Search_engine.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true,
      "gpuType": "T4",
      "authorship_tag": "ABX9TyPTZsshrOii7IqT0NNeg0Sj",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Bosy-Ayman/Basic-Search-Engine/blob/main/Search_Engine.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p80GcuXpCBnt",
        "outputId": "b2e0ef13-dbdb-4fc9-b123-7c20a987fa04"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
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          ]
        }
      ],
      "source": [
        "#install the Pyterrier framework\n",
        "!pip install python-terrier\n",
        "# install the nltk modules\n",
        "!pip install nltk"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#install FLAIR\n",
        "!pip install flair"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dWJddvsMOl2P",
        "outputId": "32bbe845-a442-4872-ab30-002c110cdd8a"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /usr/local/lib/python3.10/dist-packages (from requests->bpemb>=0.3.2->flair) (1.7.1)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch!=1.8,>=1.5.0->flair) (1.3.0)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from accelerate>=0.21.0->transformers[sentencepiece]<5.0.0,>=4.18.0->flair) (5.9.5)\n",
            "Installing collected packages: urllib3\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 2.2.1\n",
            "    Uninstalling urllib3-2.2.1:\n",
            "      Successfully uninstalled urllib3-2.2.1\n",
            "Successfully installed urllib3-1.26.18\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#we need to install allennlp in order to be able to use elmo model\n",
        "!pip install allennlp==0.9.0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Mo2o5g94On2R",
        "outputId": "04cfab71-8671-48be-e7aa-e0c93bf27c46"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting allennlp==0.9.0\n",
            "  Using cached allennlp-0.9.0-py3-none-any.whl (7.6 MB)\n",
            "Requirement already satisfied: torch>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from allennlp==0.9.0) (2.2.1+cu121)\n",
            "Collecting overrides (from allennlp==0.9.0)\n",
            "  Using cached overrides-7.7.0-py3-none-any.whl (17 kB)\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (from allennlp==0.9.0) (3.8.1)\n",
            "Collecting spacy<2.2,>=2.1.0 (from allennlp==0.9.0)\n",
            "  Using cached spacy-2.1.9.tar.gz (30.7 MB)\n",
            "  \u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "  \n",
            "  \u001b[31m×\u001b[0m \u001b[32mpip subprocess to install build dependencies\u001b[0m did not run successfully.\n",
            "  \u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "  \u001b[31m╰─>\u001b[0m See above for output.\n",
            "  \n",
            "  \u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25herror\n",
            "\u001b[1;31merror\u001b[0m: \u001b[1msubprocess-exited-with-error\u001b[0m\n",
            "\n",
            "\u001b[31m×\u001b[0m \u001b[32mpip subprocess to install build dependencies\u001b[0m did not run successfully.\n",
            "\u001b[31m│\u001b[0m exit code: \u001b[1;36m1\u001b[0m\n",
            "\u001b[31m╰─>\u001b[0m See above for output.\n",
            "\n",
            "\u001b[1;35mnote\u001b[0m: This error originates from a subprocess, and is likely not a problem with pip.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pyterrier as pt\n",
        "if not pt.started():\n",
        "  pt.init(boot_packages=[\"com.github.terrierteam:terrier-prf:-SNAPSHOT\"])\n"
      ],
      "metadata": {
        "id": "14jXVCHnCLxT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "75df1900-8531-4626-84f6-8385033b6660"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "PyTerrier 0.10.1 has loaded Terrier 5.9 (built by craigm on 2024-05-02 17:40) and terrier-helper 0.0.8\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "96ScWqcLGGuP"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Import the necessary modules:\n",
        "import pandas as pd\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.stem import PorterStemmer\n",
        "from nltk.stem import *\n",
        "from nltk.stem.porter import *\n",
        "import pandas as pd\n",
        "import re # used to clean the data\n",
        "#to display the full text on the notebook without truncation\n",
        "pd.set_option('display.max_colwidth', 150)"
      ],
      "metadata": {
        "id": "H0jnuqsqCPIu"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "nltk.download('stopwords')\n",
        "nltk.download('punkt')\n",
        "stop_words = set(stopwords.words('english'))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LBRycIUUCqDS",
        "outputId": "fa0dc957-03c0-4dd3-a076-0ade73b3e528"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Data** **collection**\n",
        "![image.png](data:image/png;base64,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      ],
      "metadata": {
        "id": "NvpqCGRACuNu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/content/Corona_NLP_test.csv')\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 362
        },
        "id": "rUjBG3OtCsFX",
        "outputId": "dcc974ef-e8dc-4462-928e-7088f59c28d2"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   UserName  ScreenName             Location     TweetAt  \\\n",
              "0         1       44953                  NYC  02-03-2020   \n",
              "1         2       44954          Seattle, WA  02-03-2020   \n",
              "2         3       44955                  NaN  02-03-2020   \n",
              "3         4       44956          Chicagoland  02-03-2020   \n",
              "4         5       44957  Melbourne, Victoria  03-03-2020   \n",
              "\n",
              "                                                                                                                                           OriginalTweet  \\\n",
              "0  TRENDING: New Yorkers encounter empty supermarket shelves (pictured, Wegmans in Brooklyn), sold-out online grocers (FoodKick, MaxDelivery) as #cor...   \n",
              "1  When I couldn't find hand sanitizer at Fred Meyer, I turned to #Amazon. But $114.97 for a 2 pack of Purell??!!Check out how  #coronavirus concerns...   \n",
              "2                                                                              Find out how you can protect yourself and loved ones from #coronavirus. ?   \n",
              "3  #Panic buying hits #NewYork City as anxious shoppers stock up on food&amp;medical supplies after #healthcare worker in her 30s becomes #BigApple 1...   \n",
              "4  #toiletpaper #dunnypaper #coronavirus #coronavirusaustralia #CoronaVirusUpdate #Covid_19 #9News  #Corvid19 #7NewsMelb #dunnypapergate #Costco    O...   \n",
              "\n",
              "            Sentiment  \n",
              "0  Extremely Negative  \n",
              "1            Positive  \n",
              "2  Extremely Positive  \n",
              "3            Negative  \n",
              "4             Neutral  "
            ],
            "text/html": [
              "\n",
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              "      <th></th>\n",
              "      <th>UserName</th>\n",
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              "      <td>NYC</td>\n",
              "      <td>02-03-2020</td>\n",
              "      <td>TRENDING: New Yorkers encounter empty supermarket shelves (pictured, Wegmans in Brooklyn), sold-out online grocers (FoodKick, MaxDelivery) as #cor...</td>\n",
              "      <td>Extremely Negative</td>\n",
              "    </tr>\n",
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              "      <td>44954</td>\n",
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              "      <td>02-03-2020</td>\n",
              "      <td>When I couldn't find hand sanitizer at Fred Meyer, I turned to #Amazon. But $114.97 for a 2 pack of Purell??!!Check out how  #coronavirus concerns...</td>\n",
              "      <td>Positive</td>\n",
              "    </tr>\n",
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              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>44955</td>\n",
              "      <td>NaN</td>\n",
              "      <td>02-03-2020</td>\n",
              "      <td>Find out how you can protect yourself and loved ones from #coronavirus. ?</td>\n",
              "      <td>Extremely Positive</td>\n",
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              "      <td>02-03-2020</td>\n",
              "      <td>#Panic buying hits #NewYork City as anxious shoppers stock up on food&amp;amp;medical supplies after #healthcare worker in her 30s becomes #BigApple 1...</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>44957</td>\n",
              "      <td>Melbourne, Victoria</td>\n",
              "      <td>03-03-2020</td>\n",
              "      <td>#toiletpaper #dunnypaper #coronavirus #coronavirusaustralia #CoronaVirusUpdate #Covid_19 #9News  #Corvid19 #7NewsMelb #dunnypapergate #Costco    O...</td>\n",
              "      <td>Neutral</td>\n",
              "    </tr>\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-ed35053c-87b5-43dd-a13a-da66c83a718d button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-ed35053c-87b5-43dd-a13a-da66c83a718d');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e8ce743d-6354-4165-a677-49bf589179f6\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e8ce743d-6354-4165-a677-49bf589179f6')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e8ce743d-6354-4165-a677-49bf589179f6 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 3798,\n  \"fields\": [\n    {\n      \"column\": \"UserName\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1096,\n        \"min\": 1,\n        \"max\": 3798,\n        \"num_unique_values\": 3798,\n        \"samples\": [\n          1071,\n          355,\n          882\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ScreenName\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1096,\n        \"min\": 44953,\n        \"max\": 48750,\n        \"num_unique_values\": 3798,\n        \"samples\": [\n          46023,\n          45307,\n          45834\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Location\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1717,\n        \"samples\": [\n          \"Ottawa, Canada\",\n          \"Lebanon\",\n          \"HousePriceMania\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"TweetAt\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"11-03-2020\",\n          \"13-03-2020\",\n          \"02-03-2020\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"OriginalTweet\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3798,\n        \"samples\": [\n          \"At my local grocery store in New Hampshire... #coronavirus #Covid_19 #NationalEmergency https://t.co/AXuMBSfNU9\",\n          \"Seeing resellers sell masks, alcohols and other necessities in prices which are 5-15x more expensive compared to SRPs makes me wonder how can people be so heartless, insensitive, and opportunistic in these times of crisis. #COVID2019\",\n          \"Where did coronavirus come from, and where will it take us? An interview with Rob Wallace, author of Big Farms Make Big Flu\\r\\r\\n\\r\\r\\nhttps://t.co/Hqp68iu1iN https://t.co/dR4Ys2hCOy\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Sentiment\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Positive\",\n          \"Neutral\",\n          \"Extremely Positive\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "p4NKW4LDCzOu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "9C2LHsZ6C0iN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize Porter stemmer\n",
        "stemmer = PorterStemmer()"
      ],
      "metadata": {
        "id": "Wh0iNkoxC43V"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def Stem_text(text):\n",
        "    tokens = word_tokenize(text)\n",
        "    stemmed_tokens = [stemmer.stem(word) for word in tokens]\n",
        "    # print (tokens)\n",
        "    return ' '.join(stemmed_tokens)\n",
        "\n",
        "def clean(text):\n",
        "   text = re.sub(r\"[\\.\\,\\#_\\|\\:\\?\\?\\/\\=\\@]\", \" \", text) # remove special characters\n",
        "   text = re.sub(r'\\t', ' ', text) # remove tabs\n",
        "   text = re.sub(r'\\n', ' ', text) # remove line jump\n",
        "   text = re.sub(r\"\\s+\", \" \", text) # remove extra white space\n",
        "   text = text.strip()\n",
        "   return text\n",
        "\n",
        "def remove_stopwords(text):\n",
        "    tokens = word_tokenize(text)\n",
        "    filtered_tokens = [word.lower() for word in tokens if word.lower() not in stop_words] #Lower is used to normalize al the words make them in lower case\n",
        "    # print('Tokens are:',tokens,'\\n')\n",
        "    return ' '.join(filtered_tokens)\n",
        "\n",
        "#we need to process the query also as we did for documents\n",
        "def preprocess(sentence):\n",
        "  sentence = clean(sentence)\n",
        "  sentence = remove_stopwords(sentence)\n",
        "  sentence = Stem_text(sentence)\n",
        "  return sentence"
      ],
      "metadata": {
        "id": "3uQf0IFHDmzs"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "res = df['OriginalTweet'].apply(preprocess)\n",
        "res"
      ],
      "metadata": {
        "id": "RRhfHNGsDuMm",
        "outputId": "6dcb12e7-d04d-4665-b9a9-ae3ad5fcce7f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       trend new yorker encount empti supermarket shelv ( pictur wegman brooklyn ) sold-out onlin grocer ( foodkick maxdeliveri ) coronavirus-fear shoppe...\n",
              "1                          could n't find hand sanit fred meyer turn amazon $ 114 97 2 pack purel ! ! check coronaviru concern drive price http co ygbipbflmi\n",
              "2                                                                                                                            find protect love one coronaviru\n",
              "3       panic buy hit newyork citi anxiou shopper stock food & amp ; medic suppli healthcar worker 30 becom bigappl 1st confirm coronaviru patient bloombe...\n",
              "4       toiletpap dunnypap coronaviru coronavirusaustralia coronavirusupd covid 19 9new corvid19 7newsmelb dunnypaperg costco one week everyon buy babi mi...\n",
              "                                                                                ...                                                                          \n",
              "3793                                                           meanwhil supermarket israel -- peopl danc sing togeth stay posit coronaviru http co vllqgi3r16\n",
              "3794                          panic buy lot non-perish item echo need food donat also look volunt pack box volunt screen sure n't covid-19 http co tst4vjhbu4\n",
              "3795                            asst prof econom cconc nbcphiladelphia talk recent research coronaviru ' impact economi watch ( start 33 ) http co 8tfynoro5l\n",
              "3796    gov need someth instead biar je rakyat assum 'lockdown ' ke even worst harini semua supermarket crowd like hell lagi mudah viru tu tersebar covid2019\n",
              "3797    forestandpap member commit safeti employe end-us monitor covid-19 rest assur tissu manufactur continu produc ship product http co qf6hclcaeq http ...\n",
              "Name: OriginalTweet, Length: 3798, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Indexing\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "vSxmpCjxEaW7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Import the RM3 class from PyTerrier\n",
        "from pyterrier.rewrite import RM3\n"
      ],
      "metadata": {
        "id": "egK8-WMGEbiL"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/terrierteam/terrier-prf/\n",
        "!apt-get install maven\n",
        "%cd /content/terrier-prf/\n",
        "!mvn install\n",
        "!pwd\n",
        "%cd .."
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7ERGo7J1BIoG",
        "outputId": "da4023cd-30ff-43a4-e203-a24b6346f88f"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'terrier-prf' already exists and is not an empty directory.\n",
            "Reading package lists... Done\n",
            "Building dependency tree... Done\n",
            "Reading state information... Done\n",
            "maven is already the newest version (3.6.3-5).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 45 not upgraded.\n",
            "/content/terrier-prf\n",
            "[\u001b[1;34mINFO\u001b[m] Scanning for projects...\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m----------------------< \u001b[0;36morg.terrier:terrier-prf\u001b[0;1m >-----------------------\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1mBuilding terrier-prf 0.2-SNAPSHOT\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--------------------------------[ jar ]---------------------------------\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-resources-plugin:2.6:resources\u001b[m \u001b[1m(default-resources)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Using 'UTF-8' encoding to copy filtered resources.\n",
            "[\u001b[1;34mINFO\u001b[m] skip non existing resourceDirectory /content/terrier-prf/src/main/resources\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-compiler-plugin:3.1:compile\u001b[m \u001b[1m(default-compile)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Nothing to compile - all classes are up to date\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-resources-plugin:2.6:testResources\u001b[m \u001b[1m(default-testResources)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Using 'UTF-8' encoding to copy filtered resources.\n",
            "[\u001b[1;34mINFO\u001b[m] skip non existing resourceDirectory /content/terrier-prf/src/test/resources\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-compiler-plugin:3.1:testCompile\u001b[m \u001b[1m(default-testCompile)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Nothing to compile - all classes are up to date\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-surefire-plugin:2.12.4:test\u001b[m \u001b[1m(default-test)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Surefire report directory: /content/terrier-prf/target/surefire-reports\n",
            "\n",
            "-------------------------------------------------------\n",
            " T E S T S\n",
            "-------------------------------------------------------\n",
            "Running org.terrier.querying.TestRM\n",
            "terrier.etc=/tmp/junit18154807630266405785\n",
            "Creating collection.spec file.\n",
            "Creating jforests.properties file.\n",
            "Creating features.list file.\n",
            "Creating logging configuration (logback.xml) file in /tmp/junit18154807630266405785/\n",
            "Creating terrier.properties file.\n",
            "11:20:34.188 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit18154807630266405785/data.properties doesn't exist\n",
            "Setup complete for TestRM#testItWorksRM1\n",
            "11:20:34.751 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit18154807630266405785/data-1.properties doesn't exist\n",
            "11:20:34.767 [main] INFO  o.t.structures.indexing.Indexer - creating the data structures data-1_1\n",
            "11:20:34.781 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit18154807630266405785/data-1_1.properties doesn't exist\n",
            "11:20:34.792 [main] DEBUG org.terrier.structures.Index - Creating new index : /tmp/junit18154807630266405785/data-1_1.properties\n",
            "11:20:34.846 [main] DEBUG o.t.utility.RuntimeMemoryChecker - memory.reserved=200 MiB memory.heap.usage=0.7\n",
            "11:20:34.852 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:34.869 [main] INFO  o.t.s.indexing.LexiconBuilder - LexiconBuilder active - flushing every 100000 documents, or when memory threshold hit\n",
            "11:20:34.975 [main] DEBUG o.t.utility.RuntimeMemoryChecker - memory.reserved=200 MiB memory.heap.usage=0.7\n",
            "11:20:34.975 [main] DEBUG o.t.s.i.CompressingMetaIndexBuilder - Initialising CompressingMetaIndexBuilder\n",
            "11:20:35.085 [main] INFO  o.t.structures.indexing.Indexer - Collection #0 took 0 seconds to index (2 documents)\n",
            "11:20:35.108 [main] DEBUG o.t.s.indexing.LexiconBuilder - flushing lexicon to disk after the direct index completed\n",
            "11:20:35.109 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:35.114 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:35.483 [main] INFO  o.t.s.indexing.LexiconBuilder - 1 lexicons to merge\n",
            "11:20:35.486 [main] INFO  o.t.s.indexing.LexiconBuilder - Optimising structure lexicon\n",
            "11:20:35.499 [main] INFO  o.t.s.i.FSOMapFileLexiconUtilities - Optimising lexicon with 11 entries\n",
            "11:20:36.101 [main] INFO  o.t.structures.indexing.Indexer - Started building the inverted index...\n",
            "11:20:36.153 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - creating inverted index\n",
            "11:20:36.154 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-inputstream\n",
            "11:20:36.159 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory: already allocated in use is 61.8 MiB\n",
            "11:20:36.167 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory: free is 2.9 GiB / 1 threads\n",
            "11:20:36.175 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory threshold is 2.3 GiB\n",
            "11:20:36.176 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - projectedPointerCount 273293152\n",
            "11:20:36.177 [main] INFO  o.t.s.i.c.InvertedIndexBuilder - BasicMemSizeLexiconScanner: lexicon scanning until approx 2.3 GiB of memory is consumed\n",
            "11:20:36.187 [main] INFO  o.t.s.i.c.InvertedIndexBuilder - Iteration 1 of 1 (estimated) iterations\n",
            "11:20:36.192 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Scanning lexicon for 2.3 GiB memory -- upto 273293152 pointers\n",
            "11:20:36.207 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - All of lexicon consumed using 12 pointers, under memory threshold\n",
            "11:20:36.216 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Selected 11 terms, 12 pointers for this iteration\n",
            "11:20:36.217 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to process part of lexicon: 0.029\n",
            "11:20:36.226 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 142.4 MiB; total: 206 MiB; max: 3.2 GiB; 69.1% free; 6.3% allocated; \n",
            "11:20:36.233 [main] DEBUG org.terrier.structures.Index - Attempting to load structure direct-inputstream\n",
            "11:20:36.234 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-inputstream\n",
            "11:20:36.235 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-factory\n",
            "11:20:36.260 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to traverse direct file: 0.028\n",
            "11:20:36.260 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 140.6 MiB; total: 206 MiB; max: 3.2 GiB; 68.3% free; 6.3% allocated; \n",
            "11:20:36.262 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to write inverted file: 0.001\n",
            "11:20:36.268 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - temporary memory used: 96 B\n",
            "11:20:36.269 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 140.4 MiB; total: 206 MiB; max: 3.2 GiB; 68.2% free; 6.3% allocated; \n",
            "11:20:36.274 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to perform one iteration: 0.086\n",
            "11:20:36.274 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - number of pointers processed: 12\n",
            "11:20:36.274 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-inputstream\n",
            "11:20:36.502 [main] INFO  o.t.s.indexing.LexiconBuilder - Optimising structure lexicon\n",
            "11:20:36.502 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:36.502 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:36.502 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:36.503 [main] INFO  o.t.s.i.FSOMapFileLexiconUtilities - Optimising lexicon with 11 entries\n",
