'winnig': 20651, 'faggot': 20652, 'logan': 20653, 'statistical': 20654, 'leftstream': 20655, 'excoriating': 20656, 'ported': 20657, 'paperback': 20658, 'kindle': 20659, 'barons': 20660, 'bergoglio': 20661, 'archbishop': 20662, 'bushmaster': 20663, 'xmes': 20664, 'clicheampcatch': 20665, 'useit': 20666, 'reid': 20667, 'filibuster': 20668, 'backhandindexpointingdownbackhandindexpointingdownbackhandindexpointingdown': 20669, 'obstructive': 20670, 'infantilized': 20671, 'ruse': 20672, 'trdj': 20673, 'bronbron': 20674, 'lakergang': 20675, 'equaljustice': 20676, 'puto': 20677, 'wanka': 20678, 'democratsthis': 20679, 'partynothing': 20680, 'daveb': 20681, 'graced': 20682, 'simb': 20683, 'slope': 20684, 'narative': 20685, 'parlaying': 20686, 'buzz': 20687, 'attentive': 20688, 'foldedhandsmediumdarkskintonepeace': 20689, 'implement': 20690, 'guillotines': 20691, 'blades': 20692, 'godblesstheworld': 20693, 'godblessourmilitary': 20694, 'thmonkey': 20695, 'ferries': 20696, 'dams': 20697, 'forgiving': 20698, 'thrives': 20699, 'wordsyou': 20700, 'chuds': 20701, 'serum': 20702, 'wagging': 20703, 'screened': 20704, 'roidrage': 20705, 'diabetic': 20706, 'zippermouthface': 20707, 'unepic': 20708, 'grinningfacewithsmilingeyesalien': 20709, 'testifies': 20710, 'upshe': 20711, 'personwhen': 20712, 'mitigating': 20713, 'inherit': 20714, 'deficiencies': 20715, 'cooperate': 20716, 'executedit': 20717, 'traitorsall': 20718, 'selfdense': 20719, 'secondammendment': 20720, 'coont': 20721, '£ucking': 20722, 'latinos': 20723, 'blackjapanese': 20724, 'arrogantly': 20725, 'misguidedoften': 20726, 'segments': 20727, 'servitude': 20728, 'achichincle': 20729, 'lamebotas': 20730, 'thump': 20731, 'sexyredheartsmilingfacewithhearteyesokhand': 20732, 'roommate': 20733, 'benghazi': 20734, 'deez': 20735, 'recommending': 20736, 'achievement': 20737, 'alinskys': 20738, 'egregious': 20739, 'potuss': 20740, 'traditions': 20741, 'klans': 20742, 'whateverittakes': 20743, 'undeserving': 20744, 'jester': 20745, 'bakkt': 20746, 'fuken': 20747, 'cuuuuuks': 20748, 'unifying': 20749, 'misunderstood': 20750, 'uterus': 20751, 'ragging': 20752, 'pubs': 20753, 'inquirer': 20754, 'pervs': 20755, 'biassed': 20756, 'robotic': 20757, 'undo': 20758, 'ababzhah': 20759, 'kart': 20760, 'smilingfacewithhorns': 20761, 'invoked': 20762, 'choking': 20763, 'nbd': 20764, 'moronsaregoverningamerica': 20765, 'amrinder': 20766, 'blabber': 20767, 'wtfwearyface': 20768, 'collision': 20769, 'spurs': 20770, 'prohibitionists': 20771, 'belittles': 20772, 'wankers': 20773, 'ali': 20774, 'backhandindexpointingup': 20775, 'lynn': 20776, 'itfacewithtearsofjoyfacewithtearsofjoy': 20777, 'investigatechtistineford': 20778, 'restitching': 20779, 'fray': 20780, 'rekindling': 20781, 'civic': 20782, 'enlightening': 20783, 'vultures': 20784, 'recovers': 20785, 'fate': 20786, 'rages': 20787, 'infecting': 20788, 'hatfacewithtearsofjoy': 20789, 'imlovingit': 20790, 'tasted': 20791, 'sjc': 20792, 'figjt': 20793, 'stylistic': 20794, 'prioritise': 20795, 'discretion': 20796, 'ambiguity': 20797, 'shocktroops': 20798, 'xtc': 20799, 'pillsfacewithtearsofjoy': 20800, 'skeptics': 20801, 'womanhood': 20802, 'recon': 20803, 'holethe': 20804, 'baz': 20805, 'clocked': 20806, 'rightleft': 20807, 'funner': 20808, 'gtgtgtcialtltlt': 20809, 'dontmessaroundwith': 20810, 'unto': 20811, 'anwell': 20812, 'optic': 20813, 'loafers': 20814, 'scratching': 20815, 'agreebut': 20816, 'washingtonpost': 20817, 'twofacewithopenmouth': 20818, 'dirtytricks': 20819, 'senflake': 20820, 'maddows': 20821, 'malcolmx': 20822, 'liberalswise': 20823, 'alligators': 20824, 'whoaaa': 20825, 'squintingfacewithtongue': 20826, 'seller': 20827, 'dogshe': 20828, 'ish': 20829, 'bragged': 20830, 'starfire': 20831, 'thirties': 20832, 'nutbar': 20833, 'todd': 20834, 'lwhen': 20835, 'sippin': 20836, 'nonbinary': 20837, 'sexgender': 20838, 'usaafr': 20839, 'deirdre': 20840, 'bondage': 20841, 'gynecology': 20842, 'grata': 20843, 'damore': 20844, 'filling': 20845, 'skies': 20846, 'frequencies': 20847, 'idonotconsent': 20848, 'wedonotconsent': 20849, 'opevidence': 20850, 'opstopchemtrails': 20851, 'chemtrails': 20852, 'skybastard': 20853, 'geoengineering': 20854, 'climatechange': 20855, 'srm': 20856, 'cloudseeding': 20857, 'evergreenair': 20858, 'bigmoney': 20859, 'nexrad': 20860, 'lookup': 20861, 'silentwarfare': 20862, 'weatherwarfare': 20863, 'presidrnt': 20864, 'enjoys': 20865, 'myr': 20866, 'tourism': 20867, 'legalizes': 20868, 'biz': 20869, 'tourismjobs': 20870, 'uspoli': 20871, 'uspolitics': 20872, 'cardboard': 20873, 'haunted': 20874, 'cardigan': 20875, '‘because': 20876, 'takeastand': 20877, 'spoil': 20878, 'menendez': 20879, 'ir': 20880, 'banconfiscate': 20881, 'sash': 20882, 'maximeberniers': 20883, 'stakes': 20884, 'liberalvalues': 20885, 'donpittis': 20886, 'dine': 20887, 'breaths': 20888, 'illegalsorry': 20889, 'safeampllook': 20890, 'sweeping': 20891, 'speakand': 20892, 'partbut': 20893, 'angerits': 20894, 'gullibles': 20895, 'babynot': 20896, 'rw': 20897, 'kavanugh': 20898, 'eitherway': 20899, 'ramkrishnatearing': 20900, 'geeta': 20901, 'braveryreal': 20902, 'belonging': 20903, 'religionsbut': 20904, 'demonizes': 20905, 'avram': 20906, 'contradict': 20907, 'rockwell': 20908, 'hearingunitedstates': 20909, 'birnbaumthe': 20910, 'man…except': 20911, 'liberals…arrogance': 20912, 'electors': 20913, 'cowtow': 20914, 'boastfully': 20915, 'thatnonsense': 20916, 'pigfacewithsymbolsonmouth': 20917, 'leaflet': 20918, 'nachos': 20919, 'dwelling': 20920, 'dipstick': 20921, 'stabber': 20922, 'applaud': 20923, 'pedophlia': 20924, 'veronique': 20925, 'ourselvesyou': 20926, 'prostitutefor': 20927, 'demcon': 20928, 'askingwhat': 20929, 'abundance': 20930, 'ascended': 20931, 'descended': 20932, 'clamor': 20933, 'redheartcherryblossom': 20934, 'divisions': 20935, 'circular': 20936, 'han': 20937, 'intelligenceredheart': 20938, 'reprisal': 20939, 'chronicles': 20940, 'denigrating': 20941, 'sayheartwithribbon': 20942, 'archetypes': 20943, 'remedy': 20944, 'andnevervotedemocrat': 20945, 'epithet': 20946, 'cornuelle': 20947, 'reclaiming': 20948, 'wecht': 20949, 'dushs': 20950, 'cosponsored': 20951, 'kissy': 20952, 'mope': 20953, 'dejected': 20954, 'apathetic': 20955, 'tessholliday': 20956, 'doingdoubleexclamationmark': 20957, 'womensmarch': 20958, 'hillaryclinton': 20959, 'monsta': 20960, 'sneezingface': 20961, 'junkets': 20962, 'unbridled': 20963, 'goofys': 20964, 'menifee': 20965, 'prevention': 20966, 'investing': 20967, 'toffee': 20968, 'nye': 20969, 'scientist': 20970, 'entertainer': 20971, 'cornell': 20972, 'boeing': 20973, 'ticktock': 20974, 'hoarding': 20975, 'adequately': 20976, 'saveournhs': 20977, 'thomasanita': 20978, 'theliberalway': 20979, 'wrongfully': 20980, 'characterizing': 20981, 'pattyraid': 20982, 'giggle': 20983, 'hooker': 20984, 'jays': 20985, 'paths': 20986, 'hart': 20987, 'singerwriter': 20988, 'zoomed': 20989, 'whr': 20990, 'buggers': 20991, 'employmentmaga': 20992, 'zac': 20993, 'goldsmith': 20994, 'khans': 20995, 'organiser': 20996, 'noonecares': 20997, 'spittoon': 20998, 'confirmkavenaugh': 20999, 'managed': 21000, 'hammergrd': 21001, 'fireball': 21002, 'swimsuit': 21003, 'trumprussia': 21004, 'latex': 21005, 'hmu': 21006, 'ifu': 21007, 'qs': 21008, 'rollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughingrollingonthefloorlaughing': 21009, 'hndu': 21010, 'ji': 21011, '‘killing': 21012, 'sixtime': 21013, 'rhode': 21014, 'reasonablythey': 21015, 'babiesthey': 21016, 'partyyou': 21017, 'freespeech': 21018, 'losted': 21019, 'footing': 21020, 'zayn': 21021, 'jdkdkdk': 21022, 'ease': 21023, 'ifwhen': 21024, 'whoops': 21025, 'bstard': 21026, 'cooley': 21027, 'saunders': 21028, 'hobnob': 21029, 'forclosure': 21030, 'sthinkingface': 21031, 'unwatchable': 21032, 'severe': 21033, 'madigan': 21034, 'shelf': 21035, 'librarian': 21036, 'tsunami': 21037, 'waterwave': 21038, 'studentloan': 21039, 'tying': 21040, 'hundredpointshundredpointshundredpointsthumbsupmediumlightskintonethumbsupmediumlightskintonethumbsupmediumlightskintone': 21041, 'isntit': 21042, 'bestpres': 21043, 'fbomb': 21044, 'bitterness': 21045, 'cahoots': 21046, 'lifetimes': 21047, 'obummer': 21048, 'everthinkingfaceeyes': 21049, 'appraisers': 21050, 'inspections': 21051, 'raps': 21052, 'implant': 21053, 'keithellisonabuse': 21054, 'biglly': 21055, 'geter': 21056, 'fnma': 21057, 'fmcc': 21058, 'endcorruption': 21059, 'shaq': 21060, 'googlearecorrupt': 21061, 'bestuseqwant': 21062, 'maaa': 21063, 'gypsies': 21064, 'skinsuit': 21065, 'pusher': 21066, 'outlawed': 21067, 'voluntarily': 21068, 'mohammadhassankhalid': 21069, 'cloths': 21070, 'underdog': 21071, 'itthumbsupthumbsup': 21072, 'obamahe': 21073, 'taxreform': 21074, 'wv': 21075, 'std': 21076, 'deduct': 21077, 'doubled': 21078, 'deductions': 21079, 'soandso': 21080, 'knuckles': 21081, 'creddy': 21082, 'bibi': 21083, 'booooring': 21084, 'mcraven': 21085, 'commanderinchief': 21086, 'retired': 21087, 'retiree': 21088, 'fanboysfangirls': 21089, 'egg': 21090, 'unitedstatesunitedstatesunitedstatesgo': 21091, 'developments': 21092, 'enable': 21093, 'libnut': 21094, 'roasted': 21095, 'vaccine': 21096, 'boise': 21097, 'kellen': 21098, 'cerebral': 21099, 'conduct': 21100, 'bounds': 21101, 'categorized': 21102, 'tomlins': 21103, 'heating': 21104, 'shenanigans': 21105, 'phase': 21106, 'azeez': 21107, 'dost': 21108, 'restless': 21109, 'actorstwohearts': 21110, 'jenshad': 21111, 'goalstwoheartsfire': 21112, 'adiya': 21113, 'bepannaah': 21114, 'sandyhook': 21115, 'repugs': 21116, 'brightest': 21117, 'patriotsunitedstatestornadopolicecarlightcrossmarkvictoryhand': 21118, 'tens': 21119, 'benidorm': 21120, 'creamfields': 21121, 'spanishrevenge': 21122, 'wakeupeurope': 21123, '<PAD>': 0, '<START>': 1, '<UNK>': 2}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jN0ip_Wp3-hL",
        "colab_type": "text"
      },
      "source": [
        "# * Preparing input data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cV0-h4Oh4E3p",
        "colab_type": "code",
        "outputId": "9d55caa1-811b-48fb-afe0-6252661817bf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        }
      },
      "source": [
        "vocabulary_size = len(word2idx.items())\n",
        "max_len = 200\n",
        "\n",
        "# to view a padded review:\n",
        "sequences = tokenizer.texts_to_sequences(X_train_preprocessed)\n",
        "X_train_preprocessed_final = pad_sequences(sequences, maxlen=max_len)\n",
        "print(X_train_preprocessed_final)\n",
        "y = np.array(trainingdata['label'])\n",
        "\n",
        "Y_train_a = trainingdata['label']\n",
        "print(Y_train_a)\n",
        "Label_ENC_dict={\n",
        "    'OFF' : 1,\n",
        "    'NOT' : 0\n",
        "}"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[    0     0     0 ...  2473   191    49]\n",
            " [    0     0     0 ...    16  8891     2]\n",
            " [    0     0     0 ...   239   736   403]\n",
            " ...\n",
            " [    0     0     0 ...    10    97   496]\n",
            " [    0     0     0 ...     0     1   937]\n",
            " [    0     0     0 ... 21121     1     2]]\n",
            "0        0\n",
            "1        0\n",
            "2        1\n",
            "3        0\n",
            "4        1\n",
            "        ..\n",
            "13235    0\n",
            "13236    1\n",
            "13237    0\n",
            "13238    0\n",
            "13239    1\n",
            "Name: label, Length: 13240, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Mtjrtwgd45Rg",
        "colab_type": "text"
      },
      "source": [
        "# * Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pdk7Lfxqd4B4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "outputId": "a8fce556-9c84-469b-bfff-a45f6886ced1"
      },
      "source": [
        "VOCAB_SIZE = len(word2idx)\n",
        "EMBED_SIZE = 100\n",
        "\n",
        "model = Sequential()\n",
        "model.add(Embedding(input_dim=VOCAB_SIZE,output_dim=EMBED_SIZE,input_length=max_len,name ='Embedding_layer' ))\n",
        "model.add(Dropout(rate = 0.2, noise_shape=None, seed=None))\n",
        "model.add(LSTM(units = 100,activation='tanh',name ='LSTM_layer'))\n",