            "11:20:36.515 [main] INFO  o.t.structures.indexing.Indexer - Finished building the inverted index...\n",
            "11:20:36.516 [main] INFO  o.t.structures.indexing.Indexer - Time elapsed for inverted file: 0\n",
            "11:20:36.543 [main] DEBUG org.terrier.structures.Index - Loading existing index : /tmp/junit18154807630266405785/data-1.properties\n",
            "11:20:36.549 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:36.549 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document\n",
            "11:20:36.551 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-factory\n",
            "11:20:36.560 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon\n",
            "11:20:36.561 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:36.562 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:36.571 [main] DEBUG org.terrier.structures.Index - Attempting to load structure meta\n",
            "11:20:36.591 [main] INFO  o.t.structures.CompressingMetaIndex - Structure meta reading lookup file into memory\n",
            "11:20:36.596 [main] DEBUG o.t.structures.CompressingMetaIndex - docid2offsets.length: 2 ZIP_COMPRESSION_LEVEL: 5 recordLength: 61\n",
            "11:20:36.598 [main] INFO  o.t.structures.CompressingMetaIndex - Structure meta loading data file into memory\n",
            "11:20:36.599 [main] DEBUG o.t.structures.CompressingMetaIndex - Caching metadata file /tmp/junit18154807630266405785/data-1.meta.zdata to memory\n",
            "11:20:36.600 [main] DEBUG org.terrier.structures.Index - Attempting to load structure direct\n",
            "11:20:36.605 [main] DEBUG org.terrier.structures.Index - Attempting to load structure inverted\n",
            "11:20:36.639 [main] INFO  org.terrier.querying.LocalManager - Starting to execute query testQ - fox\n",
            "11:20:36.645 [main] DEBUG org.terrier.querying.LocalManager - {decorate=on, parseql=on, applypipeline=on, parsecontrols=on, wmodel=DPH, localmatching=on, filters=on, rm=on, terrierql=on}\n",
            "11:20:36.665 [main] DEBUG org.terrier.querying.LocalManager - terrierql(TerrierQLParser) => on\n",
            "11:20:36.682 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLParser\n",
            "11:20:36.713 [main] DEBUG org.terrier.querying.LocalManager - parsecontrols(TerrierQLToControls) => on\n",
            "11:20:36.714 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLToControls\n",
            "11:20:36.714 [main] DEBUG org.terrier.querying.LocalManager - parseql(TerrierQLToMatchingQueryTerms) => on\n",
            "11:20:36.715 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLToMatchingQueryTerms\n",
            "11:20:36.728 [main] DEBUG org.terrier.querying.LocalManager - matchopql(MatchingOpQLParser) => null\n",
            "11:20:36.728 [main] DEBUG org.terrier.querying.LocalManager - applypipeline(ApplyTermPipeline) => on\n",
            "11:20:36.730 [main] INFO  org.terrier.querying.LocalManager - running process ApplyTermPipeline(termpipelines=)\n",
            "11:20:36.741 [main] DEBUG org.terrier.querying.LocalManager - localmatching(LocalManager$ApplyLocalMatching) => on\n",
            "11:20:36.751 [main] INFO  org.terrier.querying.LocalManager - running process ApplyLocalMatching\n",
            "11:20:36.757 [main] DEBUG org.terrier.querying.LocalManager - Using Matching as org.terrier.matching.daat.Full\n",
            "11:20:36.759 [main] DEBUG org.terrier.querying.LocalManager - weighting model: DPH\n",
            "11:20:36.765 [main] INFO  org.terrier.querying.LocalManager - fox { req=null, w=1.0, stats=null, models=[org.terrier.matching.models.DPH@d554c5f] tags=[firstmatchscore]} \n",
            "11:20:36.824 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term fox field null stats term1 Nt=1 TF=1 maxTF=1 @{0 0 6} weight 1.0\n",
            "11:20:36.841 [main] INFO  o.t.matching.PostingListManager - Query testQ with 1 terms has 1 posting lists\n",
            "11:20:36.842 [main] DEBUG org.terrier.matching.Matching - plm initialised\n",
            "11:20:36.842 [main] DEBUG org.terrier.matching.Matching - plm prepared\n",
            "11:20:36.866 [main] DEBUG org.terrier.matching.Matching -  postingHeap.size()= 1 mts = [0]\n",
            "11:20:36.881 [main] DEBUG org.terrier.matching.Matching - Requirement patterns: mustmatch=0 must not match=0\n",
            "11:20:36.886 [main] DEBUG org.terrier.matching.Matching - Number of docs with +ve score: 1\n",
            "11:20:36.899 [main] DEBUG org.terrier.matching.Matching - query testQ number of retrieved documents: 1\n",
            "11:20:36.900 [main] DEBUG org.terrier.querying.LocalManager - rm(RM1) => on\n",
            "11:20:36.940 [main] INFO  org.terrier.querying.LocalManager - running process RM1\n",
            "11:20:36.954 [main] INFO  org.terrier.querying.RM1 - Found 5 terms after feedback document analysis\n",
            "11:20:37.008 [main] INFO  org.terrier.querying.RM1 - Reformulated query: lazy^0.20000000298023224 jumped^0.20000000298023224 fox^0.20000000298023224 dog^0.20000000298023224 over^0.20000000298023224 \n",
            "11:20:37.008 [main] DEBUG org.terrier.querying.LocalManager - Using Matching as org.terrier.matching.daat.Full\n",
            "11:20:37.011 [main] DEBUG org.terrier.querying.LocalManager - weighting model: DPH\n",
            "11:20:37.033 [main] INFO  org.terrier.querying.LocalManager - lazy { req=null, w=0.20000000298023224, stats=null, models=[org.terrier.matching.models.DPH@4167d97b] tags=[firstmatchscore]} jumped { req=null, w=0.20000000298023224, stats=null, models=[org.terrier.matching.models.DPH@14fa86ae] tags=[firstmatchscore]} fox { req=null, w=0.20000000298023224, stats=null, models=[org.terrier.matching.models.DPH@6e15fe2] tags=[firstmatchscore]} dog { req=null, w=0.20000000298023224, stats=null, models=[org.terrier.matching.models.DPH@68f1b17f] tags=[firstmatchscore]} over { req=null, w=0.20000000298023224, stats=null, models=[org.terrier.matching.models.DPH@1722011b] tags=[firstmatchscore]} \n",
            "11:20:37.034 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term lazy field null stats term0 Nt=1 TF=1 maxTF=1 @{0 1 6} weight 1.0\n",
            "11:20:37.037 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term jumped field null stats term4 Nt=1 TF=1 maxTF=1 @{0 1 4} weight 1.0\n",
            "11:20:37.038 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term fox field null stats term1 Nt=1 TF=1 maxTF=1 @{0 0 6} weight 1.0\n",
            "11:20:37.038 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term dog field null stats term3 Nt=1 TF=1 maxTF=1 @{0 0 4} weight 1.0\n",
            "11:20:37.038 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term over field null stats term5 Nt=1 TF=1 maxTF=1 @{0 3 0} weight 1.0\n",
            "11:20:37.039 [main] INFO  o.t.matching.PostingListManager - Query testQ with 5 terms has 5 posting lists\n",
            "11:20:37.039 [main] DEBUG org.terrier.matching.Matching - plm initialised\n",
            "11:20:37.039 [main] DEBUG org.terrier.matching.Matching - plm prepared\n",
            "11:20:37.039 [main] DEBUG org.terrier.matching.Matching -  postingHeap.size()= 5 mts = [0, 1, 2, 3, 4]\n",
            "11:20:37.044 [main] DEBUG org.terrier.matching.Matching - Requirement patterns: mustmatch=0 must not match=0\n",
            "11:20:37.044 [main] DEBUG org.terrier.matching.Matching - Number of docs with +ve score: 1\n",
            "11:20:37.057 [main] DEBUG org.terrier.matching.Matching - query testQ number of retrieved documents: 1\n",
            "11:20:37.059 [main] DEBUG org.terrier.querying.LocalManager - qe(QueryExpansion) => null\n",
            "11:20:37.059 [main] DEBUG org.terrier.querying.LocalManager - labels(org.terrier.learning.LabelDecorator) => null\n",
            "11:20:37.059 [main] DEBUG org.terrier.querying.LocalManager - filters(LocalManager$PostFilterProcess) => on\n",
            "11:20:37.060 [main] INFO  org.terrier.querying.LocalManager - running process PostFilterProcess\n",
            "11:20:37.061 [main] DEBUG org.terrier.querying.LocalManager - decorate(SimpleDecorate) => on\n",
            "11:20:37.063 [main] DEBUG org.terrier.querying.LocalManager - site(SiteFilter) => null\n",
            "11:20:37.063 [main] DEBUG org.terrier.querying.LocalManager - scope(Scope) => null\n",
            "11:20:37.083 [main] INFO  org.terrier.querying.LocalManager - Finished executing query testQ in 427ms - 1 results retrieved\n",
            "terrier.etc=/tmp/junit1280835447373032723\n",
            "Creating collection.spec file.\n",
            "Creating jforests.properties file.\n",
            "Creating features.list file.\n",
            "Creating logging configuration (logback.xml) file in /tmp/junit1280835447373032723/\n",
            "Creating terrier.properties file.\n",
            "11:20:37.104 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit1280835447373032723/data.properties doesn't exist\n",
            "Setup complete for TestRM#testItWorksRM3\n",
            "11:20:37.272 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit1280835447373032723/data-2.properties doesn't exist\n",
            "11:20:37.273 [main] INFO  o.t.structures.indexing.Indexer - creating the data structures data-2_1\n",
            "11:20:37.277 [main] DEBUG org.terrier.structures.Index - Files  /tmp/junit1280835447373032723/data-2_1.properties doesn't exist\n",
            "11:20:37.277 [main] DEBUG org.terrier.structures.Index - Creating new index : /tmp/junit1280835447373032723/data-2_1.properties\n",
            "11:20:37.278 [main] DEBUG o.t.utility.RuntimeMemoryChecker - memory.reserved=200 MiB memory.heap.usage=0.7\n",
            "11:20:37.278 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:37.278 [main] INFO  o.t.s.indexing.LexiconBuilder - LexiconBuilder active - flushing every 100000 documents, or when memory threshold hit\n",
            "11:20:37.280 [main] DEBUG o.t.utility.RuntimeMemoryChecker - memory.reserved=200 MiB memory.heap.usage=0.7\n",
            "11:20:37.280 [main] DEBUG o.t.s.i.CompressingMetaIndexBuilder - Initialising CompressingMetaIndexBuilder\n",
            "11:20:37.282 [main] INFO  o.t.structures.indexing.Indexer - Collection #0 took 0 seconds to index (2 documents)\n",
            "11:20:37.284 [main] DEBUG o.t.s.indexing.LexiconBuilder - flushing lexicon to disk after the direct index completed\n",
            "11:20:37.284 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:37.285 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:37.288 [main] INFO  o.t.s.indexing.LexiconBuilder - 1 lexicons to merge\n",
            "11:20:37.288 [main] INFO  o.t.s.indexing.LexiconBuilder - Optimising structure lexicon\n",
            "11:20:37.288 [main] INFO  o.t.s.i.FSOMapFileLexiconUtilities - Optimising lexicon with 11 entries\n",
            "11:20:37.819 [main] INFO  o.t.structures.indexing.Indexer - Started building the inverted index...\n",
            "11:20:37.821 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - creating inverted index\n",
            "11:20:37.821 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-inputstream\n",
            "11:20:37.823 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory: already allocated in use is 61.3 MiB\n",
            "11:20:37.824 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory: free is 2.9 GiB / 1 threads\n",
            "11:20:37.825 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Memory threshold is 2.3 GiB\n",
            "11:20:37.825 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - projectedPointerCount 273332192\n",
            "11:20:37.825 [main] INFO  o.t.s.i.c.InvertedIndexBuilder - BasicMemSizeLexiconScanner: lexicon scanning until approx 2.3 GiB of memory is consumed\n",
            "11:20:37.825 [main] INFO  o.t.s.i.c.InvertedIndexBuilder - Iteration 1 of 1 (estimated) iterations\n",
            "11:20:37.825 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Scanning lexicon for 2.3 GiB memory -- upto 273332192 pointers\n",
            "11:20:37.826 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - All of lexicon consumed using 12 pointers, under memory threshold\n",
            "11:20:37.826 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - Selected 11 terms, 12 pointers for this iteration\n",
            "11:20:37.826 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to process part of lexicon: 0.001\n",
            "11:20:37.826 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 148.7 MiB; total: 210 MiB; max: 3.2 GiB; 70.8% free; 6.5% allocated; \n",
            "11:20:37.826 [main] DEBUG org.terrier.structures.Index - Attempting to load structure direct-inputstream\n",
            "11:20:37.827 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-inputstream\n",
            "11:20:37.827 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-factory\n",
            "11:20:37.828 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to traverse direct file: 0.002\n",
            "11:20:37.828 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 148.5 MiB; total: 210 MiB; max: 3.2 GiB; 70.7% free; 6.5% allocated; \n",
            "11:20:37.829 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to write inverted file: 0.001\n",
            "11:20:37.829 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - temporary memory used: 96 B\n",
            "11:20:37.829 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - free: 148.5 MiB; total: 210 MiB; max: 3.2 GiB; 70.7% free; 6.5% allocated; \n",
            "11:20:37.829 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - time to perform one iteration: 0.004\n",
            "11:20:37.829 [main] DEBUG o.t.s.i.c.InvertedIndexBuilder - number of pointers processed: 12\n",
            "11:20:37.829 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-inputstream\n",
            "11:20:37.973 [main] INFO  o.t.s.indexing.LexiconBuilder - Optimising structure lexicon\n",
            "11:20:37.973 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:37.973 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:37.973 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:37.974 [main] INFO  o.t.s.i.FSOMapFileLexiconUtilities - Optimising lexicon with 11 entries\n",
            "11:20:37.978 [main] INFO  o.t.structures.indexing.Indexer - Finished building the inverted index...\n",
            "11:20:37.978 [main] INFO  o.t.structures.indexing.Indexer - Time elapsed for inverted file: 0\n",
            "11:20:37.980 [main] DEBUG org.terrier.structures.Index - Loading existing index : /tmp/junit1280835447373032723/data-2.properties\n",
            "11:20:37.981 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-valuefactory\n",
            "11:20:37.981 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document\n",
            "11:20:37.982 [main] DEBUG org.terrier.structures.Index - Attempting to load structure document-factory\n",
            "11:20:37.982 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon\n",
            "11:20:37.982 [main] DEBUG org.terrier.structures.Index - Attempting to load structure lexicon-keyfactory\n",
            "11:20:37.982 [main] DEBUG o.t.s.s.FixedSizeTextFactory - FixedSizeTextFactory: maxKeyWrittenSize=61 for term of size 20\n",
            "11:20:37.983 [main] DEBUG org.terrier.structures.Index - Attempting to load structure meta\n",
            "11:20:37.984 [main] INFO  o.t.structures.CompressingMetaIndex - Structure meta reading lookup file into memory\n",
            "11:20:37.984 [main] DEBUG o.t.structures.CompressingMetaIndex - docid2offsets.length: 2 ZIP_COMPRESSION_LEVEL: 5 recordLength: 61\n",
            "11:20:37.984 [main] INFO  o.t.structures.CompressingMetaIndex - Structure meta loading data file into memory\n",
            "11:20:37.984 [main] DEBUG o.t.structures.CompressingMetaIndex - Caching metadata file /tmp/junit1280835447373032723/data-2.meta.zdata to memory\n",
            "11:20:37.984 [main] DEBUG org.terrier.structures.Index - Attempting to load structure direct\n",
            "11:20:37.985 [main] DEBUG org.terrier.structures.Index - Attempting to load structure inverted\n",
            "11:20:37.989 [main] INFO  org.terrier.querying.LocalManager - Starting to execute query testQ - fox\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - {decorate=on, parseql=on, applypipeline=on, parsecontrols=on, wmodel=DPH, localmatching=on, filters=on, rm=on, terrierql=on}\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - terrierql(TerrierQLParser) => on\n",
            "11:20:37.989 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLParser\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - parsecontrols(TerrierQLToControls) => on\n",
            "11:20:37.989 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLToControls\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - parseql(TerrierQLToMatchingQueryTerms) => on\n",
            "11:20:37.989 [main] INFO  org.terrier.querying.LocalManager - running process TerrierQLToMatchingQueryTerms\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - matchopql(MatchingOpQLParser) => null\n",
            "11:20:37.989 [main] DEBUG org.terrier.querying.LocalManager - applypipeline(ApplyTermPipeline) => on\n",
            "11:20:37.990 [main] INFO  org.terrier.querying.LocalManager - running process ApplyTermPipeline(termpipelines=)\n",
            "11:20:37.990 [main] DEBUG org.terrier.querying.LocalManager - localmatching(LocalManager$ApplyLocalMatching) => on\n",
            "11:20:37.990 [main] INFO  org.terrier.querying.LocalManager - running process ApplyLocalMatching\n",
            "11:20:37.990 [main] DEBUG org.terrier.querying.LocalManager - Using Matching as org.terrier.matching.daat.Full\n",
            "11:20:37.990 [main] DEBUG org.terrier.querying.LocalManager - weighting model: DPH\n",
            "11:20:37.990 [main] INFO  org.terrier.querying.LocalManager - fox { req=null, w=1.0, stats=null, models=[org.terrier.matching.models.DPH@7357a011] tags=[firstmatchscore]} \n",
            "11:20:37.990 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term fox field null stats term1 Nt=1 TF=1 maxTF=1 @{0 0 6} weight 1.0\n",
            "11:20:37.991 [main] INFO  o.t.matching.PostingListManager - Query testQ with 1 terms has 1 posting lists\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching - plm initialised\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching - plm prepared\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching -  postingHeap.size()= 1 mts = [0]\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching - Requirement patterns: mustmatch=0 must not match=0\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching - Number of docs with +ve score: 1\n",
            "11:20:37.991 [main] DEBUG org.terrier.matching.Matching - query testQ number of retrieved documents: 1\n",
            "11:20:37.991 [main] DEBUG org.terrier.querying.LocalManager - rm(RM3) => on\n",
            "11:20:37.992 [main] INFO  org.terrier.querying.LocalManager - running process RM3\n",
            "11:20:38.000 [main] INFO  org.terrier.querying.RM1 - Found 5 terms after feedback document analysis\n",
            "11:20:38.016 [main] INFO  org.terrier.querying.RM3 - Reformulated query testQ @ lambda=0.6: lazy^0.07999999821186066 jumped^0.07999999821186066 fox^0.6800000071525574 dog^0.07999999821186066 over^0.07999999821186066 \n",
            "11:20:38.016 [main] DEBUG org.terrier.querying.LocalManager - Using Matching as org.terrier.matching.daat.Full\n",
            "11:20:38.016 [main] DEBUG org.terrier.querying.LocalManager - weighting model: DPH\n",
            "11:20:38.016 [main] INFO  org.terrier.querying.LocalManager - lazy { req=null, w=0.07999999821186066, stats=null, models=[org.terrier.matching.models.DPH@63eef88a] tags=[firstmatchscore]} jumped { req=null, w=0.07999999821186066, stats=null, models=[org.terrier.matching.models.DPH@53251a66] tags=[firstmatchscore]} fox { req=null, w=0.6800000071525574, stats=null, models=[org.terrier.matching.models.DPH@6853425f] tags=[firstmatchscore]} dog { req=null, w=0.07999999821186066, stats=null, models=[org.terrier.matching.models.DPH@352c1b98] tags=[firstmatchscore]} over { req=null, w=0.07999999821186066, stats=null, models=[org.terrier.matching.models.DPH@21129f1f] tags=[firstmatchscore]} \n",
            "11:20:38.017 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term lazy field null stats term0 Nt=1 TF=1 maxTF=1 @{0 1 6} weight 0.1176470549564461\n",
            "11:20:38.018 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term jumped field null stats term4 Nt=1 TF=1 maxTF=1 @{0 1 4} weight 0.1176470549564461\n",
            "11:20:38.020 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term fox field null stats term1 Nt=1 TF=1 maxTF=1 @{0 0 6} weight 1.0\n",
            "11:20:38.020 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term dog field null stats term3 Nt=1 TF=1 maxTF=1 @{0 0 4} weight 0.1176470549564461\n",
            "11:20:38.020 [main] DEBUG o.t.matching.matchops.SingleTermOp - Term over field null stats term5 Nt=1 TF=1 maxTF=1 @{0 3 0} weight 0.1176470549564461\n",
            "11:20:38.021 [main] INFO  o.t.matching.PostingListManager - Query testQ with 5 terms has 5 posting lists\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching - plm initialised\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching - plm prepared\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching -  postingHeap.size()= 5 mts = [0, 1, 2, 3, 4]\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching - Requirement patterns: mustmatch=0 must not match=0\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching - Number of docs with +ve score: 1\n",
            "11:20:38.021 [main] DEBUG org.terrier.matching.Matching - query testQ number of retrieved documents: 1\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - qe(QueryExpansion) => null\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - labels(org.terrier.learning.LabelDecorator) => null\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - filters(LocalManager$PostFilterProcess) => on\n",
            "11:20:38.021 [main] INFO  org.terrier.querying.LocalManager - running process PostFilterProcess\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - decorate(SimpleDecorate) => on\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - site(SiteFilter) => null\n",
            "11:20:38.021 [main] DEBUG org.terrier.querying.LocalManager - scope(Scope) => null\n",
            "11:20:38.022 [main] INFO  org.terrier.querying.LocalManager - Finished executing query testQ in 33ms - 1 results retrieved\n",
            "Tests run: 2, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 4.592 sec\n",
            "\n",
            "Results :\n",
            "\n",
            "Tests run: 2, Failures: 0, Errors: 0, Skipped: 0\n",
            "\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-jar-plugin:2.4:jar\u001b[m \u001b[1m(default-jar)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m--- \u001b[0;32mmaven-install-plugin:2.4:install\u001b[m \u001b[1m(default-install)\u001b[m @ \u001b[36mterrier-prf\u001b[0;1m ---\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Installing /content/terrier-prf/target/terrier-prf-0.2-SNAPSHOT.jar to /root/.m2/repository/org/terrier/terrier-prf/0.2-SNAPSHOT/terrier-prf-0.2-SNAPSHOT.jar\n",
            "[\u001b[1;34mINFO\u001b[m] Installing /content/terrier-prf/pom.xml to /root/.m2/repository/org/terrier/terrier-prf/0.2-SNAPSHOT/terrier-prf-0.2-SNAPSHOT.pom\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m------------------------------------------------------------------------\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1;32mBUILD SUCCESS\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m------------------------------------------------------------------------\u001b[m\n",
            "[\u001b[1;34mINFO\u001b[m] Total time:  11.120 s\n",
            "[\u001b[1;34mINFO\u001b[m] Finished at: 2024-05-11T11:20:38Z\n",
            "[\u001b[1;34mINFO\u001b[m] \u001b[1m------------------------------------------------------------------------\u001b[m\n",
            "/content/terrier-prf\n",
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['docno'] = df[\"ScreenName\"].astype(str)\n",
        "pd_indexer = pt.DFIndexer(\"./pd_index1\")\n",
        "indexref = pd_indexer.index(df[\"OriginalTweet\"], df[\"docno\"])"
      ],
      "metadata": {
        "id": "CdDfHvh8EXjb"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "index = pt.IndexFactory.of(indexref)"
      ],
      "metadata": {
        "id": "cuFQ9p39GIAM"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "word_to_documents = {}\n",
        "\n",
        "inv = index.getInvertedIndex()\n",
        "meta = index.getMetaIndex()\n",
        "\n",
        "for kv in index.getLexicon():\n",
        "    term = kv.getKey()\n",
        "    pointer = index.getLexicon()[term]\n",
        "    doc_ids = {}\n",
        "    for posting in inv.getPostings(pointer):\n",
        "        docno = meta.getItem(\"docno\", posting.getId())\n",
        "        if docno in doc_ids:\n",
        "            doc_ids[docno] += 1\n",
        "        else:\n",
        "            doc_ids[docno] = 1\n",
        "\n",
        "    word_to_documents[term] = doc_ids\n",
        "\n",
        "for term, doc_freqs in word_to_documents.items():\n",
        "    print(\"%s -> %s\" % (term, doc_freqs))\n"
      ],
      "metadata": {
        "id": "_X_EUmfFGLzz",
        "outputId": "15e36f29-35ca-4935-d773-bdf4d32702c2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "live -> {'44961': 1, '44972': 1, '44988': 1, '45073': 1, '45102': 1, '45127': 1, '45152': 1, '45161': 1, '45180': 1, '45209': 1, '45224': 1, '45311': 1, '45319': 1, '45394': 1, '45403': 1, '45519': 1, '45525': 1, '45641': 1, '45642': 1, '45648': 1, '45657': 1, '45670': 1, '45681': 1, '45703': 1, '45727': 1, '45737': 1, '45741': 1, '45760': 1, '45784': 1, '45802': 1, '45805': 1, '45899': 1, '45939': 1, '45955': 1, '46138': 1, '46152': 1, '46207': 1, '46247': 1, '46257': 1, '46379': 1, '46424': 1, '46442': 1, '46449': 1, '46515': 1, '46541': 1, '46574': 1, '46576': 1, '46687': 1, '46692': 1, '46716': 1, '46835': 1, '46913': 1, '46933': 1, '46953': 1, '46957': 1, '46976': 1, '46979': 1, '47011': 1, '47071': 1, '47135': 1, '47160': 1, '47169': 1, '47179': 1, '47193': 1, '47218': 1, '47257': 1, '47308': 1, '47311': 1, '47372': 1, '47437': 1, '47471': 1, '47560': 1, '47584': 1, '47706': 1, '47729': 1, '47785': 1, '47828': 1, '47830': 1, '47841': 1, '47882': 1, '47916': 1, '47921': 1, '47969': 1, '48018': 1, '48080': 1, '48122': 1, '48165': 1, '48173': 1, '48182': 1, '48218': 1, '48371': 1, '48405': 1, '48439': 1, '48455': 1, '48482': 1, '48536': 1, '48674': 1}\n",
            "liveabl -> {'47106': 1}\n",
            "livelihood -> {'47473': 1, '47917': 1}\n",
            "livinginchina -> {'47606': 1}\n",
            "lixikjmpst -> {'46471': 1}\n",
            "lizard -> {'45422': 1}\n",
            "lizmalafront -> {'47726': 1}\n",
            "lj9rwtywxm -> {'46310': 1}\n",
            "ljgendckfg -> {'46426': 1}\n",
            "ljwunenocb -> {'48347': 1}\n",
            "ljy0u2b0pf -> {'45244': 1}\n",
            "lka -> {'45574': 1, '46751': 1, '47023': 1}\n",
            "lkmsscwqc4 -> {'48221': 1}\n",
            "ll -> {'45144': 1, '45165': 1, '45212': 1, '45217': 1, '45227': 1, '45282': 1, '45402': 1, '45405': 1, '45434': 1, '45454': 1, '45484': 1, '45575': 1, '45674': 1, '45687': 1, '45730': 1, '45821': 1, '45832': 1, '45846': 1, '45903': 1, '45960': 1, '45988': 1, '46035': 1, '46039': 1, '46072': 1, '46079': 1, '46105': 1, '46168': 1, '46209': 1, '46232': 1, '46343': 1, '46344': 1, '46373': 1, '46378': 1, '46444': 1, '46448': 1, '46454': 1, '46458': 1, '46495': 1, '46506': 1, '46519': 1, '46547': 1, '46722': 1, '46726': 1, '46779': 1, '46782': 1, '46823': 1, '46834': 1, '46990': 1, '46995': 1, '47042': 1, '47051': 1, '47138': 1, '47222': 1, '47227': 1, '47258': 1, '47279': 1, '47288': 1, '47298': 1, '47351': 1, '47421': 1, '47434': 1, '47456': 1, '47514': 1, '47515': 1, '47590': 1, '47720': 1, '47731': 1, '47746': 1, '47809': 1, '47819': 1, '47829': 1, '47859': 1, '47941': 1, '47944': 1, '47967': 1, '48047': 1, '48065': 1, '48067': 1, '48129': 1, '48136': 1, '48145': 1, '48165': 1, '48178': 1, '48192': 1, '48199': 1, '48242': 1, '48291': 1, '48337': 1, '48350': 1, '48582': 1, '48603': 1}\n",
            "ll0mjt2gkn -> {'47550': 1}\n",
            "llama -> {'47522': 1}\n",
            "llc7eudmgq -> {'46008': 1}\n",
            "llca2eoejq -> {'48618': 1}\n",
            "llcdpwihy8 -> {'47448': 1}\n",
            "llorando -> {'47336': 1}\n",
            "llorent -> {'45060': 1}\n",
            "lm9xghj3qa -> {'45502': 1}\n",
            "lmao -> {'46471': 1, '46570': 1, '46834': 1}\n",
            "lmdxffy5hx -> {'47995': 1}\n",
            "lme -> {'45617': 1}\n",
            "lmfaooo -> {'46750': 1}\n",
            "lmjwbsy4xu -> {'47489': 1}\n",
            "lmk -> {'46296': 1, '47687': 1}\n",
            "ln -> {'45298': 1}\n",
            "lng -> {'45013': 1}\n",
            "lnsm -> {'45740': 1}\n",
            "lo -> {'44958': 1, '44980': 1, '47159': 1, '47263': 1}\n",
            "lo4xlvhrgr -> {'45498': 1}\n",
            "load -> {'45589': 1, '45774': 1, '45812': 1, '46197': 1, '46209': 1, '46265': 1, '46395': 1, '46417': 1, '46901': 1, '47443': 1, '47490': 1, '47622': 1, '47832': 1, '47928': 1, '48142': 1, '48294': 1, '48349': 1, '48707': 1}\n",
            "loaf -> {'45237': 1, '48654': 1}\n",
            "loag -> {'48222': 1}\n",
            "loan -> {'45770': 1, '46455': 1, '46498': 1, '46584': 1, '47014': 1, '47686': 1}\n",
            "loav -> {'46739': 1, '47192': 1}\n",
            "lobbi -> {'47494': 1}\n",
            "lobbyist -> {'44967': 1}\n",
            "loblaw -> {'46747': 1, '47238': 1}\n",
            "loblawco -> {'46322': 1}\n",
            "loblawson -> {'46206': 1, '46679': 1}\n",
            "lobster -> {'46962': 1}\n",
            "loc -> {'47318': 1}\n",
            "local -> {'44970': 1, '44981': 1, '45022': 1, '45060': 1, '45075': 1, '45090': 1, '45144': 1, '45150': 1, '45156': 1, '45172': 1, '45187': 1, '45193': 1, '45214': 1, '45247': 1, '45255': 1, '45256': 1, '45271': 1, '45288': 1, '45291': 1, '45312': 1, '45318': 1, '45330': 1, '45345': 1, '45361': 1, '45363': 1, '45373': 1, '45384': 1, '45397': 1, '45434': 1, '45436': 1, '45452': 1, '45457': 1, '45462': 1, '45479': 1, '45512': 1, '45539': 1, '45565': 1, '45570': 1, '45572': 1, '45619': 1, '45625': 1, '45637': 1, '45665': 1, '45668': 1, '45700': 1, '45709': 1, '45718': 1, '45751': 1, '45787': 1, '45792': 1, '45815': 1, '45828': 1, '45831': 1, '45849': 1, '45855': 1, '45860': 1, '45883': 1, '45915': 1, '45917': 1, '45924': 1, '45942': 1, '45952': 1, '45974': 1, '45986': 1, '45990': 1, '46002': 1, '46015': 1, '46023': 1, '46047': 1, '46065': 1, '46066': 1, '46075': 1, '46083': 1, '46084': 1, '46088': 1, '46146': 1, '46165': 1, '46172': 1, '46173': 1, '46175': 1, '46184': 1, '46195': 1, '46196': 1, '46228': 1, '46235': 1, '46239': 1, '46256': 1, '46260': 1, '46265': 1, '46278': 1, '46293': 1, '46294': 1, '46332': 1, '46354': 1, '46373': 1, '46390': 1, '46402': 1, '46419': 1, '46420': 1, '46427': 1, '46435': 1, '46446': 1, '46456': 1, '46467': 1, '46476': 1, '46477': 1, '46542': 1, '46555': 1, '46570': 1, '46576': 1, '46597': 1, '46615': 1, '46622': 1, '46623': 1, '46636': 1, '46638': 1, '46654': 1, '46687': 1, '46690': 1, '46713': 1, '46728': 1, '46755': 1, '46778': 1, '46780': 1, '46787': 1, '46794': 1, '46806': 1, '46811': 1, '46823': 1, '46849': 1, '46865': 1, '46870': 1, '46876': 1, '46888': 1, '46926': 1, '46942': 1, '46962': 1, '46965': 1, '46972': 1, '46989': 1, '46993': 1, '47008': 1, '47016': 1, '47024': 1, '47041': 1, '47042': 1, '47055': 1, '47058': 1, '47063': 1, '47081': 1, '47089': 1, '47125': 1, '47141': 1, '47143': 1, '47177': 1, '47223': 1, '47241': 1, '47244': 1, '47255': 1, '47264': 1, '47273': 1, '47283': 1, '47326': 1, '47341': 1, '47345': 1, '47360': 1, '47374': 1, '47410': 1, '47413': 1, '47448': 1, '47449': 1, '47465': 1, '47466': 1, '47475': 1, '47502': 1, '47514': 1, '47517': 1, '47553': 1, '47585': 1, '47589': 1, '47602': 1, '47657': 1, '47669': 1, '47713': 1, '47726': 1, '47795': 1, '47819': 1, '47848': 1, '47850': 1, '47851': 1, '47856': 1, '47858': 1, '47952': 1, '47959': 1, '47985': 1, '47997': 1, '48016': 1, '48023': 1, '48024': 1, '48051': 1, '48058': 1, '48093': 1, '48101': 1, '48117': 1, '48141': 1, '48144': 1, '48158': 1, '48180': 1, '48181': 1, '48211': 1, '48224': 1, '48239': 1, '48249': 1, '48259': 1, '48287': 1, '48323': 1, '48333': 1, '48335': 1, '48343': 1, '48378': 1, '48379': 1, '48385': 1, '48387': 1, '48402': 1, '48444': 1, '48466': 1, '48471': 1, '48474': 1, '48475': 1, '48503': 1, '48508': 1, '48515': 1, '48531': 1, '48552': 1, '48559': 1, '48568': 1, '48601': 1, '48602': 1, '48633': 1, '48645': 1, '48670': 1}\n",
            "localbusi -> {'46993': 1}\n",
            "locat -> {'45050': 1, '45675': 1, '46013': 1, '46057': 1, '46113': 1, '47202': 1, '47252': 1, '47404': 1, '47469': 1, '47484': 1, '47537': 1, '47769': 1, '47840': 1, '48388': 1, '48434': 1, '48520': 1, '48551': 1, '48608': 1, '48725': 1}\n",
            "lock -> {'45069': 1, '45239': 1, '45462': 1, '45867': 1, '45978': 1, '46074': 1, '46286': 1, '46506': 1, '47790': 1, '47866': 1, '47896': 1, '48661': 1}\n",
            "lockdown -> {'45081': 1, '45172': 1, '45252': 1, '45255': 1, '45269': 1, '45296': 1, '45411': 1, '45463': 1, '45481': 1, '45484': 1, '45488': 1, '45552': 1, '45559': 1, '45583': 1, '45682': 1, '45689': 1, '45698': 1, '45705': 1, '45750': 1, '45752': 1, '45768': 1, '45810': 1, '45822': 1, '45865': 1, '45888': 1, '45891': 1, '45892': 1, '45900': 1, '45912': 1, '45943': 1, '45948': 1, '46033': 1, '46156': 1, '46213': 1, '46247': 1, '46272': 1, '46320': 1, '46348': 1, '46458': 1, '46463': 1, '46634': 1, '46670': 1, '46811': 1, '46839': 1, '46861': 1, '46892': 1, '46966': 1, '46967': 1, '47053': 1, '47113': 1, '47152': 1, '47166': 1, '47179': 1, '47203': 1, '47413': 1, '47474': 1, '47625': 1, '47670': 1, '47674': 1, '47706': 1, '47749': 1, '47750': 1, '47775': 1, '47872': 1, '47900': 1, '48137': 1, '48208': 1, '48289': 1, '48416': 1, '48452': 1, '48521': 1, '48614': 1, '48691': 1, '48749': 1}\n",
            "lockdownmalaysia -> {'48691': 1}\n",
            "locksouthafricadown -> {'47910': 1}\n",
            "locust -> {'46814': 1, '46858': 1, '47483': 1, '47953': 1}\n",
            "logic -> {'45596': 1}\n",
            "logicsayz -> {'48228': 1}\n",
            "logist -> {'45278': 1, '46318': 1, '47592': 1, '47948': 1, '48469': 1}\n",
            "lol -> {'45458': 1, '45899': 1, '46027': 1, '46075': 1, '46231': 1, '46334': 1, '46538': 1, '47087': 1, '47172': 1, '47200': 1, '47317': 1, '47427': 1, '47571': 1, '47615': 1, '47913': 1, '48133': 1, '48307': 1}\n",
            "lollyscupcakeri -> {'47538': 1}\n",
            "lonavala -> {'47309': 1}\n",
            "london -> {'45241': 1, '45633': 1, '45733': 1, '46490': 1, '47207': 1, '47626': 1, '48011': 1, '48280': 1, '48329': 1, '48331': 1, '48428': 1, '48636': 1}\n",
            "londonstockexchang -> {'46213': 1}\n",
            "lone -> {'45375': 1, '45804': 1, '47156': 1}\n",
            "loneli -> {'45375': 1, '45982': 1}\n",
            "long -> {'45024': 1, '45120': 1, '45135': 1, '45208': 1, '45321': 1, '45382': 1, '45390': 1, '45407': 1, '45420': 1, '45534': 1, '45589': 1, '45624': 1, '45665': 1, '45692': 1, '45760': 1, '45767': 1, '45778': 1, '45808': 1, '45832': 1, '45913': 1, '45954': 1, '45981': 1, '46035': 1, '46042': 1, '46054': 1, '46103': 1, '46105': 1, '46113': 1, '46116': 1, '46175': 1, '46282': 1, '46312': 1, '46327': 1, '46332': 1, '46391': 1, '46398': 1, '46429': 1, '46433': 1, '46518': 1, '46575': 1, '46645': 1, '46678': 1, '46695': 1, '46741': 1, '46753': 1, '46765': 1, '46857': 1, '46922': 1, '46935': 1, '46944': 1, '46985': 1, '47027': 1, '47029': 1, '47063': 1, '47094': 1, '47195': 1, '47200': 1, '47201': 1, '47263': 1, '47325': 1, '47450': 1, '47497': 1, '47586': 1, '47607': 1, '47638': 1, '47652': 1, '47668': 1, '47681': 1, '47789': 1, '47843': 1, '47884': 1, '47896': 1, '47901': 1, '47902': 1, '47909': 1, '47929': 1, '47954': 1, '48110': 1, '48115': 1, '48116': 1, '48126': 1, '48280': 1, '48352': 1, '48356': 1, '48428': 1, '48438': 1, '48488': 1, '48737': 1}\n",
            "longer -> {'45196': 1, '45409': 1, '45519': 1, '45700': 1, '46039': 1, '46174': 1, '46335': 1, '46954': 1, '47304': 1, '47459': 1, '47470': 1, '47558': 1, '48117': 1, '48413': 1, '48414': 1}\n",
            "longhorn -> {'47748': 1}\n",
            "longisland -> {'47437': 1}\n",
            "loo -> {'45669': 1, '45748': 1, '45964': 1, '46012': 1, '46437': 1, '46755': 1, '47348': 1, '47645': 1, '47726': 1, '47850': 1, '47920': 1, '48011': 1, '48260': 1, '48268': 1, '48571': 1}\n",
            "look -> {'44958': 1, '44961': 1, '45001': 1, '45044': 1, '45097': 1, '45105': 1, '45108': 1, '45120': 1, '45196': 1, '45198': 1, '45205': 1, '45265': 1, '45320': 1, '45349': 1, '45378': 1, '45384': 1, '45400': 1, '45438': 1, '45461': 1, '45540': 1, '45635': 1, '45637': 1, '45646': 1, '45647': 1, '45663': 1, '45676': 1, '45713': 1, '45736': 1, '45772': 1, '45774': 1, '45828': 1, '45842': 1, '45859': 1, '45908': 1, '45936': 1, '45956': 1, '45959': 1, '45982': 1, '45994': 1, '46011': 1, '46016': 1, '46034': 1, '46039': 1, '46048': 1, '46050': 1, '46060': 1, '46134': 1, '46137': 1, '46158': 1, '46169': 1, '46203': 1, '46210': 1, '46220': 1, '46247': 1, '46251': 1, '46273': 1, '46274': 1, '46303': 1, '46325': 1, '46332': 1, '46396': 1, '46397': 1, '46461': 1, '46479': 1, '46483': 1, '46486': 1, '46491': 1, '46520': 1, '46564': 1, '46636': 1, '46706': 1, '46727': 1, '46745': 1, '46751': 1, '46761': 1, '46763': 1, '46782': 1, '46788': 1, '46799': 1, '46808': 1, '46810': 1, '46904': 1, '46914': 1, '46938': 1, '47086': 1, '47244': 1, '47282': 1, '47295': 1, '47342': 1, '47378': 1, '47409': 1, '47598': 1, '47602': 1, '47624': 1, '47652': 1, '47679': 1, '47691': 1, '47706': 1, '47760': 1, '47789': 1, '47819': 1, '47836': 1, '47843': 1, '47851': 1, '47859': 1, '47875': 1, '47919': 1, '47964': 1, '48025': 1, '48163': 1, '48193': 1, '48194': 1, '48195': 1, '48245': 1, '48254': 1, '48417': 1, '48420': 1, '48598': 1, '48625': 1, '48659': 1, '48690': 1, '48708': 1, '48734': 1, '48747': 1}\n",
            "lookin -> {'45580': 1}\n",
            "lookout -> {'45182': 1}\n",
            "loom -> {'46067': 1, '46175': 1, '48357': 1}\n",
            "loona -> {'45627': 1}\n",
            "looni -> {'46185': 1}\n",
            "loop -> {'47368': 1}\n",
            "loorollshortag -> {'46985': 1}\n",
            "loos -> {'46335': 1, '48454': 1, '48653': 1}\n",
            "loot -> {'45384': 1, '46358': 1, '46661': 1, '47871': 1, '48734': 1}\n",
            "lopesinsight -> {'46593': 1}\n",
            "lord -> {'45069': 1, '45541': 1, '47565': 1, '48168': 1}\n",
            "lordhavemerci -> {'46838': 1}\n",
            "lordofthefli -> {'47013': 1}\n",
            "lorriehartshorn -> {'48614': 1}\n",
            "losangel -> {'45954': 1, '47698': 1, '47754': 1, '48703': 1}\n",
            "loschicosgso -> {'46824': 1}\n",
            "lose -> {'45002': 1, '45034': 1, '45062': 1, '45136': 1, '45210': 1, '45376': 1, '45536': 1, '45854': 1, '46079': 1, '46158': 1, '46426': 1, '46658': 1, '46826': 1, '47407': 1, '47473': 1, '47608': 1, '47686': 1, '47709': 1, '47871': 1, '47910': 1, '48592': 1}\n",
            "loser -> {'48480': 1}\n",
            "loss -> {'45637': 1, '45832': 1, '45988': 1, '46079': 1, '47558': 1, '47670': 1, '48161': 1}\n",
            "lost -> {'44975': 1, '45334': 1, '45670': 1, '45802': 1, '46370': 1, '46448': 1, '46761': 1, '46811': 1, '46820': 1, '46877': 1, '47410': 1, '47751': 1, '47860': 1, '47979': 1, '48259': 1, '48306': 1, '48381': 1, '48402': 1, '48510': 1}\n",
            "lotion -> {'45005': 1, '46592': 1, '48581': 1}\n",
            "lotoxa1lot -> {'47588': 1}\n",
            "lotta -> {'45280': 1}\n",
            "lotteri -> {'47019': 1}\n",
            "lotto -> {'46755': 1}\n",
            "louder -> {'45525': 1}\n",
            "loudspeak -> {'46380': 1}\n",
            "louisianagov -> {'47543': 1}\n",
            "louisvuitton -> {'45111': 1}\n",
            "loungewear -> {'48407': 1}\n",
            "love -> {'44955': 1, '44975': 1, '45138': 1, '45140': 1, '45362': 1, '45366': 1, '45543': 1, '45713': 1, '45962': 1, '46094': 1, '46227': 1, '46262': 1, '46336': 1, '46348': 1, '46360': 1, '46450': 1, '46452': 1, '46526': 1, '46857': 1, '46859': 1, '46961': 1, '47117': 1, '47152': 1, '47193': 1, '47253': 1, '47996': 1, '48025': 1, '48123': 1, '48151': 1, '48181': 1, '48216': 1, '48247': 1, '48263': 1, '48272': 1, '48319': 1, '48438': 1, '48655': 1, '48739': 1}\n",
            "loveeachoth -> {'45758': 1}\n",
            "lover -> {'48465': 1}\n",
            "low -> {'44963': 1, '45013': 1, '45024': 1, '45028': 1, '45042': 1, '45071': 1, '45220': 1, '45221': 1, '45229': 1, '45235': 1, '45491': 1, '45492': 1, '45542': 1, '45570': 1, '45642': 1, '45693': 1, '45786': 1, '45900': 1, '45936': 1, '45953': 1, '46122': 1, '46156': 1, '46185': 1, '46303': 1, '46327': 1, '46404': 1, '46428': 1, '46434': 1, '46487': 1, '46505': 1, '46530': 1, '46534': 1, '46568': 1, '46577': 1, '46584': 1, '46593': 1, '46708': 1, '46716': 1, '46763': 1, '46785': 1, '46791': 1, '46821': 1, '46867': 1, '46895': 1, '46934': 1, '47042': 1, '47058': 1, '47212': 1, '47268': 1, '47334': 1, '47365': 1, '47439': 1, '47500': 1, '47694': 1, '47876': 1, '47989': 1, '48073': 1, '48152': 1, '48373': 1, '48674': 1, '48688': 1, '48699': 1, '48728': 1}\n",
            "lower -> {'45016': 1, '45085': 1, '45250': 1, '45382': 1, '45499': 1, '45651': 1, '45717': 1, '45722': 1, '45795': 1, '45836': 1, '45894': 1, '45930': 1, '46078': 1, '46235': 1, '46442': 1, '46571': 1, '46576': 1, '46598': 1, '46650': 1, '46669': 1, '46677': 1, '46803': 1, '46845': 1, '46909': 1, '47022': 1, '47144': 1, '47722': 1, '47745': 1, '47828': 1, '48218': 1, '48219': 1, '48346': 1, '48732': 1}\n",
            "lowest -> {'45309': 1, '45941': 1, '46401': 1}\n",
            "lowgaspric -> {'46937': 1}\n",
            "lowlif -> {'48054': 1}\n",
            "loyal -> {'47963': 1}\n",
            "loyalti -> {'48629': 1}\n",
            "loyolacb -> {'48306': 1}\n",
            "loyolamba -> {'48306': 1}\n",
            "lozeng -> {'45005': 1, '48581': 1}\n",
            "lp2lwu4fi0 -> {'45198': 1}\n",
            "lpsc -> {'48591': 1}\n",
            "lpybjsqulx -> {'45183': 1}\n",
            "lqe9wxbw6d -> {'46046': 1}\n",
            "lrt -> {'47127': 1}\n",
            "ls66kgksl -> {'46399': 1}\n",
            "lsarsour -> {'46278': 1}\n",
            "lshnagih21 -> {'46868': 1}\n",
            "lstarleg -> {'46938': 1}\n",
            "ltcg -> {'46771': 1}\n",
            "ltd -> {'44975': 1}\n",
            "lube -> {'47099': 1}\n",
            "luca -> {'45152': 1}\n",
            "luci -> {'45954': 1}\n",
            "luciferthought -> {'45538': 1}\n",
            "luck -> {'44966': 1, '45065': 1, '45904': 1, '46071': 1, '46091': 1, '46216': 1, '46476': 1, '46482': 1, '46530': 1, '47348': 1, '47532': 1, '48734': 1}\n",
            "lucki -> {'45006': 1, '45975': 1, '46207': 1, '46266': 1, '46456': 1, '47567': 1, '48717': 1}\n",
            "luckili -> {'45318': 1, '46456': 1, '46834': 1, '47432': 1, '47790': 1, '48468': 1, '48614': 1, '48705': 1}\n",
            "ludicr -> {'46491': 1}\n",
            "lue -> {'48071': 1}\n",
            "lugar -> {'45768': 1}\n",
            "luggag -> {'46749': 1}\n",
            "luinnxkari -> {'46414': 1}\n",
            "luke -> {'48057': 1}\n",
            "lukem0sg6q -> {'46337': 1}\n",
            "lull -> {'46174': 1}\n",
            "luluhyperkw -> {'47704': 1}\n",
            "lululemon -> {'47811': 1, '48468': 1}\n",
            "lump -> {'45253': 1}\n",
            "lunch -> {'45160': 1, '45314': 1, '45893': 1, '46252': 1, '46301': 1, '46429': 1, '46612': 1, '47603': 1}\n",
            "lunchtim -> {'46984': 1}\n",
            "lung -> {'45739': 1, '46288': 1, '46662': 1, '46711': 1}\n",
            "lure -> {'48575': 1}\n",
            "lush -> {'47811': 1, '48593': 1, '48594': 1}\n",
            "lushcosmet -> {'47963': 1}\n",
            "luxembourg -> {'46178': 1}\n",
            "luxuri -> {'44970': 1, '45111': 1, '45426': 1, '46928': 1, '47072': 1, '48181': 1}\n",
            "lvejo -> {'46489': 1}\n",
            "lvjb447oi9 -> {'46924': 1}\n",
            "lvmh -> {'48233': 1}\n",
            "lvuiiofxy6 -> {'47486': 1}\n",
            "lwivw9qgjl -> {'48345': 1}\n",
            "lwjuswvc1b -> {'45879': 1}\n",
            "lwqtkgcdsl -> {'48677': 1}\n",
            "lx7omtwfxg -> {'47708': 1}\n",
            "lxmjlyvzao -> {'46370': 1}\n",
            "lxn4infy2j -> {'48621': 1}\n",
            "lxrz7sk7z -> {'46076': 1}\n",
            "lymphat -> {'46711': 1}\n",
            "lyon -> {'48558': 1}\n",
            "lysol -> {'45088': 1, '45226': 1, '45352': 1, '45357': 1, '45720': 1, '46265': 1, '46285': 1, '46661': 1, '46740': 1, '46843': 1, '47138': 1, '47453': 1, '47568': 1, '48202': 1}\n",
            "lz45s5f5je -> {'46922': 1}\n",
            "lzvdwlccao -> {'47336': 1}\n",
            "m0nlmwnbx7 -> {'47161': 1}\n",
            "m0qzgqhuce -> {'47012': 1}\n",
            "m0vkpn55qp -> {'47115': 1}\n",
            "m2id6u42dr -> {'48686': 1}\n",
            "m2mad -> {'47900': 1}\n",
            "m2shhi1tn0 -> {'44967': 1}\n",
            "m3gcsdacd0 -> {'48419': 1}\n",
            "m6m2hofqmk -> {'45989': 1}\n",
            "m8cvnxidr0 -> {'46631': 1}\n",
            "m9bqtgtsxv -> {'45389': 1}\n",
            "m9kowrghmr -> {'45497': 1}\n",
            "ma -> {'46228': 1, '46274': 1, '46776': 1, '47082': 1}\n",
            "maaninkavaara -> {'47581': 1}\n",
            "mac -> {'45598': 1}\n",
            "macco -> {'47091': 1}\n",
            "machet -> {'45579': 1}\n",
            "machin -> {'45357': 1, '46597': 1, '48480': 1}\n",
            "maci -> {'47469': 1}\n",
            "macron -> {'48499': 1}\n",
            "mad -> {'45429': 1, '45491': 1, '45541': 1, '45658': 1, '45709': 1, '45866': 1, '45935': 1, '46107': 1, '46392': 1, '46423': 1, '46444': 1, '46496': 1, '46565': 1, '46581': 1, '46629': 1, '46688': 1, '46744': 1, '46816': 1, '46971': 1, '47325': 1, '47545': 1, '47582': 1, '47716': 1, '48004': 1, '48103': 1, '48127': 1, '48260': 1, '48270': 1, '48541': 1, '48651': 1}\n",
            "maddow -> {'47705': 1}\n",
            "maddowblog -> {'46930': 1}\n",
            "maddysyn -> {'46796': 1}\n",
            "made -> {'44968': 1, '44992': 1, '45004': 1, '45034': 1, '45085': 1, '45196': 1, '45618': 1, '45665': 1, '45666': 1, '45685': 1, '45739': 1, '45873': 1, '45911': 1, '45971': 1, '46061': 1, '46195': 1, '46200': 1, '46256': 1, '46287': 1, '46639': 1, '46670': 1, '46803': 1, '46863': 1, '46868': 1, '47006': 1, '47052': 1, '47211': 1, '47274': 1, '47319': 1, '47453': 1, '47454': 1, '47484': 1, '47537': 1, '47565': 1, '47680': 1, '47817': 1, '47855': 1, '47869': 1, '48012': 1, '48033': 1, '48080': 1, '48124': 1, '48216': 1, '48265': 1, '48350': 1, '48444': 1, '48510': 1, '48722': 1, '48731': 1}\n",
            "madhous -> {'46735': 1}\n",
            "madina -> {'45769': 1}\n",
            "madison -> {'45708': 1, '47399': 1}\n",
            "madrid -> {'45232': 1, '46115': 1}\n",
            "maduu -> {'46713': 1}\n",
            "mag -> {'46032': 1, '48535': 1}\n",
            "maga -> {'45706': 1, '46926': 1, '47050': 1, '47181': 1, '47694': 1}\n",
            "maggi -> {'46100': 1}\n",
            "maggiorment -> {'46776': 1}\n",
            "magic -> {'47118': 1}\n",
            "magnitud -> {'47478': 1}\n",
            "magve9bsn6 -> {'46977': 1}\n",
            "mai -> {'44971': 1, '44978': 1, '44983': 1, '45028': 1, '45062': 1, '45189': 1, '45207': 1, '45214': 1, '45221': 1, '45238': 1, '45302': 1, '45367': 1, '45509': 1, '45517': 1, '45524': 1, '45667': 1, '45688': 1, '45696': 1, '45726': 1, '45752': 1, '45768': 1, '45842': 1, '45845': 1, '45917': 1, '45939': 1, '45991': 1, '45993': 1, '46084': 1, '46130': 1, '46147': 1, '46148': 1, '46202': 1, '46254': 1, '46376': 1, '46404': 1, '46419': 1, '46468': 1, '46491': 1, '46502': 1, '46504': 1, '46550': 1, '46577': 1, '46603': 1, '46657': 1, '46710': 1, '46773': 1, '46896': 1, '46985': 1, '46986': 1, '47115': 1, '47156': 1, '47185': 1, '47256': 1, '47317': 1, '47325': 1, '47327': 1, '47344': 1, '47345': 1, '47357': 1, '47361': 1, '47418': 1, '47521': 1, '47554': 1, '47747': 1, '47835': 1, '47871': 1, '47903': 1, '47930': 1, '47972': 1, '48026': 1, '48043': 1, '48079': 1, '48107': 1, '48116': 1, '48137': 1, '48214': 1, '48218': 1, '48219': 1, '48238': 1, '48326': 1, '48400': 1, '48428': 1, '48453': 1, '48487': 1, '48508': 1, '48552': 1, '48573': 1, '48601': 1, '48606': 1, '48672': 1}\n",