        "model.add(Dropout(rate = 0.2, noise_shape=None, seed=None))\n",
        "model.add(Dense(units =1, activation='sigmoid',name ='Output_layer'))\n",
        "model.summary()\n",
        "\n",
        "model.compile( loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3733: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "Embedding_layer (Embedding)  (None, 200, 100)          2112400   \n",
            "_________________________________________________________________\n",
            "dropout_1 (Dropout)          (None, 200, 100)          0         \n",
            "_________________________________________________________________\n",
            "LSTM_layer (LSTM)            (None, 100)               80400     \n",
            "_________________________________________________________________\n",
            "dropout_2 (Dropout)          (None, 100)               0         \n",
            "_________________________________________________________________\n",
            "Output_layer (Dense)         (None, 1)                 101       \n",
            "=================================================================\n",
            "Total params: 2,192,901\n",
            "Trainable params: 2,192,901\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3657: The name tf.log is deprecated. Please use tf.math.log instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_core/python/ops/nn_impl.py:183: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.where in 2.0, which has the same broadcast rule as np.where\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HWm_JIFbKTQV",
        "colab_type": "text"
      },
      "source": [
        "**# Train Validation split**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oVUkdPQCH-S8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_val = X_train_preprocessed_final[:3000]\n",
        "partial_X_train = X_train_preprocessed_final[3000:]\n",
        "\n",
        "y_val_a = np.array(Y_train_a[:3000])\n",
        "partial_y_train_a = np.array(Y_train_a[3000:])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q3zL3eNcKRB3",
        "colab_type": "text"
      },
      "source": [
        "**# Training**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-UmAwJloIAeA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "outputId": "d8bb44d4-7778-4e66-b4e9-976bf164d2ab"
      },
      "source": [
        "history = model.fit(partial_X_train,\n",
        "                    partial_y_train_a,\n",
        "                    epochs=3,\n",
        "                    batch_size=100,\n",
        "                    validation_data=(X_val, y_val_a),\n",
        "                    verbose=1)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:1020: The name tf.assign is deprecated. Please use tf.compat.v1.assign instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3005: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "Train on 10240 samples, validate on 3000 samples\n",
            "Epoch 1/3\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:190: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:197: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:207: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:216: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead.\n",
            "\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:223: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead.\n",
            "\n",
            "10240/10240 [==============================] - 59s 6ms/step - loss: 0.6086 - acc: 0.6780 - val_loss: 0.5648 - val_acc: 0.7117\n",
            "Epoch 2/3\n",
            "10240/10240 [==============================] - 58s 6ms/step - loss: 0.4131 - acc: 0.8161 - val_loss: 0.5631 - val_acc: 0.7500\n",
            "Epoch 3/3\n",
            "10240/10240 [==============================] - 58s 6ms/step - loss: 0.2434 - acc: 0.9037 - val_loss: 0.6721 - val_acc: 0.7243\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qgQO5S0RKjU6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 230
        },
        "outputId": "459ac008-4c08-4220-e002-eeeaa45cb8ed"
      },
      "source": [
        "# Load the Testing Data\n",
        "testing_data_lvl_a = pd.read_csv(\"testset-levela.tsv\", delimiter=\"\\t\",encoding='utf-8',names=['ID','tweets']) \n",
        "# Load levels\n",
        "levels_a = pd.read_csv('labels-levela.csv',delimiter=',',encoding='utf-8', names=['ID','labels'])\n",
        "\n",
        "X_test_a = testing_data_lvl_a['tweets']\n",
        "Y_test_a = levels_a['labels']\n",
        "X_test_a = X_test_a.drop(0)\n",
        "#print(X_test_a)\n",
        "print(Y_test_a)\n",
        "#print(len(word2idx))"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0      OFF\n",
            "1      NOT\n",
            "2      NOT\n",
            "3      NOT\n",
            "4      OFF\n",
            "      ... \n",
            "855    OFF\n",
            "856    NOT\n",
            "857    OFF\n",
            "858    NOT\n",
            "859    NOT\n",
            "Name: labels, Length: 860, dtype: object\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XoSZYIZiPLbs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 230
        },
        "outputId": "2eb8c3de-1dec-430b-b2d3-629aa140e1ae"
      },
      "source": [
        "  X_test_preprocessed_a = X_test_a.map(lambda x: clean_text(x))\n",
        "\n",
        "  print(X_test_preprocessed_a)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1      whoisq wherestheserver dumpnike declasfisa dem...\n",
            "2      constitutionday revered conservatives hated pr...\n",
            "3      foxnews nra maga potus trump ndamendment rnc u...\n",
            "4      watching boomer getting news still parole alwa...\n",
            "5      nopasaran unity demo oppose farright london – ...\n",
            "                             ...                        \n",
            "856    despicabledems lie rifles dem distorted law pu...\n",
            "857    meetthespeakers raisinghands user present even...\n",
            "858    people unfollowed talking merlin sorry yall im...\n",
            "859    wednesdaywisdom antifa calls right fascist rea...\n",
            "860             kavanaugh typical liberals democrats url\n",
            "Name: tweets, Length: 860, dtype: object\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1SoJnO0APaz3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "659640b7-78b9-4f08-8767-70afc57e84f8"
      },
      "source": [
        "tokenizer = keras.preprocessing.text.Tokenizer()\n",
        "tokenizer.fit_on_texts(X_test_preprocessed_a)\n",
        "\n",
        "word2idx = tokenizer.word_index\n",
        "word2idx = {k:(v+2) for k,v in word2idx.items()}\n",
        "word2idx[\"<PAD>\"] = 0\n",
        "word2idx[\"<START>\"] = 1\n",
        "word2idx[\"<UNK>\"] = 2\n",
        "print(word2idx)\n",
        "\n",
        "Y_test_a_ENC = []\n",
        "\n",
        "for value in Y_test_a:\n",
        "  #print(value)\n",
        "  Y_test_a_ENC.append(Label_ENC_dict[value])\n",
        "\n",
        "sequences = tokenizer.texts_to_sequences(X_test_preprocessed_a) #[1:]\n",
        "X_test_preprocessed_final = pad_sequences(sequences, maxlen=max_len)\n"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'user': 3, 'url': 4, 'liberals': 5, 'conservatives': 6, 'antifa': 7, 'like': 8, 'gun': 9, 'control': 10, 'dont': 11, 'maga': 12, 'get': 13, 'one': 14, 'us': 15, 'people': 16, 'trump': 17, 'im': 18, 'want': 19, 'love': 20, 'via': 21, 'good': 22, 'know': 23, 'going': 24, 'new': 25, 'see': 26, 'democrats': 27, 'never': 28, 'need': 29, 'please': 30, 'way': 31, 'kavanaugh': 32, 'support': 33, 'time': 34, 'shit': 35, 'always': 36, 'still': 37, 'think': 38, 'years': 39, 'really': 40, 'go': 41, 'life': 42, 'cant': 43, 'even': 44, 'keep': 45, 'qanon': 46, 'back': 47, 'says': 48, 'say': 49, 'ever': 50, 'right': 51, 'help': 52, 'chicago': 53, 'believe': 54, 'day': 55, 'thats': 56, 'make': 57, 'look': 58, 'left': 59, 'much': 60, 'nothing': 61, 'hope': 62, 'well': 63, 'best': 64, 'america': 65, 'death': 66, 'stop': 67, 'law': 68, 'take': 69, 'great': 70, 'first': 71, 'party': 72, 'gop': 73, 'work': 74, 'walkaway': 75, 'said': 76, 'matter': 77, 'news': 78, 'lets': 79, 'would': 80, 'looking': 81, 'find': 82, 'lot': 83, 'today': 84, 'black': 85, 'old': 86, 'also': 87, 'many': 88, 'anyone': 89, 'laws': 90, 'ass': 91, 'president': 92, 'better': 93, 'everything': 94, 'trying': 95, 'makes': 96, 'video': 97, 'shootings': 98, 'vote': 99, 'brexit': 100, 'hate': 101, 'care': 102, 'got': 103, 'yet': 104, 'hard': 105, 'doesnt': 106, 'wants': 107, 'change': 108, 'getting': 109, 'check': 110, 'since': 111, 'put': 112, 'listen': 113, 'twitter': 114, 'women': 115, 'happy': 116, 'b': 117, 'win': 118, 'god': 119, 'may': 120, 'sure': 121, 'white': 122, 'evidence': 123, 'amazing': 124, 'shes': 125, 'feel': 126, 'eu': 127, 'talk': 128, 'world': 129, 'wwgwga': 130, 'facewithtearsofjoy': 131, 'thanks': 132, 'hell': 133, 'part': 134, 'fucking': 135, 'done': 136, 'youre': 137, 'money': 138, 'another': 139, 'read': 140, 'full': 141, 'thank': 142, 'hes': 143, 'truth': 144, 'coming': 145, 'talking': 146, 'fuck': 147, 'greatawakening': 148, 'police': 149, 'family': 150, 'show': 151, 'school': 152, 'tell': 153, 'whats': 154, 'game': 155, 'isnt': 156, 'end': 157, 'u': 158, 'stand': 159, 'made': 160, 'rights': 161, 'real': 162, 'everyone': 163, 'tcot': 164, 'democrat': 165, 'set': 166, 'watch': 167, 'lives': 168, 'live': 169, 'house': 170, 'wont': 171, 'making': 172, 'enough': 173, 'violence': 174, 'move': 175, 'called': 176, 'week': 177, 'things': 178, 'knows': 179, 'team': 180, 'ago': 181, 'woman': 182, 'every': 183, 'start': 184, 'person': 185, 'kids': 186, 'guns': 187, 'story': 188, 'maybe': 189, 'theyre': 190, 'media': 191, 'give': 192, 'group': 193, 'supporters': 194, 'online': 195, 'run': 196, 'thing': 197, 'let': 198, 'republicans': 199, 'didnt': 200, 'economy': 201, 'short': 202, 'sex': 203, 'repost': 204, 'carry': 205, 'open': 206, 'florence': 207, 'justice': 208, 'fight': 209, 'shows': 210, 'ive': 211, 'texas': 212, '\\u2066user': 213, 'watching': 214, '–': 215, 'comes': 216, 'days': 217, 'man': 218, 'breaking': 219, 'accuser': 220, 'giving': 221, 'true': 222, 'little': 223, 'last': 224, 'working': 225, 'cnn': 226, 'crime': 227, 'sessions': 228, 'aclu': 229, 'r': 230, 'history': 231, 'attack': 232, 'gets': 233, 'socialism': 234, 'big': 235, 'two': 236, 'society': 237, 'use': 238, 'running': 239, 'takes': 240, 'cause': 241, 'unitedstates': 242, 'sales': 243, 'friends': 244, 'citizens': 245, 'ford': 246, 'dems': 247, 'public': 248, 'stupid': 249, 'canada': 250, 'rich': 251, 'reason': 252, 'auspol': 253, 'play': 254, 'around': 255, 'child': 256, 'election': 257, 'potus': 258, 'ca': 259, '—': 260, 'behavior': 261, 'cannot': 262, 'single': 263, 'voice': 264, 'september': 265, 'th': 266, 'face': 267, 'wrong': 268, 'murder': 269, 'year': 270, 'okay': 271, 'proof': 272, 'saw': 273, 'christineblaseyford': 274, 'pm': 275, 'uk': 276, 'playing': 277, 'blame': 278, 'someone': 279, 'bitch': 280, 'moms': 281, 'probably': 282, 'must': 283, 'afraid': 284, 'teach': 285, 'christian': 286, 'political': 287, 'friend': 288, 'paid': 289, 'terrorist': 290, 'fascist': 291, 'guy': 292, 'fire': 293, 'serenawilliams': 294, 'beautiful': 295, 'traffic': 296, 'fbi': 297, 'nature': 298, 'funny': 299, 'fan': 300, 'cute': 301, 'looks': 302, 'far': 303, 'yes': 304, 'favorite': 305, 'away': 306, 'country': 307, 'season': 308, 'liberal': 309, 'times': 310, 'power': 311, 'social': 312, 'ask': 313, 'taking': 314, 'anything': 315, 'leader': 316, 'nice': 317, 'goes': 318, 'could': 319, 'become': 320, 'california': 321, 'call': 322, 'hear': 323, 'saying': 324, 'community': 325, 'ready': 326, 'lol': 327, 'guys': 328, 'future': 329, 'hurricaneflorence': 330, 'issues': 331, 'cool': 332, 'come': 333, 'dnc': 334, 'art': 335, 'later': 336, 'place': 337, 'patriotsunited': 338, 'awake': 339, 'clearly': 340, 'shot': 341, 'sorry': 342, 'sexual': 343, 'baby': 344, 'upset': 345, 'damn': 346, 'coffee': 347, 'bad': 348, 'democratic': 349, 'interested': 350, 'follow': 351, 'remember': 352, 'already': 353, 'company': 354, 'sad': 355, 'worst': 356, 'needs': 357, 'worry': 358, 'worse': 359, 'proud': 360, 'chequers': 361, 'bullshit': 362, 'wasnt': 363, 'mother': 364, 'govt': 365, 'name': 366, 'pretty': 367, 'debate': 368, 'told': 369, 'weeks': 370, 'omg': 371, 'reading': 372, 'past': 373, 'able': 374, 'point': 375, 'top': 376, 'lack': 377, 'crap': 378, 'something': 379, 'state': 380, 'socialists': 381, 'government': 382, 'fakenews': 383, 'completely': 384, 'ill': 385, 'tweet': 386, 'alert': 387, 'city': 388, 'nation': 389, 'million': 390, 'literally': 391, 'fall': 392, 'sit': 393, 'wake': 394, 'resist': 395, 'bluewave': 396, 'jeff': 397, 'stay': 398, 'lies': 399, 'aint': 400, 'following': 401, '・・・': 402, 'beauty': 403, 'nobody': 404, 'else': 405, 'prospects': 406, 'ways': 407, 'special': 408, 'google': 409, 'hair': 410, 'loved': 411, 'born': 412, 'metoo': 413, 'k': 414, 'girl': 415, 'awesome': 416, 'w': 417, 'groups': 418, 'amp': 419, 'song': 420, 'talks': 421, 'join': 422, 'high': 423, 'hurricane': 424, 'vs': 425, 'wcw': 426, 'canadian': 427, 'poor': 428, 'forget': 429, 'office': 430, 'word': 431, 'fun': 432, 'fact': 433, 'especially': 434, 'kind': 435, 'facts': 436, 'meet': 437, 'long': 438, 'scotus': 439, 'others': 440, 'puerto': 441, 'rico': 442, 'hands': 443, 'safety': 444, 'lost': 445, 'list': 446, 'central': 447, 'nowplaying': 448, 'wearing': 449, 'niggas': 450, 'pray': 451, 'touch': 452, 'obama': 453, 'act': 454, 'kag': 455, 'fraud': 456, 'used': 457, 'behind': 458, 'tips': 459, 'biggbosstamil': 460, 'final': 461, 'low': 462, 'tory': 463, 'fed': 464, 'areyouawake': 465, 'redheartorangeheartyellowheartgreenheart': 466, 'nigga': 467, 'liar': 468, 'head': 469, 'kills': 470, 'took': 471, 'almost': 472, 'soros': 473, 'appreciation': 474, 'hiac': 475, 'match': 476, 'arent': 477, 'conspiracy': 478, 'votes': 479, 'moment': 480, 'try': 481, 'politics': 482, 'absolutely': 483, 'msnbc': 484, 'nbc': 485, 'human': 486, 'members': 487, 'blacklivesmatter': 488, 'levi': 489, 'strauss': 490, 'unpopular': 491, 'happened': 492, 'boy': 493, 'children': 494, 'home': 495, 'telling': 496, 'hearing': 497, 'deep': 498, 'mean': 499, 'aka': 500, 'hi': 501, 'falls': 502, 'weird': 503, 'seems': 504, 'killed': 505, 'guncontrol': 506, 'bring': 507, 'continues': 508, 'labour': 509, 'holder': 510, 'strzok': 511, 'next': 512, 'create': 513, 'civil': 514, 'theres': 515, 'league': 516, 'exclusive': 517, 'together': 518, 'age': 519, 'protect': 520, 'n': 521, 'powerful': 522, 'release': 523, 'caught': 524, 'getrepost': 525, 'ellison': 526, 'build': 527, 'congress': 528, 'dead': 529, 'immigration': 530, 'senator': 531, 'broncos': 532, 'realize': 533, 'redheart': 534, 'problem': 535, 'bill': 536, 'womens': 537, 'emmyawards': 538, 'totally': 539, 'anymore': 540, 'disarmthem': 541, 'actually': 542, 'easily': 543, 'step': 544, 'liberalismisamentaldisorder': 545, 'areas': 546, 'idiots': 547, 'interest': 548, 'american': 549, 'success': 550, 'anna': 551, 'bb': 552, 'travel': 553, 'gender': 554, 'side': 555, 'victim': 556, 'yall': 557, 'calls': 558, 'answer': 559, 'without': 560, 'assault': 561, 'reality': 562, 'emmys': 563, 'lnp': 564, 'opinion': 565, 'brought': 566, 'claims': 567, 'soon': 568, 'patriots': 569, 'parents': 570, 'forward': 571, 'heart': 572, 'agree': 573, 'heard': 574, 'talented': 575, 'anupriya': 576, 'id': 577, 'trumps': 578, 'attending': 579, 'football': 580, 'player': 581, '•': 582, 'radio': 583, 'progressives': 584, 'weather': 585, 'using': 586, 'st': 587, 'hit': 588, 'george': 589, 'linkurl': 590, 'job': 591, 'campaign': 592, 'hillary': 593, 'pushing': 594, 'official': 595, 'wait': 596, 'whether': 597, 'visit': 598, 'class': 599, 'ccot': 600, 'rain': 601, 'safe': 602, 'share': 603, 'deal': 604, 'mom': 605, 'wednesdaywisdom': 606, 'music': 607, 'yrs': 608, 'freedom': 609, 'muslim': 610, 'funded': 611, 'constitutionday': 612, 'nra': 613, 'veterans': 614, 'smile': 615, 'excuse': 616, 'streets': 617, 'bx': 618, 'living': 619, 'level': 620, 'feeling': 621, 'audience': 622, 'facebook': 623, 'tories': 624, 'rest': 625, 'biggbosstelugu': 626, 'business': 627, 'star': 628, 'went': 629, 'shooting': 630, 'county': 631, 'wild': 632, 'rape': 633, 'based': 634, 'starting': 635, 'wanting': 636, 'bag': 637, 'everytime': 638, 'either': 639, 'vast': 640, 'quotes': 641, 'players': 642, 'dress': 643, 'twitch': 644, 'send': 645, 'message': 646, 'none': 647, 'died': 648, 'ugly': 649, 'bet': 650, 'illegal': 651, 'actual': 652, 'along': 653, 'violation': 654, 'respected': 655, 'pay': 656, 'jews': 657, 'blacks': 658, 'disabled': 659, 'dem': 660, 'late': 661, 'levis': 662, 'gave': 663, 'domestic': 664, 'protest': 665, 'asleep': 666, 'places': 667, 'system': 668, 'whatever': 669, 'halloween': 670, 'talent': 671, 'hot': 672, 'trash': 673, 'hasnt': 674, 'expect': 675, 'censorship': 676, 'perfect': 677, 'record': 678, 'free': 679, 'among': 680, 'international': 681, 'obviously': 682, 'exposed': 683, 'honest': 684, 'analysis': 685, 'nearly': 686, 'scary': 687, 'three': 688, 'joe': 689, 'dregs': 690, 'stock': 691, 'funds': 692, 'track': 693, 'strictest': 694, 'pathetic': 695, 'guilty': 696, 'gives': 697, 'cheating': 698, 'scum': 699, 'responsible': 700, 'salute': 701, 'mode': 702, 'mccabe': 703, 'christians': 704, 'grow': 705, 'movement': 706, 'toronto': 707, 'loose': 708, 'gay': 709, 'die': 710, 'hero': 711, 'near': 712, 'mastermind': 713, 'resistance': 714, 'leads': 715, '‘listen': 716, 'door': 717, 'miss': 718, 'nc': 719, 'thought': 720, 'leave': 721, 'daughter': 722, 'calling': 723, 'retweet': 724, 'qualified': 725, 'pain': 726, 'whos': 727, 'men': 728, 'werent': 729, 'loves': 730, 'biggest': 731, 'nhs': 732, 'spending': 733, 'happens': 734, 'results': 735, 'simply': 736, 'dm': 737, 'ontario': 738, 'court': 739, 'cut': 740, 'racist': 741, 'winning': 742, 'major': 743, 'usually': 744, 'wce': 745, 'ratings': 746, 'expected': 747, 'possibly': 748, 'cult': 749, 'though': 750, 'controversy': 751, 'socialist': 752, 'brady': 753, 'focus': 754, 'confused': 755, 'fascism': 756, 'anonymous': 757, 'anti': 758, 'met': 759, 'hours': 760, 'book': 761, 'india': 762, 'housing': 763, 'towards': 764, 'peoples': 765, 'classic': 766, 'definition': 767, 'eric': 768, 'taken': 769, 'nyc': 770, 'attention': 771, 'fighting': 772, 'expert': 773, 'draintheswamp': 774, 'promoting': 775, 'less': 776, 'icymi': 777, 'luck': 778, 'va': 779, 'entire': 780, 'south': 781, 'york': 782, 'donald': 783, 'might': 784, 'instinct': 785, 'works': 786, 'national': 787, 'picture': 788, 'taxes': 789, 'ocasiocortez': 790, 'leadership': 791, 'skills': 792, 'np': 793, 'encourage': 794, 'role': 795, 'convince': 796, 'nswpol': 797, 'lnpmemes': 798, 'subject': 799, 'states': 800, 'canadians': 801, 'grace': 802, 'multiple': 803, 'therefore': 804, 'bio': 805, 'david': 806, 'pick': 807, 'bc': 808, 'interesting': 809, 'gone': 810, 'dangerous': 811, 'armed': 812, 'alive': 813, 'enemy': 814, 'accused': 815, 'eye': 816, 'anybody': 817, 'blames': 818, 'vile': 819, 'accusation': 820, 'example': 821, 'guess': 822, 'explain': 823, 'military': 824, 'choice': 825, 'records': 826, 'boycottlevistrauss': 827, 'definitely': 828, 'providing': 829, 'bit': 830, 'value': 831, 'reminder': 832, 'ticket': 833, 'decades': 834, 'heres': 835, 'ones': 836, 'cdnpoli': 837, 'service': 838, 'yeah': 839, 'mega': 840, 'mbga': 841, 'mcga': 842, 'leaving': 843, 'nasty': 844, 'brettkavanaugh': 845, 'kennedy': 846, 'luggage': 847, 'connect': 848, 'arrested': 849, 'rally': 850, 'realsmart': 851, 'course': 852, 'thinking': 853, 'politicians': 854, 'front': 855, 'tree': 856, 'difficult': 857, 'project': 858, 'adorable': 859, 'happen': 860, 'question': 861, 'least': 862, 'americafirst': 863, 'youth': 864, 'supporting': 865, 'thankyou': 866, 'hypocrites': 867, 'absolute': 868, 'notice': 869, 'minds': 870, 'speech': 871, 'bepannaah': 872, 'youve': 873, 'owner': 874, 'wonder': 875, 'false': 876, 'fortune': 877, 'acts': 878, 'harry': 879, 'imelda': 880, 'seen': 881, 'centre': 882, 'recall': 883, 'germany': 884, 'second': 885, 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1823, 'arrive': 1824, 'participate': 1825, 'opening': 1826, 'ceremony': 1827, 'lindsayclothieruser': 1828, 'weplayforthem': 1829, 'humboldtstrong': 1830, 'hockeyisfamily': 1831, 'gonucks': 1832, 'britain': 1833, 'gamers': 1834, 'blackops': 1835, 'supportforsupport': 1836, 'supportallstreamers': 1837, 'quicktip': 1838, 'resume': 1839, 'infouser': 1840, 'arianaasesina': 1841, 'assholes': 1842, 'overdose': 1843, 'fuckers': 1844, 'georgetown': 1845, 'classmate': 1846, 'nuts': 1847, 'judge': 1848, 'kavanaughuser': 1849, 'abc': 1850, 'cbs': 1851, 'mondaymotivation': 1852, 'mondaymorning': 1853, 'referring': 1854, 'lollygag': 1855, 'shocked': 1856, 'traffickers': 1857, 'weloveseungcheol': 1858, 'seventeen': 1859, 'ㅠㅠ': 1860, 'twohearts': 1861, 'clown': 1862, 'transfer': 1863, 'card': 1864, 'wedding': 1865, 'clintons': 1866, 'beating': 1867, 'paraplegic': 1868, 'nea': 1869, 'teachthemyoung': 1870, 'catholic': 1871, 'blacktwitter': 1872, 'rb': 1873, 'z': 1874, 'ut': 1875, 'askally': 1876, 'adore': 1877, 'alwaysredheart': 1878, 'resisters': 1879, 'license': 1880, 'plates': 1881, 'addresses': 1882, 'lexisnexis': 1883, 'socialistsantifaproject': 1884, 'veritasbut': 1885, 'opponent': 1886, 'lists': 1887, 'oppressed': 1888, 'themfacewithrollingeyes': 1889, 'kelly': 1890, 'mcparland': 1891, 'floorcrosser': 1892, 'truths': 1893, 'boycottlevis': 1894, 'resources': 1895, 'pax': 1896, 'followed': 1897, 'donation': 1898, 'civility': 1899, 'evil': 1900, 'unsustainable': 1901, 'peru': 1902, 'inti': 1903, 'devaluated': 1904, 'comoletely': 1905, 'coin': 1906, 'worthless': 1907, 'conservatism': 1908, 'disagreements': 1909, 'honestly': 1910, 'integrity': 1911, 'thru': 1912, 'fundamentally': 1913, 'dishonest': 1914, 'sign': 1915, 'creepingup': 1916, 'wood': 1917, 'decoration': 1918, 'tmtinsta': 1919, 'cwsigns': 1920, 'huniachiweek': 1921, 'situation': 1922, 'permanent': 1923, 'contention': 1924, 'hire': 1925, 'mccoy': 1926, 'wilks': 1927, 'defense': 1928, 'correctly': 1929, 'curiosity': 1930, 'cathy': 1931, 'ne': 1932, 'dentist': 1933, 'facility': 1934, 'kinds': 1935, 'licensed': 1936, 'virginia': 1937, 'jacksonville': 1938, 'shooter': 1939, 'maryland': 1940, 'amnestyinternational': 1941, 'passing': 1942, 'stronger': 1943, 'chuck': 1944, 'schumers': 1945, 'cousin': 1946, 'niece': 1947, 'nixon': 1948, 'theory': 1949, 'godspraiseroom': 1950, 'keeps': 1951, 'storms': 1952, 'rock': 1953, 'boat': 1954, 'submit': 1955, 'beginning': 1956, 'spaldo': 1957, 'godson': 1958, 'bedfellows': 1959, 'dsa': 1960, 'jamesokeefe': 1961, 'inserted': 1962, 'throughout': 1963, 'magaunitedstates': 1964, 'deepstate': 1965, 'ruthlessly': 1966, 'onslot': 1967, 'massshooting': 1968, 'pba': 1969, 'fakenewscnn': 1970, 'capitalise': 1971, 'kantar': 1972, 'thirds': 1973, 'handling': 1974, 'negotations': 1975, 'poorly': 1976, 'ts': 1977, 'influence': 1978, 'quasianonymous': 1979, 'bans': 1980, 'quasianon': 1981, 'drown': 1982, 'banned': 1983, 'biden': 1984, 'cerc': 1985, 'boyds': 1986, 'sole': 1987, 'hedge': 1988, 'notthatbright': 1989, 'innocent': 1990, 'kavanaughisinnocent': 1991, 'walkawayfromdemocrats': 1992, 'liberallies': 1993, 'pitts': 1994, 'entertaining': 1995, 'reallocated': 1996, 'fema': 1997, 'ice': 1998, 'zero': 1999, 'shits': 2000, 'mid': 2001, 'atlantic': 2002, 'invented': 2003, 'bulbs': 2004, 'failure': 2005, 'differently': 2006, 'wayz': 2007, 'differentlynow': 2008, 'aunfettered': 2009, 'repeal': 2010, 'marines': 2011, 'fast': 2012, 'direction': 2013, 'alone': 2014, 'elder': 2015, 'seniors': 2016, 'youexclamationmark': 2017, 'fordtheatre': 2018, 'cue': 2019, 'acct': 2020, 'bribery': 2021, 'payoffs': 2022, 'outlet': 2023, 'slush': 2024, 'comey': 2025, 'darkness': 2026, 'aloud': 2027, 'prayer': 2028, 'warriors': 2029, 'ixine': 2030, 'aus': 2031, 'den': 2032, 'speakern': 2033, 'fick': 2034, 'deine': 2035, 'correctness': 2036, 'fashion': 2037, 'coats': 2038, 'airdrie': 2039, 'calgary': 2040, 'lethbridge': 2041, 'vancouver': 2042, 'princegeorge': 2043, 'sesamestreet': 2044, 'bertandernie': 2045, 'conversation': 2046, 'unattractive': 