            "mail -> {'45871': 1, '46302': 1, '46442': 1, '46970': 1, '47355': 1, '47916': 1, '48545': 1}\n",
            "main -> {'45776': 1, '48112': 1}\n",
            "mainli -> {'46318': 1, '47634': 1}\n",
            "maintain -> {'45193': 1, '46600': 1, '46792': 1, '46928': 1, '47234': 1, '47289': 1}\n",
            "mainten -> {'47826': 1}\n",
            "maiz -> {'46103': 1}\n",
            "majest -> {'48094': 1}\n",
            "majeur -> {'45013': 1, '45477': 1, '47919': 1}\n",
            "major -> {'45001': 1, '45111': 1, '45371': 1, '45459': 1, '45501': 1, '45586': 1, '45644': 1, '45670': 1, '45677': 1, '45727': 1, '46311': 1, '46457': 1, '46615': 1, '46705': 1, '46757': 1, '46980': 1, '47229': 1, '47231': 1, '47252': 1, '47325': 1, '47938': 1, '47953': 1, '48228': 1, '48418': 1, '48437': 1, '48501': 1, '48538': 1, '48600': 1, '48647': 1}\n",
            "makati -> {'45120': 1}\n",
            "make -> {'45198': 1, '45230': 1, '45295': 1, '45306': 1, '45307': 1, '45309': 1, '45312': 1, '45324': 1, '45406': 1, '45500': 1, '45508': 1, '45626': 1, '45654': 1, '45660': 1, '45769': 1, '45791': 1, '45975': 1, '46124': 1, '46129': 1, '46179': 1, '46190': 1, '46227': 1, '46369': 1, '46452': 1, '46459': 1, '46582': 1, '46617': 1, '46757': 1, '46797': 1, '46844': 1, '46989': 1, '46997': 1, '47123': 1, '47168': 1, '47184': 1, '47259': 1, '47261': 1, '47358': 1, '47381': 1, '47388': 1, '47515': 1, '47541': 1, '47651': 1, '47656': 1, '47706': 1, '47718': 1, '47742': 1, '47883': 1, '47887': 1, '47931': 1, '47961': 1, '47980': 1, '48008': 1, '48123': 1, '48153': 1, '48168': 1, '48181': 1, '48342': 1, '48357': 1, '48506': 1, '48541': 1, '48625': 1, '48671': 1, '48708': 1, '48711': 1, '48734': 1}\n",
            "makeamericasafeagain -> {'48296': 1}\n",
            "makemoneyonlin -> {'48625': 1}\n",
            "makeup -> {'47852': 1, '48303': 1}\n",
            "makro -> {'48009': 1}\n",
            "malais -> {'45445': 1}\n",
            "malala -> {'45243': 1}\n",
            "malaria -> {'46621': 1, '48723': 1}\n",
            "malaysia -> {'48061': 1, '48452': 1, '48672': 1, '48692': 1}\n",
            "malaysialockdown -> {'48691': 1}\n",
            "malaysian -> {'48665': 1}\n",
            "malefactor -> {'48355': 1}\n",
            "malign -> {'46917': 1, '47646': 1}\n",
            "mall -> {'45459': 1, '45481': 1, '45600': 1, '46149': 1, '46576': 1, '46891': 1, '46930': 1, '47441': 1, '47462': 1, '47551': 1, '47691': 1, '47771': 1, '48193': 1, '48194': 1, '48195': 1, '48528': 1, '48530': 1, '48619': 1, '48710': 1}\n",
            "malnutrit -> {'47746': 1}\n",
            "malwar -> {'46998': 1}\n",
            "mama -> {'47130': 1}\n",
            "mamafooc -> {'47441': 1}\n",
            "man -> {'45331': 1, '45370': 1, '45702': 1, '45779': 1, '45828': 1, '45894': 1, '45931': 1, '46126': 1, '46273': 1, '46274': 1, '46377': 1, '46392': 1, '46425': 1, '46465': 1, '46855': 1, '46906': 1, '47415': 1, '47534': 1, '47548': 1, '47789': 1, '48005': 1, '48260': 1, '48350': 1, '48438': 1, '48490': 1, '48545': 1, '48562': 1, '48588': 1}\n",
            "manag -> {'45140': 1, '45226': 1, '45515': 1, '45571': 1, '45713': 1, '45890': 1, '45961': 1, '46159': 1, '46380': 1, '46406': 1, '46623': 1, '46842': 1, '47343': 1, '47526': 1, '47578': 1, '47709': 1, '47730': 1, '47934': 1, '47951': 1, '48117': 1, '48356': 1, '48369': 1, '48415': 1, '48472': 1, '48619': 1, '48696': 1}\n",
            "manchest -> {'45022': 1}\n",
            "manchurian -> {'45276': 1, '45317': 1, '45613': 1}\n",
            "mandalaysamui -> {'46064': 1}\n",
            "mandat -> {'46963': 1, '47622': 1, '48528': 1}\n",
            "mandatori -> {'45856': 1, '46458': 1, '48115': 1}\n",
            "mandau -> {'46032': 1}\n",
            "mango -> {'46385': 1}\n",
            "mangoesaregood -> {'46385': 1}\n",
            "mania -> {'47338': 1}\n",
            "maniac -> {'46644': 1, '47861': 1, '47878': 1}\n",
            "manila -> {'45069': 1, '45120': 1, '45414': 1, '45481': 1, '45682': 1, '45810': 1, '46032': 1, '46033': 1, '46967': 1, '47462': 1}\n",
            "manipul -> {'45521': 1, '48397': 1}\n",
            "mankind -> {'47018': 1}\n",
            "manner -> {'46771': 1}\n",
            "mansion -> {'47460': 1}\n",
            "manufactur -> {'45026': 1, '45197': 1, '45201': 1, '45252': 1, '45617': 1, '45618': 1, '46156': 1, '46249': 1, '46393': 1, '46475': 1, '46650': 1, '47012': 1, '47901': 1, '47951': 1, '48077': 1, '48437': 1, '48696': 1, '48750': 1}\n",
            "manylovedoneswilldi -> {'47207': 1}\n",
            "map -> {'45623': 1, '48371': 1, '48439': 1}\n",
            "mapbox -> {'45623': 1}\n",
            "mar -> {'46017': 1, '47346': 1, '47764': 1, '47773': 1, '48254': 1, '48588': 1}\n",
            "maralagoviru -> {'47209': 1, '47950': 1}\n",
            "maram -> {'48062': 1}\n",
            "marc -> {'45263': 1}\n",
            "marc0polomint -> {'47100': 1}\n",
            "march -> {'45050': 1, '45114': 1, '45263': 1, '45429': 1, '45701': 1, '45818': 1, '45880': 1, '46034': 1, '46321': 1, '46389': 1, '46442': 1, '46535': 1, '46697': 1, '46947': 1, '47132': 1, '47144': 1, '47346': 1, '47371': 1, '47381': 1, '47460': 1, '47462': 1, '47667': 1, '47679': 1, '47689': 1, '47763': 1, '47978': 1, '48014': 1, '48028': 1, '48226': 1, '48274': 1, '48297': 1, '48320': 1, '48352': 1, '48359': 1, '48360': 1, '48437': 1, '48447': 1, '48452': 1, '48520': 1, '48570': 1, '48591': 1, '48667': 1, '48725': 1, '48729': 1}\n",
            "marchmad -> {'45706': 1}\n",
            "marchsad -> {'47050': 1}\n",
            "marcia -> {'48605': 1}\n",
            "marcushjohnson -> {'46455': 1}\n",
            "margarin -> {'45189': 1}\n",
            "margin -> {'47074': 1}\n",
            "marguerit -> {'47623': 1}\n",
            "marhabaqatar -> {'46607': 1}\n",
            "mari -> {'44972': 1, '45287': 1, '45323': 1}\n",
            "mariachi -> {'47791': 1}\n",
            "mariannahunt5 -> {'47658': 1}\n",
            "marin -> {'45188': 1}\n",
            "marionnestl -> {'45091': 1}\n",
            "mark -> {'45256': 1, '46454': 1, '46996': 1, '47502': 1, '48062': 1}\n",
            "markbodoano -> {'45296': 1}\n",
            "market -> {'44985': 1, '44995': 1, '44997': 1, '45024': 1, '45030': 1, '45052': 1, '45083': 1, '45085': 1, '45122': 1, '45131': 1, '45145': 1, '45198': 1, '45263': 1, '45269': 1, '45293': 1, '45304': 1, '45335': 1, '45354': 1, '45367': 1, '45417': 1, '45429': 1, '45454': 1, '45501': 1, '45547': 1, '45576': 1, '45597': 1, '45602': 1, '45606': 1, '45629': 1, '45632': 1, '45648': 1, '45684': 1, '45696': 1, '45716': 1, '45815': 1, '45823': 1, '45836': 1, '45859': 1, '45867': 1, '45888': 1, '45899': 1, '45900': 1, '45935': 1, '45938': 1, '45941': 1, '45968': 1, '46013': 1, '46018': 1, '46029': 1, '46111': 1, '46148': 1, '46185': 1, '46257': 1, '46331': 1, '46370': 1, '46375': 1, '46380': 1, '46399': 1, '46404': 1, '46407': 1, '46409': 1, '46454': 1, '46495': 1, '46498': 1, '46560': 1, '46566': 1, '46584': 1, '46593': 1, '46598': 1, '46624': 1, '46677': 1, '46730': 1, '46763': 1, '46780': 1, '46784': 1, '46804': 1, '46809': 1, '46842': 1, '46847': 1, '46902': 1, '46918': 1, '46982': 1, '46989': 1, '47209': 1, '47265': 1, '47333': 1, '47343': 1, '47355': 1, '47407': 1, '47462': 1, '47474': 1, '47480': 1, '47551': 1, '47569': 1, '47659': 1, '47660': 1, '47670': 1, '47713': 1, '47737': 1, '47738': 1, '47773': 1, '47813': 1, '47843': 1, '47853': 1, '47910': 1, '47933': 1, '47953': 1, '47976': 1, '47992': 1, '48030': 1, '48032': 1, '48073': 1, '48185': 1, '48218': 1, '48219': 1, '48221': 1, '48228': 1, '48268': 1, '48394': 1, '48467': 1, '48469': 1, '48471': 1, '48477': 1, '48510': 1, '48514': 1, '48568': 1, '48595': 1, '48629': 1, '48637': 1, '48706': 1}\n",
            "marketcrash -> {'46056': 1, '46396': 1}\n",
            "marketcrash2020 -> {'46396': 1}\n",
            "marketplac -> {'45111': 1, '45495': 1, '47676': 1, '47948': 1}\n",
            "markpoloncarz -> {'48206': 1}\n",
            "marri -> {'48438': 1}\n",
            "marshal -> {'46906': 1}\n",
            "mart -> {'45676': 1, '46870': 1, '48322': 1}\n",
            "martha -> {'45092': 1}\n",
            "martial -> {'45682': 1, '47900': 1}\n",
            "martinsmith02 -> {'45785': 1}\n",
            "marwilliamson -> {'45521': 1}\n",
            "maryland -> {'45186': 1, '46162': 1, '47019': 1, '48744': 1, '48745': 1}\n",
            "mask -> {'44960': 1, '44961': 1, '44964': 1, '44978': 1, '45008': 1, '45063': 1, '45073': 1, '45169': 1, '45195': 1, '45197': 1, '45237': 1, '45243': 1, '45265': 1, '45307': 1, '45308': 1, '45444': 1, '45470': 1, '45481': 1, '45504': 1, '45524': 1, '45586': 1, '45661': 1, '45739': 1, '45742': 1, '45753': 1, '45807': 1, '45866': 1, '45908': 1, '45926': 1, '45984': 1, '45987': 1, '46032': 1, '46041': 1, '46132': 1, '46134': 1, '46210': 1, '46224': 1, '46337': 1, '46338': 1, '46369': 1, '46412': 1, '46413': 1, '46486': 1, '46538': 1, '46650': 1, '46697': 1, '46721': 1, '46842': 1, '46901': 1, '46907': 1, '46917': 1, '46996': 1, '47007': 1, '47060': 1, '47109': 1, '47167': 1, '47168': 1, '47188': 1, '47309': 1, '47340': 1, '47341': 1, '47377': 1, '47391': 1, '47392': 1, '47434': 1, '47497': 1, '47588': 1, '47646': 1, '47653': 1, '47832': 1, '47838': 1, '47842': 1, '47970': 1, '48033': 1, '48235': 1, '48336': 1, '48357': 1, '48416': 1, '48467': 1, '48544': 1, '48598': 1, '48626': 1, '48637': 1, '48638': 1, '48665': 1, '48738': 1}\n",
            "maslow -> {'47818': 1}\n",
            "mass -> {'45180': 1, '45414': 1, '45482': 1, '45662': 1, '45756': 1, '45999': 1, '46002': 1, '46115': 1, '46120': 1, '46179': 1, '46180': 1, '46189': 1, '46291': 1, '46432': 1, '46590': 1, '46625': 1, '46638': 1, '46678': 1, '47330': 1, '47384': 1, '47446': 1, '47561': 1, '47625': 1, '47714': 1, '48452': 1, '48473': 1, '48498': 1, '48504': 1, '48600': 1, '48672': 1}\n",
            "massachusett -> {'46694': 1, '47922': 1}\n",
            "massgov -> {'48153': 1}\n",
            "massgovernor -> {'46693': 1, '46694': 1}\n",
            "masshysteria -> {'46002': 1, '46573': 1}\n",
            "massiv -> {'45619': 1, '45754': 1, '45870': 1, '46066': 1, '46369': 1, '46803': 1, '47032': 1, '47594': 1, '47595': 1, '47935': 1}\n",
            "master -> {'45264': 1, '48034': 1, '48205': 1}\n",
            "masteri -> {'44992': 1, '45873': 1, '46287': 1, '47211': 1}\n",
            "mastodont -> {'48255': 1}\n",
            "match -> {'44984': 1, '45574': 1, '45611': 1, '45941': 1, '47348': 1, '48079': 1, '48569': 1}\n",
            "mate -> {'47833': 1, '47908': 1}\n",
            "matelica -> {'47978': 1}\n",
            "materi -> {'45918': 1}\n",
            "matson -> {'47796': 1}\n",
            "matt -> {'47393': 1, '47871': 1, '48414': 1}\n",
            "matter -> {'45048': 1, '45092': 1, '45451': 1, '45454': 1, '45461': 1, '46231': 1, '46603': 1, '47046': 1, '47966': 1, '48013': 1, '48129': 1, '48229': 1, '48632': 1, '48701': 1}\n",
            "matthancock -> {'45333': 1, '45869': 1, '47946': 1, '48130': 1}\n",
            "matti -> {'48470': 1}\n",
            "max -> {'46423': 1, '46979': 1, '48685': 1}\n",
            "maxdeliveri -> {'44953': 1}\n",
            "maxi -> {'47091': 1}\n",
            "maxim -> {'45264': 1}\n",
            "maximum -> {'45175': 1}\n",
            "mayb -> {'44989': 1, '45080': 1, '45169': 1, '45217': 1, '45245': 1, '45254': 1, '45349': 1, '45366': 1, '45690': 1, '45747': 1, '45778': 1, '46069': 1, '46074': 1, '46123': 1, '46161': 1, '46193': 1, '46361': 1, '46493': 1, '46531': 1, '46778': 1, '46903': 1, '46944': 1, '46976': 1, '47061': 1, '47127': 1, '47154': 1, '47156': 1, '47191': 1, '47222': 1, '47241': 1, '47317': 1, '47458': 1, '47477': 1, '47504': 1, '47547': 1, '47561': 1, '47594': 1, '47638': 1, '47775': 1, '47828': 1, '48213': 1, '48313': 1, '48666': 1, '48734': 1}\n",
            "mayhem -> {'48261': 1, '48656': 1}\n",
            "mayo -> {'47099': 1}\n",
            "mayonnais -> {'47099': 1, '47982': 1}\n",
            "mayor -> {'46697': 1, '47784': 1, '48331': 1}\n",
            "mayorofla -> {'47245': 1}\n",
            "mayorschiev -> {'46827': 1}\n",
            "mbp -> {'47502': 1}\n",
            "mbuhari -> {'46593': 1}\n",
            "mcconnel -> {'46430': 1}\n",
            "mcgeadi -> {'48405': 1}\n",
            "mckinsei -> {'48629': 1}\n",
            "mcmillon -> {'46521': 1}\n",
            "mcrfoodbank -> {'45434': 1}\n",
            "mcrobbi -> {'46389': 1}\n",
            "mcspocki -> {'45264': 1}\n",
            "mcu -> {'48430': 1}\n",
            "md -> {'46918': 1}\n",
            "mdcounti -> {'48745': 1}\n",
            "mdpkg8qjsv -> {'47349': 1}\n",
            "mdtk1osfhm -> {'48523': 1}\n",
            "meal -> {'45062': 1, '45107': 1, '45465': 1, '45830': 1, '45895': 1, '46016': 1, '46089': 1, '46189': 1, '46252': 1, '46612': 1, '46622': 1, '46827': 1, '47016': 1, '47113': 1, '47431': 1, '47477': 1, '47681': 1, '47736': 1, '47849': 1, '47858': 1, '47866': 1, '47912': 1, '47979': 1, '48123': 1, '48229': 1, '48388': 1, '48444': 1, '48458': 1, '48699': 1}\n",
            "mealsonwheel -> {'47881': 1}\n",
            "mean -> {'44981': 1, '44986': 1, '45042': 1, '45044': 1, '45148': 1, '45231': 1, '45438': 1, '45712': 1, '45756': 1, '46005': 1, '46185': 1, '46309': 1, '46327': 1, '46359': 1, '46431': 1, '46455': 1, '46475': 1, '46568': 1, '46732': 1, '46763': 1, '46936': 1, '47051': 1, '47107': 1, '47180': 1, '47208': 1, '47255': 1, '47276': 1, '47344': 1, '47394': 1, '47451': 1, '47510': 1, '47721': 1, '47781': 1, '47844': 1, '47860': 1, '47887': 1, '47912': 1, '47957': 1, '47979': 1, '48017': 1, '48097': 1, '48361': 1, '48417': 1, '48420': 1, '48488': 1, '48613': 1}\n",
            "meaning -> {'46261': 1, '46518': 1}\n",
            "meant -> {'45172': 1, '45220': 1}\n",
            "meantim -> {'47381': 1}\n",
            "mearyd2usx -> {'45514': 1}\n",
            "measur -> {'44969': 1, '45130': 1, '45172': 1, '45244': 1, '45308': 1, '45487': 1, '45571': 1, '45576': 1, '45651': 1, '45700': 1, '45977': 1, '46891': 1, '47028': 1, '47044': 1, '47169': 1, '47272': 1, '47496': 1, '47714': 1, '48393': 1, '48447': 1, '48667': 1, '48696': 1, '48729': 1}\n",
            "meat -> {'45080': 1, '45241': 1, '45361': 1, '45510': 1, '45951': 1, '46082': 1, '46083': 1, '46317': 1, '46426': 1, '46471': 1, '46624': 1, '46660': 1, '46689': 1, '46920': 1, '47026': 1, '47103': 1, '47143': 1, '47252': 1, '47280': 1, '47383': 1, '47432': 1, '47450': 1, '47477': 1, '47481': 1, '47526': 1, '47597': 1, '47679': 1, '47832': 1, '47852': 1, '47945': 1, '48086': 1}\n",
            "meatless -> {'46016': 1}\n",
            "mechan -> {'48105': 1}\n",
            "med -> {'45079': 1, '45109': 1, '45148': 1, '45185': 1, '45289': 1, '45405': 1, '45694': 1, '45787': 1, '45788': 1, '45861': 1, '46134': 1, '46517': 1, '46815': 1, '47874': 1, '48099': 1, '48175': 1, '48471': 1}\n",
            "medal -> {'48268': 1, '48507': 1}\n",
            "media -> {'44988': 1, '45060': 1, '45198': 1, '45431': 1, '45689': 1, '45706': 1, '45712': 1, '45999': 1, '46040': 1, '46173': 1, '46180': 1, '46191': 1, '46193': 1, '46262': 1, '46275': 1, '46375': 1, '46449': 1, '46617': 1, '46664': 1, '46903': 1, '47180': 1, '47191': 1, '47246': 1, '47327': 1, '47407': 1, '47518': 1, '47519': 1, '47620': 1, '47672': 1, '47676': 1, '47695': 1, '47742': 1, '47756': 1, '47945': 1, '47951': 1, '48007': 1, '48079': 1, '48167': 1, '48221': 1, '48268': 1, '48294': 1, '48335': 1, '48575': 1}\n",
            "medic -> {'44956': 1, '45043': 1, '45059': 1, '45104': 1, '45226': 1, '45230': 1, '45281': 1, '45286': 1, '45300': 1, '45527': 1, '45538': 1, '45579': 1, '45582': 1, '45618': 1, '45783': 1, '45785': 1, '45787': 1, '45788': 1, '46150': 1, '46268': 1, '46289': 1, '46553': 1, '46568': 1, '46748': 1, '46795': 1, '46802': 1, '46901': 1, '46978': 1, '47037': 1, '47149': 1, '47167': 1, '47236': 1, '47247': 1, '47285': 1, '47340': 1, '47357': 1, '47384': 1, '47577': 1, '47844': 1, '48041': 1, '48338': 1, '48341': 1, '48344': 1, '48545': 1, '48609': 1, '48738': 1}\n",
            "medicaid -> {'45258': 1, '45536': 1, '45919': 1, '45955': 1, '46031': 1, '46268': 1, '46424': 1, '46574': 1, '46620': 1, '47062': 1, '47064': 1, '47291': 1, '47584': 1, '48694': 1}\n",
            "medicare4al -> {'46111': 1, '46909': 1}\n",
            "medicin -> {'45018': 1, '45063': 1, '45151': 1, '45195': 1, '45199': 1, '45269': 1, '45293': 1, '45552': 1, '45727': 1, '45805': 1, '45918': 1, '46147': 1, '46244': 1, '46394': 1, '46729': 1, '47149': 1, '47151': 1, '47209': 1, '47653': 1, '47686': 1, '47778': 1, '47872': 1, '48027': 1, '48055': 1, '48106': 1, '48163': 1, '48221': 1, '48312': 1, '48352': 1, '48469': 1, '48541': 1, '48544': 1}\n",
            "medico -> {'47309': 1}\n",
            "medium -> {'45801': 1, '48292': 1}\n",
            "medstud -> {'45266': 1}\n",
            "meet -> {'44998': 1, '45126': 1, '45158': 1, '45438': 1, '45801': 1, '45815': 1, '46006': 1, '46097': 1, '46277': 1, '46679': 1, '46724': 1, '46932': 1, '47116': 1, '47127': 1, '47335': 1, '47471': 1, '47528': 1, '47796': 1, '47992': 1, '48139': 1, '48203': 1, '48305': 1, '48389': 1, '48473': 1, '48498': 1, '48632': 1, '48656': 1}\n",
            "meetup -> {'45200': 1, '46343': 1}\n",
            "megachurch -> {'47518': 1}\n",
            "meijer -> {'46071': 1, '47280': 1}\n",
            "meism -> {'46799': 1}\n",
            "melanin -> {'44978': 1}\n",
            "melissagira -> {'48145': 1}\n",
            "melon -> {'47321': 1}\n",
            "meltdown -> {'45259': 1}\n",
            "melvil -> {'47105': 1}\n",
            "member -> {'45026': 1, '45059': 1, '45236': 1, '45625': 1, '46910': 1, '47223': 1, '47889': 1, '47914': 1, '47944': 1, '47954': 1, '48041': 1, '48401': 1, '48667': 1, '48681': 1, '48750': 1}\n",
            "membership -> {'47215': 1}\n",
            "meme -> {'48071': 1}\n",
            "memesdaili -> {'48208': 1}\n",
            "memo -> {'46524': 1, '48307': 1}\n",
            "memor -> {'46463': 1}\n",
            "memori -> {'44988': 1, '46982': 1}\n",
            "men -> {'45700': 1, '46417': 1, '46486': 1, '47442': 1, '47554': 1, '48095': 1, '48168': 1}\n",
            "menard -> {'46464': 1}\n",
            "mend -> {'48003': 1}\n",
            "mental -> {'45021': 1, '45292': 1, '46478': 1, '47123': 1, '48005': 1, '48245': 1}\n",
            "mentalhealth -> {'46264': 1}\n",
            "mention -> {'46414': 1, '46823': 1, '47001': 1, '47407': 1, '48316': 1, '48383': 1, '48469': 1}\n",
            "menu -> {'45572': 1, '45793': 1}\n",
            "meqb9fxel -> {'46150': 1}\n",
            "mer -> {'47953': 1}\n",
            "mercadona -> {'48447': 1}\n",
            "merch -> {'46826': 1, '47732': 1}\n",
            "merchandis -> {'45067': 1}\n",
            "merchantaccount -> {'48648': 1}\n",
            "merchantservic -> {'48648': 1}\n",
            "mere -> {'46638': 1}\n",
            "merfbta4lx -> {'48569': 1}\n",
            "merg -> {'47356': 1, '48706': 1}\n",
            "merit -> {'48217': 1}\n",
            "mess -> {'46156': 1, '46319': 1, '46554': 1, '46814': 1, '47402': 1, '47576': 1, '47878': 1, '48340': 1}\n",
            "messag -> {'45070': 1, '45238': 1, '45303': 1, '45802': 1, '45824': 1, '46183': 1, '46360': 1, '46389': 1, '46550': 1, '46664': 1, '46681': 1, '46935': 1, '47253': 1, '47469': 1, '47823': 1, '48031': 1, '48207': 1, '48214': 1, '48441': 1, '48550': 1, '48569': 1, '48735': 1}\n",
            "met -> {'45026': 1, '45808': 1, '48185': 1}\n",
            "metal -> {'44972': 1, '45359': 1, '45617': 1, '46348': 1}\n",
            "metaphor -> {'46196': 1}\n",
            "meteor -> {'45278': 1}\n",
            "meter -> {'45244': 1, '45470': 1, '45507': 1, '45855': 1, '46399': 1, '47333': 1, '47813': 1, '47993': 1, '48730': 1}\n",
            "method -> {'46572': 1, '48365': 1, '48695': 1, '48699': 1}\n",
            "metr -> {'45334': 1, '47674': 1}\n",
            "metric -> {'45135': 1, '45162': 1, '45190': 1}\n",
            "metro -> {'45069': 1, '45414': 1, '45526': 1, '45772': 1, '45810': 1, '45884': 1, '46032': 1, '46623': 1, '46967': 1, '47374': 1, '47462': 1, '48538': 1}\n",
            "metromanilacovid -> {'45104': 1}\n",
            "metropol -> {'45327': 1}\n",
            "mexican -> {'47613': 1, '48353': 1}\n",
            "mexico -> {'48186': 1, '48685': 1}\n",
            "meyer -> {'44954': 1, '47895': 1}\n",
            "mf -> {'47539': 1, '47574': 1}\n",
            "mf5ph3luyr -> {'46535': 1}\n",
            "mga -> {'45768': 1, '45912': 1, '47080': 1}\n",
            "mgc66jbfck -> {'45897': 1}\n",
            "mgr -> {'45279': 1}\n",
            "mi -> {'46517': 1, '47997': 1}\n",
            "mi8pgpqu0b -> {'47385': 1}\n",
            "miami -> {'46768': 1}\n",
            "mice -> {'47710': 1}\n",
            "michael -> {'45127': 1, '45561': 1}\n",
            "michaelrosen27 -> {'45089': 1}\n",
            "michaeltalbotuk -> {'47325': 1}\n",
            "micheleneggen -> {'48002': 1}\n",
            "michigan -> {'46071': 1, '46311': 1, '46723': 1, '47632': 1, '47904': 1}\n",
            "micro -> {'45914': 1}\n",
            "microbusi -> {'45227': 1}\n",
            "mid -> {'46192': 1, '46761': 1, '47348': 1, '47739': 1}\n",
            "middl -> {'45561': 1, '45649': 1, '45886': 1, '46377': 1, '46705': 1, '47091': 1, '47377': 1, '47682': 1}\n",
            "midnight -> {'48090': 1, '48209': 1}\n",
            "mientra -> {'47159': 1}\n",
            "migrat -> {'45002': 1}\n",
            "migro -> {'45084': 1}\n",
            "mike -> {'46228': 1}\n",
            "mikeandersonsr -> {'45179': 1}\n",
            "milan -> {'45244': 1, '46000': 1, '46892': 1}\n",
            "milano -> {'45283': 1, '45470': 1, '46698': 1}\n",
            "mild -> {'46212': 1, '47320': 1, '48352': 1}\n",
            "mildmai -> {'46176': 1}\n",
            "mile -> {'45583': 1, '48018': 1, '48216': 1, '48455': 1}\n",
            "militari -> {'45465': 1, '45609': 1, '48041': 1}\n",
            "milk -> {'44957': 1, '45220': 1, '45374': 1, '45390': 1, '45539': 1, '45598': 1, '45624': 1, '45678': 1, '45720': 1, '45783': 1, '46103': 1, '46304': 1, '46358': 1, '46398': 1, '46477': 1, '46510': 1, '46589': 1, '46721': 1, '47141': 1, '47143': 1, '47272': 1, '47321': 1, '47423': 1, '47487': 1, '47571': 1, '47597': 1, '47691': 1, '47827': 1, '47959': 1, '48349': 1, '48440': 1, '48471': 1, '48652': 1, '48737': 1}\n",
            "mill -> {'47381': 1}\n",
            "milleni -> {'45530': 1, '45607': 1}\n",
            "millenni -> {'45858': 1, '45994': 1, '46805': 1, '47468': 1}\n",
            "million -> {'45385': 1, '45648': 1, '45813': 1, '45926': 1, '46473': 1, '46807': 1, '46976': 1, '47186': 1, '47570': 1, '47871': 1, '47990': 1, '48062': 1, '48630': 1}\n",
            "milwauke -> {'48402': 1}\n",
            "mimi -> {'47063': 1}\n",
            "min -> {'45161': 1, '45917': 1, '46689': 1, '48075': 1}\n",
            "mind -> {'44974': 1, '45021': 1, '45334': 1, '45376': 1, '45385': 1, '45718': 1, '45868': 1, '45952': 1, '46022': 1, '46046': 1, '46388': 1, '46510': 1, '46658': 1, '46820': 1, '47007': 1, '47056': 1, '47123': 1, '47176': 1, '47213': 1, '47450': 1, '47455': 1, '47628': 1, '47739': 1, '47740': 1, '47793': 1, '47860': 1, '47987': 1, '48088': 1, '48090': 1, '48700': 1, '48732': 1}\n",
            "mindlessli -> {'45128': 1}\n",
            "mindset -> {'45764': 1, '48625': 1}\n",
            "mine -> {'45279': 1, '45876': 1, '47535': 1}\n",
            "mini -> {'46266': 1, '47318': 1, '47819': 1, '47843': 1}\n",
            "minim -> {'45711': 1, '46338': 1, '46441': 1, '46640': 1, '46698': 1, '47823': 1, '48506': 1}\n",
            "minimis -> {'45799': 1, '47313': 1}\n",
            "minimum -> {'46488': 1, '46554': 1, '47323': 1, '48614': 1}\n",
            "minist -> {'47221': 1, '47234': 1, '47798': 1, '48383': 1}\n",
            "ministri -> {'45156': 1, '45358': 1, '45984': 1, '46006': 1, '46457': 1, '46952': 1, '47221': 1, '47764': 1}\n",
            "minkkinensimo -> {'47581': 1}\n",
            "minni -> {'48550': 1, '48596': 1}\n",
            "minor -> {'46257': 1, '47204': 1}\n",
            "minpr -> {'47028': 1}\n",
            "mint -> {'45197': 1}\n",