2047, 'creator': 2048, 'herselfshe': 2049, 'colinkapernaeck': 2050, 'complain': 2051, 'heck': 2052, 'stfu': 2053, 'colin': 2054, 'martyr': 2055, 'danganronpav': 2056, 'claiming': 2057, 'monbebeselcaday': 2058, 'lockhimupnow': 2059, 'goodbyenfl': 2060, 'wavinghand': 2061, 'became': 2062, 'marxists': 2063, 'nixing': 2064, 'displays': 2065, '‘oppression': 2066, 'goodbyenike': 2067, 'okhand': 2068, 'thumbsupgrinningsquintingface': 2069, 'emailmarketing': 2070, 'amazon': 2071, 'ship': 2072, 'christmas': 2073, 'broken': 2074, 'safer': 2075, 'tho': 2076, 'dicked': 2077, 'nsfw': 2078, 'jameycomey': 2079, 'indicted': 2080, 'page': 2081, 'textmessages': 2082, 'patriotsfight': 2083, 'ty': 2084, 'supernaturaltnt': 2085, 'themanwhowouldbeking': 2086, 'crowley': 2087, 'cas': 2088, 'available': 2089, 'adoption': 2090, 'lincoln': 2091, 'roger': 2092, 'maleneutered': 2093, 'intake': 2094, 'regulator': 2095, 'promised': 2096, 'apple': 2097, 'keynote': 2098, 'appleevents': 2099, 'zuckerberg': 2100, 'lilduval': 2101, 'happyfriday': 2102, 'smilebitch': 2103, 'livingmybestliferedheart': 2104, 'hittemwithdashoulders': 2105, 'antifahorst': 2106, 'whuuuuut': 2107, 'maassen': 2108, 'seehofer': 2109, 'penance': 2110, 'unturned': 2111, 'freeleahshaibu': 2112, 'negotiate': 2113, 'serena': 2114, 'coach': 2115, 'collaborative': 2116, 'umpire': 2117, 'spotted': 2118, 'couple': 2119, 'robbers': 2120, 'blaming': 2121, 'guard': 2122, 'notout': 2123, 'leicester': 2124, 'smallbluediamonduser': 2125, 'voteforchange': 2126, 'localelections': 2127, 'smallbluediamond': 2128, 'voteconservative': 2129, 'cutcrime': 2130, 'cutredtape': 2131, 'cuttaxes': 2132, 'cutgrass': 2133, 'unitedkingdombetterserviceslowertaxes': 2134, 'unitedkingdombluecircle': 2135, 'thingsyoushouldneverassume': 2136, 'shehe': 2137, 'heshe': 2138, 'wanna': 2139, 'fooled': 2140, 'mistakes': 2141, 'images': 2142, 'feel…': 2143, 'nick': 2144, 'gehlfuss': 2145, 'stan': 2146, 'tvtime': 2147, 'seo': 2148, 'fate': 2149, 'pity': 2150, 'screw': 2151, 'sidelined': 2152, 'personal': 2153, 'wondering': 2154, 'bodies': 2155, 'suicided': 2156, 'gitmo': 2157, 'televise': 2158, 'demise': 2159, 'balkan': 2160, 'unite': 2161, 'moldova': 2162, 'boycottnfl': 2163, 'walkawayfromalldemocrats': 2164, 'michelle': 2165, 'advice': 2166, 'town': 2167, 'genders': 2168, 'enforce': 2169, 'aliens': 2170, 'rednationrising': 2171, 'nodaca': 2172, 'comical': 2173, 'equals': 2174, 'testifying': 2175, 'unfair': 2176, 'asking': 2177, 'questions': 2178, 'receive': 2179, 'appropriate': 2180, 'often': 2181, 'unable': 2182, 'gopdysfunction': 2183, 'followthewhiterabbit': 2184, 'spygate': 2185, 'poland': 2186, 'fisadeclassification': 2187, 'corey': 2188, 'molesting': 2189, 'surfaces': 2190, 'stick': 2191, 'yo': 2192, 'commentary': 2193, 'impeached': 2194, 'wearebroncos': 2195, 'beon': 2196, 'bbcnews': 2197, 'james': 2198, 'coalition': 2199, 'protestor': 2200, 'freezing': 2201, 'cold': 2202, 'hunter': 2203, 'dye': 2204, 'redhead': 2205, 'believeallwomen': 2206, 'dumber': 2207, 'treat': 2208, 'important': 2209, 'mark': 2210, 'twain': 2211, 'theladybam': 2212, 'spoken': 2213, 'foldedhandsmediumlightskintone': 2214, 'spreadmarylove': 2215, 'highheeledshoewomandancing': 2216, 'credentials': 2217, 'poc': 2218, 'sierraburgessisaloser': 2219, 'dings': 2220, 'wimps': 2221, 'realized': 2222, 'sentiments': 2223, 'tilted': 2224, 'confirmkavanaughnow': 2225, 'embarrassingly': 2226, 'bully': 2227, 'kim': 2228, 'clijsters': 2229, 'thearchers': 2230, 'karate': 2231, 'hijaked': 2232, 'extremist': 2233, 'secretly': 2234, 'antifablmsoroscia': 2235, 'baldwinfundraises': 2236, 'tammybaldwin': 2237, 'fundraiser': 2238, 'aafiasiddiqui': 2239, 'hailed': 2240, 'dregsofsociety': 2241, 'deplorables': 2242, 'dehumanize': 2243, 'exterminate': 2244, 'aldubloveandbeyond': 2245, 'rise': 2246, 'gemini': 2247, 'liable': 2248, 'tank': 2249, 'hmm': 2250, 'explodingheadexplodinghead': 2251, 'eagles': 2252, 'setting': 2253, 'workout': 2254, 'jeremy': 2255, 'maclin': 2256, 'discussion': 2257, 'sinful': 2258, 'criticize': 2259, 'lightly': 2260, 'deserves': 2261, 'block': 2262, 'gutierrez': 2263, 'racebaiter': 2264, 'jack': 2265, 'participation': 2266, 'trophy': 2267, 'cognitivedissonancechallenge': 2268, 'proceed': 2269, 'caution': 2270, 'crashes': 2271, 'burns': 2272, 'strasbourg': 2273, 'mays': 2274, 'hopes': 2275, 'clinging': 2276, 'power…her': 2277, 'ebbing': 2278, 'parliament': 2279, 'load': 2280, 'webley': 2281, 'johnfund': 2282, 'actors': 2283, 'awards': 2284, 'toothless': 2285, 'selfpromotion': 2286, 'onslaught': 2287, 'peppered': 2288, 'cracks': 2289, 'planned': 2290, 'staged': 2291, 'kellerman': 2292, 'boxing': 2293, 'hater': 2294, 'rodgers': 2295, 'thrower': 2296, 'dan': 2297, 'marino': 2298, 'qb': 2299, 'jut': 2300, 'playoff': 2301, 'drford': 2302, 'organized': 2303, 'georgesoros': 2304, 'c': 2305, 'champ': 2306, 'dumptrump': 2307, '…give': 2308, 'cooperatecompromise': 2309, 'conservativestrump': 2310, 'vilify': 2311, 'marginalized': 2312, 'choices': 2313, 'bodies…': 2314, 'opener': 2315, 'saturday': 2316, 'ummmm': 2317, 'mussolini': 2318, 'italy': 2319, 'censor': 2320, 'related': 2321, 'nightmayor': 2322, 'dt': 2323, 'cycle': 2324, 'tennis': 2325, 'courts': 2326, 'inside': 2327, 'crescent': 2328, 'heights': 2329, 'nenshis': 2330, 'vape': 2331, 'shop': 2332, 'mplspotlight': 2333, 'stefanie': 2334, 'newest': 2335, 'adult': 2336, 'librarian': 2337, 'cleaning': 2338, 'collections': 2339, 'homes': 2340, 'monrolib': 2341, 'arunjaitleystepdown': 2342, 'fm': 2343, 'audacity': 2344, 'shamelessness': 2345, 'canadas': 2346, 'rejects': 2347, 'recommendation': 2348, 'parties': 2349, 'comply': 2350, 'cambridgeanalytica': 2351, 'scandal': 2352, 'marry': 2353, '£': 2354, 'bn': 2355, 'ontrick': 2356, 'crock': 2357, 'shte': 2358, 'housingcrisis': 2359, 'resp': 2360, 'vacation': 2361, 'sleepyface': 2362, 'nabjesus': 2363, 'reject': 2364, 'ucome': 2365, 'homeward': 2366, 'bound': 2367, 'heavens': 2368, 'nickelodeon': 2369, 'kallysmashup': 2370, 'angelsbabyangelheartheartwitharrowthe': 2371, 'forceglobewithmeridiansof': 2372, 'characterhighvoltageof': 2373, 'goddessheartwithribbonand': 2374, 'lightdizzyshinesshootingstaras': 2375, 'starglowingstarshe': 2376, 'maiareficco': 2377, 'coupdetat': 2378, 'catalona': 2379, 'fakedemocracy': 2380, 'cddr': 2381, 'shameonspain': 2382, 'wakeupeurope': 2383, 'barbie': 2384, 'brains': 2385, 'heartsuitheartsuit': 2386, 'officials': 2387, 'responding': 2388, 'pmln': 2389, 'goons': 2390, 'okuser': 2391, 'reposting': 2392, 'showing': 2393, 'utterly': 2394, 'florencehurricane': 2395, 'sustained': 2396, 'lethal': 2397, 'cyclonic': 2398, 'forces': 2399, 'southcarolina': 2400, 'sep': 2401, 'miami': 2402, 'la': 2403, 'fbpe': 2404, 'sutr': 2405, 'forbritain': 2406, 'ni': 2407, 'blocks': 2408, 'challenges': 2409, 'viewshe': 2410, 'view': 2411, 'heardhe': 2412, 'obsessive': 2413, 'coranated': 2414, 'attacks': 2415, 'idiot': 2416, 'loons': 2417, 'imagine': 2418, 'rates': 2419, 'polished': 2420, 'politician': 2421, 'awwww': 2422, 'stinking': 2423, 'uraniumone': 2424, 'sethrich': 2425, 'department': 2426, 'standards': 2427, 'rob': 2428, 'seal': 2429, 'hillaryforprison': 2430, 'masters': 2431, 'sun': 2432, 'beat': 2433, 'delicious': 2434, 'bruised': 2435, 'knuckles': 2436, 'wayexcept': 2437, 'pulls': 2438, 'lap': 2439, 'kiss': 2440, 'tease': 2441, 'jointhefight': 2442, 'edge': 2443, 'openly': 2444, 'destruction': 2445, 'jointhefightagainstcommunism': 2446, 'artistsontwitter': 2447, 'soul': 2448, 'goodbusiness': 2449, 'excellence': 2450, 'womaninbusiness': 2451, 'mindblowing': 2452, 'quotestoliveby': 2453, 'gentle': 2454, 'universe': 2455, 'stars': 2456, 'max': 2457, 'ehrmann': 2458, 'welcome': 2459, 'grey': 2460, 'barbour': 2461, 'volleyball': 2462, 'sanford': 2463, 'graduate': 2464, 'dental': 2465, 'hygiene': 2466, 'trojan': 2467, 'blackngold': 2468, 'trojans': 2469, 'volleyballblackheartyellowheart': 2470, 'aishwarya': 2471, 'kuda': 2472, 'manichirlam': 2473, 'ana': 2474, 'yashika': 2475, 'poutingfacepoutingface': 2476, 'foolish': 2477, 'totallyblogging': 2478, 'blogging': 2479, 'easier': 2480, 'quitting': 2481, 'ukbloggers': 2482, 'fbloggers': 2483, 'bbloggers': 2484, 'lbloggers': 2485, 'metaphysical': 2486, 'masturbation': 2487, 'disinformation': 2488, 'agent': 2489, 'advantage': 2490, 'lesser': 2491, 'intellect': 2492, 'zionel': 2493, 'update': 2494, 'coastline': 2495, 'ncsc': 2496, 'coast': 2497, 'suffering': 2498, 'florences': 2499, 'deadly': 2500, 'storm': 2501, 'surge': 2502, 'greatly': 2503, 'increasing': 2504, 'seriousness': 2505, 'rainwind': 2506, 'carolina': 2507, 'surrounding': 2508, 'khaleesi': 2509, 'wtf': 2510, 'pffft': 2511, 'andmanshruggingmediumskintone': 2512, 'females': 2513, 'plaidcymru': 2514, 'greens': 2515, 'nyt': 2516, 'hchottestceleb': 2517, 'scarlett': 2518, 'johansson': 2519, 'emma': 2520, 'daily': 2521, 'usacanada': 2522, 'sugarbabyneeded': 2523, 'sugarbabywanted': 2524, 'sugarbaby': 2525, 'declassifydocuments': 2526, 'squirm': 2527, 'outnumbered': 2528, 'politicsinfocus': 2529, 'duck': 2530, 'patronizing': 2531, 'naturephotography': 2532, 'birds': 2533, 'wisconsin': 2534, 'photography': 2535, 'picoftheday': 2536, 'fridaymotivation': 2537, 'fridayfeeling': 2538, 'instagramers': 2539, 'carolineforbes': 2540, 'sl': 2541, 'audition': 2542, 'missions': 2543, 'offbalanced': 2544, 'collar': 2545, 'snap': 2546, 'stepping': 2547, 'weak': 2548, 'leg': 2549, 'cancer': 2550, 'malum': 2551, 'se': 2552, 'socially': 2553, 'engineered': 2554, 'programming': 2555, 'changemymind': 2556, 'carbontax': 2557, 'tons': 2558, 'campaigning': 2559, 'carbon': 2560, 'tax': 2561, 'oblige': 2562, 'antonia': 2563, 'evans': 2564, 'trafficked': 2565, 'cremated': 2566, 'thesavoyshow': 2567, 'markknight': 2568, 'drawing': 2569, 'nahrightarrowcurvingdown': 2570, 'worrying': 2571, 'teaching': 2572, 'adults': 2573, 'democratsocialists': 2574, 'mentalillness': 2575, 'emptyheaded': 2576, 'berniesanders': 2577, 'venezuela': 2578, 'trillion': 2579, 'alexandriaocasiocortez': 2580, 'endorsementfail': 2581, 'missvenezuala': 2582, 'alexandria': 2583, 'ocasio': 2584, 'cortez': 2585, 'stormy': 2586, 'trapped': 2587, 'dollar': 2588, 'pornstar': 2589, 'worries': 2590, 'proudalumnus': 2591, 'soak': 2592, 'aim': 2593, 'wildcardwednesday': 2594, 'maxdrivewildcardwednesday': 2595, 'ft': 2596, 'intervention': 2597, 'silicon': 2598, 'valley': 2599, 'emocrats': 2600, 'bias': 2601, 'funding': 2602, 'competition': 2603, 'chicom': 2604, 'clubgitmo': 2605, 'naomi': 2606, 'trophytennis': 2607, 'idol': 2608, 'someways': 2609, 'overshadowed': 2610, 'humbled': 2611, 'her…': 2612, 'agencies': 2613, 'asset': 2614, 'piece': 2615, 'obstruction': 2616, 'machine': 2617, 'unspent': 2618, 'realistically': 2619, 'enforceable': 2620, 'tragedies': 2621, 'violating': 2622, 'hipaa': 2623, 'moronic': 2624, 'types': 2625, 'dumbass': 2626, 'rightfully': 2627, 'speedrocked': 2628, 'users': 2629, 'practice': 2630, 'retention': 2631, 'grabs': 2632, 'badly': 2633, 'ideas': 2634, 'christinebford': 2635, 'liberalsaredesperate': 2636, 'racism': 2637, 'summarize': 2638, 'rankings': 2639, 'stuck': 2640, 'bitter': 2641, 'clifeclearly': 2642, 'clifethryve': 2643, 'aboutthatlife': 2644, 'clifemacon': 2645, 'kamalaharris': 2646, 'sadly': 2647, 'guaranteed': 2648, 'diannefeinstein': 2649, 'nancypelosi': 2650, 'chuckschumer': 2651, 'jacket': 2652, 'saynotofuckboys': 2653, 'dontgiveyourmagictomuggles': 2654, 'lovely': 2655, 'colour': 2656, 'design': 2657, 'fairy': 2658, 'tales': 2659, 'tender': 2660, 'windface': 2661, 'administrations': 2662, 'chant': 2663, 'carried': 2664, 'baton': 2665, 'swampies': 2666, 'lefties': 2667, 'mac': 2668, 'miller': 2669, 'cincinnatienquirer': 2670, 'finally': 2671, 'massshhoting': 2672, 'editors': 2673, 'reaching': 2674, 'peak': 2675, 'desperation': 2676, 'phillipruddock': 2677, 'turnbull': 2678, 'wentworthvotes': 2679, 'sept': 2680, 'uicideboy': 2681, 'aboout': 2682, 'sooooo': 2683, 'spooky': 2684, 'reckless': 2685, 'um': 2686, 'poverty': 2687, 'tend': 2688, 'herecryingfacecryingface': 2689, 'penny': 2690, 'believes': 2691, 'intelligent': 2692, 'willi': 2693, 'smartest': 2694, 'canadianever': 2695, 'rushand': 2696, 'sandraohoh': 2697, 'parentsthey': 2698, 'epitome': 2699, 'healingyourself': 2700, 'healingothers': 2701, 'testify': 2702, 'oath': 2703, 'approved': 2704, 'possible': 2705, 'website': 2706, 'instructing': 2707, 'hurt': 2708, 'officers': 2709, 'encouragementdare': 2710, 'thessalonians': 2711, 'scripture': 2712, 'verse': 2713, 'donate': 2714, 'websitelink': 2715, 'email': 2716, 'donateuser': 2717, 'yearold': 2718, 'bletchley': 2719, 'veteran': 2720, 'defeat': 2721, 'walkawayfromcatholicism': 2722, 'autocratic': 2723, 'pedophile': 2724, 'ring': 2725, 'obamasoros': 2726, 'seat': 2727, 'tj': 2728, 'cox': 2729, 'shill': 2730, 'fronted': 2731, 'dastardly': 2732, 'duo': 2733, 'valadao': 2734, 'dist': 2735, 'noshadenotea': 2736, 'slick': 2737, 'woods': 2738, 'unconventional': 2739, 'yea': 2740, 'attractive': 2741, 'arrestgeorgesoros': 2742, 'domesticterrorists': 2743, 'similar': 2744, 'judgekavanaugh': 2745, 'debt': 2746, 'spite': 2747, 'doubled': 2748, 'wealth': 2749, 'inequality': 2750, 'crowderconfronts': 2751, 'expose': 2752, 'sjw': 2753, 'bullies': 2754, 'tigers': 2755, 'dontbeafraid': 2756, 'confrontwithtruth': 2757, 'comrades': 2758, 'nuance': 2759, 'nationalist': 2760, 'specific': 2761, 'uses': 2762, 'supremacist': 2763, 'employed': 2764, 'wns': 2765, 'beckylynch': 2766, 'wrestling': 2767, 'boobs': 2768, 'booty': 2769, 'barbedwire': 2770, 'fences': 2771, 'north': 2772, 'korea': 2773, 'amazonppwwmurder': 2774, 'porn': 2775, 'northwest': 2776, 'cozy': 2777, 'dianne': 2778, 'harmanends': 2779, 'youredheart': 2780, 'fux': 2781, 'likeyou': 2782, 'actin': 2783, 'nickismilingfacewithhearteyes': 2784, 'dimelo': 2785, 'navratilova': 2786, 'liked': 2787, 'bodyguard': 2788, 'fetched': 2789, 'impossible': 2790, 'budd': 2791, 'signs': 2792, 'split': 2793, 'uncertain': 2794, 'bookreviewer': 2795, 'ronaldo': 2796, 'secondyear': 2797, 'student': 2798, 'reindeer': 2799, 'academy': 2800, 'contest': 2801, 'stumbles': 2802, 'upon': 2803, 'perplexes': 2804, 'thoughts': 2805, 'tus': 2806, 'mglit': 2807, 'backto': 2808, 'onevoice': 2809, 'swomen': 2810, 'sbornwomen': 2811, 'maine': 2812, 'undecided': 2813, 'confirm': 2814, 'dump': 2815, 'susan': 2816, 'collins': 2817, 'grendy': 2818, 'plays': 2819, 'hatofulboyfriend': 2820, 'voiceactor': 2821, 'supportsmallstreamers': 2822, 'kaushalarmy': 2823, 'cum': 2824, 'philip': 2825, 'hammond': 2826, 'slash': 2827, 'corporations': 2828, 'regulations': 2829, 'workers': 2830, 'environmental': 2831, 'protection': 2832, 'nodeal': 2833, 'smallstate': 2834, 'naina': 2835, 'educating': 2836, 'bang': 2837, 'hundredpointsclappinghandsmediumlightskintone': 2838, 'jealous': 2839, 'thoughfacewithtearsofjoyfacewithtearsofjoyfacewithtearsofjoyfacewithtearsofjoy': 2840, 'burningrollingonthefloorlaughingwinkingfacewithtongue': 2841, 'daysofsoloharry': 2842, 'allystands': 2843, 'donates': 2844, 'causes': 2845, 'successful': 2846, 'humble': 2847, 'castingcallshow': 2848, 'fantastic': 2849, 'finalists': 2850, 'ended': 2851, 'ultimately': 2852, 'voted': 2853, 'ladd': 2854, 'thursdaythoughts': 2855, 'avoid': 2856, 'bordercontrol': 2857, 'queues': 2858, 'givepeasachance': 2859, 'righteous': 2860, 'insist': 2861, 'cory': 2862, 'admitted': 2863, 'stink': 2864, 'obasrants': 2865, 'band': 2866, 'covers': 2867, 'engagement': 2868, 'link': 2869, 'hr': 2870, 'sporting': 2871, 'pinhole': 2872, 'son': 2873, 'knockin': 2874, 'fuckin': 2875, 'eredivise': 2876, 'bundesliga': 2877, 'competitive': 2878, 'euro': 2879, 'competitions': 2880, 'mexico': 2881, 'produced': 2882, 'pulisic': 2883, 'isantifa': 2884, 'strawberries': 2885, 'completing': 2886, 'borders': 2887, 'disingenuous': 2888, 'hide': 2889, 'shame': 2890, 'despicable': 2891, 'disarmament': 2892, 'disconnection': 2893, 'lifestyle': 2894, 'broadcast': 2895, 'armory': 2896, 'killskills': 2897, 'rightfuckingnow': 2898, 'itll': 2899, 'lmao': 2900, 'haha': 2901, 'aside': 2902, 'hella': 2903, 'parikshitsolutions': 2904, 'incidents': 2905, 'rarely': 2906, 'emerge': 2907, 'formed': 2908, 'flashing': 2909, 'prepared': 2910, 'testing': 2911, 'held': 2912, 'accountable': 2913, 'inflammatory': 2914, 'remakes': 2915, 'uranium': 2916, '‘we': 2917, 'silently': 2918, 'donpittis': 2919, 'tad': 2920, 'provide': 2921, 'locations': 2922, 'kin': 2923, 'shouldnt': 2924, 'breath': 2925, 'pickett': 2926, 'loner': 2927, 'bowtruckles': 2928, 'bullied': 2929, 'attachment': 2930, 'incredibly': 2931, 'agile': 2932, 'atypical': 2933, 'avalanche': 2934, 'asshole': 2935, 'ff': 2936, 'alien': 2937, 'raisinghandslightskintonealiennightwithstars': 2938, 'creampuffs': 2939, 'hollsteinforever': 2940, 'quick': 2941, 'giveaway': 2942, 'clexaconlondon': 2943, 'natashas': 2944, 'improv': 2945, 'workshop': 2946, 'draw': 2947, 'entries': 2948, 'midnight': 2949, 'gmt': 2950, 'familiarwife': 2951, 'jhomg': 2952, 'wjwaityes': 2953, 'bhyou': 2954, 'pair': 2955, 'voare': 2956, 'jhdont': 2957, 'wjlets': 2958, 'newscollision': 2959, 'hwy': 2960, 'congestion': 2961, 'jhwoojin': 2962, 'hc': 2963, 'vance': 2964, 'joseph': 2965, 'phillip': 2966, 'lindsay': 2967, 'restorehumanity': 2968, 'ht': 2969, 'bronconation': 2970, 'broncosvsseahawks': 2971, 'broncoscountry': 2972, 'crue': 2973, 'cupcake': 2974, 'thingsdarthvaderwouldneversay': 2975, 'yup': 2976, 'privilege': 2977, 'finest': 2978, 'alexjones': 2979, 'infowars': 2980, 'starwars': 2981, 'maytheforcebewithyou': 2982, 'thirdshiftzombies': 2983, 'podcast': 2984, 'whitesupremacy': 2985, 'pink': 2986, 'facewithtearsofjoyfacewithtearsofjoyfacewithtearsofjoyfacewithtearsofjoy': 2987, 'type': 2988, 'speak': 2989, 'cuckservative': 2990, 'fortnite': 2991, 'triggerwarningradio': 2992, 'barbara': 2993, 'boxer': 2994, 'tactic': 2995, 'hearsay': 2996, 'cornered': 2997, 'bathroom': 2998, 'prove': 2999, 'murdered': 3000, 'selfcareseptember': 3001, 'fauxprogressives': 3002, 'corruptdemocrats': 3003, 'endorses': 3004, 'flips': 3005, 'odd': 3006, 'alt': 3007, 'guncontrolnow': 3008, 'land': 3009, 'coercedintoxication': 3010, 'staring': 3011, 'effects': 3012, 'vulnerable': 3013, 'forcedintox': 3014, 'coercedintox': 3015, 'femdom': 3016, 'andrewscheer': 3017, 'canadiancoalitionforfirearmsrights': 3018, 'weakened': 3019, 'cpc': 3020, 'compromised': 3021, 'diluting': 3022, 'controls': 3023, 'indakurate': 3024, 'passcott': 3025, 'stallwell': 3026, 'calishould': 3027, 'fixing': 3028, 'muster': 3029, 'sympathy': 3030, 'hunt': 3031, 'balanced': 3032, 'added': 3033, 'surgically': 3034, 'hisher': 3035, 'changed': 3036, 'discriminated': 3037, 'summary': 3038, 'impacts': 3039, 'blacksburg': 3040, 'severity': 3041, 'overnight': 3042, 'predatory': 3043, 'govern': 3044, 'ishqbaaaz': 3045, 'jiffy': 3046, 'vacay': 3047, 'consists': 3048, 'couples': 3049, 'toh': 3050, 'clip': 3051, 'mein': 3052, 'nehi': 3053, 'thi': 3054, 'genderstudies': 3055, 'protectchildren': 3056, 'unitedstatesredheart': 3057, 'molotov': 3058, 'cocktails': 3059, 'fly': 3060, 'honouring': 3061, 'arti': 3062, 'orrinhatch': 3063, 'sexist': 3064, 'fart': 3065, 'weigh': 3066, 'womans': 3067, 'supreme': 3068, 'nominee': 3069, 'spouting': 3070, 'spewed': 3071, 'anita': 3072, 'hill': 3073, 'riddance': 3074, 'neanderthal': 3075, 'growing': 3076, 'daylight': 3077, 'area': 3078, 'administrative': 3079, 'incl': 3080, 'epa': 3081, 'democraticpartystronghold': 3082, 'highlydiversepopulation': 3083, 'guncontrollaws': 3084, 'large': 3085, 'radicalleftestablishment': 3086, 'obamas': 3087, 'continental': 3088, 'usa': 3089, 'horrified': 3090, 'arise': 3091, 'william': 3092, 'murphy': 3093, 'chronicleschristianradio': 3094, 'ccradioco': 3095, 'concern': 3096, 'bystanders': 3097, 'vegas': 3098, 'gabriel': 3099, 'lizard': 3100, 'themed': 3101, 'glitter': 3102, 'bombing': 3103, 'mech': 3104, 'pilot': 3105, 'superhero': 3106, 'powers': 3107, 'logging': 3108, 'companies': 3109, 'buff': 3110, 'lesbian': 3111, 'hearts': 3112, 'uniform': 3113, 'tired': 3114, 'cologne': 3115, 'toothbrush': 3116, 'morning': 3117, 'aiatraveltips': 3118, 'monitor': 3119, 'unattended': 3120, 'unopened': 3121, 'packages': 3122, 'aia': 3123, 'aircraft': 3124, 'caribbean': 3125, 'destination': 3126, 'travelling': 3127, 'traveltheworld': 3128, 'adventure': 3129, 'adventures': 3130, 'site': 3131, 'theleadersmindset': 3132, 'roundpushpinhola': 3133, 'leadersfire': 3134, 'heavycheckmarktype': 3135, 'quiet': 3136, 'clap': 3137, 'damn…': 3138, 'cops': 3139, 'denver': 3140, 'bond': 3141, 'dani': 3142, 'minogue': 3143, 'target': 3144, 'pants': 3145, 'century': 3146, 'pussycat': 3147, 'dolls': 3148, 'feat': 3149, 'busta': 3150, 'rhymes': 3151, 'journey': 3152, 'ubc': 3153, 'behalf': 3154, 'estate': 3155, 'correspondence': 3156, 'registered': 3157, 'vt': 3158, 'pole': 3159, 'vermont': 3160, 'updates': 3161, 'bite': 3162, 'dust': 3163, 'beeto': 3164, 'lose': 3165, 'rkba': 3166, 'dvc': 3167, 'killshot': 3168, 'analyst': 3169, '‘i': 3170, 'investigators': 3171, 'sitroom': 3172, 'thelead': 3173, 'outfront': 3174, 'ac': 3175, 'npr': 3176, 'pbsnews': 3177, 'pbsnewshour': 3178, 'sgp': 3179, 'boston': 3180, 'cleveland': 3181, 'milwaukee': 3182, 'baldwin': 3183, 'fundraises': 3184, 'mytwitteranniversary': 3185, 'abuse': 3186, 'ignore': 3187, 'accusations': 3188, 'idpsa': 3189, 'commercial': 3190, 'hearfdr': 3191, 'eminence': 3192, 'puton': 3193, 'msm': 3194, 'hacktivists': 3195, 'experts': 3196, 'emoluments': 3197, 'emolumentsclause': 3198, 'mediawatch': 3199, 'fakenewsalert': 3200, 'mediabias': 3201, 'authorconfession': 3202, 'mcs': 3203, 'lisette': 3204, 'responded': 3205, 'flowers': 3206, 'teasing': 3207, 'grinningfacewithsweatrevolvinghearts': 3208, 'nattyanplaying': 3209, 'aozora': 3210, 'sishshe': 3211, 'harassed': 3212, 'arm': 3213, 'voteredtosaveamerica': 3214, 'iou': 3215, 'whitepaper': 3216, 'icoinvestor': 3217, 'strongly': 3218, 'recommend': 3219, 'rate': 3220, 'tokensale': 3221, 'blocktwitterads': 3222, 'stops': 3223, 'shadow': 3224, 'banning': 3225, 'kavenaugh': 3226, 'fill': 3227, 'gallery': 3228, 'pack': 3229, 'disruptive': 3230, 'unison': 3231, 'testifies': 3232, 'solidarity': 3233, 'cc': 3234, '백현': 3235, 'baekhyun': 3236, 'exo': 3237, 'mlb': 3238, 'fw': 3239, 'cent': 3240, 'buddens': 3241, 'realdonaldtrump': 3242, 'lpnational': 3243, 'thedemocrats': 3244, 'davos': 3245, 'wsj': 3246, 'nyse': 3247, 'wakeupamerica': 3248, 'mypatriotsupply': 3249, 'naomiosaka': 3250, 'folks': 3251, 'smirkingface': 3252, 'supremacists': 3253, 'callthevotealready': 3254, 'allowed': 3255, 'sounds': 3256, 'fair': 3257, 'rejected': 3258, 'british': 3259, 'mps': 3260, 'muskokalakes': 3261, 'mayoralty': 3262, 'ledger': 3263, 'mayoral': 3264, 'volumes': 3265, 'behindcloseddoors': 3266, 'mayor': 3267, 'plans': 3268, 'muskoka': 3269, 'buyout': 3270, 'cable': 3271, 'path': 3272, 'chooses': 3273, 'angela': 3274, 'meaner': 3275, 'repeatly': 3276, 'eating': 3277, 'disorders': 3278, 'sexually': 3279, 'harasses': 3280, 'houseguestsshe': 3281, 'underdog': 3282, 'tangela': 3283, 'newvideo': 3284, 'eggplantpeachsweatdroplets': 3285, 'toys': 3286, 'bestwaytoawomansheart': 3287, 'napping': 3288, 'surprised': 3289, 'karma': 3290, 'lefts': 3291, 'incumbent': 3292, 'ancestors': 3293, 'alright': 3294, 'humans': 3295, 'farticus': 3296, 'angrydemocrats': 3297, 'worldwarq': 3298, 'redtsunami': 3299, 'codetrainqueens': 3300, 'joined': 3301, 'organize': 3302, 'app': 3303, 'bootcamp': 3304, 'trained': 3305, 'ardent': 3306, 'digital': 3307, 'moviefightslive': 3308, 'orgs': 3309, 'youaremyidol': 3310, 'idols': 3311, 'bois': 3312, 'purpleheartsmilingfacewithhearteyes': 3313, 'changeyouve': 3314, 'taught': 3315, 'okhandbabyangel': 3316, 'bbs': 3317, 'recruiting': 3318, 'designated': 3319, 'organization': 3320, 'twitterfamily': 3321, 'heartdecorationpeacesymbol': 3322, 'happyrmday': 3323, 'chocolates': 3324, 'cake': 3325, 'tradition': 3326, 'buy': 3327, 'acquainted': 3328, 'mе': 3329, 'luv': 3330, '생일': 3331, '축하합니다': 3332, 'gayagenda': 3333, 'zionistagenda': 3334, 'vaquitamarina': 3335, 'savethevaquita': 3336, 'vaquitas': 3337, 'extinguishing': 3338, 'voicel': 3339, 'dip': 3340, 'creating': 3341, 'dept': 3342, 'agriculture': 3343, 'presenter': 3344, 'lnpwaste': 3345, 'cruz': 3346, 'solicitations': 3347, 'summons': 3348, 'elderly': 3349, 'residents': 3350, 'appear': 3351, 'skeezy': 3352, 'lemme': 3353, 'whyme': 3354, 'married': 3355, 'facing': 3356, 