            "mintel -> {'48605': 1}\n",
            "minuscul -> {'47852': 1}\n",
            "minut -> {'45184': 1, '45609': 1, '45778': 1, '46072': 1, '46180': 1, '46200': 1, '46246': 1, '47665': 1, '48032': 1, '48128': 1, '48357': 1, '48377': 1}\n",
            "minvw -> {'47028': 1}\n",
            "mipjlh8vyi -> {'48141': 1}\n",
            "mir4p5crzf -> {'47926': 1}\n",
            "miracl -> {'45992': 1}\n",
            "misbrand -> {'47640': 1}\n",
            "miscellan -> {'46730': 1, '46800': 1}\n",
            "mish -> {'46666': 1}\n",
            "misinform -> {'45358': 1, '45388': 1, '46678': 1, '47000': 1, '47055': 1, '47231': 1, '47467': 1, '47507': 1, '48427': 1}\n",
            "mislead -> {'45274': 1}\n",
            "misrepresent -> {'45274': 1, '45275': 1}\n",
            "miss -> {'45889': 1, '45923': 1, '46380': 1, '46559': 1, '46584': 1, '47232': 1, '47422': 1, '47603': 1, '47863': 1, '47912': 1, '48079': 1, '48123': 1, '48126': 1, '48206': 1, '48307': 1, '48446': 1, '48453': 1}\n",
            "misshellca -> {'48148': 1}\n",
            "mission -> {'45118': 1, '45627': 1, '48394': 1}\n",
            "mississauga -> {'45263': 1, '45357': 1}\n",
            "missouri -> {'45055': 1}\n",
            "misssashamorton -> {'47726': 1}\n",
            "mistak -> {'47483': 1}\n",
            "mister -> {'47665': 1}\n",
            "misunderstand -> {'47955': 1}\n",
            "misus -> {'48458': 1}\n",
            "mitarbeit -> {'48726': 1}\n",
            "mitch -> {'46430': 1}\n",
            "mitig -> {'47215': 1, '48710': 1}\n",
            "mix -> {'45932': 1, '46223': 1, '46360': 1, '46630': 1, '46686': 1, '47998': 1}\n",
            "mjf7s1sq0h -> {'48700': 1}\n",
            "mjwfccxopq -> {'46524': 1}\n",
            "mjxhnxufa7 -> {'48667': 1}\n",
            "mkendal -> {'47499': 1}\n",
            "mkqtlavqtb -> {'45397': 1}\n",
            "mkt -> {'46366': 1, '46742': 1}\n",
            "mkyt22gjll -> {'47447': 1}\n",
            "mlk -> {'48432': 1}\n",
            "mln -> {'48397': 1}\n",
            "mma -> {'48016': 1}\n",
            "mmg -> {'44975': 1}\n",
            "mmmbread -> {'47546': 1}\n",
            "mmt -> {'44986': 1}\n",
            "mn -> {'46798': 1, '48585': 1}\n",
            "mnei -> {'45033': 1}\n",
            "mnleg -> {'48585': 1}\n",
            "mnpa5zcvcx -> {'45426': 1}\n",
            "mo -> {'45033': 1, '45631': 1, '46599': 1, '47829': 1, '48311': 1, '48694': 1}\n",
            "moan -> {'46234': 1, '47711': 1}\n",
            "mob -> {'45196': 1, '46120': 1, '46251': 1, '47323': 1}\n",
            "mobil -> {'45277': 1, '45296': 1, '45645': 1, '46019': 1, '47132': 1, '47458': 1}\n",
            "moca -> {'44968': 1, '47224': 1}\n",
            "mock -> {'45873': 1, '48392': 1}\n",
            "moco -> {'45186': 1}\n",
            "mode -> {'45117': 1, '45551': 1, '45916': 1, '45925': 1, '46429': 1, '46481': 1, '46636': 1, '47606': 1}\n",
            "model -> {'47622': 1}\n",
            "modern -> {'45335': 1, '46061': 1}\n",
            "modest -> {'46936': 1}\n",
            "modi -> {'48231': 1}\n",
            "modifi -> {'45532': 1}\n",
            "modiji -> {'47153': 1}\n",
            "modrnhealthcr -> {'45515': 1}\n",
            "moedmv -> {'47334': 1}\n",
            "mofo -> {'48456': 1}\n",
            "mofucka -> {'46570': 1}\n",
            "mogelonski -> {'48605': 1}\n",
            "moh -> {'46020': 1}\n",
            "mohf -> {'45318': 1}\n",
            "mohfw -> {'45867': 1, '46917': 1, '47309': 1, '47646': 1, '48147': 1}\n",
            "moiraewesfulon -> {'47726': 1}\n",
            "moisturis -> {'46592': 1}\n",
            "moldi -> {'45237': 1}\n",
            "moldova -> {'47853': 1}\n",
            "mom -> {'45194': 1, '45516': 1, '45563': 1, '45580': 1, '45596': 1, '45670': 1, '45708': 1, '45727': 1, '45786': 1, '45809': 1, '45960': 1, '46304': 1, '46378': 1, '46588': 1, '47057': 1, '47805': 1, '47832': 1, '47985': 1, '48546': 1}\n",
            "moment -> {'45115': 1, '45686': 1, '45893': 1, '45968': 1, '46081': 1, '46117': 1, '46438': 1, '46823': 1, '46890': 1, '46892': 1, '46931': 1, '46948': 1, '47334': 1, '47705': 1, '47806': 1, '47836': 1, '47841': 1, '47955': 1, '48308': 1, '48331': 1, '48536': 1}\n",
            "momentum -> {'46327': 1}\n",
            "mommi -> {'45443': 1, '46545': 1}\n",
            "mon -> {'45825': 1, '48320': 1, '48673': 1}\n",
            "moncton -> {'45407': 1}\n",
            "mondai -> {'44995': 1, '45518': 1, '45818': 1, '45949': 1, '46350': 1, '46352': 1, '46389': 1, '46852': 1, '47898': 1, '48014': 1, '48370': 1, '48400': 1, '48520': 1, '48588': 1, '48620': 1}\n",
            "mondaythought -> {'48406': 1}\n",
            "mondayvib -> {'48406': 1}\n",
            "monei -> {'44975': 1, '45013': 1, '45197': 1, '45226': 1, '45231': 1, '45291': 1, '45311': 1, '45367': 1, '45424': 1, '45530': 1, '45547': 1, '45553': 1, '45600': 1, '45645': 1, '45730': 1, '45757': 1, '45765': 1, '45821': 1, '45860': 1, '45890': 1, '46133': 1, '46171': 1, '46261': 1, '46285': 1, '46320': 1, '46342': 1, '46369': 1, '46450': 1, '46630': 1, '46670': 1, '46730': 1, '46771': 1, '46797': 1, '46830': 1, '46938': 1, '46996': 1, '47006': 1, '47085': 1, '47106': 1, '47114': 1, '47259': 1, '47284': 1, '47295': 1, '47360': 1, '47370': 1, '47493': 1, '47527': 1, '47565': 1, '47651': 1, '47737': 1, '47784': 1, '47842': 1, '47965': 1, '48025': 1, '48051': 1, '48161': 1, '48169': 1, '48193': 1, '48194': 1, '48195': 1, '48258': 1, '48276': 1, '48286': 1, '48521': 1, '48562': 1, '48708': 1}\n",
            "monero -> {'47693': 1}\n",
            "monetari -> {'45764': 1, '46771': 1}\n",
            "monetarili -> {'47354': 1}\n",
            "moneycaa -> {'48702': 1}\n",
            "monger -> {'47742': 1}\n",
            "monica -> {'46057': 1, '47404': 1}\n",
            "monicamoralestv -> {'48099': 1}\n",
            "monitor -> {'45108': 1, '45224': 1, '45801': 1, '46535': 1, '46819': 1, '48610': 1, '48750': 1}\n",
            "monkei -> {'47541': 1}\n",
            "monopoli -> {'45411': 1, '45590': 1, '47209': 1}\n",
            "monstrou -> {'45163': 1}\n",
            "montgomeri -> {'45345': 1}\n",
            "montgomerycounti -> {'45186': 1, '47365': 1}\n",
            "month -> {'44971': 1, '44978': 1, '45083': 1, '45088': 1, '45106': 1, '45135': 1, '45138': 1, '45269': 1, '45279': 1, '45303': 1, '45379': 1, '45449': 1, '45524': 1, '45540': 1, '45543': 1, '45682': 1, '45712': 1, '45737': 1, '45778': 1, '45780': 1, '45783': 1, '45833': 1, '45843': 1, '45861': 1, '45867': 1, '45917': 1, '45919': 1, '45955': 1, '46027': 1, '46031': 1, '46067': 1, '46125': 1, '46133': 1, '46139': 1, '46187': 1, '46211': 1, '46247': 1, '46268': 1, '46325': 1, '46362': 1, '46424': 1, '46439': 1, '46473': 1, '46495': 1, '46505': 1, '46538': 1, '46566': 1, '46574': 1, '46583': 1, '46595': 1, '46596': 1, '46613': 1, '46623': 1, '46650': 1, '46709': 1, '46764': 1, '46807': 1, '46840': 1, '46901': 1, '46931': 1, '46954': 1, '46967': 1, '47025': 1, '47037': 1, '47062': 1, '47064': 1, '47065': 1, '47084': 1, '47100': 1, '47107': 1, '47134': 1, '47175': 1, '47200': 1, '47259': 1, '47291': 1, '47338': 1, '47439': 1, '47464': 1, '47500': 1, '47556': 1, '47576': 1, '47584': 1, '47681': 1, '47684': 1, '47703': 1, '47706': 1, '47722': 1, '47803': 1, '47914': 1, '48027': 1, '48045': 1, '48090': 1, '48129': 1, '48133': 1, '48157': 1, '48259': 1, '48295': 1, '48342': 1, '48358': 1, '48376': 1, '48482': 1, '48617': 1, '48692': 1}\n",
            "monthli -> {'45730': 1, '47174': 1, '48591': 1}\n",
            "montreal -> {'45432': 1, '45457': 1, '46329': 1, '46849': 1, '47076': 1, '47588': 1}\n",
            "mood -> {'45355': 1, '45659': 1}\n",
            "moojevcat -> {'48686': 1}\n",
            "moojevon -> {'48686': 1}\n",
            "moon -> {'46061': 1, '46483': 1, '47503': 1}\n",
            "moor -> {'45721': 1, '45757': 1}\n",
            "moph -> {'46064': 1}\n",
            "moral -> {'48023': 1, '48399': 1}\n",
            "moratorium -> {'46489': 1}\n",
            "morawieckim -> {'45898': 1}\n",
            "morbid -> {'47228': 1}\n",
            "moreno -> {'45468': 1}\n",
            "morepastalesspud -> {'45485': 1}\n",
            "moresouplessstuf -> {'45485': 1}\n",
            "morethanmysl -> {'45264': 1}\n",
            "morn -> {'45002': 1, '45245': 1, '45262': 1, '45355': 1, '45515': 1, '45516': 1, '45535': 1, '45587': 1, '46022': 1, '46068': 1, '46127': 1, '46227': 1, '46284': 1, '46328': 1, '46548': 1, '46605': 1, '46643': 1, '46681': 1, '46727': 1, '46751': 1, '46770': 1, '46822': 1, '46854': 1, '46888': 1, '46920': 1, '47123': 1, '47141': 1, '47161': 1, '47206': 1, '47263': 1, '47411': 1, '47509': 1, '47536': 1, '47571': 1, '47683': 1, '47716': 1, '48111': 1, '48231': 1, '48434': 1}\n",
            "morningjo -> {'46803': 1}\n",
            "moro -> {'45336': 1}\n",
            "moron -> {'45237': 1, '45672': 1, '46432': 1, '47129': 1}\n",
            "morph -> {'47885': 1}\n",
            "morphin -> {'48244': 1}\n",
            "morril -> {'48540': 1}\n",
            "morrison -> {'45609': 1, '46565': 1, '47398': 1, '47472': 1, '47783': 1, '47920': 1, '48082': 1}\n",
            "mortal -> {'45199': 1, '47741': 1}\n",
            "mortar -> {'45994': 1, '46615': 1, '48477': 1, '48569': 1, '48648': 1}\n",
            "mortgag -> {'45770': 1, '46598': 1, '47686': 1, '48617': 1, '48702': 1}\n",
            "mosqu -> {'48691': 1}\n",
            "mother -> {'45363': 1, '46894': 1, '47139': 1, '47487': 1, '48023': 1, '48410': 1}\n",
            "motiv -> {'46455': 1, '48625': 1}\n",
            "motor -> {'45297': 1}\n",
            "motorcycl -> {'46339': 1}\n",
            "motorist -> {'45476': 1}\n",
            "mottekonmonei -> {'48703': 1}\n",
            "mount -> {'45997': 1}\n",
            "mountain -> {'46486': 1}\n",
            "mountaindew -> {'46247': 1}\n",
            "mous -> {'46597': 1}\n",
            "mouth -> {'46438': 1, '47563': 1, '48016': 1}\n",
            "move -> {'45064': 1, '45121': 1, '45218': 1, '45848': 1, '46118': 1, '46418': 1, '46488': 1, '46618': 1, '47023': 1, '47040': 1, '47153': 1, '47224': 1, '47307': 1, '47474': 1, '47602': 1, '47963': 1, '47973': 1, '48007': 1, '48142': 1, '48153': 1, '48416': 1, '48551': 1, '48569': 1, '48585': 1, '48647': 1}\n",
            "movement -> {'46161': 1, '46640': 1, '47458': 1, '48069': 1, '48344': 1, '48692': 1}\n",
            "movi -> {'45635': 1, '45723': 1, '45882': 1, '46133': 1, '46152': 1, '46272': 1, '46428': 1, '46840': 1, '46872': 1, '46907': 1, '47145': 1, '47163': 1, '47664': 1, '47747': 1, '48603': 1}\n",
            "movingarijobena -> {'47086': 1}\n",
            "mp -> {'45273': 1, '45274': 1, '47871': 1}\n",
            "mpsxbzi5si -> {'48021': 1}\n",
            "mpxh6kdkmt -> {'47658': 1}\n",
            "mpxjcpcjtg -> {'45654': 1}\n",
            "mpyl7ch1ai -> {'47337': 1}\n",
            "mr -> {'47876': 1, '48136': 1}\n",
            "mrbeastyt -> {'47357': 1}\n",
            "mrbox -> {'45044': 1}\n",
            "mre -> {'45465': 1}\n",
            "mrjyny3jhr -> {'45983': 1}\n",
            "mrni8tvbh -> {'46296': 1}\n",
            "ms -> {'45931': 1, '47201': 1, '47774': 1}\n",
            "mshtypxxqr -> {'47234': 1}\n",
            "msm -> {'44985': 1, '45187': 1, '45952': 1, '47900': 1, '48184': 1}\n",
            "msnbc -> {'45229': 1, '45629': 1, '46580': 1, '47004': 1, '47411': 1, '48149': 1}\n",
            "mstthcheu9 -> {'47696': 1}\n",
            "msufm8zjih -> {'47083': 1}\n",
            "mt -> {'47808': 1}\n",
            "mtdbw04ooo -> {'46453': 1}\n",
            "mth -> {'45026': 1, '48055': 1}\n",
            "mtmkidydnn -> {'45072': 1}\n",
            "mto0xvgurq -> {'46509': 1}\n",
            "mty -> {'48539': 1}\n",
            "mua1giqtvx -> {'47043': 1}\n",
            "mudah -> {'48749': 1}\n",
            "mufc -> {'48019': 1}\n",
            "mug -> {'46173': 1, '46361': 1}\n",
            "mugeyyd8jz -> {'46337': 1}\n",
            "mugshot -> {'47389': 1}\n",
            "muhyiddin -> {'48691': 1}\n",
            "muhyiddinyassin -> {'48627': 1}\n",
            "mulan -> {'48430': 1}\n",
            "multin -> {'45166': 1, '47976': 1}\n",
            "multipl -> {'45214': 1, '45506': 1, '46357': 1, '46595': 1, '47509': 1, '47540': 1, '48292': 1, '48377': 1}\n",
            "mum -> {'45665': 1, '46167': 1, '47225': 1}\n",
            "mumbai -> {'45884': 1, '47952': 1}\n",
            "muna -> {'47080': 1}\n",
            "munchi -> {'48160': 1}\n",
            "municip -> {'45506': 1}\n",
            "murder -> {'47463': 1}\n",
            "muscl -> {'46054': 1}\n",
            "museum -> {'45507': 1, '48441': 1}\n",
            "mushroom -> {'47295': 1}\n",
            "music -> {'46483': 1, '46795': 1, '47396': 1, '47471': 1}\n",
            "muslim -> {'45628': 1, '46355': 1, '48738': 1, '48740': 1}\n",
            "muslimshow -> {'45748': 1}\n",
            "mutter -> {'46652': 1}\n",
            "mutton -> {'45159': 1, '46664': 1}\n",
            "mutual -> {'46646': 1, '47227': 1}\n",
            "mutualaid -> {'45386': 1}\n",
            "mvp -> {'45687': 1, '47292': 1}\n",
            "mw160voe0c -> {'46989': 1}\n",
            "mw71rzc6z1 -> {'45062': 1}\n",
            "mwanainchi -> {'48638': 1}\n",
            "mx -> {'46729': 1}\n",
            "mx1awl8f28 -> {'46622': 1}\n",
            "my4daughterssu -> {'45563': 1}\n",
            "myk1rp1mbr -> {'46182': 1}\n",
            "mysteri -> {'45050': 1}\n",
            "mytdpdomei -> {'44980': 1}\n",
            "myth -> {'47011': 1, '48546': 1}\n",
            "n0sosjulvf -> {'46219': 1}\n",
            "n1acvlgla3 -> {'45346': 1}\n",
            "n1vteawqfh -> {'48087': 1}\n",
            "n4nrnv2ap3 -> {'45108': 1}\n",
            "n5ispoihef -> {'45186': 1}\n",
            "n60uugta0m -> {'46706': 1}\n",
            "n65xlawitj -> {'48206': 1}\n",
            "n95 -> {'44960': 1, '45661': 1, '45984': 1, '46337': 1, '46412': 1, '46413': 1}\n",
            "n95mask -> {'46337': 1, '46412': 1, '46413': 1, '47838': 1}\n",
            "n9hpx2um7f -> {'45347': 1}\n",
            "n9mhogrm8n -> {'48320': 1}\n",
            "na -> {'45298': 1, '45930': 1, '45960': 1, '46218': 1, '47559': 1}\n",
            "naanawa -> {'46865': 1}\n",
            "nabisco -> {'47525': 1}\n",
            "nada -> {'45502': 1}\n",
            "nadeemmalik -> {'48738': 1}\n",
            "naf75aoeca -> {'46120': 1}\n",
            "nag -> {'45912': 1, '48062': 1}\n",
            "nagbabantang -> {'45768': 1}\n",
            "nah -> {'45471': 1, '47240': 1}\n",
            "nahi -> {'48612': 1}\n",
            "nail -> {'45809': 1, '47673': 1}\n",
            "naira -> {'46138': 1}\n",
            "naiv -> {'45726': 1}\n",
            "naivasha -> {'45343': 1}\n",
            "naivsdo3mj -> {'48522': 1}\n",
            "najwakaram -> {'46269': 1}\n",
            "nakita -> {'45268': 1}\n",
            "namast -> {'46790': 1}\n",
            "name -> {'46428': 1, '46490': 1, '46532': 1, '46550': 1, '46617': 1, '46738': 1, '46767': 1, '46891': 1, '46924': 1, '48604': 1}\n",
            "namedafteraliteb -> {'45646': 1}\n",
            "nan -> {'48253': 1}\n",
            "nanci -> {'46430': 1}\n",
            "nand -> {'46982': 1}\n",
            "nanoparticl -> {'44991': 1}\n",
            "napkin -> {'46689': 1, '48154': 1}\n",
            "napl -> {'45060': 1}\n",
            "nappi -> {'45557': 1, '47691': 1, '47725': 1}\n",
            "narendramodi -> {'45867': 1, '46771': 1, '46842': 1, '46844': 1, '47231': 1, '47578': 1}\n",
            "narrat -> {'45735': 1}\n",
            "nasdaq -> {'48609': 1, '48712': 1}\n",
            "nase -> {'48726': 1}\n",
            "nashvil -> {'46440': 1}\n",
            "nashvillestrong -> {'46440': 1}\n",
            "nasrbiqgcv -> {'48247': 1}\n",
            "nasti -> {'47130': 1}\n",
            "natashakhanhk -> {'46982': 1}\n",
            "natgvoo7sq -> {'48570': 1}\n",
            "nathan -> {'46600': 1}\n",
            "natin -> {'48062': 1}\n",
            "nation -> {'45043': 1, '45083': 1, '45084': 1, '45252': 1, '45358': 1, '45672': 1, '45777': 1, '46022': 1, '46130': 1, '46144': 1, '46230': 1, '46290': 1, '46475': 1, '46568': 1, '46593': 1, '46780': 1, '46803': 1, '47249': 1, '47315': 1, '47778': 1, '47917': 1, '47975': 1, '47994': 1, '48024': 1, '48312': 1, '48332': 1, '48377': 1, '48491': 1, '48501': 1, '48533': 1, '48688': 1, '48701': 1, '48743': 1}\n",
            "nationalemerg -> {'45948': 1, '46023': 1, '46144': 1, '47181': 1, '47277': 1, '47352': 1, '47412': 1, '47419': 1, '47612': 1, '47613': 1, '47614': 1, '47615': 1}\n",
            "nationwid -> {'45734': 1, '46528': 1, '47043': 1, '47413': 1, '47484': 1, '47900': 1, '48452': 1, '48554': 1, '48610': 1, '48632': 1}\n",
            "nativ -> {'47708': 1}\n",
            "natoma -> {'48073': 1}\n",
            "natraj -> {'47309': 1}\n",
            "nattythescotok -> {'47317': 1}\n",
            "natur -> {'45177': 1, '45789': 1, '45961': 1, '46168': 1, '46426': 1, '46783': 1, '46922': 1, '48352': 1, '48475': 1, '48597': 1}\n",
            "naturalproduct -> {'46706': 1}\n",
            "naturopath -> {'45068': 1}\n",
            "nauzubillahiminzalik -> {'47793': 1}\n",
            "navig -> {'44997': 1, '45468': 1, '45615': 1, '46059': 1, '48330': 1, '48477': 1, '48678': 1}\n",
            "nay -> {'48357': 1}\n",
            "nb -> {'45407': 1}\n",
            "nba -> {'45502': 1, '45676': 1, '45684': 1, '45694': 1, '45911': 1, '46915': 1}\n",
            "nbapadvic -> {'47335': 1}\n",
            "nbc4i -> {'46541': 1}\n",
            "nbcnew -> {'48149': 1, '48221': 1, '48714': 1}\n",
            "nbcnewsbett -> {'45416': 1}\n",
            "nbcphiladelphia -> {'48748': 1}\n",
            "nbd -> {'45337': 1}\n",
            "nbxdif0hjr -> {'47459': 1}\n",
            "nc -> {'47808': 1, '48246': 1}\n",
            "ncaa -> {'45455': 1, '45694': 1}\n",
            "ncov2020 -> {'48255': 1}\n",
            "ncr -> {'46967': 1}\n",
            "ncrpo -> {'48355': 1}\n",
            "ncubvpefyq -> {'47559': 1}\n",
            "ncxeiaigji -> {'48421': 1}\n",
            "nd -> {'48467': 1}\n",
            "nd4arhysin -> {'47672': 1}\n",
            "ndq7pyycp8 -> {'45610': 1}\n",
            "ndvxa7m8lc -> {'46263': 1}\n",
            "ndwr67kfvm -> {'46130': 1}\n",
            "ne -> {'46074': 1, '47529': 1}\n",
            "nealaryud6 -> {'46225': 1}\n",
            "near -> {'45527': 1, '46208': 1, '46217': 1, '46371': 1, '46754': 1, '46989': 1, '47416': 1, '47742': 1, '47830': 1, '48169': 1, '48439': 1, '48550': 1, '48558': 1}\n",
            "nearbi -> {'45794': 1, '46385': 1, '46913': 1, '47160': 1, '48039': 1, '48229': 1}\n",
            "nearest -> {'46000': 1, '47098': 1, '48183': 1, '48455': 1}\n",
            "nearli -> {'45418': 1, '45475': 1, '45715': 1, '46311': 1, '46649': 1, '46761': 1, '48340': 1, '48584': 1}\n",
            "nebraska -> {'45472': 1}\n",
            "neccesari -> {'46360': 1}\n",
            "necess -> {'45174': 1, '45234': 1, '45306': 1, '45307': 1, '45462': 1, '45518': 1, '45581': 1, '45621': 1, '46069': 1, '46309': 1, '46457': 1, '46518': 1, '46560': 1, '46579': 1, '46637': 1, '47026': 1, '47035': 1, '47113': 1, '47154': 1, '47406': 1, '47616': 1, '47650': 1, '48061': 1, '48080': 1, '48188': 1, '48228': 1}\n",
            "nedojd -> {'45298': 1}\n",
            "need -> {'44966': 1, '44983': 1, '44990': 1, '45007': 1, '45027': 1, '45039': 1, '45047': 1, '45049': 1, '45057': 1, '45059': 1, '45066': 1, '45068': 1, '45103': 1, '45128': 1, '45129': 1, '45134': 1, '45140': 1, '45141': 1, '45144': 1, '45150': 1, '45156': 1, '45178': 1, '45179': 1, '45183': 1, '45192': 1, '45199': 1, '45217': 1, '45220': 1, '45247': 1, '45254': 1, '45274': 1, '45315': 1, '45318': 1, '45348': 1, '45351': 1, '45357': 1, '45360': 1, '45361': 1, '45367': 1, '45392': 1, '45395': 1, '45405': 1, '45419': 1, '45436': 1, '45453': 1, '45469': 1, '45472': 1, '45490': 1, '45495': 1, '45527': 1, '45537': 1, '45560': 1, '45562': 1, '45582': 1, '45588': 1, '45595': 1, '45596': 1, '45606': 1, '45620': 1, '45624': 1, '45640': 1, '45645': 1, '45665': 1, '45672': 1, '45682': 1, '45690': 1, '45691': 1, '45697': 1, '45700': 1, '45707': 1, '45720': 1, '45745': 1, '45746': 1, '45747': 1, '45748': 1, '45764': 1, '45784': 1, '45800': 1, '45801': 1, '45806': 1, '45811': 1, '45814': 1, '45819': 1, '45825': 1, '45827': 1, '45849': 1, '45868': 1, '45879': 1, '45890': 1, '45918': 1, '45920': 1, '46000': 1, '46015': 1, '46019': 1, '46040': 1, '46043': 1, '46048': 1, '46077': 1, '46090': 1, '46139': 1, '46147': 1, '46150': 1, '46151': 1, '46163': 1, '46172': 1, '46199': 1, '46217': 1, '46224': 1, '46225': 1, '46234': 1, '46236': 1, '46301': 1, '46305': 1, '46326': 1, '46336': 1, '46349': 1, '46363': 1, '46369': 1, '46375': 1, '46376': 1, '46383': 1, '46422': 1, '46425': 1, '46427': 1, '46433': 1, '46440': 1, '46458': 1, '46485': 1, '46489': 1, '46506': 1, '46517': 1, '46525': 1, '46526': 1, '46543': 1, '46553': 1, '46555': 1, '46560': 1, '46566': 1, '46598': 1, '46601': 1, '46605': 1, '46612': 1, '46620': 1, '46622': 1, '46636': 1, '46659': 1, '46676': 1, '46681': 1, '46688': 1, '46693': 1, '46696': 1, '46699': 1, '46702': 1, '46709': 1, '46713': 1, '46715': 1, '46738': 1, '46744': 1, '46746': 1, '46753': 1, '46759': 1, '46764': 1, '46767': 1, '46771': 1, '46791': 1, '46802': 1, '46808': 1, '46810': 1, '46835': 1, '46844': 1, '46855': 1, '46863': 1, '46866': 1, '46876': 1, '46883': 1, '46896': 1, '46898': 1, '46906': 1, '46912': 1, '46914': 1, '46916': 1, '46921': 1, '46926': 1, '46934': 1, '46939': 1, '46960': 1, '46984': 1, '47008': 1, '47014': 1, '47036': 1, '47049': 1, '47072': 1, '47101': 1, '47109': 1, '47114': 1, '47115': 1, '47127': 1, '47151': 1, '47167': 1, '47171': 1, '47183': 1, '47207': 1, '47209': 1, '47212': 1, '47213': 1, '47233': 1, '47236': 1, '47258': 1, '47281': 1, '47287': 1, '47305': 1, '47306': 1, '47308': 1, '47318': 1, '47322': 1, '47333': 1, '47334': 1, '47342': 1, '47343': 1, '47350': 1, '47354': 1, '47357': 1, '47362': 1, '47373': 1, '47383': 1, '47386': 1, '47388': 1, '47394': 1, '47398': 1, '47401': 1, '47405': 1, '47415': 1, '47422': 1, '47431': 1, '47437': 1, '47439': 1, '47440': 1, '47449': 1, '47450': 1, '47451': 1, '47472': 1, '47476': 1, '47487': 1, '47491': 1, '47494': 1, '47500': 1, '47508': 1, '47530': 1, '47542': 1, '47564': 1, '47565': 1, '47586': 1, '47594': 1, '47597': 1, '47599': 1, '47603': 1, '47626': 1, '47627': 1, '47628': 1, '47645': 1, '47656': 1, '47657': 1, '47664': 1, '47669': 1, '47671': 1, '47672': 1, '47713': 1, '47716': 1, '47718': 1, '47725': 1, '47731': 1, '47734': 1, '47757': 1, '47760': 1, '47771': 1, '47779': 1, '47781': 1, '47783': 1, '47788': 1, '47799': 1, '47806': 1, '47813': 1, '47817': 1, '47821': 1, '47829': 1, '47832': 1, '47833': 1, '47836': 1, '47839': 1, '47856': 1, '47872': 1, '47884': 1, '47885': 1, '47899': 1, '47903': 1, '47908': 1, '47915': 1, '47941': 1, '47943': 1, '47944': 1, '47950': 1, '47955': 1, '47959': 1, '47964': 1, '47973': 1, '47976': 1, '47977': 1, '48010': 1, '48017': 1, '48025': 1, '48026': 1, '48027': 1, '48051': 1, '48057': 1, '48081': 1, '48090': 1, '48092': 1, '48100': 1, '48107': 1, '48111': 1, '48146': 1, '48173': 1, '48180': 1, '48185': 1, '48187': 1, '48192': 1, '48207': 1, '48218': 1, '48219': 1, '48227': 1, '48238': 1, '48242': 1, '48249': 1, '48253': 1, '48279': 1, '48296': 1, '48305': 1, '48312': 1, '48318': 1, '48332': 1, '48341': 1, '48356': 1, '48361': 1, '48364': 1, '48374': 1, '48383': 1, '48385': 1, '48392': 1, '48395': 1, '48396': 1, '48415': 1, '48428': 1, '48433': 1, '48438': 1, '48443': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1, '48467': 1, '48485': 1, '48489': 1, '48491': 1, '48516': 1, '48517': 1, '48518': 1, '48525': 1, '48526': 1, '48537': 1, '48541': 1, '48543': 1, '48569': 1, '48572': 1, '48574': 1, '48584': 1, '48589': 1, '48591': 1, '48596': 1, '48598': 1, '48600': 1, '48601': 1, '48604': 1, '48606': 1, '48613': 1, '48620': 1, '48629': 1, '48631': 1, '48643': 1, '48657': 1, '48659': 1, '48665': 1, '48672': 1, '48688': 1, '48712': 1, '48722': 1, '48723': 1, '48747': 1, '48749': 1}\n",
            "needi -> {'47899': 1, '48223': 1, '48551': 1}\n",
            "needlessli -> {'45562': 1, '46804': 1}\n",
            "needtoknow -> {'48212': 1}\n",
            "neg -> {'46598': 1, '48069': 1, '48210': 1, '48551': 1, '48585': 1}\n",
            "neglect -> {'45014': 1, '45472': 1}\n",
            "negoti -> {'46268': 1}\n",
            "nehru -> {'48231': 1}\n",
            "neighbor -> {'45400': 1, '45588': 1, '45642': 1, '45644': 1, '45691': 1, '46086': 1, '46092': 1, '46363': 1, '46694': 1, '46936': 1, '47156': 1, '47486': 1, '47508': 1, '47747': 1, '47787': 1, '47912': 1, '48012': 1, '48092': 1, '48104': 1, '48229': 1, '48305': 1, '48484': 1}\n",
            "neighborhood -> {'45589': 1, '45623': 1, '45642': 1, '45944': 1, '46524': 1, '46591': 1, '46648': 1, '47113': 1, '47413': 1, '47611': 1, '47708': 1, '48039': 1, '48051': 1}\n",
            "neighborli -> {'47747': 1}\n",
            "neighbour -> {'45236': 1, '45302': 1, '45512': 1, '45628': 1, '45754': 1, '46090': 1, '47151': 1, '47360': 1, '47891': 1, '48023': 1, '48260': 1, '48389': 1}\n",
            "neighbourhood -> {'45746': 1, '46005': 1, '47002': 1}\n",
            "neil -> {'45585': 1}\n",
            "neilsen -> {'45300': 1}\n",
            "neimanmarcu -> {'47469': 1}\n",
            "nejm -> {'45154': 1}\n",
            "nelp -> {'44982': 1}\n",
            "nemesi -> {'45024': 1}\n",
            "nen -> {'45298': 1}\n",
            "nephew -> {'48502': 1}\n",
            "nephmad -> {'48120': 1}\n",
            "nerd -> {'47937': 1}\n",
            "nervou -> {'45538': 1}\n",
            "ness -> {'48325': 1}\n",
            "net -> {'44982': 1, '45155': 1}\n",
            "netelixir -> {'45161': 1, '45162': 1}\n",
            "netflix -> {'45277': 1, '45341': 1, '45382': 1, '45543': 1, '45552': 1, '45780': 1, '46872': 1, '47001': 1, '47434': 1, '48203': 1}\n",
            "netherland -> {'45240': 1, '46236': 1, '46316': 1, '46358': 1, '46377': 1, '46822': 1, '48734': 1}\n",
            "netm -> {'45183': 1}\n",
            "netneutr -> {'47594': 1}\n",
            "network -> {'45971': 1, '46140': 1, '47836': 1, '48191': 1}\n",
            "nevada -> {'45191': 1}\n",
            "new -> {'44953': 1, '44979': 1, '44980': 1, '44990': 1, '45001': 1, '45004': 1, '45012': 1, '45047': 1, '45050': 1, '45104': 1, '45108': 1, '45121': 1, '45140': 1, '45186': 1, '45200': 1, '45263': 1, '45302': 1, '45355': 1, '45357': 1, '45382': 1, '45396': 1, '45462': 1, '45520': 1, '45536': 1, '45550': 1, '45573': 1, '45583': 1, '45589': 1, '45608': 1, '45617': 1, '45635': 1, '45675': 1, '45697': 1, '45743': 1, '45796': 1, '45810': 1, '45831': 1, '45838': 1, '45927': 1, '45932': 1, '45940': 1, '45941': 1, '45960': 1, '45971': 1, '46007': 1, '46023': 1, '46068': 1, '46077': 1, '46125': 1, '46179': 1, '46279': 1, '46294': 1, '46297': 1, '46316': 1, '46358': 1, '46370': 1, '46371': 1, '46412': 1, '46449': 1, '46451': 1, '46463': 1, '46475': 1, '46476': 1, '46482': 1, '46536': 1, '46563': 1, '46582': 1, '46608': 1, '46619': 1, '46661': 1, '46689': 1, '46697': 1, '46700': 1, '46763': 1, '46768': 1, '46819': 1, '46872': 1, '46884': 1, '46886': 1, '46917': 1, '46922': 1, '46931': 1, '47027': 1, '47079': 1, '47145': 1, '47155': 1, '47297': 1, '47333': 1, '47432': 1, '47434': 1, '47467': 1, '47471': 1, '47492': 1, '47507': 1, '47510': 1, '47517': 1, '47529': 1, '47646': 1, '47681': 1, '47690': 1, '47708': 1, '47709': 1, '47813': 1, '47838': 1, '47847': 1, '47849': 1, '47871': 1, '47904': 1, '47985': 1, '48003': 1, '48025': 1, '48064': 1, '48068': 1, '48093': 1, '48100': 1, '48114': 1, '48128': 1, '48138': 1, '48144': 1, '48236': 1, '48292': 1, '48299': 1, '48320': 1, '48370': 1, '48379': 1, '48383': 1, '48431': 1, '48470': 1, '48473': 1, '48523': 1, '48543': 1, '48561': 1, '48568': 1, '48581': 1, '48605': 1, '48609': 1, '48618': 1, '48621': 1, '48650': 1, '48691': 1, '48695': 1, '48698': 1, '48707': 1, '48737': 1, '48742': 1}\n",
            "newest -> {'46900': 1, '48098': 1}\n",
            "newhorizon -> {'47027': 1}\n",
            "newli -> {'45722': 1, '48131': 1}\n",
            "news12 -> {'48442': 1}\n",
            "news18india -> {'47169': 1}\n",
            "news24tvchannel -> {'47169': 1}\n",
            "newscomauhq -> {'48228': 1}\n",
            "newsdatadaili -> {'46892': 1}\n",
            "newsflash -> {'45770': 1}\n",
            "newslett -> {'46222': 1}\n",
            "newsofmideast -> {'48065': 1}\n",
            "newspap -> {'48332': 1, '48491': 1}\n",
            "newspick -> {'46337': 1, '46413': 1}\n",
            "newsprojo -> {'45464': 1}\n",
            "newtgingrich -> {'46649': 1}\n",
            "newwingord -> {'46536': 1}\n",
            "newyork -> {'44956': 1, '46334': 1, '46749': 1, '47942': 1, '48707': 1}\n",
            "newyorkc -> {'47416': 1}\n",
            "next -> {'44957': 1, '44971': 1, '45083': 1, '45214': 1, '45233': 1, '45303': 1, '45323': 1, '45419': 1, '45434': 1, '45527': 1, '45646': 1, '45679': 1, '45688': 1, '45843': 1, '45875': 1, '45909': 1, '46004': 1, '46029': 1, '46040': 1, '46177': 1, '46182': 1, '46187': 1, '46218': 1, '46247': 1, '46252': 1, '46282': 1, '46495': 1, '46571': 1, '46583': 1, '46641': 1, '46761': 1, '46764': 1, '46770': 1, '46830': 1, '46859': 1, '46890': 1, '46903': 1, '46944': 1, '46975': 1, '46977': 1, '47107': 1, '47127': 1, '47179': 1, '47327': 1, '47395': 1, '47403': 1, '47501': 1, '47519': 1, '47590': 1, '47608': 1, '47707': 1, '47710': 1, '47722': 1, '47848': 1, '47872': 1, '47917': 1, '48342': 1, '48356': 1, '48386': 1, '48453': 1, '48597': 1, '48644': 1, '48670': 1, '48722': 1}\n",
            "nf82y5ycuj -> {'45490': 1}\n",
            "nfo8awfsqm -> {'47948': 1}\n",
            "nfxho4sag7 -> {'48210': 1}\n",
            "ng -> {'45912': 1, '47080': 1, '48062': 1}\n",
            "ng1e0fxqqa -> {'47603': 1}\n",
            "ngnz6aj8m4 -> {'46350': 1}\n",
            "ngxrlo6sz8 -> {'47555': 1}\n",
            "nh -> {'46362': 1, '47370': 1, '47800': 1}\n",
            "nh9pw2jfd3 -> {'48021': 1}\n",
            "nhedztpsij -> {'47271': 1}\n",
            "nhhgsm4hqp -> {'47155': 1}\n",
            "nhl -> {'46915': 1, '47076': 1}\n",
            "nhlflame -> {'48650': 1}\n",
            "nhmxepxfzh -> {'45121': 1}\n",
            "nhtitzmqui -> {'46427': 1}\n",
            "nhugd6gamw -> {'45506': 1}\n",
            "nhwfayjiao -> {'47924': 1}\n",
            "ni -> {'47063': 1}\n",
            "niantic -> {'48673': 1}\n",
            "niantichelp -> {'48673': 1}\n",
            "nibbl -> {'48190': 1}\n",
            "nicaragua -> {'45965': 1}\n",
            "nice -> {'44975': 1, '45312': 1, '45331': 1, '45364': 1, '45664': 1, '45704': 1, '45960': 1, '46010': 1, '46066': 1, '46135': 1, '46259': 1, '46300': 1, '46522': 1, '46528': 1, '46725': 1, '46820': 1, '46882': 1, '47055': 1, '47156': 1, '47638': 1, '47967': 1, '48085': 1, '48151': 1, '48319': 1}\n",
            "nicer -> {'45665': 1}\n",
            "nico -> {'47336': 1}\n",
            "nicolasturgeon -> {'48455': 1}\n",
            "nicroman27 -> {'47810': 1}\n",
            "niec -> {'47486': 1}\n",
            "nielsen -> {'45515': 1}\n",
            "nieuw -> {'45950': 1}\n",
            "nifti -> {'46677': 1}\n",
            "nifty50 -> {'47232': 1}\n",
            "nigeria -> {'45554': 1, '46370': 1, '47484': 1, '48553': 1}\n",
            "nigerian -> {'45554': 1, '46370': 1}\n",
            "nigga -> {'47220': 1}\n",
            "night -> {'44962': 1, '45060': 1, '45155': 1, '45281': 1, '45349': 1, '45515': 1, '45571': 1, '45587': 1, '45589': 1, '45821': 1, '45903': 1, '46022': 1, '46077': 1, '46123': 1, '46137': 1, '46168': 1, '46250': 1, '46496': 1, '46504': 1, '46583': 1, '46605': 1, '46865': 1, '46868': 1, '47319': 1, '47446': 1, '47517': 1, '47541': 1, '47704': 1, '47759': 1, '47845': 1, '47949': 1, '48040': 1, '48093': 1, '48240': 1, '48272': 1, '48454': 1}\n",
            "nightlif -> {'48734': 1}\n",
            "nightmar -> {'45703': 1, '45832': 1, '45844': 1, '46340': 1, '46967': 1, '47102': 1}\n",
            "nike -> {'45111': 1, '45653': 1, '47811': 1, '47898': 1, '48134': 1, '48493': 1, '48593': 1, '48594': 1, '48647': 1}\n",
            "nileshshah68 -> {'45053': 1}\n",
            "nimbl -> {'47933': 1}\n",
            "nini -> {'47063': 1}\n",
            "ninja -> {'46041': 1, '47937': 1}\n",
            "nintendo -> {'45790': 1, '47375': 1}\n",
            "ninyo -> {'46798': 1}\n",
            "nit -> {'45237': 1}\n",
            "nj -> {'46931': 1, '47140': 1}\n",
            "nj6ltonfww -> {'48274': 1}\n",
            "nkdarin -> {'47028': 1}\n",
            "nke -> {'48059': 1}\n",
            "nkgjx6q5gv -> {'48692': 1}\n",
            "nkv5v7qmza -> {'46472': 1}\n",
            "nl -> {'46611': 1, '47028': 1}\n",
            "nlipyaqc2o -> {'46592': 1}\n",
            "nlpoli -> {'46611': 1}\n",
            "nlrzmwlu1 -> {'47714': 1}\n",
            "nlt -> {'46440': 1}\n",
            "nlwefcpgrg -> {'45188': 1}\n",
            "nlzlfi5hq4 -> {'48134': 1}\n",
            "nm -> {'47115': 1}\n",
            "nmqbisazx4 -> {'46372': 1}\n",
            "nmu0de1hvo -> {'47931': 1}\n",
            "nnjkj1es79 -> {'45425': 1}\n",
            "nntypzpehk -> {'47928': 1}\n",
            "no5oq1ei2g -> {'45176': 1}\n",
            "nobl -> {'48476': 1}\n",
            "nobodyaskedmebut -> {'47842': 1}\n",
            "nocrowd -> {'45626': 1}\n",
            "nodwkjsfqc -> {'48566': 1}\n",
            "noelxmlpbr -> {'46164': 1}\n",
            "nofood -> {'47173': 1, '47922': 1, '48257': 1}\n",
            "nofril -> {'45870': 1}\n",
            "nog -> {'46897': 1}\n",
            "nogroceri -> {'48049': 1}\n",
            "nolansclontarf -> {'45564': 1}\n",
            "nomicsfin -> {'45632': 1}\n",
            "nomin -> {'44967': 1}\n",
            "non -> {'44971': 1, '45109': 1, '45130': 1, '45207': 1, '45291': 1, '45300': 1, '45338': 1, '45628': 1, '45678': 1, '45756': 1, '45778': 1, '45864': 1, '45881': 1, '45950': 1, '46089': 1, '46150': 1, '46304': 1, '46517': 1, '46532': 1, '46545': 1, '46884': 1, '46886': 1, '46919': 1, '46978': 1, '47016': 1, '47080': 1, '47258': 1, '47424': 1, '47448': 1, '47723': 1, '47823': 1, '48102': 1, '48269': 1, '48384': 1, '48540': 1, '48592': 1, '48628': 1, '48651': 1, '48698': 1, '48738': 1, '48747': 1}\n",
            "nonfood -> {'47634': 1}\n",
            "nonna -> {'47359': 1}\n",
            "nonperish -> {'45686': 1}\n",
            "nonprofit -> {'47899': 1}\n",
            "nonsens -> {'46732': 1}\n",
            "noodl -> {'45080': 1, '45254': 1, '45598': 1, '46238': 1, '46273': 1, '46274': 1, '46967': 1, '47574': 1, '48602': 1}\n",
            "nook -> {'46899': 1}\n",
            "noon -> {'48425': 1}\n",
            "noonegoeshungri -> {'47016': 1}\n",
            "nopan -> {'48049': 1}\n",
            "nopinappleonpizza -> {'47351': 1}\n",
            "nordic -> {'48257': 1}\n",
            "nordstrom -> {'47469': 1}\n",
            "norm -> {'45772': 1, '46689': 1, '46965': 1, '47459': 1, '47950': 1}\n",
            "normal -> {'44962': 1, '44998': 1, '45112': 1, '45120': 1, '45270': 1, '45280': 1, '45353': 1, '45357': 1, '45393': 1, '45590': 1, '45610': 1, '45624': 1, '45665': 1, '45792': 1, '45850': 1, '45966': 1, '46027': 1, '46029': 1, '46191': 1, '46223': 1, '46233': 1, '46247': 1, '46449': 1, '46515': 1, '46530': 1, '46539': 1, '46794': 1, '46950': 1, '46969': 1, '47103': 1, '47272': 1, '47278': 1, '47302': 1, '47303': 1, '47398': 1, '47440': 1, '47494': 1, '47497': 1, '47638': 1, '47675': 1, '47832': 1, '47883': 1, '47886': 1, '47934': 1, '47992': 1, '48003': 1, '48020': 1, '48080': 1, '48155': 1, '48177': 1, '48178': 1, '48207': 1, '48416': 1, '48543': 1, '48580': 1, '48584': 1, '48600': 1}\n",
            "normalci -> {'46448': 1, '46928': 1}\n",
            "normornstein -> {'48706': 1}\n",
            "north -> {'47558': 1, '47648': 1, '47963': 1, '48024': 1, '48063': 1, '48442': 1, '48570': 1}\n",
            "northacton -> {'47068': 1}\n",
            "northcarolina -> {'48246': 1}\n",
            "northern -> {'45353': 1, '48152': 1, '48588': 1, '48591': 1}\n",
            "northernireland -> {'48431': 1}\n",
            "northgat -> {'48073': 1, '48514': 1}\n",
            "northi -> {'46877': 1}\n",
            "northmantrad -> {'45175': 1}\n",
            "northwestern -> {'47368': 1}\n",
            "norwai -> {'45374': 1, '45559': 1, '45790': 1, '46052': 1, '47179': 1}\n",
            "norwegian -> {'45500': 1, '45852': 1}\n",
            "nosciencedeni -> {'48019': 1}\n",
            "nose -> {'46041': 1, '46538': 1, '48513': 1}\n",
            "nosed -> {'45272': 1}\n",
            "nosemask -> {'46539': 1}\n",
            "nostril -> {'48513': 1}\n",
            "note -> {'45192': 1, '45249': 1, '45360': 1, '45752': 1, '45755': 1, '45925': 1, '46322': 1, '46997': 1, '47212': 1, '47387': 1, '47773': 1, '48210': 1, '48520': 1, '48669': 1, '48729': 1}\n",
            "nothelp -> {'45639': 1}\n",
            "notic -> {'45107': 1, '45147': 1, '45150': 1, '45273': 1, '45460': 1, '45488': 1, '45844': 1, '45923': 1, '46188': 1, '46274': 1, '46431': 1, '46602': 1, '46690': 1, '46747': 1, '46931': 1, '46981': 1, '47454': 1, '47634': 1, '47695': 1, '47704': 1, '47847': 1, '47978': 1, '48086': 1, '48108': 1, '48213': 1, '48359': 1, '48360': 1, '48528': 1, '48608': 1, '48739': 1}\n",
            "notif -> {'46328': 1, '46745': 1}\n",
            "notmeu -> {'46111': 1}\n",
            "notoiletpap -> {'45577': 1, '47173': 1, '47429': 1, '47517': 1}\n",
            "notoiletrol -> {'47711': 1}\n",
            "notonemoreblock -> {'48099': 1}\n",
            "notravel -> {'46362': 1}\n",
            "notsur -> {'46116': 1}\n",
            "nourish -> {'45718': 1, '46592': 1, '48288': 1}\n",
            "nourishnow -> {'47365': 1}\n",
            "nov -> {'46713': 1}\n",
            "novascotia -> {'45978': 1, '46707': 1}\n",
            "novel -> {'44977': 1, '45015': 1, '45389': 1, '45735': 1, '45790': 1, '45798': 1, '46257': 1, '47231': 1, '47893': 1, '48367': 1, '48418': 1}\n",
            "novelti -> {'45639': 1}\n",
            "novemb -> {'45274': 1, '48150': 1}\n",
            "now -> {'44966': 1, '44971': 1, '45009': 1, '45014': 1, '45040': 1, '45082': 1, '45085': 1, '45091': 1, '45117': 1, '45124': 1, '45144': 1, '45165': 1, '45180': 1, '45187': 1, '45199': 1, '45212': 1, '45228': 1, '45233': 1, '45236': 1, '45245': 1, '45246': 1, '45267': 1, '45285': 1, '45292': 1, '45295': 1, '45313': 1, '45316': 1, '45341': 1, '45349': 1, '45364': 1, '45382': 1, '45391': 1, '45395': 1, '45396': 1, '45409': 1, '45412': 1, '45431': 1, '45435': 1, '45464': 1, '45482': 1, '45489': 1, '45495': 1, '45506': 1, '45557': 1, '45560': 1, '45570': 1, '45577': 1, '45592': 1, '45595': 1, '45602': 1, '45611': 1, '45621': 1, '45643': 1, '45647': 1, '45661': 1, '45676': 1, '45679': 1, '45691': 1, '45693': 1, '45696': 1, '45700': 1, '45703': 1, '45712': 1, '45713': 1, '45719': 1, '45724': 1, '45727': 1, '45728': 1, '45734': 1, '45742': 1, '45744': 1, '45749': 1, '45750': 1, '45783': 1, '45784': 1, '45810': 1, '45817': 1, '45827': 1, '45841': 1, '45874': 1, '45880': 1, '45918': 1, '45919': 1, '45948': 1, '45949': 1, '45959': 1, '45963': 1, '45968': 1, '45991': 1, '45994': 1, '46000': 1, '46018': 1, '46020': 1, '46025': 1, '46031': 1, '46041': 1, '46053': 1, '46055': 1, '46058': 1, '46065': 1, '46069': 1, '46071': 1, '46072': 1, '46083': 1, '46115': 1, '46125': 1, '46152': 1, '46153': 1, '46154': 1, '46156': 1, '46160': 1, '46167': 1, '46172': 1, '46186': 1, '46190': 1, '46196': 1, '46213': 1, '46219': 1, '46223': 1, '46230': 1, '46232': 1, '46242': 1, '46252': 1, '46276': 1, '46284': 1, '46300': 1, '46319': 1, '46328': 1, '46350': 1, '46352': 1, '46362': 1, '46376': 1, '46381': 1, '46403': 1, '46423': 1, '46426': 1, '46437': 1, '46444': 1, '46473': 1, '46483': 1, '46488': 1, '46489': 1, '46490': 1, '46497': 1, '46499': 1, '46501': 1, '46505': 1, '46532': 1, '46539': 1, '46543': 1, '46548': 1, '46560': 1, '46569': 1, '46606': 1, '46612': 1, '46615': 1, '46648': 1, '46653': 1, '46657': 1, '46676': 1, '46678': 1, '46693': 1, '46709': 1, '46712': 1, '46723': 1, '46732': 1, '46735': 1, '46737': 1, '46745': 1, '46771': 1, '46807': 1, '46816': 1, '46867': 1, '46956': 1, '46957': 1, '46960': 1, '46963': 1, '46965': 1, '46990': 1, '47006': 1, '47008': 1, '47025': 1, '47035': 1, '47038': 1, '47048': 1, '47053': 1, '47065': 1, '47091': 1, '47093': 1, '47098': 1, '47117': 1, '47145': 1, '47149': 1, '47152': 1, '47154': 1, '47162': 1, '47163': 1, '47198': 1, '47210': 1, '47217': 1, '47218': 1, '47236': 1, '47265': 1, '47273': 1, '47284': 1, '47303': 1, '47330': 1, '47341': 1, '47348': 1, '47358': 1, '47371': 1, '47393': 1, '47398': 1, '47399': 1, '47422': 1, '47441': 1, '47444': 1, '47454': 1, '47459': 1, '47468': 1, '47469': 1, '47470': 1, '47480': 1, '47495': 1, '47500': 1, '47506': 1, '47516': 1, '47533': 1, '47550': 1, '47581': 1, '47653': 1, '47678': 1, '47722': 1, '47725': 1, '47730': 1, '47732': 1, '47737': 1, '47783': 1, '47802': 1, '47814': 1, '47824': 1, '47835': 1, '47844': 1, '47852': 1, '47856': 1, '47871': 1, '47919': 1, '47939': 1, '47946': 1, '48011': 1, '48027': 1, '48048': 1, '48063': 1, '48116': 1, '48119': 1, '48151': 1, '48152': 1, '48179': 1, '48206': 1, '48217': 1, '48228': 1, '48235': 1, '48240': 1, '48253': 1, '48258': 1, '48265': 1, '48275': 1, '48284': 1, '48286': 1, '48287': 1, '48290': 1, '48291': 1, '48293': 1, '48299': 1, '48304': 1, '48307': 1, '48313': 1, '48324': 1, '48335': 1, '48342': 1, '48351': 1, '48377': 1, '48385': 1, '48395': 1, '48407': 1, '48422': 1, '48432': 1, '48458': 1, '48477': 1, '48478': 1, '48482': 1, '48498': 1, '48514': 1, '48518': 1, '48519': 1, '48521': 1, '48525': 1, '48543': 1, '48555': 1, '48561': 1, '48569': 1, '48601': 1, '48623': 1, '48628': 1, '48635': 1, '48638': 1, '48646': 1, '48648': 1, '48661': 1, '48673': 1, '48684': 1, '48705': 1, '48710': 1, '48717': 1, '48744': 1, '48745': 1}\n",
            "nowadai -> {'47160': 1}\n",
            "nowat -> {'48347': 1}\n",
            "npfoodbank -> {'46015': 1}\n",
            "nq -> {'44971': 1}\n",
            "nqvhtumvrw -> {'48081': 1}\n",
            "nqynuguxxa -> {'48472': 1}\n",
            "nr8qpgextk -> {'47909': 1}\n",
            "nrn9mfq323 -> {'46770': 1}\n",
            "nrnfazhbp8 -> {'47526': 1}\n",
            "nsitharaman -> {'46771': 1, '47745': 1}\n",
            "ntads0zunk -> {'48288': 1}\n",
            "ntfnkqrobn -> {'48533': 1}\n",
            "nubl1bhbid -> {'45493': 1}\n",
            "nuckchorris16 -> {'48019': 1}\n",
            "nudgqww4i2 -> {'47263': 1}\n",
            "nuernberg -> {'45446': 1}\n",
            "nufc -> {'47529': 1}\n",
            "nugget -> {'45237': 1}\n",
            "nukhcgtwkh -> {'47910': 1}\n",
            "null -> {'45477': 1}\n",
            "number -> {'44983': 1, '45162': 1, '45902': 1, '46102': 1, '46279': 1, '46358': 1, '46717': 1, '46821': 1, '46891': 1, '47363': 1, '47543': 1, '47665': 1, '47764': 1, '47777': 1, '47855': 1, '47857': 1, '47905': 1, '47984': 1, '48024': 1, '48079': 1, '48487': 1, '48687': 1}\n",
            "numenor -> {'48206': 1}\n",
            "nuova -> {'46698': 1}\n",
            "nuqatitmri -> {'46744': 1}\n",
            "nur -> {'48726': 1}\n",
            "nuremberg -> {'47581': 1}\n",
            "nurs -> {'45179': 1, '45266': 1, '45563': 1, '45644': 1, '45907': 1, '45962': 1, '46452': 1, '46478': 1, '46610': 1, '46824': 1, '47341': 1, '47343': 1, '47638': 1, '47794': 1, '47976': 1, '48103': 1, '48488': 1}\n",
            "nurses2020 -> {'45563': 1}\n",
            "nut -> {'45262': 1, '45270': 1, '45720': 1, '45751': 1, '45886': 1, '45952': 1, '47117': 1, '48036': 1, '48167': 1, '48244': 1, '48426': 1}\n",
            "nutrit -> {'48113': 1, '48714': 1}\n",
            "nutriti -> {'45687': 1, '47320': 1, '47766': 1}\n",
            "nutritionhous -> {'45177': 1}\n",
            "nutter -> {'47191': 1}\n",
            "nvckwescwb -> {'47987': 1}\n",
            "nvcsiw6zhc -> {'46520': 1}\n",
            "nvkajveywj -> {'48285': 1}\n",
            "nvm -> {'46438': 1}\n",
            "nvsqntheau -> {'46353': 1}\n",
            "nvx3tltuqx -> {'47092': 1}\n",
            "nw5fhsodtj -> {'45061': 1}\n",
            "nwnq0kbwcr -> {'46683': 1}\n",
            "nwo -> {'45264': 1, '48030': 1}\n",
            "nxt -> {'45694': 1}\n",
            "ny -> {'45298': 1, '45589': 1, '45764': 1, '45978': 1, '46458': 1, '47555': 1, '48377': 1}\n",
            "ny1desk -> {'47034': 1}\n",
            "ny1newsat11 -> {'47034': 1}\n",
            "ny1pic -> {'47034': 1}\n",
            "ny8iznbqlv -> {'47839': 1}\n",
            "nyana -> {'46940': 1}\n",
            "nyc -> {'45004': 1, '45225': 1, '45505': 1, '45662': 1, '45740': 1, '45964': 1, '46296': 1, '46485': 1, '46718': 1}\n",
            "nycdh -> {'48099': 1}\n",
            "nycmayor -> {'45740': 1, '47034': 1}\n",
            "nycmayorsoffic -> {'48099': 1}\n",
            "nycprim -> {'47416': 1}\n",
            "nycspeakercojo -> {'48235': 1}\n",
            "nydailynew -> {'46947': 1}\n",
            "nyer -> {'44983': 1}\n",
            "nygovcuomo -> {'45740': 1, '47004': 1, '47034': 1, '48099': 1}\n",
            "nyon -> {'46371': 1}\n",
            "nypost -> {'47877': 1}\n",
            "nyse -> {'48712': 1}\n",
            "nyt3hxzyyo -> {'48660': 1}\n",
            "nytim -> {'48327': 1}\n",
            "nz -> {'47348': 1, '48261': 1}\n",
            "nzaoptklii -> {'47383': 1}\n",
            "nzmd73jm3f -> {'46534': 1}\n",
            "nzvfm4zzut -> {'47047': 1}\n",
            "nzx5rrc9g7 -> {'46059': 1}\n",
            "o0peqv01z -> {'46601': 1}\n",
            "o2nrn495ip -> {'47882': 1}\n",
            "o2o -> {'45459': 1}\n",
            "o2zxvmcz4g -> {'46843': 1}\n",
            "o3ufd3nrqx -> {'48702': 1}\n",
            "o3zb8xophm -> {'47937': 1}\n",
            "o45h0jdi8 -> {'45126': 1}\n",
            "o6royxlchz -> {'45974': 1}\n",
            "o6tkanmvvd -> {'47404': 1}\n",
            "o9o6axezsk -> {'47300': 1}\n",
            "oaa4yq0yl8 -> {'48006': 1}\n",
            "oai3d7jmct -> {'45286': 1}\n",
            "oak -> {'47004': 1}\n",
            "oaka4kfdak -> {'45845': 1}\n",
            "oatmeal -> {'46656': 1}\n",
            "obc7bcvhdd -> {'47926': 1}\n",
            "obchodn -> {'45298': 1}\n",
            "obcvnsl2hw -> {'46623': 1}\n",
            "oblig -> {'48324': 1}\n",
            "obligatori -> {'47401': 1, '48004': 1}\n",
            "obnoxi -> {'47138': 1}\n",
            "obp5j3vnjh -> {'48506': 1}\n",
            "obpacmmpxf -> {'46857': 1}\n",
            "obsadit -> {'45298': 1}\n",
            "obscen -> {'45351': 1, '45524': 1, '47138': 1}\n",
            "obscur -> {'47735': 1}\n",
            "observ -> {'45526': 1, '45598': 1, '46888': 1, '47205': 1, '48012': 1, '48329': 1, '48577': 1}\n",
            "obsess -> {'46009': 1, '47991': 1}\n",
            "obtain -> {'46157': 1}\n",
            "obv -> {'46366': 1, '46913': 1}\n",
            "obviou -> {'46130': 1, '46453': 1, '46739': 1, '47850': 1, '47903': 1, '47976': 1}\n",
            "obvious -> {'45452': 1, '46205': 1, '47697': 1, '47850': 1, '48215': 1}\n",
            "obyrn -> {'47871': 1}\n",
            "ocado -> {'45435': 1, '46042': 1, '46744': 1, '47408': 1, '47790': 1, '47837': 1}\n",
            "occupi -> {'48494': 1}\n",
            "occur -> {'45971': 1, '47104': 1, '48137': 1}\n",
            "ocd -> {'47037': 1}\n",
            "ocg -> {'44975': 1}\n",
            "ockmmrikql -> {'48120': 1}\n",
            "ocvigs2edi -> {'48071': 1}\n",
            "ocwqpjo5ht -> {'44991': 1}\n",
            "od7hrxkrih -> {'45804': 1}\n",
            "odd -> {'45565': 1}\n",
            "odjmoh7ngw -> {'48704': 1}\n",
            "odv3hwvgwn -> {'48062': 1}\n",
            "odyoahobzu -> {'45579': 1}\n",
            "oehviqz44j -> {'48070': 1}\n",
            "oeidjolxib -> {'45432': 1}\n",
            "oeuals62fu -> {'47693': 1}\n",
            "oexmucin1i -> {'45300': 1}\n",
            "of2tw3qx6x -> {'48396': 1}\n",
            "of2uqvwooa -> {'47207': 1}\n",
            "of3v0ai88r -> {'48472': 1}\n",
            "ofc -> {'45781': 1}\n",
            "ofcours -> {'45983': 1}\n",
            "offens -> {'48230': 1}\n",
            "offer -> {'45005': 1, '45011': 1, '45282': 1, '45386': 1, '45517': 1, '45642': 1, '45651': 1, '45719': 1, '45770': 1, '45839': 1, '46066': 1, '46248': 1, '46373': 1, '46420': 1, '46442': 1, '46448': 1, '46535': 1, '46567': 1, '46650': 1, '46729': 1, '47001': 1, '47044': 1, '47113': 1, '47131': 1, '47132': 1, '47133': 1, '47254': 1, '47304': 1, '47490': 1, '47508': 1, '47640': 1, '47738': 1, '47787': 1, '47819': 1, '47846': 1, '48021': 1, '48156': 1, '48182': 1, '48183': 1, '48226': 1, '48384': 1, '48427': 1, '48435': 1, '48525': 1, '48546': 1, '48547': 1, '48715': 1}\n",