'enemyofthepeople': 3357, 'controlling': 3358, 'information': 3359, 'stamendment': 3360, 'legitimize': 3361, 'palatable': 3362, 'engaged': 3363, 'finds': 3364, 'm': 3365, 'netas': 3366, 'goodmorningamerica': 3367, 'tuesdaymotivation': 3368, 'fathergod': 3369, 'americanpeople': 3370, 'begin': 3371, 'governmentcorruption': 3372, 'mediacorruption': 3373, 'noredaction': 3374, 'declassifyfisa': 3375, 'declassification': 3376, 'hillaryclinton': 3377, 'leakers': 3378, 'stopthebias': 3379, 'redcensorship': 3380, 'organizations': 3381, 'actively': 3382, 'customer': 3383, 'emails': 3384, 'tops': 3385, 'adhiyal': 3386, 'aditya': 3387, 'ziddi': 3388, 'zoya': 3389, 'lots': 3390, 'inane': 3391, 'asinine': 3392, 'solidified': 3393, 'shred': 3394, 'felt': 3395, 'myprotege': 3396, 'teacher': 3397, 'report': 3398, 'supporter': 3399, 'products': 3400, 'bravo': 3401, 'tsk': 3402, 'han': 3403, 'jisung': 3404, 'dong': 3405, 'sadbutrelievedface': 3406, 'taylor': 3407, 'swift': 3408, 'released': 3409, '‘love': 3410, 'yearsoflovestory': 3411, 'hardball': 3412, 'bingo': 3413, 'correct': 3414, 'humiliated': 3415, 'correspondents': 3416, 'dinner': 3417, 'guarantee': 3418, 'definite': 3419, 'driver': 3420, 'supposed': 3421, 'seemed': 3422, 'heavy': 3423, 'drinker': 3424, 'equivocatingmisrepresenting': 3425, 'believed': 3426, 'cnnisajoke': 3427, 'emissions': 3428, 'targets': 3429, 'wapol': 3430, 'chefs': 3431, 'pans': 3432, 'brands': 3433, 'beka': 3434, 'mauviel': 3435, 'woll': 3436, 'cookingshallowpanoffoodpotoffood': 3437, 'restaurants': 3438, 'boycottthenfl': 3439, 'joescarborough': 3440, 'journalist': 3441, 'criticizing': 3442, 'intern': 3443, 'loriklausutis': 3444, 'spreads': 3445, 'learned': 3446, 'appreciate': 3447, 'lessons': 3448, 'certain': 3449, 'testimonies': 3450, 'wicked': 3451, 'vacuum': 3452, 'attracting': 3453, 'mockery': 3454, 'jamule': 3455, 'algiers': 3456, 'tall': 3457, 'weighs': 3458, 'pounds': 3459, 'unknown': 3460, 'diagnosed': 3461, 'alzheimers': 3462, 'disease': 3463, 'westbend': 3464, 'irishshamrockgreenheart': 3465, 'movies': 3466, 'unix': 3467, 'combined': 3468, 'salisbury': 3469, 'sights': 3470, 'saveshadowhunters': 3471, 'malecforever': 3472, 'mansikkas': 3473, 'spentpanthersdouch': 3474, 'labelingand': 3475, 'dehumanizing': 3476, 'conservativesi': 3477, 'suggestwe': 3478, 'ammo': 3479, 'loadedif': 3480, 'internment': 3481, 'camps': 3482, 'sonntagsfrühstück': 3483, 'deutschland': 3484, 'hand': 3485, 'drawn': 3486, 'teapots': 3487, 'addition': 3488, 'breakfast': 3489, 'tablehotbeverage': 3490, 'breadcucumberno': 3491, 'upsidedownfacepencilglobeshowingeuropeafricablueheart': 3492, 'themanynotthefew': 3493, 'recognises': 3494, 'sod': 3495, 'austeritity': 3496, 'rely': 3497, 'richer': 3498, 'backs': 3499, 'killary': 3500, 'cooperate': 3501, 'viable': 3502, 'buried': 3503, 'loers': 3504, 'stance': 3505, 'singled': 3506, 'proa': 3507, 'customers': 3508, 'antigun': 3509, 'initiatives': 3510, 'prestigious': 3511, 'projects': 3512, 'ekolong': 3513, 'sripuptruzman': 3514, 'celebrations': 3515, 'germans': 3516, 'across': 3517, 'western': 3518, 'securityfears': 3519, 'monsantoskullandcrossbonesbayer': 3520, 'bigpharma': 3521, 'roundup': 3522, 'glyphosate': 3523, 'gmos': 3524, 'demand': 3525, 'transparency': 3526, 'marriage': 3527, 'sideurl': 3528, 'wayne': 3529, 'ivey': 3530, 'cspoa': 3531, 'leading': 3532, 'hashtags': 3533, 'add': 3534, 'catholics': 3535, 'charismatics': 3536, 'nondenominatinal': 3537, 'spiritfilled': 3538, 'hannity': 3539, 'trumptrain': 3540, 'nigeria': 3541, 'naija': 3542, 'ja': 3543, 'nigerias': 3544, 'atiku': 3545, 'blasts': 3546, 'buhari': 3547, 'championnewsng': 3548, 'cab': 3549, 'cutie': 3550, 'tourist': 3551, 'codes': 3552, 'keys': 3553, '♫': 3554, 'outraged': 3555, 'theyknownothing': 3556, 'ethan': 3557, 'pleasepurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheartpurpleheartorangeheart': 3558, 'temp': 3559, 'dew': 3560, 'pt': 3561, 'inches': 3562, 'mph': 3563, 'polls': 3564, 'midterms': 3565, 'nov': 3566, 'nocomplacencydoubleexclamationmarkdoubleexclamationmark': 3567, 'diversity': 3568, 'joining': 3569, 'islam': 3570, 'hates': 3571, 'nonmuslim': 3572, 'unicorns': 3573, 'reach': 3574, 'kissss': 3575, 'ag': 3576, 'twitterfuck': 3577, 'menfesswglca': 3578, 'dremiest': 3579, 'dream': 3580, 'faileddemfeinstein': 3581, 'mum': 3582, 'everythings': 3583, 'cheeringthechutiyapa': 3584, 'womanlol': 3585, 'sham': 3586, 'subtle': 3587, 'banana': 3588, 'pool': 3589, 'table': 3590, 'difi': 3591, 'mary': 3592, 'foul': 3593, 'elast': 3594, 'burn': 3595, 'meme': 3596, 'ripmacmiller': 3597, 'greenheart': 3598, 'creagboy': 3599, 'mcdonalds': 3600, 'urgently': 3601, 'englishpashto': 3602, 'pakhtoon': 3603, 'english': 3604, 'kid': 3605, 'pashto': 3606, 'marra': 3607, 'khasta': 3608, 'bacha': 3609, 'dey': 3610, 'vasay': 3611, 'ahmed': 3612, 'butt': 3613, 'sohail': 3614, 'sahab': 3615, 'pmjg': 3616, 'humayun': 3617, 'shaan': 3618, 'fahad': 3619, 'cinema': 3620, 'charlottesville': 3621, 'caused': 3622, 'quite': 3623, 'damage': 3624, 'statues': 3625, 'cancers': 3626, 'rising': 3627, 'grown': 3628, 'older': 3629, 'spreading': 3630, 'rumors': 3631, 'rocking': 3632, 'philly': 3633, 'keystone': 3634, 'robert': 3635, 'melissa': 3636, 'gaus': 3637, 'postits': 3638, 'beneath': 3639, 'fools': 3640, 'unitedstatesunitedstatesunitedstatesunitedstatesunitedstates': 3641, 'sheherb': 3642, 'mosadiherb': 3643, 'discern': 3644, 'builder': 3645, 'chantal': 3646, 'inspiring': 3647, 'eventgemstone': 3648, 'gemstone': 3649, 'impeach': 3650, 'maxine': 3651, 'tide': 3652, 'flows': 3653, 'piperthepup': 3654, 'sends': 3655, 'affected': 3656, 'unwelcome': 3657, 'crust': 3658, 'delaware': 3659, 'sweethearts': 3660, 'agjeffsessions': 3661, 'ashallnotbeinfringed': 3662, 'vocal': 3663, 'minority': 3664, 'shock': 3665, 'partys': 3666, 'odds': 3667, 'experience': 3668, 'kindest': 3669, 'tonedeaf': 3670, 'ilk': 3671, 'repeatedly': 3672, 'amazonpets': 3673, 'etta': 3674, 'tricky': 3675, 'photograph': 3676, 'colouring': 3677, 'dibs': 3678, 'treats': 3679, 'rabbits': 3680, 'hangs': 3681, 'hutch': 3682, 'intimidate': 3683, 'broke': 3684, 'sams': 3685, 'sam': 3686, 'resting': 3687, 'geoffreyowens': 3688, 'understandlevels': 3689, 'pursuits': 3690, 'fridaynightfun': 3691, 'keebler': 3692, 'elf': 3693, 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'forthemany': 4939, 'facewithtearsofjoyfacewithtearsofjoy': 4940, 'thenunmovie': 4941, 'flushedface': 4942, 'critics': 4943, 'terrifyingly': 4944, 'creepy': 4945, 'ties': 4946, 'theconjuring': 4947, 'christine': 4948, 'blasey': 4949, 'bluetsunami': 4950, 'criminal': 4951, 'keith': 4952, 'wotd': 4953, 'continually': 4954, 'restoring': 4955, 'wellwatered': 4956, 'garden': 4957, 'everflowing…': 4958, 'impeachtrump': 4959, 'mueller': 4960, 'muellertime': 4961, 'likedretweeted': 4962, 'exculpatory': 4963, 'testament': 4964, 'johndowd': 4965, 'remarks': 4966, 'dowd': 4967, 'everybody': 4968, 'motto': 4969, 'car': 4970, 'aspire': 4971, 'need…': 4972, 'democratpartyofdomesticterrorists': 4973, 'feminazi': 4974, 'turnt': 4975, 'holo': 4976, 'keef': 4977, 'vyvx': 4978, 'cloud': 4979, 'offering': 4980, 'reliable': 4981, 'connectivity': 4982, 'direct': 4983, 'seriously': 4984, 'dare': 4985, 'daysofcode': 4986, 'react': 4987, 'montreal': 4988, 'arsyoungjaeday': 4989, 'choi': 4990, 'youngjae': 4991, 'loudlycryingfaceloudlycryingfaceloudlycryingface': 4992, 'vocals': 4993, 'contagious': 4994, 'laughter': 4995, 'snippet': 4996, 'brightens': 4997, 'tickets': 4998, 'htafcs': 4999, 'watfordfc': 5000, 'sale': 5001, 'privileged': 5002, 'ur': 5003, 'ad': 5004, 'anniv': 5005, 'burnett': 5006, 'passenger': 5007, 'doom': 5008, 'flight': 5009, 'wife': 5010, 'confirmkavanugh': 5011, 'stall': 5012, 'tactics': 5013, 'cronies': 5014, 'recourse': 5015, 'delays': 5016, 'madness': 5017, 'dude': 5018, 'stopetchecopar': 5019, 'middlefingermiddlefingermiddlefingermiddlefingermiddlefinger': 5020, 'que': 5021, 'florezcan': 5022, 'mil': 5023, 'etchecopar': 5024, 'sunflowersunflowersunflower': 5025, 'invaded': 5026, 'memorial': 5027, 'recognition': 5028, 'kate': 5029, 'steinle': 5030, 'austin': 5031, 'comfort': 5032, 'struggling': 5033, 'returned': 5034, 'southern': 5035, 'district': 5036, 'recused': 5037, 'cohen': 5038, 'raid': 5039, 'onairnow': 5040, 'jon': 5041, 'bellion': 5042, 'rsidance': 5043, 'net': 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'grief': 5103, 'terrified': 5104, 'nokillshelternation': 5105, 'heroesanimals': 5106, 'despicabledems': 5107, 'rifles': 5108, 'distorted': 5109, 'confirmation': 5110, 'meetthespeakers': 5111, 'raisinghands': 5112, 'finpact': 5113, 'financial': 5114, 'technologies': 5115, 'senior': 5116, 'advisor': 5117, 'sustainable': 5118, 'worked': 5119, 'climate': 5120, 'thina': 5121, 'unfollowed': 5122, 'merlin': 5123, 'covinskys': 5124, 'psisly': 5125, 'sequel': 5126, 'announcement': 5127, 'witty': 5128, 'tweets': 5129, 'tatbilb': 5130, 'drained': 5131, 'reich': 5132, 'indoctrination': 5133, 'minorities': 5134, 'total': 5135, 'understanding': 5136, 'typical': 5137, '<PAD>': 0, '<START>': 1, '<UNK>': 2}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WeLxFkJ8VAu4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "57cae892-214f-493a-c0f3-d46dd50c5d0e"
      },
      "source": [
        "results_a = model.evaluate(X_test_preprocessed_final, Y_test_a_ENC) \n",
        "print(results_a)"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "860/860 [==============================] - 2s 2ms/step\n",
            "[1.9514852540437566, 0.3744186046511628]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GHtAr_eUzVSs",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "b8dcc2b0-8618-46d4-b16a-572e518617b8"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "history_dict = history.history\n",
        "\n",
        "acc = history_dict['acc']\n",
        "val_acc = history_dict['val_acc']\n",
        "loss = history_dict['loss']\n",
        "val_loss = history_dict['val_loss']\n",
        "\n",
        "epochs = range(1, len(acc) + 1)\n",
        "\n",
        "plt.plot(epochs, acc, 'bo', label='Training acc')\n",
        "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+oZn1AY4CfpLBWEWorISlS0MiSCSElSvDsnbtwpf6BReEpHDkkeELuSm/jPPz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\nJJYShIiIxPr/iK2wKELGKdIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3_GIxrSUiL1f",
        "colab_type": "text"
      },
      "source": [
        "**# Part A B C**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tt7yGbdPi0iR",
        "colab_type": "text"
      },
      "source": [
        "**Multi class training data preparartion**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FOy4-sdkiZEd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        },
        "outputId": "b608e99f-c46b-4fee-a155-2c4e1f8de49c"
      },
      "source": [
        "Y_train_M = Y_train_a.copy()\n",
        "\n",
        "\n",
        "\n",
        "for i, label in enumerate(Y_train_a):\n",
        "  if label == 'OFF':\n",
        "    Y_train_M[i] = Y_train_M[i] +\"-\"+ Y_train_b[i]\n",
        "    if Y_train_b[i] == 'TIN':\n",
        "      Y_train_M[i] = Y_train_M[i] +\"-\"+ Y_train_c[i]\n",
        "\n",
        "#print(Y_train_M.unique())    \n",
        "\n",
        "# One Hot encoding the labels\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.preprocessing import OneHotEncoder\n",
        "\n",
        "label_encoder = LabelEncoder()\n",
        "integer_encoded = label_encoder.fit_transform(Y_train_M)\n",
        "\n",
        "onehot_encoder = OneHotEncoder(sparse=False)\n",
        "integer_encoded = integer_encoded.reshape(len(integer_encoded), 1)\n",
        "onehot_train_Y = onehot_encoder.fit_transform(integer_encoded)\n",
        "\n",
        "print(onehot_train_Y)\n",
        "\n",
        "# Train val split\n",
        "\n",
        "y_val_M = np.array(onehot_train_Y[:3000])\n",
        "partial_y_train_M = np.array(onehot_train_Y[3000:])"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]\n",
            " ...\n",
            " [1. 0.]\n",
            " [1. 0.]\n",
            " [0. 1.]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zBmTSnDA2zAU",
        "colab_type": "text"
      },
      "source": [
        "**Multiclass Classifier Model**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gc9_ejmZ2wOS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "outputId": "cbc26f51-5c37-43ab-cb58-42242e32fa31"
      },
      "source": [
        "model2 = Sequential()\n",
        "model2.add(Embedding(input_dim=VOCAB_SIZE,output_dim=EMBED_SIZE,input_length=max_len,name ='Embedding_layer' ))\n",
        "model2.add(Dropout(rate = 0.5, noise_shape=None, seed=None))\n",
        "model2.add(LSTM(units = 100,activation='tanh',name ='LSTM_layer'))\n",
        "model2.add(Dropout(rate = 0.5, noise_shape=None, seed=None))\n",
        "model2.add(Dense(units =5, activation='softmax',name ='Output_layer'))\n",
        "model2.summary()\n",
        "\n",
        "model2.compile(\n",
        "              loss='categorical_crossentropy',optimizer='adam',\n",
        "              metrics=['accuracy'])"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "Embedding_layer (Embedding)  (None, 200, 100)          2112400   \n",
            "_________________________________________________________________\n",
            "dropout_3 (Dropout)          (None, 200, 100)          0         \n",
            "_________________________________________________________________\n",
            "LSTM_layer (LSTM)            (None, 100)               80400     \n",
            "_________________________________________________________________\n",
            "dropout_4 (Dropout)          (None, 100)               0         \n",
            "_________________________________________________________________\n",
            "Output_layer (Dense)         (None, 5)                 505       \n",
            "=================================================================\n",
            "Total params: 2,193,305\n",
            "Trainable params: 2,193,305\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kD560IzG3-oQ",
        "colab_type": "text"
      },
      "source": [
        "**Training**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2yF1jInG3H0V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "outputId": "2efe4e4e-d215-4624-c633-61d94a41521b"
      },
      "source": [
        "history2 = model2.fit(partial_X_train,\n",
        "                    partial_y_train_M,\n",
        "                    epochs=3,\n",
        "                    batch_size=100,\n",
        "                    validation_data=(X_val, y_val_M),\n",
        "                    verbose=1)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-21-034fa4617c3b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m                     \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m                     \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_val_M\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m                     verbose=1)\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m   1087\u001b[0m             \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1088\u001b[0m             \u001b[0mclass_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclass_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1089\u001b[0;31m             batch_size=batch_size)\n\u001b[0m\u001b[1;32m   1090\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1091\u001b[0m         \u001b[0;31m# Prepare validation data.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36m_standardize_user_data\u001b[0;34m(self, x, y, sample_weight, class_weight, check_array_lengths, batch_size)\u001b[0m\n\u001b[1;32m    793\u001b[0m                 \u001b[0mfeed_output_shapes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    794\u001b[0m                 \u001b[0mcheck_batch_axis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m  \u001b[0;31m# Don't enforce the batch size.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 795\u001b[0;31m                 exception_prefix='target')\n\u001b[0m\u001b[1;32m    796\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    797\u001b[0m             \u001b[0;31m# Generate sample-wise weight values given the `sample_weight` and\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training_utils.py\u001b[0m in \u001b[0;36mstandardize_input_data\u001b[0;34m(data, names, shapes, check_batch_axis, exception_prefix)\u001b[0m\n\u001b[1;32m    139\u001b[0m                             \u001b[0;34m': expected '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' to have shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    140\u001b[0m                             \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' but got array with shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 141\u001b[0;31m                             str(data_shape))\n\u001b[0m\u001b[1;32m    142\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    143\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Error when checking target: expected Output_layer to have shape (5,) but got array with shape (2,)"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hFyiiSY-4H8u",
        "colab_type": "text"
      },
      "source": [
        "**Test Data**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dpib89Aw4Kwx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "outputId": "689eac27-e8c7-461e-8286-c11de3dcb236"
      },
      "source": [
        "Y_test_df_b = pd.read_csv('labels-levelb.csv',delimiter=',',encoding='utf-8', names=['ID','labels'])\n",
        "Y_test_df_c = pd.read_csv('labels-levelc.csv',delimiter=',',encoding='utf-8', names=['ID','labels'])\n",
        "\n",
        "j = 0\n",
        "k = 0\n",
        "Y_test_M = Y_test_a.copy()\n",
        "# print(Y_test_df_b['ID'])\n",
        "# print((Y_test_df_b['ID'][0] == Y_test_df_b['ID'][0]))\n",
        "for i,ids in enumerate(levels_a['ID']):\n",
        "  #print(ids)\n",
        "  if ids in Y_test_df_b.values:\n",
        "    \n",
        "    Y_test_M[i] = Y_test_M[i] +\"-\"+ Y_test_df_b['labels'][j]\n",
        "    j += 1\n",
        "\n",
        "    if ids in Y_test_df_c.values:\n",
        "      Y_test_M[i] = Y_test_M[i] +\"-\"+ Y_test_df_c['labels'][k]\n",
        "      k += 1\n",
        "print(Y_test_M) \n",
        "\n",
        "\n",
        "integer_encoded = label_encoder.fit_transform(Y_test_M)\n",
        "\n",
        "\n",
        "integer_encoded = integer_encoded.reshape(len(integer_encoded), 1)\n",
        "onehot_test_Y = onehot_encoder.fit_transform(integer_encoded)\n",
        "\n",
        "print(onehot_test_Y)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0      OFF-TIN-OTH\n",
            "1              NOT\n",
            "2              NOT\n",
            "3              NOT\n",
            "4      OFF-TIN-GRP\n",
            "          ...     \n",
            "855    OFF-TIN-GRP\n",
            "856            NOT\n",
            "857        OFF-UNT\n",
            "858            NOT\n",
            "859            NOT\n",
            "Name: labels, Length: 860, dtype: object\n",
            "[[0. 0. 0. 1. 0.]\n",
            " [1. 0. 0. 0. 0.]\n",
            " [1. 0. 0. 0. 0.]\n",
            " ...\n",
            " [0. 0. 0. 0. 1.]\n",
            " [1. 0. 0. 0. 0.]\n",
            " [1. 0. 0. 0. 0.]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T8TQ0AWE5vFb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "59500afe-c803-4feb-b1d9-7fd53b4cdb5a"
      },
      "source": [
        "results_M = model2.evaluate(X_test_preprocessed_final, onehot_test_Y) \n",
        "print(results_M)"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "860/860 [==============================] - 2s 2ms/step\n",
            "[1.6116877877435019, 0.14069767462652782]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "evqDv5Kr5zaS",
        "colab_type": "text"
      },
      "source": [
        "**Trying CNN model**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1UQt9i3M53Qg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 336
        },
        "outputId": "6e26e66b-a43c-4c2e-b971-24545a05b1d8"
      },
      "source": [
        "from keras.layers import Lambda, GlobalAveragePooling1D, GlobalMaxPooling1D,Dense, Embedding, Dropout, LSTM,Conv1D\n",
        "\n",
        "model3 = Sequential()\n",
        "model3.add(Embedding(input_dim=VOCAB_SIZE,output_dim=EMBED_SIZE,input_length=max_len,name ='Embedding_layer' ))\n",
        "model3.add(Conv1D(128, kernel_size=5, activation='relu'))\n",
        "model3.add(GlobalMaxPooling1D())\n",
        "model3.add(Dense(10, activation='relu'))\n",
        "model3.add(Dense(5, activation='sigmoid'))\n",
        "model3.summary()\n",
        "\n",
        "model3.compile(optimizer='adam',\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "Embedding_layer (Embedding)  (None, 200, 100)          2112400   \n",
            "_________________________________________________________________\n",
            "conv1d_1 (Conv1D)            (None, 196, 128)          64128     \n",
            "_________________________________________________________________\n",
            "global_max_pooling1d_1 (Glob (None, 128)               0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 10)                1290      \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 5)                 55        \n",
            "=================================================================\n",
            "Total params: 2,177,873\n",
            "Trainable params: 2,177,873\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7ND4qAO66K2F",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "outputId": "10bb7d3f-62f5-4e54-f5ae-be2ad9fb3e79"
      },
      "source": [
        "history3 = model3.fit(partial_X_train,\n",
        "                    partial_y_train_M,\n",
        "                    epochs=3,\n",
        "                    batch_size=100,\n",
        "                    validation_data=(X_val, y_val_M),\n",
        "                    verbose=1)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-25-0f2521856113>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m                     \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m                     \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_val_M\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m                     verbose=1)\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_freq, max_queue_size, workers, use_multiprocessing, **kwargs)\u001b[0m\n\u001b[1;32m   1087\u001b[0m             \u001b[0msample_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1088\u001b[0m             \u001b[0mclass_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclass_weight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1089\u001b[0;31m             batch_size=batch_size)\n\u001b[0m\u001b[1;32m   1090\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1091\u001b[0m         \u001b[0;31m# Prepare validation data.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training.py\u001b[0m in \u001b[0;36m_standardize_user_data\u001b[0;34m(self, x, y, sample_weight, class_weight, check_array_lengths, batch_size)\u001b[0m\n\u001b[1;32m    793\u001b[0m                 \u001b[0mfeed_output_shapes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    794\u001b[0m                 \u001b[0mcheck_batch_axis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m  \u001b[0;31m# Don't enforce the batch size.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 795\u001b[0;31m                 exception_prefix='target')\n\u001b[0m\u001b[1;32m    796\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    797\u001b[0m             \u001b[0;31m# Generate sample-wise weight values given the `sample_weight` and\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/keras/engine/training_utils.py\u001b[0m in \u001b[0;36mstandardize_input_data\u001b[0;34m(data, names, shapes, check_batch_axis, exception_prefix)\u001b[0m\n\u001b[1;32m    139\u001b[0m                             \u001b[0;34m': expected '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' to have shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    140\u001b[0m                             \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m' but got array with shape '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 141\u001b[0;31m                             str(data_shape))\n\u001b[0m\u001b[1;32m    142\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    143\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Error when checking target: expected dense_2 to have shape (5,) but got array with shape (2,)"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FDk-SBw16Q77",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "da8115c6-748a-4c9d-fdc8-8918fa002a2b"