            "offerup -> {'47315': 1}\n",
            "offhandmanor1 -> {'45841': 1}\n",
            "offic -> {'44994': 1, '45041': 1, '45117': 1, '45446': 1, '45621': 1, '45772': 1, '45841': 1, '45852': 1, '45936': 1, '46037': 1, '46657': 1, '46767': 1, '46800': 1, '46978': 1, '47056': 1, '47221': 1, '47291': 1, '47326': 1, '47384': 1, '47435': 1, '47634': 1, '47689': 1, '47794': 1, '47812': 1, '47924': 1, '47960': 1, '48041': 1, '48415': 1, '48524': 1, '48591': 1, '48598': 1}\n",
            "officerbandit -> {'45252': 1}\n",
            "offici -> {'45012': 1, '45105': 1, '45227': 1, '45464': 1, '45676': 1, '45752': 1, '46144': 1, '46338': 1, '46426': 1, '47325': 1, '47374': 1, '47574': 1, '47683': 1, '47985': 1, '48370': 1, '48420': 1, '48529': 1, '48568': 1}\n",
            "offlin -> {'45245': 1}\n",
            "offset -> {'46395': 1, '47858': 1}\n",
            "ofh8n5rmnd -> {'46484': 1}\n",
            "ofqrpp4r9v -> {'45139': 1}\n",
            "ogama -> {'47559': 1}\n",
            "ogvigi2s -> {'45465': 1}\n",
            "oh5rleqdvp -> {'47437': 1}\n",
            "ohio -> {'45169': 1, '45536': 1, '46192': 1, '46573': 1}\n",
            "ohiocoronaviru -> {'46226': 1, '46558': 1, '46834': 1, '47419': 1}\n",
            "oi8jlktslw -> {'48163': 1}\n",
            "oil -> {'44977': 1, '44986': 1, '45000': 1, '45001': 1, '45002': 1, '45013': 1, '45016': 1, '45024': 1, '45030': 1, '45046': 1, '45076': 1, '45083': 1, '45114': 1, '45229': 1, '45250': 1, '45263': 1, '45269': 1, '45328': 1, '45354': 1, '45385': 1, '45429': 1, '45449': 1, '45468': 1, '45476': 1, '45491': 1, '45521': 1, '45554': 1, '45651': 1, '45817': 1, '45820': 1, '45836': 1, '45900': 1, '45910': 1, '45938': 1, '45979': 1, '45992': 1, '46019': 1, '46111': 1, '46130': 1, '46138': 1, '46155': 1, '46185': 1, '46232': 1, '46290': 1, '46310': 1, '46327': 1, '46370': 1, '46375': 1, '46404': 1, '46547': 1, '46584': 1, '46592': 1, '46669': 1, '46677': 1, '46708': 1, '46803': 1, '46847': 1, '47021': 1, '47042': 1, '47070': 1, '47084': 1, '47099': 1, '47265': 1, '47473': 1, '47478': 1, '47659': 1, '47662': 1, '47695': 1, '47722': 1, '47793': 1, '47910': 1, '48116': 1, '48553': 1}\n",
            "oiler -> {'45978': 1, '47930': 1}\n",
            "oilpatch -> {'44977': 1}\n",
            "oilpric -> {'45491': 1, '47134': 1, '47695': 1}\n",
            "oilpricecrash -> {'47070': 1}\n",
            "oilpricewar -> {'46124': 1}\n",
            "oilvscoronaviru -> {'45979': 1}\n",
            "oilwar -> {'45024': 1}\n",
            "oiyk4n20cn -> {'45241': 1}\n",
            "oj -> {'47504': 1}\n",
            "ok -> {'45019': 1, '45079': 1, '45085': 1, '45138': 1, '45216': 1, '45626': 1, '45963': 1, '46105': 1, '46168': 1, '47006': 1, '47040': 1, '47228': 1, '47319': 1, '47412': 1, '47501': 1, '47666': 1, '47736': 1, '47934': 1, '48055': 1, '48165': 1, '48180': 1, '48203': 1, '48251': 1, '48406': 1, '48717': 1}\n",
            "okai -> {'45306': 1, '46090': 1, '46373': 1, '47420': 1, '47722': 1, '47955': 1, '48341': 1, '48415': 1}\n",
            "okei -> {'46049': 1}\n",
            "okgo3q8ddi -> {'47517': 1}\n",
            "oki -> {'46784': 1}\n",
            "okowa -> {'46130': 1}\n",
            "okra -> {'46948': 1, '48668': 1}\n",
            "oku -> {'48672': 1}\n",
            "ol -> {'47595': 1}\n",
            "old -> {'45072': 1, '45297': 1, '45400': 1, '45511': 1, '45530': 1, '45596': 1, '45628': 1, '45658': 1, '45706': 1, '45790': 1, '45833': 1, '45841': 1, '45907': 1, '45986': 1, '46050': 1, '46216': 1, '46597': 1, '46764': 1, '46832': 1, '46914': 1, '47025': 1, '47079': 1, '47415': 1, '47494': 1, '47576': 1, '47682': 1, '47805': 1, '47908': 1, '47931': 1, '48018': 1, '48035': 1, '48215': 1, '48272': 1, '48438': 1, '48546': 1, '48705': 1, '48719': 1, '48723': 1}\n",
            "older -> {'45032': 1, '45059': 1, '45135': 1, '45226': 1, '45231': 1, '45236': 1, '45331': 1, '45463': 1, '45556': 1, '45641': 1, '45741': 1, '46049': 1, '46502': 1, '46841': 1, '47073': 1, '47494': 1, '47547': 1, '47747': 1, '48039': 1, '48131': 1, '48156': 1, '48431': 1, '48515': 1, '48546': 1, '48547': 1}\n",
            "oldsmar -> {'47840': 1}\n",
            "oliv -> {'47099': 1, '47748': 1, '47808': 1, '48035': 1}\n",
            "olj1aing03 -> {'48709': 1}\n",
            "olli -> {'48136': 1}\n",
            "olymp -> {'46291': 1}\n",
            "ombfsjo4l7 -> {'47688': 1}\n",
            "omg -> {'45212': 1, '45773': 1, '45965': 1, '46232': 1, '47497': 1, '48307': 1}\n",
            "omi -> {'47724': 1}\n",
            "omi76q8duu -> {'47529': 1}\n",
            "omit -> {'45479': 1}\n",
            "ommerc -> {'46983': 1}\n",
            "ommnejzzl -> {'47131': 1}\n",
            "omni -> {'47414': 1}\n",
            "omnichannel -> {'47349': 1}\n",
            "omo -> {'47559': 1}\n",
            "omydvba1fj -> {'47696': 1}\n",
            "on -> {'44955': 1, '45404': 1, '45513': 1, '45583': 1, '45916': 1, '45977': 1, '46104': 1, '46262': 1, '46336': 1, '46369': 1, '46539': 1, '46633': 1, '46782': 1, '46935': 1, '47054': 1, '47152': 1, '47228': 1, '47831': 1, '48438': 1, '48625': 1}\n",
            "on1zfwjkgh -> {'45881': 1}\n",
            "onayya2n81 -> {'45623': 1}\n",
            "onc -> {'45042': 1, '45165': 1, '45448': 1, '45527': 1, '45936': 1, '46761': 1, '46780': 1, '47099': 1, '47267': 1, '47333': 1, '47504': 1, '47537': 1, '47596': 1, '47752': 1, '47813': 1, '47819': 1, '47903': 1, '48013': 1, '48218': 1, '48219': 1}\n",
            "ondemandapp -> {'46802': 1}\n",
            "onespeedjimmi -> {'46432': 1}\n",
            "onfcxvcb6 -> {'46314': 1}\n",
            "ongo -> {'45218': 1, '45476': 1, '45712': 1, '48297': 1, '48725': 1, '48731': 1}\n",
            "onion -> {'47078': 1, '47679': 1}\n",
            "onli -> {'44968': 1, '44998': 1, '45013': 1, '45029': 1, '45057': 1, '45079': 1, '45129': 1, '45131': 1, '45157': 1, '45198': 1, '45269': 1, '45284': 1, '45393': 1, '45527': 1, '45562': 1, '45566': 1, '45567': 1, '45569': 1, '45611': 1, '45743': 1, '45764': 1, '45770': 1, '45772': 1, '45784': 1, '45802': 1, '45810': 1, '45895': 1, '45900': 1, '45936': 1, '45959': 1, '45972': 1, '45983': 1, '46056': 1, '46064': 1, '46103': 1, '46116': 1, '46121': 1, '46132': 1, '46133': 1, '46174': 1, '46180': 1, '46190': 1, '46249': 1, '46261': 1, '46301': 1, '46308': 1, '46360': 1, '46384': 1, '46415': 1, '46490': 1, '46506': 1, '46525': 1, '46545': 1, '46580': 1, '46612': 1, '46614': 1, '46650': 1, '46671': 1, '46693': 1, '46710': 1, '46712': 1, '46735': 1, '46752': 1, '46785': 1, '46805': 1, '46821': 1, '46823': 1, '46848': 1, '46888': 1, '46900': 1, '46927': 1, '46939': 1, '46963': 1, '46989': 1, '46994': 1, '47036': 1, '47078': 1, '47099': 1, '47123': 1, '47183': 1, '47209': 1, '47228': 1, '47259': 1, '47308': 1, '47310': 1, '47320': 1, '47370': 1, '47414': 1, '47425': 1, '47450': 1, '47556': 1, '47565': 1, '47600': 1, '47626': 1, '47627': 1, '47645': 1, '47657': 1, '47660': 1, '47692': 1, '47694': 1, '47695': 1, '47722': 1, '47821': 1, '47826': 1, '47833': 1, '47873': 1, '47915': 1, '47916': 1, '47923': 1, '47962': 1, '47964': 1, '47972': 1, '47973': 1, '47977': 1, '47988': 1, '48004': 1, '48034': 1, '48047': 1, '48053': 1, '48060': 1, '48074': 1, '48083': 1, '48111': 1, '48114': 1, '48119': 1, '48149': 1, '48153': 1, '48215': 1, '48218': 1, '48219': 1, '48226': 1, '48245': 1, '48289': 1, '48302': 1, '48319': 1, '48331': 1, '48352': 1, '48364': 1, '48377': 1, '48383': 1, '48386': 1, '48407': 1, '48426': 1, '48437': 1, '48440': 1, '48457': 1, '48475': 1, '48489': 1, '48504': 1, '48514': 1, '48550': 1, '48597': 1, '48624': 1, '48648': 1, '48652': 1, '48663': 1, '48672': 1, '48713': 1, '48734': 1}\n",
            "onlin -> {'44953': 1, '45005': 1, '45017': 1, '45023': 1, '45039': 1, '45074': 1, '45077': 1, '45078': 1, '45081': 1, '45096': 1, '45097': 1, '45124': 1, '45125': 1, '45126': 1, '45141': 1, '45161': 1, '45162': 1, '45165': 1, '45196': 1, '45204': 1, '45215': 1, '45218': 1, '45219': 1, '45222': 1, '45225': 1, '45227': 1, '45236': 1, '45238': 1, '45243': 1, '45245': 1, '45277': 1, '45280': 1, '45282': 1, '45285': 1, '45292': 1, '45296': 1, '45302': 1, '45303': 1, '45323': 1, '45333': 1, '45336': 1, '45341': 1, '45365': 1, '45366': 1, '45375': 1, '45435': 1, '45436': 1, '45438': 1, '45459': 1, '45480': 1, '45484': 1, '45492': 1, '45505': 1, '45511': 1, '45516': 1, '45543': 1, '45561': 1, '45573': 1, '45582': 1, '45583': 1, '45585': 1, '45600': 1, '45607': 1, '45622': 1, '45628': 1, '45634': 1, '45656': 1, '45669': 1, '45696': 1, '45704': 1, '45712': 1, '45716': 1, '45734': 1, '45736': 1, '45741': 1, '45753': 1, '45782': 1, '45790': 1, '45799': 1, '45804': 1, '45825': 1, '45838': 1, '45839': 1, '45841': 1, '45842': 1, '45845': 1, '45848': 1, '45856': 1, '45858': 1, '45880': 1, '45883': 1, '45893': 1, '45901': 1, '45909': 1, '45914': 1, '45976': 1, '45980': 1, '45982': 1, '45985': 1, '45993': 1, '45994': 1, '46000': 1, '46001': 1, '46003': 1, '46015': 1, '46045': 1, '46058': 1, '46063': 1, '46080': 1, '46084': 1, '46090': 1, '46096': 1, '46099': 1, '46106': 1, '46134': 1, '46158': 1, '46170': 1, '46188': 1, '46191': 1, '46197': 1, '46200': 1, '46245': 1, '46254': 1, '46258': 1, '46264': 1, '46296': 1, '46300': 1, '46302': 1, '46309': 1, '46320': 1, '46337': 1, '46343': 1, '46348': 1, '46350': 1, '46351': 1, '46352': 1, '46361': 1, '46390': 1, '46412': 1, '46413': 1, '46418': 1, '46419': 1, '46420': 1, '46468': 1, '46492': 1, '46502': 1, '46512': 1, '46519': 1, '46528': 1, '46535': 1, '46544': 1, '46550': 1, '46560': 1, '46572': 1, '46576': 1, '46586': 1, '46595': 1, '46607': 1, '46615': 1, '46617': 1, '46618': 1, '46626': 1, '46633': 1, '46640': 1, '46654': 1, '46683': 1, '46685': 1, '46719': 1, '46744': 1, '46760': 1, '46766': 1, '46768': 1, '46782': 1, '46817': 1, '46819': 1, '46825': 1, '46826': 1, '46837': 1, '46871': 1, '46884': 1, '46896': 1, '46908': 1, '46915': 1, '46933': 1, '46942': 1, '46961': 1, '46970': 1, '46971': 1, '46977': 1, '46983': 1, '46986': 1, '46993': 1, '47031': 1, '47038': 1, '47039': 1, '47040': 1, '47080': 1, '47116': 1, '47118': 1, '47119': 1, '47120': 1, '47127': 1, '47131': 1, '47136': 1, '47137': 1, '47138': 1, '47148': 1, '47151': 1, '47158': 1, '47160': 1, '47172': 1, '47174': 1, '47180': 1, '47185': 1, '47197': 1, '47198': 1, '47208': 1, '47214': 1, '47226': 1, '47230': 1, '47231': 1, '47235': 1, '47237': 1, '47240': 1, '47242': 1, '47248': 1, '47249': 1, '47254': 1, '47262': 1, '47282': 1, '47283': 1, '47316': 1, '47339': 1, '47342': 1, '47343': 1, '47344': 1, '47349': 1, '47361': 1, '47368': 1, '47379': 1, '47382': 1, '47389': 1, '47395': 1, '47396': 1, '47408': 1, '47409': 1, '47432': 1, '47436': 1, '47454': 1, '47455': 1, '47458': 1, '47471': 1, '47472': 1, '47474': 1, '47482': 1, '47492': 1, '47493': 1, '47497': 1, '47501': 1, '47508': 1, '47511': 1, '47512': 1, '47522': 1, '47529': 1, '47540': 1, '47552': 1, '47583': 1, '47591': 1, '47594': 1, '47607': 1, '47608': 1, '47610': 1, '47619': 1, '47622': 1, '47624': 1, '47632': 1, '47640': 1, '47650': 1, '47655': 1, '47677': 1, '47689': 1, '47703': 1, '47709': 1, '47711': 1, '47714': 1, '47716': 1, '47720': 1, '47728': 1, '47729': 1, '47730': 1, '47732': 1, '47747': 1, '47755': 1, '47758': 1, '47762': 1, '47765': 1, '47767': 1, '47769': 1, '47783': 1, '47785': 1, '47786': 1, '47790': 1, '47797': 1, '47800': 1, '47801': 1, '47819': 1, '47834': 1, '47835': 1, '47836': 1, '47837': 1, '47838': 1, '47844': 1, '47846': 1, '47847': 1, '47865': 1, '47869': 1, '47875': 1, '47878': 1, '47879': 1, '47890': 1, '47901': 1, '47905': 1, '47914': 1, '47916': 1, '47927': 1, '47936': 1, '47946': 1, '47947': 1, '47948': 1, '47954': 1, '47955': 1, '47957': 1, '47962': 1, '47967': 1, '47968': 1, '47973': 1, '47974': 1, '47989': 1, '47995': 1, '47996': 1, '47999': 1, '48018': 1, '48021': 1, '48023': 1, '48029': 1, '48039': 1, '48040': 1, '48042': 1, '48054': 1, '48064': 1, '48069': 1, '48070': 1, '48071': 1, '48072': 1, '48082': 1, '48084': 1, '48094': 1, '48096': 1, '48101': 1, '48105': 1, '48109': 1, '48114': 1, '48116': 1, '48130': 1, '48133': 1, '48140': 1, '48156': 1, '48158': 1, '48162': 1, '48170': 1, '48171': 1, '48173': 1, '48182': 1, '48183': 1, '48196': 1, '48201': 1, '48205': 1, '48211': 1, '48214': 1, '48225': 1, '48240': 1, '48246': 1, '48248': 1, '48250': 1, '48253': 1, '48254': 1, '48255': 1, '48266': 1, '48272': 1, '48279': 1, '48284': 1, '48287': 1, '48294': 1, '48301': 1, '48303': 1, '48304': 1, '48314': 1, '48320': 1, '48322': 1, '48329': 1, '48330': 1, '48335': 1, '48337': 1, '48339': 1, '48343': 1, '48348': 1, '48349': 1, '48359': 1, '48362': 1, '48373': 1, '48382': 1, '48384': 1, '48385': 1, '48398': 1, '48400': 1, '48402': 1, '48407': 1, '48413': 1, '48414': 1, '48419': 1, '48420': 1, '48422': 1, '48428': 1, '48429': 1, '48434': 1, '48438': 1, '48442': 1, '48446': 1, '48449': 1, '48453': 1, '48468': 1, '48470': 1, '48473': 1, '48477': 1, '48480': 1, '48485': 1, '48486': 1, '48494': 1, '48497': 1, '48498': 1, '48520': 1, '48521': 1, '48535': 1, '48552': 1, '48556': 1, '48569': 1, '48578': 1, '48579': 1, '48600': 1, '48601': 1, '48603': 1, '48608': 1, '48615': 1, '48619': 1, '48620': 1, '48626': 1, '48627': 1, '48641': 1, '48642': 1, '48648': 1, '48649': 1, '48656': 1, '48664': 1, '48669': 1, '48670': 1, '48671': 1, '48687': 1, '48708': 1, '48710': 1, '48711': 1, '48731': 1, '48736': 1}\n",
            "onlineshop -> {'45162': 1, '45190': 1, '45736': 1, '45799': 1, '46248': 1, '46254': 1, '46418': 1, '46683': 1, '46887': 1, '47198': 1, '47454': 1, '47844': 1, '47927': 1, '48071': 1, '48398': 1}\n",
            "onlinr -> {'46352': 1}\n",
            "onlyfan -> {'47328': 1}\n",
            "onpoli -> {'45396': 1}\n",
            "onset -> {'46611': 1, '47779': 1}\n",
            "onsit -> {'46877': 1, '48444': 1}\n",
            "onslaught -> {'46615': 1}\n",
            "ontarian -> {'47766': 1, '47886': 1, '48700': 1}\n",
            "ontario -> {'45263': 1, '45396': 1, '46356': 1, '46638': 1, '46716': 1, '46978': 1, '46988': 1, '47187': 1, '47234': 1, '47266': 1, '47517': 1, '47631': 1, '47766': 1, '47897': 1, '48020': 1, '48138': 1, '48700': 1}\n",
            "oo3uhc9hxo -> {'45052': 1}\n",
            "oodt -> {'45838': 1}\n",
            "oommen -> {'46664': 1, '46665': 1}\n",
            "ooo -> {'45655': 1, '47559': 1}\n",
            "oop -> {'45591': 1, '46449': 1}\n",
            "ooredoomald -> {'47334': 1}\n",
            "ootd -> {'48187': 1}\n",
            "oott -> {'45024': 1}\n",
            "ooz -> {'46181': 1}\n",
            "op -> {'48184': 1, '48376': 1, '48568': 1}\n",
            "opat -> {'45298': 1}\n",
            "opec -> {'44977': 1, '45000': 1, '45024': 1, '46763': 1}\n",
            "open -> {'44978': 1, '44995': 1, '45193': 1, '45214': 1, '45272': 1, '45377': 1, '45483': 1, '45507': 1, '45715': 1, '45795': 1, '45886': 1, '46175': 1, '46244': 1, '46380': 1, '46434': 1, '46535': 1, '46543': 1, '46572': 1, '46634': 1, '46659': 1, '46668': 1, '46678': 1, '46726': 1, '46765': 1, '46775': 1, '46951': 1, '47027': 1, '47066': 1, '47206': 1, '47221': 1, '47253': 1, '47289': 1, '47332': 1, '47353': 1, '47376': 1, '47489': 1, '47529': 1, '47530': 1, '47573': 1, '47595': 1, '47601': 1, '47679': 1, '47689': 1, '47739': 1, '47806': 1, '47845': 1, '47846': 1, '47873': 1, '47879': 1, '47915': 1, '48000': 1, '48014': 1, '48022': 1, '48083': 1, '48097': 1, '48101': 1, '48118': 1, '48190': 1, '48198': 1, '48222': 1, '48242': 1, '48289': 1, '48290': 1, '48297': 1, '48332': 1, '48359': 1, '48363': 1, '48377': 1, '48416': 1, '48430': 1, '48431': 1, '48432': 1, '48452': 1, '48485': 1, '48491': 1, '48508': 1, '48514': 1, '48515': 1, '48518': 1, '48524': 1, '48527': 1, '48543': 1, '48555': 1, '48608': 1, '48632': 1, '48655': 1, '48657': 1, '48729': 1, '48731': 1}\n",
            "oper -> {'45015': 1, '45201': 1, '45609': 1, '45689': 1, '45763': 1, '46191': 1, '46452': 1, '46682': 1, '46969': 1, '47592': 1, '47901': 1, '48359': 1, '48360': 1, '48528': 1, '48586': 1, '48643': 1, '48729': 1}\n",
            "opfkb7z2t5 -> {'47061': 1}\n",
            "opindia -> {'47578': 1}\n",
            "opinion -> {'45731': 1, '45935': 1, '46199': 1, '46585': 1}\n",
            "oppertun -> {'47592': 1}\n",
            "opportun -> {'45651': 1, '45691': 1, '45711': 1, '46292': 1, '46908': 1, '46918': 1, '46938': 1, '47042': 1, '47109': 1, '47232': 1, '47400': 1, '47691': 1, '47706': 1, '48446': 1, '48656': 1}\n",
            "opportunist -> {'45307': 1, '45938': 1, '45987': 1, '46387': 1, '48054': 1}\n",
            "oppos -> {'46942': 1}\n",
            "opposit -> {'45145': 1, '47445': 1, '48003': 1, '48106': 1}\n",
            "oppress -> {'46220': 1, '47706': 1}\n",
            "oprah -> {'48551': 1}\n",
            "opravdu -> {'45298': 1}\n",
            "opsqhnimgw -> {'47942': 1}\n",
            "opt -> {'46572': 1}\n",
            "optic -> {'44985': 1}\n",
            "optim -> {'48086': 1}\n",
            "optimist -> {'44971': 1, '45196': 1, '46633': 1}\n",
            "option -> {'45755': 1, '45839': 1, '46188': 1, '46198': 1, '47197': 1, '47367': 1, '47587': 1, '47595': 1, '47836': 1, '47968': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1}\n",
            "oqdalbhyfa -> {'47859': 1}\n",
            "oqngv1wukh -> {'46753': 1}\n",
            "oqnmkc7i1o -> {'48662': 1}\n",
            "oqynybmzd3 -> {'48300': 1}\n",
            "oqzjkamkvt -> {'47614': 1}\n",
            "order -> {'44963': 1, '45022': 1, '45031': 1, '45039': 1, '45172': 1, '45227': 1, '45236': 1, '45245': 1, '45436': 1, '45487': 1, '45513': 1, '45522': 1, '45561': 1, '45572': 1, '45582': 1, '45583': 1, '45628': 1, '45721': 1, '45741': 1, '45853': 1, '45855': 1, '45914': 1, '45938': 1, '45971': 1, '46058': 1, '46085': 1, '46090': 1, '46175': 1, '46418': 1, '46420': 1, '46512': 1, '46529': 1, '46578': 1, '46618': 1, '46622': 1, '46782': 1, '46852': 1, '46871': 1, '46977': 1, '46995': 1, '47042': 1, '47074': 1, '47080': 1, '47341': 1, '47395': 1, '47449': 1, '47492': 1, '47502': 1, '47508': 1, '47622': 1, '47649': 1, '47725': 1, '47735': 1, '47758': 1, '47765': 1, '47769': 1, '47812': 1, '47834': 1, '47846': 1, '47863': 1, '47869': 1, '47962': 1, '47999': 1, '48023': 1, '48029': 1, '48042': 1, '48053': 1, '48130': 1, '48205': 1, '48266': 1, '48279': 1, '48284': 1, '48303': 1, '48335': 1, '48384': 1, '48449': 1, '48465': 1, '48485': 1, '48529': 1, '48552': 1, '48560': 1, '48600': 1, '48620': 1, '48686': 1, '48698': 1, '48722': 1}\n",
            "orderli -> {'47641': 1}\n",
            "ordin -> {'47855': 1, '48405': 1}\n",
            "ordinari -> {'45353': 1, '45610': 1, '48185': 1}\n",
            "oregon -> {'45227': 1, '46621': 1}\n",
            "oregonhuman -> {'46147': 1}\n",
            "orfrozenfruit -> {'47429': 1}\n",
            "org -> {'45637': 1}\n",
            "organ -> {'44965': 1, '45160': 1, '45202': 1, '45592': 1, '45839': 1, '46007': 1, '46179': 1, '46180': 1, '46706': 1, '46800': 1, '46841': 1, '46966': 1, '47026': 1, '47079': 1, '47376': 1, '48023': 1, '48039': 1, '48162': 1, '48174': 1, '48216': 1}\n",
            "organi -> {'46776': 1}\n",
            "organis -> {'48529': 1}\n",
            "origin -> {'45124': 1, '45383': 1, '45570': 1, '46423': 1, '47460': 1, '47842': 1, '47992': 1, '48246': 1}\n",
            "originalcont -> {'48480': 1}\n",
            "orleanian -> {'47708': 1}\n",
            "orlf -> {'48661': 1}\n",
            "ormoc -> {'46610': 1}\n",
            "orqoy2a46i -> {'48556': 1}\n",
            "orqutldhew -> {'48205': 1}\n",
            "orvsjzwy6u -> {'45616': 1}\n",
            "orwgwlx8rf -> {'48195': 1}\n",
            "orx6y2boqb -> {'46433': 1}\n",
            "osher -> {'48289': 1}\n",
            "oslo -> {'46052': 1}\n",
            "ospinta -> {'45060': 1}\n",
            "osu -> {'46731': 1}\n",
            "oszkjx0y8i -> {'45170': 1}\n",
            "ot -> {'48167': 1}\n",
            "otc -> {'45405': 1}\n",
            "otp -> {'46438': 1}\n",
            "ott -> {'46840': 1}\n",
            "ottawa -> {'45528': 1, '46026': 1, '46386': 1, '46479': 1, '46747': 1, '47668': 1}\n",
            "ottnew -> {'46386': 1}\n",
            "oty3e9wwz1 -> {'47365': 1}\n",
            "otznoy0m9i -> {'46567': 1}\n",
            "oub4mnmrna -> {'45011': 1}\n",
            "oughta -> {'47607': 1}\n",
            "out -> {'47205': 1}\n",
            "outag -> {'45392': 1, '46569': 1}\n",
            "outbreak -> {'44967': 1, '45105': 1, '45106': 1, '45186': 1, '45190': 1, '45193': 1, '45282': 1, '45347': 1, '45423': 1, '45449': 1, '45459': 1, '45492': 1, '45566': 1, '45570': 1, '45633': 1, '45718': 1, '45781': 1, '45832': 1, '45887': 1, '45923': 1, '45950': 1, '45987': 1, '46001': 1, '46014': 1, '46017': 1, '46063': 1, '46165': 1, '46220': 1, '46235': 1, '46323': 1, '46682': 1, '46809': 1, '46827': 1, '47097': 1, '47149': 1, '47352': 1, '47370': 1, '47495': 1, '47502': 1, '47516': 1, '47749': 1, '47770': 1, '47793': 1, '47888': 1, '47897': 1, '47905': 1, '47907': 1, '47986': 1, '48007': 1, '48026': 1, '48038': 1, '48053': 1, '48107': 1, '48119': 1, '48209': 1, '48211': 1, '48277': 1, '48324': 1, '48332': 1, '48361': 1, '48367': 1, '48371': 1, '48429': 1, '48449': 1, '48479': 1, '48491': 1, '48533': 1, '48538': 1, '48585': 1, '48613': 1, '48691': 1, '48736': 1}\n",
            "outcom -> {'46275': 1}\n",
            "outdoor -> {'45565': 1, '48071': 1}\n",
            "outfit -> {'45838': 1, '46300': 1}\n",
            "outfitt -> {'47811': 1, '48647': 1}\n",
            "outher -> {'45580': 1}\n",
            "outlet -> {'46403': 1, '46969': 1, '47917': 1, '48245': 1, '48268': 1}\n",
            "outlin -> {'47376': 1}\n",
            "outlook -> {'45170': 1, '45993': 1, '48585': 1}\n",
            "outpac -> {'46521': 1}\n",
            "outrag -> {'45242': 1, '45713': 1, '45821': 1, '45924': 1, '46386': 1, '46778': 1, '47304': 1, '47676': 1, '47923': 1}\n",
            "outstand -> {'48646': 1}\n",
            "outta -> {'45963': 1, '46529': 1}\n",
            "outweigh -> {'45379': 1}\n",
            "ove -> {'45261': 1}\n",
            "overboard -> {'46971': 1}\n",
            "overbui -> {'47016': 1, '47373': 1, '47733': 1}\n",
            "overcom -> {'45134': 1, '46790': 1}\n",
            "overcrowd -> {'46209': 1, '48416': 1}\n",
            "overflow -> {'46384': 1, '47194': 1, '47555': 1}\n",
            "overheard -> {'45443': 1, '46378': 1, '46789': 1, '46796': 1, '47044': 1, '47091': 1, '47298': 1, '47944': 1, '48717': 1}\n",
            "overli -> {'47081': 1}\n",
            "overload -> {'46528': 1}\n",
            "overlook -> {'46500': 1}\n",
            "overnight -> {'44995': 1, '46078': 1, '46403': 1, '46956': 1, '47926': 1}\n",
            "overpr -> {'45432': 1, '48355': 1, '48467': 1}\n",
            "overreact -> {'45681': 1, '46833': 1, '47374': 1, '47808': 1}\n",
            "overrun -> {'46555': 1}\n",
            "overs -> {'48384': 1}\n",
            "oversea -> {'45196': 1}\n",
            "overshadow -> {'48193': 1, '48194': 1, '48195': 1}\n",
            "overshoot -> {'48467': 1}\n",
            "overtim -> {'45480': 1, '46277': 1, '46357': 1}\n",
            "overwhelm -> {'46739': 1, '46758': 1, '47872': 1, '48284': 1}\n",
            "ovjyp9j839 -> {'46763': 1}\n",
            "ovx1lm8jrd -> {'45352': 1}\n",
            "ow -> {'45844': 1, '48458': 1}\n",
            "owhealth -> {'48401': 1}\n",
            "owmnogtjv1 -> {'46945': 1}\n",
            "owner -> {'45146': 1, '45744': 1, '45803': 1, '45872': 1, '45896': 1, '45914': 1, '46171': 1, '46220': 1, '46235': 1, '48051': 1, '48293': 1, '48323': 1}\n",
            "oxutfqhkk7 -> {'45473': 1}\n",
            "oydbzjszji -> {'47442': 1}\n",
            "oyinboprincesssaysso -> {'47559': 1}\n",
            "oynon -> {'48244': 1}\n",
            "oz -> {'45271': 1}\n",
            "ozcnshyq64 -> {'48145': 1}\n",
            "ozv4qym43i -> {'48008': 1}\n",
            "ozy1y6kukm -> {'46897': 1}\n",
            "ozzyosbourn -> {'45695': 1}\n",
            "p07csfqquo -> {'46347': 1}\n",
            "p0ietrurea -> {'45581': 1}\n",
            "p1ejdpvnyi -> {'45031': 1}\n",
            "p1hxgcqhq7 -> {'46849': 1}\n",
            "p1upptnxfz -> {'45178': 1}\n",
            "p3arxsrnqo -> {'45978': 1}\n",
            "p3zfjjjyil -> {'45285': 1}\n",
            "p41vjg4ud6 -> {'46140': 1}\n",
            "p5 -> {'48062': 1}\n",
            "p500 -> {'44995': 1}\n",