      },
      "source": [
        "results_M_CNN = model3.evaluate(X_test_preprocessed_final, onehot_test_Y) \n",
        "print(results_M_CNN)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "860/860 [==============================] - 1s 903us/step\n",
            "[1.6046160376349161, 0.697674419159113]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m1xcEjfV73v7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "965a93bc-c491-41d9-ebf1-8acf15cdbbc1"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "history_dict = history.history\n",
        "\n",
        "acc = history_dict['acc']\n",
        "val_acc = history_dict['val_acc']\n",
        "loss = history_dict['loss']\n",
        "val_loss = history_dict['val_loss']\n",
        "\n",
        "epochs = range(1, len(acc) + 1)\n",
        "\n",
        "plt.plot(epochs, acc, 'bo', label='Training acc')\n",
        "plt.plot(epochs, val_acc, 'b', label='Validation acc')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4g+3bt6cTuoiIEkQmTZkyhZkzZ9YomzlzJlOmTElr+0996lM8+OCD+/z+qQni8ccfp2fP\nnvv8eiLStihBZND555/P3/72t6qbA61du5YNGzZwzDHHVF2XUFxczMiRI/nLX/5Sa/u1a9cyYsQI\nIAyDMXnyZIYNG8Y555xTNbwFwJVXXlk1VPiNN94IwB133MGGDRs44YQTOOGEEwAoKChg8+bNANx2\n222MGDGCESNGVA0VvnbtWoYNG8bll1/O8OHDOfXUU2u8T8Jjjz3G+PHjGTNmDCeffDLvvvsuEK61\nuOSSSxg5ciSjRo2qGqrjiSeeoLi4mKKiIk466aQm2bciknlt5jqIr34VYm5/8ImMHg3Rd2usXr16\nMW7cOGbPns2kSZOYOXMmn//85zEz8vLyePjhh+nevTubN29mwoQJnH322XXen/muu+6ic+fOLF++\nnCVLllBcXFy17JZbbqFXr17s2bOHk046iSVLlvCVr3yF2267jTlz5tCnT58ar7Vw4UJ+//vfM2/e\nPNyd8ePHc9xxx5Gfn8+qVat44IEH+O1vf8vnP/95HnroIS688MIa2x999NHMnTsXM+N3v/sdP/nJ\nT/jZz37GD37wA3r06MFrr70GwLZt29i0aROXX345zz//PIMHD9Z4TSItiGoQGZbczJTcvOTufOc7\n32HUqFGcfPLJrF+/vuqXeJznn3++6ot61KhRjBo1qmrZrFmzKC4uZsyYMSxdujR2IL5kL774Iuec\ncw5dunSha9eunHvuubzwwgsADB48mNGjRwN1DyleXl7OaaedxsiRI7n11ltZunQpAE8//TRXXXVV\n1Xr5+fnMnTuXY489lsGDBwMaElykJWkzNYj6fuln0qRJk7juuut45ZVXqKioYOzYsUAY/G7Tpk0s\nXLiQjh07UlBQsE9Da7/11lv89Kc/ZcGCBeTn53PxxRd/oiG6E0OFQxguPK6J6ZprruFrX/saZ599\nNs899xw33XTTPr+fiDRfqkFkWNeuXTnhhBO49NJLa3RO79ixgwMOOICOHTsyZ84c3o67GUWSY489\nlvvvvx+A119/nSVLlgBhqPAuXbrQo0cP3n33XWbPnl21Tbdu3Xj//fdrvdYxxxzDI488QkVFBbt2\n7eLhhx/mmGOOSfsz7dixg/79ww3+7rnnnqryU045hTvvvLNqftu2bUyYMIHnn3+et956C9CQ4CIt\niRJEFkyZMoXFixfXSBBTp06lrKyMkSNHcu+99zJ06NB6X+PKK69k586dDBs2jO9973tVNZGioiLG\njBnD0KFDueCCC2oMFT5t2jQmTpxY1UmdUFxczMUXX8y4ceMYP348l112GWPGjEn789x000187nOf\nY+zYsTX6N6ZPn862bdsYMWIERUVFzJkzh759+zJjxgzOPfdcioqK+MIXvpD2+4hIbmm4b2kW9LcS\nyY36hvtWDUJERGIpQYiISKxWnyBaSxNaa6a/kUjz1KoTRF5eHlu2bNEXUDPm7mzZsoW8vLxchyIi\nKVr1dRADBgygvLycTZs25ToUqUdeXh4DBgzIdRgikqJVJ4iOHTtWXcErIiKN06qbmEREZN8pQYiI\nSCwlCBERiaUEISIisZQgREQklhKEiIjEUoIQEZFYShAiIhJLCUJERGIpQYiISCwlCBERiaUEISIi\nsZQgREQklhKEiIjEymiCMLOJZrbCzFab2fUxywea2Rwze9XMlpjZGVF5gZntNrNF0ePXmYxTRERq\ny9j9IMysPXAncApQDiwws0fdfVnSatOBWe5+l5kVAo8DBdGyN919dKbiExGR+mWyBjEOWO3ua9z9\nI2AmMCllHQe6R9M9gA0ZjEdERBohkwmiP/CvpPnyqCzZTcCFZlZOqD1ck7RscNT09A8zOybuDcxs\nmpmVmVmZbisqItK0ct1JPQX4g7sPAM4A/mhm7YCNwEB3HwN8DbjfzLqnbuzuM9y9xN1L+vbtm9XA\nRURau0wmiPXAwUnzA6KyZF8CZgG4+8tAHtDH3T909y1R+ULgTeDwDMYqIiIpMpkgFgBDzGywme0H\nTAYeTVlnHXASgJkNIySITWbWN+rkxswOAYYAazIYq4iIpMjYWUzuXmlmVwNPAu2Bu919qZndDJS5\n+6PA14Hfmtl1hA7ri93dzexY4GYz+xjYC1zh7lszFauIiNRm7p7rGJpESUmJl5WV5ToMEZEWxcwW\nuntJ3LJcd1KLiEgzpQQhIiKxlCBERCSWEoSIiMRSghARkVhKECIiEksJQkREYilBiIhILCUIERGJ\npQQhIiKxlCBERCSWEoSIiMRSghARkVhKECIiEksJQkREYilBiIhILCUIERGJpQQhIiKxlCBERCSW\nEoSIiMRSghARkVhKECIZVFoKBQXQrl14Li3NdUQi6euQ6wBEWqvSUpg2DSoqwvzbb4d5gKlTcxeX\nSLpUgxDJkBtuqE4OCRUVoVykJVCCEMmQdesaVy7S3ChBiGTIwIGNKxdpbhpMEGZ2jZnlZyMYkdbk\nllugc+eaZZ07h3KRliCdGsSBwAIzm2VmE83MMh2USGswdSrMmAGDBoFZeJ4xQx3U0nKYuze8UkgK\npwKXACXALOB/3f3NzIaXvpKSEi8rK8t1GCIiLYqZLXT3krhlafVBeMgi70SPSiAfeNDMftJkUYqI\nSLPS4HUQZnYt8EVgM/A74D/d/WMzawesAr6Z2RBFRCQX0rlQrhdwrru/nVzo7nvN7MzMhCUiIrmW\nThPTbGBrYsbMupvZeAB3X56pwEREJLfSSRB3ATuT5ndGZSIi0oqlkyDMk051cve9aAwnEZFWL50E\nscbMvmJmHaPHtcCadF48um5ihZmtNrPrY5YPNLM5ZvaqmS0xszOSln072m6FmZ2W/kcSEZGmkE6C\nuAL4DLAeKAfGA9Ma2sjM2gN3AqcDhcAUMytMWW06MMvdxwCTgV9F2xZG88OBicCvotcTEZEsabCp\nyN3/TfiybqxxwGp3XwNgZjOBScCy5JcHukfTPYAN0fQkYKa7fwi8ZWaro9d7eR/iEBGRfZDOdRB5\nwJcIv+bzEuXufmkDm/YH/pU0n6h9JLsJ+LuZXQN0AU5O2nZuyrb9Y2KbRlSbGagR0EREmlQ6TUx/\nBPoBpwH/AAYA7zfR+08B/uDuA4AzgD9GF+Clxd1nuHuJu5f07du3iUISERFIL0Ec5u7fBXa5+z3A\nZ6ldE4izHjg4aX5AVJbsS4RxnXD3lwk1lD5pbisiIhmUToL4OHrebmYjCH0FB6Sx3QJgiJkNNrP9\nCP0Yj6assw44CcDMhhESxKZovclmtr+ZDQaGAPPTeE8REWki6VzPMCO6H8R0whd3V+C7DW3k7pVm\ndjXwJNAeuNvdl5rZzUCZuz8KfB34rZldR+iwvji65mKpmc0idGhXAle5+559+HwiIrKP6h3uO+oP\nON/dZ2UvpH2j4b5FRBpvn4f7jq6a1mitIiJtUDp9EE+b2TfM7GAz65V4ZDwyERHJqXT6IL4QPV+V\nVObAIU0fjoiINBfpXEk9OBuBiIhI85LOldRfjCt393ubPhwREWku0mliOiJpOo9w3cIrgBKEiEgr\nlk4T0zXJ82bWE5iZsYhERKRZSHvcoyS7APVLiIi0cun0QTxGOGsJQkIpJBo/SUREWq90+iB+mjRd\nCbzt7uUZikdERJqJdBLEOmCju38AYGadzKzA3ddmNDIREcmpdPog/gzsTZrfE5WJiEgrlk6C6ODu\nHyVmoun9MheSiIg0B+kkiE1mdnZixswmAZszF5KIiDQH6fRBXAGUmtn/RPPlQOzV1SIi0nqkc6Hc\nm8AEM+saze/MeFQiIpJzDTYxmdmPzKynu+90951mlm9mP8xGcCIikjvp9EGc7u7bEzPuvg04I3Mh\niYhIc5BOgmhvZvsnZsysE7B/PeuLiEgrkE4ndSnwjJn9HjDgYuCeTAYlIiK5l04n9X+b2WLgZMKY\nTE8CgzIdmIiI5Fa6o7m+S0gOnwNOBJZnLCIREWkW6qxBmNnhwJTosRn4E2DufkKWYhMRkRyqr4np\nDeAF4Ex3Xw1gZtdlJSoREcm5+pqYzgU2AnPM7LdmdhKhk1pERNqAOhOEuz/i7pOBocAc4KvAAWZ2\nl5mdmq0ARUQkNxrspHb3Xe5+v7ufBQwAXgW+lfHIREQkpxp1T2p33+buM9z9pEwFJCIizUOjEoSI\niLQdShAiIhJLCUJERGIpQYiISCwlCBERiaUEISIisZQgREQkVkYThJlNNLMVZrbazK6PWf5zM1sU\nPVaa2fakZXuSlj2ayThFRKS2dG4YtE/MrD1wJ3AKUA4sMLNH3X1ZYh13vy5p/WuAMUkvsdvdR2cq\nPhERqV/GEgQwDljt7msAzGwmMAlYVsf6U4AbMxiPSFbs3QsrV8LcufDyyzB/PnTsCIcfDkOGhOfE\ndPfuuY5WpG6ZTBD9gX8lzZcD4+NWNLNBwGDg2aTiPDMrAyqBH7v7IzHbTQOmAQwcOLCJwhZpnB07\nYN686oQwbx5s2xaW9egB48aBO7zwApSW1ty2X7/aiePww+HQQ2F/3fldciyTCaIxJgMPuvuepLJB\n7r7ezA4BnjWz19z9zeSN3H0GMAOgpKTEsxeutFV798KyZSEZJBLC8uUhAZjB8OFw3nlw5JEwYQIM\nHQrtknr6KirgzTdDDWPVqvC8ciU8+ihs2lS9Xrt2MGhQ7cRx+OEwcCC0b5/9zy5tTyYTxHrg4KT5\nAVFZnMnAVckF7r4+el5jZs8R+iferL2pSOZs3VozGcyfD++9F5b16hWSwOTJISEccUSoMdSnc2cY\nOTI8Um3bFpJGcuJYuRJeegl27qxeb7/9Qg0jNXEMGRJqJKa7tkgTyWSCWAAMMbPBhMQwGbggdSUz\nGwrkAy8nleUDFe7+oZn1AY4CfpLBWEWorISlS0MiSCSElSvDsnbtwpf6BReEpHDkkeELuSm/jPPz\nQ3PUuHE1y93h3XdrJo1EDWT2bPjoo+p1u3aNTxyHHw49ezZdrNI2ZCxBuHulmV0NPAm0B+5296Vm\ndjNQ5u6JU1cnAzPdPbmJaBjwGzPbSzgV98fJZz+JNIVNm6oTwdy5oXawa1dY1rdvSAIXXxwSwhFH\nhC/fXDALNYN+/eDYY2su27MH1q2rnTjmzYM//Skkl4S+fWsnjcMPh8MOg06dsvuZpGWwmt/LLVdJ\nSYmXlZXlOgxppj7+GJYsqZkQ3owaLDt0gKKi6n6DI4+EwYNbflPNBx/AmjW1+ztWroR33qm57sCB\n8Z3lBQVh/0jrZWYL3b0kbpn+9NIqvfNOzaaisjLYvTss69cvJIEvfzkkhLFjQ99Aa5OXB4WF4ZHq\nvffi+zvuvz+clZXQoUPo74jrLP/Up1p+EpX6KUFIi/fRR7BoUc2E8PbbYVnHjlBcDNOmVdcQBg7U\nF1v37iExjh1bs9wdNm+u3d+xciU8/XSolSR07hyfOIYMgd69s/t5JDPUxCQtTnl5dTKYOxcWLoQP\nPwzLBgyo2VQ0Zkz4JS2f3N69Yd+n9nesXAlvvRX6QxJ69YpPHEOGQJcuufsMUlt9TUxKENKsffAB\nvPJKzdrB+uhk6f33D7+AEwlhwoSQICT7PvooJInUxLFyZfXfK6F///izrAYPDqfwSnapD0JaBPfQ\nNJTckfzqq6GDGUKH6bHHVieD0aP1hdJc7LcffPrT4ZFq505Yvbp2f8ef/xyuM0lo3z4kibjO8gED\nal5wKNmhBCE5U1EROo+TE0Li7JpOncKppV/7WnVC6Ncvt/HKvunaNSTz0TFDb27ZUjtxrFwJzz0X\njo+EvLzqJqrUpqs+fdSnlClKEJIV7uGUy+SmosWLq9utDzsMTj65urlo5MjQwSytW+/e4TFhQs1y\nd9iwoXZ/x9KlYViSysrqdXv2rLuzvFu37H6e1kZ9EJIRO3fCggU1O5MTYw117RquFk50JI8fHy7i\nEklHZSWsXRvf37FuXc11E4MhpiYODYZYTX0QklHuNYe3njsXXnstnPUCoV36s5+tTgjDh2uwOdl3\nHTqEGudhh8EZZ9Rctnt3fH/HX/4SPxhiXGe5BkOspgQhjbZjRxiWIrl2kBjeunv3UCOYPj0khPHj\nwymPItnQqVPdgyFu3x7f3/HPf9YeDPGww+I7yw88sG31dyhBSL327g3DWSfXDpYtqx7eurAwDG+d\n6EgeNkxnm0jz1LNnOPHhiCNqltc1GOLKlfD44zUHQ+zWLT5xDBnSOgdDVB+E1LB1a+2b3ySGt87P\nr24mmjAh9CM0NLy1SEuWOrWeEDsAAAu+SURBVBhicg1k7dq6B0NMvflTcx4MURfKSaw9e2oPb71i\nRViWGN46OSEcfnjbql6L1CfdwRDN4OCD4zvLm8NgiOqkFiB00s2bV3N460Tba58+IRF88YvhuaRE\npwiK1KehwRBXr67dZFVaWnMwxI4d4ZBD4odhbw6DISpBtFKVlbWHt169Oixr3z4Mb33RRdU1hEMO\nyf3BKNJadO8eBoksLq5ZXtdgiKtWwVNP1RwMsUuX6oSR2ueRrRM/lCBaiXfeqXlrzLKy6itRDzww\nJIHLLw8JoaSkdQ5vLdLcmYW+ir594aijai5LHQwx0Wz1yivw0EM1B0Ps3btm0igqgjPPzEC86oNo\neRLDWyfXDtauDcs6dgwjmCaPaKrhrUVatuTBEFP7O9avD8nmxRf37bXVB9HCrV9fsyM5dXjrCRPg\nmmvCc3GxhrcWaW3qGwxx167q65CamhJEM/PBB2EE0+SEUF4eliWGt77qquoagoa3FmnbunTJ3D02\nlCByyD2cY506vHXiwpxBg+Doo6ubioqKNH6MiGSPEkQWVVSE5qHkhLBxY1jWqVPoPP7qV6uvSj7o\noNzGKyJtmxJEhiSGt05OBosXVw9TfOihcOKJ1U1Fo0ZpeGsRaV6UIJpIYnjr5ISQGD2yS5cwLMU3\nv1ldO9Dw1iLS3ClB7AP3cKpZckdy6vDWZ5xRXTsYPjz3l9OLiDSWvrbS8N57tYe3TtxLNzG89Q03\nhIQwbly4iEVEpKVTgkixdy+88UbNpqKlS6tHbSwshHPOqT6zaOhQ3VxERFqnNp8gPvgg3CA9eXjr\nxGBaPXuGRPC5z1UPb90ax3wXEYnT5hPE9u1w+ulheOsRI2Dy5OrawZAhuvmNiLRdbT5B9OsHzz8P\no0dreGsRkWRtPkEAHHNMriMQEWl+1IAiIiKxlCBERCSWEoSIiMRSghARkVhKECIiEiujCcLMJprZ\nCjNbbWbXxyz/uZktih4rzWx70rKLzGxV9Lgok3GKiEhtGTvN1czaA3cCpwDlwAIze9TdlyXWcffr\nkta/BhgTTfcCbgRKAAcWRttm6MZ6IiKSKpM1iHHAandf4+4fATOBSfWsPwV4IJo+DXjK3bdGSeEp\nYGIGYxURkRSZTBD9gX8lzZdHZbWY2SBgMPBsY7Y1s2lmVmZmZZsSN18QEZEm0Vw6qScDD7r7nsZs\n5O4z3L3E3Uv66g48IiJNKpMJYj1wcNL8gKgszmSqm5cau62IiGRAJhPEAmCImQ02s/0ISeDR1JXM\nbCiQD7ycVPwkcKqZ5ZtZPnBqVCYiIlmSsbOY3L3SzK4mfLG3B+5296VmdjNQ5u6JZDEZmOmeuCUP\nuPtWM/sBIckA3OzuWzMVq4iI1GZJ38stWklJiZeVleU6DBGRFsXMFrp7Sdyy5tJJLSIizYwShIiI\nxFKCEBGRWEoQIiISSwlCRERiKUGIiEgsJQgREYmlBCEiIrGUIEREJJYShIiIxGrzCaK0FAoKoF27\n8FxamuuIRESah4wN1tcSlJbCtGlQURHm3347zANMnZq7uEREmoM2XYO44Ybq5JBQURHKRUTaujad\nINata1y5iEhb0qYTxMCBjSsXEWlL2nSCuOUW6Ny5ZlnnzqFcRKSta9MJYupUmDEDBg0Cs/A8Y4Y6\nqEVEoI2fxQQhGSghiIjU1qZrECIiUjclCBERiaUEISIisZQgREQklhKEiIjEMnfPdQxNwsw2AW9/\ngpfoA2xuonCakuJqHMXVOIqrcVpjXIPcvW/cglaTID4pMytz95Jcx5FKcTWO4mocxdU4bS0uNTGJ\niEgsJQgREYmlBFFtRq4DqIPiahzF1TiKq3HaVFzqgxARkViqQYiISCwlCBERidXqE4SZ3W1m/zaz\n1+tYbmZ2h5mtNrMlZlactOwiM1sVPS7KclxTo3heM7OXzKwoadnaqHyRmZVlOa7jzWxH9N6LzOx7\nScsmmtmKaF9en+W4/jMpptfNbI+Z9YqWZXJ/HWxmc8xsmZktNbNrY9bJ6jGWZky5Or7SiS3rx1ia\ncWX9GDOzPDObb2aLo7i+H7PO/mb2p2ifzDOzgqRl347KV5jZaY0OwN1b9QM4FigGXq9j+RnAbMCA\nCcC8qLwXsCZ6zo+m87MY12cS7wecnogrml8L9MnR/joe+GtMeXvgTeAQYD9gMVCYrbhS1j0LeDZL\n++sgoDia7gasTP3c2T7G0owpV8dXOrFl/RhLJ65cHGPRMdM1mu4IzAMmpKzz/4BfR9OTgT9F04XR\nPtofGBztu/aNef9WX4Nw9+eBrfWsMgm414O5QE8zOwg4DXjK3be6+zbgKWBituJy95ei9wWYCwxo\nqvf+JHHVYxyw2t3XuPtHwEzCvs1FXFOAB5rqvevj7hvd/ZVo+n1gOdA/ZbWsHmPpxJTD4yud/VWX\njB1j+xBXVo6x6JjZGc12jB6pZxZNAu6Jph8ETjIzi8pnuvuH7v4WsJqwD9PW6hNEGvoD/0qaL4/K\n6irPhS8RfoEmOPB3M1toZtNyEM+RUZV3tpkNj8qaxf4ys86EL9mHkoqzsr+iqv0Ywq+8ZDk7xuqJ\nKVlOjq8GYsvZMdbQPsv2MWZm7c1sEfBvwg+KOo8vd68EdgC9aYL91ebvKNfcmdkJhH/go5OKj3b3\n9WZ2APCUmb0R/cLOhlcIY7fsNLMzgEeAIVl673ScBfzT3ZNrGxnfX2bWlfCF8VV3f68pX3tfpRNT\nro6vBmLL2TGW5t8xq8eYu+8BRptZT+BhMxvh7rF9cU1NNQhYDxycND8gKqurPGvMbBTwO2CSu29J\nlLv7+uj538DDNLLa+Em4+3uJKq+7Pw50NLM+NIP9FZlMStU/0/vLzDoSvlRK3f3/YlbJ+jGWRkw5\nO74aii1Xx1g6+yyS9WMseu3twBxqN0NW7Rcz6wD0ALbQFPurqTtVmuMDKKDuTtfPUrMDcX5U3gt4\ni9B5mB9N98piXAMJbYafSSnvAnRLmn4JmJjFuPpRfYHlOGBdtO86EDpZB1PdgTg8W3FFy3sQ+im6\nZGt/RZ/9XuD2etbJ6jGWZkw5Ob7SjC3rx1g6ceXiGAP6Aj2j6U7AC8CZKetcRc1O6lnR9HBqdlKv\noZGd1K2+icnMHiCcFdHHzMqBGwkdPbj7r4HHCWeZrAYqgEuiZVvN7AfAguilbvaaVcpMx/U9Qjvi\nr0J/E5UeRms8kFDNhPAPc7+7P5HFuM4HrjSzSmA3MNnD0VhpZlcDTxLONrnb3ZdmMS6Ac4C/u/uu\npE0zur+Ao4D/AF6L2okBvkP4As7VMZZOTDk5vtKMLRfHWDpxQfaPsYOAe8ysPaHFZ5a7/9XMbgbK\n3P1R4H+BP5rZakLymhzFvNTMZgHLgErgKg/NVWnTUBsiIhJLfRAiIhJLCUJERGIpQYiISCwlCBER\niaUEISIisZQgRBoQjdq5KOnRlKOIFlgdI9SK5Fqrvw5CpAnsdvfRuQ5CJNtUgxDZR9E9AH4S3Qdg\nvpkdFpUXmNmzFu638IyZDYzKDzSzh6NB6Bab2Weil2pvZr+Nxvv/u5l1itb/ioX7Eywxs5k5+pjS\nhilBiDSsU0oT0xeSlu1w95HA/wC3R2W/BO5x91FAKXBHVH4H8A93LyLc2yJxFfAQ4E53Hw5sB86L\nyq8HxkSvc0WmPpxIXXQltUgDzGynu3eNKV8LnOjua6KB3t5x995mthk4yN0/jso3unsfM9sEDHD3\nD5Neo4AwhPOQaP5bQEd3/6GZPQHsJIxm+ohX3xdAJCtUgxD5ZLyO6cb4MGl6D9V9g58F7iTUNhZE\nI3WKZI0ShMgn84Wk55ej6ZeIBkwDphJG4AR4BrgSqm4C06OuFzWzdsDB7j4H+BZhFNFatRiRTNIv\nEpGGdUoa4RPgCXdPnOqab2ZLCLWAKVHZNcDvzew/gU1Eo7cC1wIzzOxLhJrClcDGOt6zPXBflEQM\nuMPD/QBEskZ9ECL7KOqDKHH3zbmORSQT1MQkIiKxVIMQEZFYqkGIiEgsJQgREYmlBCEiIrGUIERE\nJJYShIiIxPr/iK2wKELGKdIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}