            "p64lji5kth -> {'48594': 1}\n",
            "p6e3vsch01 -> {'48593': 1}\n",
            "p6etft5u7f -> {'45050': 1}\n",
            "p7lt0d2dcu -> {'48350': 1}\n",
            "p9n3cprma -> {'47640': 1}\n",
            "p9zi62cne8 -> {'46381': 1}\n",
            "pa -> {'45243': 1, '45345': 1, '45667': 1}\n",
            "pa8aki8d42 -> {'46325': 1}\n",
            "pace -> {'45077': 1, '45078': 1, '46018': 1, '47421': 1, '48700': 1}\n",
            "pacifi -> {'48097': 1}\n",
            "pack -> {'44954': 1, '45112': 1, '45303': 1, '45412': 1, '45469': 1, '45527': 1, '45575': 1, '45626': 1, '45761': 1, '45763': 1, '45779': 1, '45931': 1, '45940': 1, '45951': 1, '46158': 1, '46258': 1, '46334': 1, '46374': 1, '46386': 1, '46546': 1, '46622': 1, '46655': 1, '46692': 1, '46711': 1, '46762': 1, '46821': 1, '46844': 1, '46854': 1, '46857': 1, '46877': 1, '46927': 1, '47006': 1, '47030': 1, '47090': 1, '47110': 1, '47264': 1, '47285': 1, '47411': 1, '47509': 1, '47524': 1, '47525': 1, '47718': 1, '47725': 1, '47726': 1, '47765': 1, '47843': 1, '48113': 1, '48120': 1, '48170': 1, '48220': 1, '48235': 1, '48612': 1, '48747': 1}\n",
            "packag -> {'44993': 1, '45011': 1, '45124': 1, '45201': 1, '45227': 1, '45361': 1, '46052': 1, '46075': 1, '46243': 1, '46268': 1, '46586': 1, '46683': 1, '46840': 1, '47052': 1, '47157': 1, '47435': 1, '47780': 1, '48069': 1, '48123': 1, '48313': 1, '48433': 1, '48689': 1}\n",
            "packer -> {'45086': 1}\n",
            "packet -> {'45087': 1, '45295': 1, '45733': 1, '46103': 1, '46836': 1, '47308': 1}\n",
            "packung -> {'48726': 1}\n",
            "pacman -> {'46263': 1}\n",
            "page -> {'45078': 1, '45343': 1, '46373': 1, '46729': 1, '47822': 1}\n",
            "pai -> {'45028': 1, '45112': 1, '45209': 1, '45217': 1, '45265': 1, '45304': 1, '45311': 1, '45348': 1, '45386': 1, '45517': 1, '45518': 1, '45606': 1, '45717': 1, '45723': 1, '45737': 1, '45742': 1, '45805': 1, '45937': 1, '45988': 1, '46067': 1, '46136': 1, '46159': 1, '46333': 1, '46505': 1, '46557': 1, '46572': 1, '46584': 1, '46757': 1, '46784': 1, '46830': 1, '46843': 1, '46881': 1, '46900': 1, '47040': 1, '47106': 1, '47129': 1, '47284': 1, '47463': 1, '47567': 1, '47686': 1, '47769': 1, '47800': 1, '47811': 1, '47826': 1, '47874': 1, '48005': 1, '48006': 1, '48039': 1, '48078': 1, '48129': 1, '48152': 1, '48279': 1, '48286': 1, '48313': 1, '48337': 1, '48398': 1, '48399': 1, '48402': 1, '48476': 1, '48527': 1, '48634': 1, '48646': 1, '48651': 1, '48697': 1, '48702': 1}\n",
            "paid -> {'44958': 1, '44968': 1, '45028': 1, '45065': 1, '45209': 1, '45255': 1, '45258': 1, '45389': 1, '45532': 1, '45576': 1, '45629': 1, '45717': 1, '45719': 1, '45730': 1, '45763': 1, '45919': 1, '45937': 1, '45955': 1, '46031': 1, '46268': 1, '46358': 1, '46414': 1, '46424': 1, '46489': 1, '46498': 1, '46558': 1, '46574': 1, '46620': 1, '46709': 1, '47062': 1, '47064': 1, '47069': 1, '47274': 1, '47291': 1, '47410': 1, '47506': 1, '47584': 1, '47587': 1, '47748': 1, '47820': 1, '47825': 1, '47955': 1, '48052': 1, '48053': 1, '48085': 1, '48372': 1, '48634': 1, '48694': 1, '48734': 1}\n",
            "paidleaveforal -> {'44982': 1}\n",
            "paidsickdai -> {'48199': 1}\n",
            "paidsickleav -> {'45717': 1}\n",
            "pain -> {'45259': 1, '45328': 1, '45990': 1, '46104': 1, '47081': 1, '48018': 1}\n",
            "painkil -> {'45259': 1}\n",
            "paint -> {'45559': 1, '47226': 1}\n",
            "pair -> {'45736': 1, '46740': 1}\n",
            "pajama -> {'47522': 1}\n",
            "pak -> {'46366': 1}\n",
            "pakistan -> {'47237': 1, '48682': 1}\n",
            "pakistani -> {'45329': 1}\n",
            "pakistanimuslim -> {'48738': 1}\n",
            "pakistanio -> {'48688': 1}\n",
            "pal -> {'46577': 1, '47522': 1}\n",
            "palestinian -> {'47706': 1}\n",
            "palett -> {'47250': 1}\n",
            "pallet -> {'46921': 1}\n",
            "palli -> {'45099': 1}\n",
            "palm -> {'46120': 1}\n",
            "pam -> {'46747': 1}\n",
            "panama -> {'48685': 1}\n",
            "pancit -> {'46967': 1}\n",
            "pandem -> {'45109': 1, '45113': 1, '45124': 1, '45166': 1, '45179': 1, '45181': 1, '45202': 1, '45208': 1, '45215': 1, '45225': 1, '45240': 1, '45456': 1, '45473': 1, '45476': 1, '45477': 1, '45485': 1, '45488': 1, '45494': 1, '45515': 1, '45524': 1, '45526': 1, '45554': 1, '45583': 1, '45589': 1, '45590': 1, '45617': 1, '45631': 1, '45658': 1, '45675': 1, '45676': 1, '45684': 1, '45722': 1, '45778': 1, '45781': 1, '45788': 1, '45794': 1, '45821': 1, '45868': 1, '45917': 1, '45977': 1, '45982': 1, '45996': 1, '45997': 1, '46134': 1, '46144': 1, '46168': 1, '46190': 1, '46219': 1, '46284': 1, '46285': 1, '46306': 1, '46371': 1, '46375': 1, '46418': 1, '46430': 1, '46488': 1, '46533': 1, '46569': 1, '46581': 1, '46594': 1, '46630': 1, '46637': 1, '46649': 1, '46661': 1, '46664': 1, '46665': 1, '46683': 1, '46695': 1, '46697': 1, '46766': 1, '46810': 1, '46817': 1, '46843': 1, '46875': 1, '46922': 1, '46982': 1, '46988': 1, '46999': 1, '47003': 1, '47021': 1, '47056': 1, '47113': 1, '47181': 1, '47184': 1, '47210': 1, '47231': 1, '47239': 1, '47250': 1, '47264': 1, '47394': 1, '47427': 1, '47447': 1, '47483': 1, '47515': 1, '47519': 1, '47523': 1, '47524': 1, '47525': 1, '47551': 1, '47556': 1, '47580': 1, '47631': 1, '47632': 1, '47644': 1, '47714': 1, '47740': 1, '47778': 1, '47782': 1, '47832': 1, '47847': 1, '47867': 1, '47886': 1, '47901': 1, '47953': 1, '47961': 1, '48006': 1, '48020': 1, '48036': 1, '48070': 1, '48117': 1, '48234': 1, '48258': 1, '48287': 1, '48298': 1, '48305': 1, '48318': 1, '48324': 1, '48331': 1, '48344': 1, '48347': 1, '48443': 1, '48450': 1, '48515': 1, '48516': 1, '48517': 1, '48526': 1, '48527': 1, '48549': 1, '48556': 1, '48564': 1, '48593': 1, '48594': 1, '48596': 1, '48603': 1, '48605': 1, '48639': 1, '48681': 1, '48703': 1, '48714': 1, '48731': 1}\n",
            "pandemia -> {'45145': 1, '45327': 1, '45645': 1}\n",
            "pandemicpan -> {'46216': 1}\n",
            "pandemicpandemonium -> {'47297': 1}\n",
            "pandemicparti -> {'45897': 1}\n",
            "pandemicprepared -> {'47581': 1}\n",
            "pandemonium -> {'44980': 1, '46136': 1, '47595': 1, '48193': 1, '48194': 1, '48195': 1, '48276': 1}\n",
            "panden -> {'45546': 1}\n",
            "pandumb -> {'45142': 1, '45181': 1}\n",
            "panel -> {'45659': 1, '48067': 1}\n",
            "pani -> {'48706': 1}\n",
            "panic -> {'44956': 1, '44965': 1, '44976': 1, '44980': 1, '44985': 1, '44987': 1, '44988': 1, '44990': 1, '45019': 1, '45022': 1, '45047': 1, '45064': 1, '45082': 1, '45086': 1, '45090': 1, '45104': 1, '45108': 1, '45110': 1, '45120': 1, '45134': 1, '45163': 1, '45195': 1, '45220': 1, '45237': 1, '45251': 1, '45254': 1, '45261': 1, '45278': 1, '45286': 1, '45290': 1, '45291': 1, '45313': 1, '45315': 1, '45347': 1, '45355': 1, '45361': 1, '45366': 1, '45384': 1, '45389': 1, '45392': 1, '45395': 1, '45408': 1, '45419': 1, '45461': 1, '45463': 1, '45464': 1, '45469': 1, '45481': 1, '45490': 1, '45503': 1, '45541': 1, '45546': 1, '45551': 1, '45552': 1, '45562': 1, '45574': 1, '45581': 1, '45589': 1, '45624': 1, '45635': 1, '45636': 1, '45643': 1, '45657': 1, '45660': 1, '45662': 1, '45664': 1, '45668': 1, '45672': 1, '45673': 1, '45676': 1, '45679': 1, '45681': 1, '45682': 1, '45689': 1, '45690': 1, '45697': 1, '45704': 1, '45724': 1, '45729': 1, '45743': 1, '45746': 1, '45748': 1, '45755': 1, '45762': 1, '45766': 1, '45768': 1, '45772': 1, '45777': 1, '45788': 1, '45789': 1, '45810': 1, '45849': 1, '45855': 1, '45863': 1, '45865': 1, '45892': 1, '45895': 1, '45898': 1, '45913': 1, '45918': 1, '45925': 1, '45946': 1, '45965': 1, '45968': 1, '45972': 1, '45974': 1, '45975': 1, '45990': 1, '46006': 1, '46011': 1, '46032': 1, '46033': 1, '46036': 1, '46038': 1, '46047': 1, '46070': 1, '46092': 1, '46096': 1, '46104': 1, '46107': 1, '46119': 1, '46121': 1, '46145': 1, '46154': 1, '46161': 1, '46163': 1, '46166': 1, '46167': 1, '46169': 1, '46178': 1, '46180': 1, '46184': 1, '46193': 1, '46199': 1, '46205': 1, '46210': 1, '46219': 1, '46221': 1, '46234': 1, '46236': 1, '46241': 1, '46252': 1, '46281': 1, '46291': 1, '46293': 1, '46301': 1, '46315': 1, '46316': 1, '46330': 1, '46331': 1, '46332': 1, '46338': 1, '46354': 1, '46360': 1, '46363': 1, '46367': 1, '46388': 1, '46393': 1, '46429': 1, '46437': 1, '46449': 1, '46457': 1, '46473': 1, '46478': 1, '46479': 1, '46481': 1, '46487': 1, '46499': 1, '46507': 1, '46508': 1, '46531': 1, '46532': 1, '46541': 1, '46543': 1, '46548': 1, '46549': 1, '46553': 1, '46596': 1, '46601': 1, '46605': 1, '46606': 1, '46610': 1, '46625': 1, '46636': 1, '46637': 1, '46638': 1, '46663': 1, '46674': 1, '46676': 1, '46687': 1, '46695': 1, '46700': 1, '46705': 1, '46715': 1, '46716': 1, '46736': 1, '46744': 1, '46747': 1, '46748': 1, '46751': 1, '46759': 1, '46760': 1, '46779': 1, '46786': 1, '46790': 1, '46795': 1, '46804': 1, '46805': 1, '46806': 1, '46810': 1, '46813': 1, '46836': 1, '46850': 1, '46856': 1, '46888': 1, '46899': 1, '46903': 1, '46905': 1, '46924': 1, '46934': 1, '46949': 1, '46951': 1, '46952': 1, '46956': 1, '46967': 1, '46968': 1, '46971': 1, '46974': 1, '46985': 1, '46990': 1, '46999': 1, '47009': 1, '47014': 1, '47025': 1, '47028': 1, '47029': 1, '47030': 1, '47033': 1, '47046': 1, '47055': 1, '47058': 1, '47066': 1, '47067': 1, '47071': 1, '47095': 1, '47107': 1, '47114': 1, '47137': 1, '47140': 1, '47142': 1, '47155': 1, '47165': 1, '47170': 1, '47176': 1, '47183': 1, '47186': 1, '47189': 1, '47192': 1, '47194': 1, '47196': 1, '47201': 1, '47203': 1, '47204': 1, '47213': 1, '47220': 1, '47221': 1, '47222': 1, '47229': 1, '47234': 1, '47236': 1, '47246': 1, '47250': 1, '47255': 1, '47259': 1, '47274': 1, '47287': 1, '47292': 1, '47302': 1, '47303': 1, '47320': 1, '47325': 1, '47330': 1, '47340': 1, '47342': 1, '47354': 1, '47363': 1, '47372': 1, '47373': 1, '47384': 1, '47400': 1, '47406': 1, '47408': 1, '47414': 1, '47423': 1, '47439': 1, '47446': 1, '47457': 1, '47460': 1, '47465': 1, '47467': 1, '47473': 1, '47474': 1, '47479': 1, '47480': 1, '47483': 1, '47485': 1, '47487': 1, '47491': 1, '47500': 1, '47505': 1, '47510': 1, '47514': 1, '47515': 1, '47518': 1, '47519': 1, '47521': 1, '47572': 1, '47595': 1, '47605': 1, '47606': 1, '47620': 1, '47631': 1, '47643': 1, '47672': 1, '47674': 1, '47678': 1, '47686': 1, '47692': 1, '47697': 1, '47711': 1, '47712': 1, '47719': 1, '47733': 1, '47742': 1, '47744': 1, '47755': 1, '47756': 1, '47760': 1, '47766': 1, '47776': 1, '47777': 1, '47779': 1, '47781': 1, '47782': 1, '47784': 1, '47788': 1, '47799': 1, '47806': 1, '47814': 1, '47828': 1, '47832': 1, '47841': 1, '47848': 1, '47854': 1, '47855': 1, '47857': 1, '47858': 1, '47868': 1, '47871': 1, '47872': 1, '47873': 1, '47874': 1, '47876': 1, '47883': 1, '47884': 1, '47897': 1, '47900': 1, '47902': 1, '47906': 1, '47917': 1, '47926': 1, '47931': 1, '47938': 1, '47945': 1, '47947': 1, '47951': 1, '47952': 1, '47953': 1, '47960': 1, '47962': 1, '47964': 1, '47969': 1, '47988': 1, '47997': 1, '47999': 1, '48001': 1, '48004': 1, '48013': 1, '48017': 1, '48021': 1, '48025': 1, '48031': 1, '48034': 1, '48037': 1, '48046': 1, '48048': 1, '48057': 1, '48058': 1, '48061': 1, '48077': 1, '48079': 1, '48080': 1, '48097': 1, '48120': 1, '48139': 1, '48144': 1, '48150': 1, '48165': 1, '48169': 1, '48172': 1, '48178': 1, '48179': 1, '48181': 1, '48188': 1, '48206': 1, '48216': 1, '48217': 1, '48221': 1, '48223': 1, '48229': 1, '48238': 1, '48240': 1, '48251': 1, '48252': 1, '48253': 1, '48261': 1, '48265': 1, '48267': 1, '48268': 1, '48277': 1, '48280': 1, '48286': 1, '48296': 1, '48298': 1, '48310': 1, '48312': 1, '48319': 1, '48323': 1, '48325': 1, '48340': 1, '48348': 1, '48350': 1, '48358': 1, '48361': 1, '48379': 1, '48383': 1, '48392': 1, '48393': 1, '48394': 1, '48396': 1, '48405': 1, '48426': 1, '48427': 1, '48443': 1, '48457': 1, '48469': 1, '48489': 1, '48494': 1, '48498': 1, '48503': 1, '48506': 1, '48543': 1, '48544': 1, '48548': 1, '48550': 1, '48551': 1, '48554': 1, '48565': 1, '48566': 1, '48567': 1, '48571': 1, '48597': 1, '48600': 1, '48602': 1, '48613': 1, '48625': 1, '48627': 1, '48635': 1, '48643': 1, '48656': 1, '48661': 1, '48663': 1, '48665': 1, '48683': 1, '48684': 1, '48690': 1, '48691': 1, '48696': 1, '48707': 1, '48719': 1, '48721': 1, '48740': 1, '48741': 1, '48747': 1}\n",
            "panicatthedisco -> {'45728': 1}\n",
            "panicbui -> {'45010': 1, '45047': 1, '45330': 1, '45345': 1, '45609': 1, '45620': 1, '45652': 1, '45659': 1, '45721': 1, '45730': 1, '45849': 1, '45973': 1, '46009': 1, '46048': 1, '46127': 1, '46145': 1, '46153': 1, '46168': 1, '46169': 1, '46172': 1, '46199': 1, '46203': 1, '46217': 1, '46230': 1, '46238': 1, '46249': 1, '46276': 1, '46297': 1, '46305': 1, '46314': 1, '46330': 1, '46349': 1, '46371': 1, '46374': 1, '46378': 1, '46392': 1, '46422': 1, '46423': 1, '46467': 1, '46470': 1, '46491': 1, '46505': 1, '46508': 1, '46524': 1, '46530': 1, '46542': 1, '46559': 1, '46630': 1, '46644': 1, '46652': 1, '46653': 1, '46655': 1, '46666': 1, '46689': 1, '46725': 1, '46736': 1, '46741': 1, '46772': 1, '46781': 1, '46783': 1, '46796': 1, '46806': 1, '46813': 1, '46829': 1, '46846': 1, '46849': 1, '46856': 1, '46862': 1, '46866': 1, '46867': 1, '46868': 1, '46874': 1, '46911': 1, '46934': 1, '46970': 1, '47024': 1, '47033': 1, '47034': 1, '47048': 1, '47059': 1, '47071': 1, '47094': 1, '47101': 1, '47117': 1, '47174': 1, '47181': 1, '47207': 1, '47213': 1, '47302': 1, '47314': 1, '47321': 1, '47418': 1, '47421': 1, '47437': 1, '47500': 1, '47514': 1, '47517': 1, '47523': 1, '47524': 1, '47525': 1, '47535': 1, '47554': 1, '47585': 1, '47597': 1, '47630': 1, '47643': 1, '47657': 1, '47678': 1, '47864': 1, '48193': 1, '48194': 1, '48195': 1, '48212': 1, '48241': 1, '48387': 1, '48691': 1}\n",
            "panicbuy -> {'45548': 1, '45659': 1, '46199': 1, '46558': 1, '46579': 1, '47218': 1, '47734': 1, '47765': 1, '48100': 1}\n",
            "panicbuyingireland -> {'45047': 1}\n",
            "panicbuyinguk -> {'45609': 1, '45624': 1}\n",
            "panick -> {'45085': 1, '45105': 1, '45144': 1, '45174': 1, '45196': 1, '45278': 1, '45351': 1, '45358': 1, '45393': 1, '45439': 1, '45444': 1, '45626': 1, '45935': 1, '46025': 1, '46058': 1, '46101': 1, '46135': 1, '46154': 1, '46160': 1, '46168': 1, '46193': 1, '46208': 1, '46407': 1, '46428': 1, '46443': 1, '46528': 1, '46758': 1, '46788': 1, '46797': 1, '46814': 1, '46869': 1, '46901': 1, '46955': 1, '47088': 1, '47173': 1, '47205': 1, '47319': 1, '47362': 1, '47810': 1, '47886': 1, '47902': 1, '47951': 1, '48020': 1, '48191': 1, '48220': 1, '48392': 1, '48471': 1, '48625': 1, '48723': 1, '48728': 1}\n",
            "panickbui -> {'45158': 1, '46047': 1, '46051': 1, '46770': 1, '47335': 1, '47581': 1, '47683': 1, '47959': 1}\n",
            "panickbuyinguk -> {'45259': 1, '45624': 1, '45762': 1, '46744': 1}\n",
            "panicki -> {'47878': 1}\n",
            "panicmod -> {'47744': 1}\n",
            "panicroom -> {'46789': 1}\n",
            "panicshop -> {'44973': 1, '45659': 1, '47418': 1, '47508': 1, '47597': 1, '47736': 1, '47815': 1, '47850': 1, '47908': 1, '47927': 1, '47996': 1, '48044': 1, '48143': 1, '48151': 1, '48176': 1, '48208': 1, '48213': 1, '48267': 1}\n",
            "panicshopp -> {'46298': 1}\n",
            "panika -> {'45298': 1}\n",
            "pansi -> {'45284': 1}\n",
            "pantri -> {'45021': 1, '45075': 1, '45082': 1, '45089': 1, '45156': 1, '45173': 1, '45291': 1, '45300': 1, '45338': 1, '45416': 1, '45515': 1, '46252': 1, '46954': 1, '47258': 1, '47475': 1, '47477': 1, '47752': 1, '47843': 1, '47888': 1, '48081': 1, '48113': 1, '48432': 1, '48550': 1, '48551': 1, '48584': 1, '48596': 1}\n",
            "pantrym -> {'47477': 1}\n",
            "papel -> {'47336': 1}\n",
            "paper -> {'44957': 1, '44979': 1, '44990': 1, '45014': 1, '45052': 1, '45053': 1, '45057': 1, '45066': 1, '45079': 1, '45100': 1, '45103': 1, '45132': 1, '45135': 1, '45137': 1, '45163': 1, '45169': 1, '45188': 1, '45196': 1, '45206': 1, '45212': 1, '45231': 1, '45241': 1, '45242': 1, '45248': 1, '45253': 1, '45257': 1, '45261': 1, '45262': 1, '45287': 1, '45288': 1, '45297': 1, '45312': 1, '45313': 1, '45332': 1, '45350': 1, '45353': 1, '45362': 1, '45363': 1, '45399': 1, '45408': 1, '45410': 1, '45418': 1, '45432': 1, '45439': 1, '45444': 1, '45447': 1, '45460': 1, '45482': 1, '45525': 1, '45529': 1, '45545': 1, '45548': 1, '45579': 1, '45587': 1, '45596': 1, '45622': 1, '45623': 1, '45626': 1, '45646': 1, '45676': 1, '45686': 1, '45694': 1, '45699': 1, '45714': 1, '45737': 1, '45743': 1, '45749': 1, '45761': 1, '45786': 1, '45797': 1, '45805': 1, '45822': 1, '45825': 1, '45866': 1, '45877': 1, '45879': 1, '45886': 1, '45899': 1, '45911': 1, '45928': 1, '45935': 1, '45947': 1, '45949': 1, '45950': 1, '45966': 1, '45983': 1, '46002': 1, '46009': 1, '46011': 1, '46027': 1, '46045': 1, '46047': 1, '46058': 1, '46062': 1, '46082': 1, '46096': 1, '46103': 1, '46105': 1, '46107': 1, '46110': 1, '46112': 1, '46113': 1, '46119': 1, '46134': 1, '46144': 1, '46146': 1, '46160': 1, '46169': 1, '46193': 1, '46203': 1, '46224': 1, '46231': 1, '46237': 1, '46239': 1, '46260': 1, '46273': 1, '46274': 1, '46276': 1, '46278': 1, '46281': 1, '46299': 1, '46304': 1, '46306': 1, '46311': 1, '46316': 1, '46340': 1, '46341': 1, '46349': 1, '46354': 1, '46357': 1, '46365': 1, '46380': 1, '46386': 1, '46405': 1, '46406': 1, '46407': 1, '46417': 1, '46434': 1, '46437': 1, '46438': 1, '46443': 1, '46444': 1, '46446': 1, '46447': 1, '46449': 1, '46454': 1, '46463': 1, '46464': 1, '46465': 1, '46476': 1, '46477': 1, '46481': 1, '46484': 1, '46504': 1, '46523': 1, '46531': 1, '46549': 1, '46559': 1, '46581': 1, '46583': 1, '46597': 1, '46601': 1, '46604': 1, '46619': 1, '46639': 1, '46642': 1, '46655': 1, '46657': 1, '46661': 1, '46662': 1, '46670': 1, '46689': 1, '46691': 1, '46692': 1, '46702': 1, '46715': 1, '46727': 1, '46736': 1, '46755': 1, '46786': 1, '46804': 1, '46806': 1, '46811': 1, '46838': 1, '46863': 1, '46868': 1, '46879': 1, '46880': 1, '46890': 1, '46895': 1, '46920': 1, '46921': 1, '46926': 1, '46939': 1, '46944': 1, '46956': 1, '46970': 1, '46985': 1, '47027': 1, '47034': 1, '47035': 1, '47037': 1, '47054': 1, '47056': 1, '47057': 1, '47076': 1, '47077': 1, '47079': 1, '47091': 1, '47103': 1, '47141': 1, '47157': 1, '47164': 1, '47165': 1, '47168': 1, '47181': 1, '47189': 1, '47199': 1, '47200': 1, '47223': 1, '47233': 1, '47247': 1, '47268': 1, '47280': 1, '47288': 1, '47304': 1, '47308': 1, '47318': 1, '47337': 1, '47340': 1, '47348': 1, '47354': 1, '47359': 1, '47374': 1, '47377': 1, '47380': 1, '47386': 1, '47388': 1, '47389': 1, '47401': 1, '47412': 1, '47422': 1, '47427': 1, '47444': 1, '47451': 1, '47457': 1, '47466': 1, '47467': 1, '47468': 1, '47500': 1, '47505': 1, '47517': 1, '47519': 1, '47542': 1, '47544': 1, '47547': 1, '47557': 1, '47568': 1, '47571': 1, '47582': 1, '47599': 1, '47642': 1, '47643': 1, '47651': 1, '47654': 1, '47664': 1, '47676': 1, '47678': 1, '47679': 1, '47712': 1, '47715': 1, '47718': 1, '47719': 1, '47751': 1, '47777': 1, '47781': 1, '47784': 1, '47792': 1, '47804': 1, '47808': 1, '47832': 1, '47852': 1, '47867': 1, '47886': 1, '47892': 1, '47902': 1, '47911': 1, '47926': 1, '47933': 1, '47941': 1, '47945': 1, '47959': 1, '47969': 1, '48036': 1, '48050': 1, '48089': 1, '48127': 1, '48143': 1, '48154': 1, '48169': 1, '48184': 1, '48191': 1, '48252': 1, '48276': 1, '48296': 1, '48308': 1, '48310': 1, '48313': 1, '48340': 1, '48353': 1, '48375': 1, '48392': 1, '48481': 1, '48483': 1, '48498': 1, '48574': 1, '48592': 1, '48663': 1, '48665': 1, '48666': 1, '48707': 1, '48717': 1, '48721': 1, '48723': 1, '48728': 1}\n",
            "paracetamol -> {'47645': 1, '47650': 1, '47691': 1, '48433': 1}\n",
            "parad -> {'46290': 1, '46902': 1}\n",
            "paralel -> {'46370': 1}\n",
            "paralysi -> {'46475': 1}\n",
            "paralyz -> {'45180': 1}\n",
            "paramed -> {'45266': 1, '45978': 1}\n",
            "paramountp -> {'45988': 1}\n",
            "paranoia -> {'45828': 1, '47675': 1}\n",
            "paranoid -> {'45151': 1, '46882': 1, '48056': 1, '48503': 1}\n",
            "paraphras -> {'47628': 1}\n",
            "parasit -> {'46322': 1}\n",
            "parcel -> {'47530': 1, '47884': 1, '48434': 1}\n",
            "pardon -> {'46052': 1}\n",
            "parent -> {'45217': 1, '45438': 1, '45558': 1, '46086': 1, '46162': 1, '46183': 1, '46333': 1, '46493': 1, '46699': 1, '46864': 1, '46984': 1, '47561': 1, '47890': 1, '48018': 1, '48087': 1, '48091': 1, '48275': 1, '48319': 1, '48690': 1}\n",
            "parfum -> {'47991': 1}\n",
            "pari -> {'45324': 1, '45649': 1, '45968': 1, '46340': 1, '47991': 1, '48128': 1}\n",
            "parish -> {'48591': 1}\n",
            "park -> {'45073': 1, '45205': 1, '45589': 1, '46074': 1, '46086': 1, '46395': 1, '46491': 1, '46738': 1, '46794': 1, '46801': 1, '47002': 1, '47202': 1, '47305': 1, '47356': 1, '47441': 1, '48411': 1, '48440': 1, '48570': 1}\n",
            "parker -> {'47811': 1}\n",
            "parmesan -> {'48440': 1}\n",
            "parramasala -> {'45685': 1}\n",
            "parscal -> {'48182': 1}\n",
            "parsnip -> {'46793': 1}\n",
            "part -> {'44991': 1, '45011': 1, '45042': 1, '45224': 1, '45267': 1, '45354': 1, '45588': 1, '45763': 1, '45790': 1, '45806': 1, '45882': 1, '46198': 1, '46284': 1, '46484': 1, '46529': 1, '46584': 1, '46863': 1, '46907': 1, '46913': 1, '47017': 1, '47109': 1, '47349': 1, '47467': 1, '47510': 1, '47612': 1, '47613': 1, '47614': 1, '47615': 1, '47738': 1, '47997': 1, '48237': 1, '48324': 1, '48427': 1, '48435': 1, '48456': 1, '48729': 1}\n",
            "partak -> {'46496': 1}\n",
            "parti -> {'45420': 1, '45674': 1, '45866': 1, '46100': 1, '46966': 1, '46969': 1, '46992': 1, '47138': 1, '48142': 1}\n",
            "partial -> {'47203': 1}\n",
            "partli -> {'45449': 1}\n",
            "partner -> {'45538': 1, '45561': 1, '45577': 1, '46425': 1, '47115': 1, '47314': 1, '48004': 1, '48421': 1}\n",
            "partnership -> {'48629': 1}\n",
            "partytim -> {'45875': 1}\n",
            "paseo -> {'46480': 1}\n",
            "pass -> {'45409': 1, '45440': 1, '45469': 1, '45536': 1, '45919': 1, '45955': 1, '46031': 1, '46127': 1, '46339': 1, '46384': 1, '46419': 1, '46424': 1, '46430': 1, '46574': 1, '46583': 1, '46709': 1, '46946': 1, '47062': 1, '47064': 1, '47214': 1, '47291': 1, '47584': 1, '47745': 1, '47850': 1, '47889': 1, '47997': 1, '48171': 1, '48206': 1, '48490': 1, '48510': 1, '48694': 1}\n",
            "passeng -> {'44968': 1, '47091': 1, '48088': 1}\n",
            "passiv -> {'48265': 1}\n",
            "past -> {'45342': 1, '45759': 1, '45990': 1, '46157': 1, '46325': 1, '46366': 1, '46538': 1, '46606': 1, '46832': 1, '47094': 1, '47216': 1, '47238': 1, '47645': 1, '47845': 1, '48259': 1, '48739': 1}\n",
            "pasta -> {'45163': 1, '45241': 1, '45327': 1, '45330': 1, '45361': 1, '45373': 1, '45457': 1, '45513': 1, '45598': 1, '45649': 1, '45733': 1, '45745': 1, '45881': 1, '45990': 1, '46046': 1, '46127': 1, '46167': 1, '46238': 1, '46340': 1, '46349': 1, '46358': 1, '46392': 1, '46426': 1, '46472': 1, '46477': 1, '46561': 1, '46589': 1, '46605': 1, '46634': 1, '46642': 1, '46721': 1, '46778': 1, '46799': 1, '46805': 1, '46863': 1, '46888': 1, '46890': 1, '46923': 1, '46976': 1, '47059': 1, '47123': 1, '47141': 1, '47268': 1, '47311': 1, '47416': 1, '47463': 1, '47568': 1, '47571': 1, '47645': 1, '47650': 1, '47809': 1, '47832': 1, '47848': 1, '47959': 1, '47969': 1, '47980': 1, '47987': 1, '48015': 1, '48104': 1, '48268': 1, '48376': 1, '48471': 1, '48490': 1, '48652': 1, '48663': 1, '48698': 1}\n",
            "pastim -> {'45081': 1}\n",
            "pastor -> {'45284': 1}\n",
            "patagonia -> {'48063': 1}\n",
            "patato -> {'47710': 1}\n",
            "patblok -> {'46042': 1}\n",
            "patel -> {'48500': 1}\n",
            "path -> {'46327': 1, '48140': 1}\n",
            "pathanamthitta -> {'45466': 1}\n",
            "pathogen -> {'45467': 1, '46225': 1, '47049': 1, '48003': 1}\n",
            "patienc -> {'45831': 1, '46022': 1, '46854': 1, '47466': 1, '48243': 1}\n",
            "patient -> {'44956': 1, '45275': 1, '45367': 1, '45408': 1, '45704': 1, '45995': 1, '46742': 1, '46927': 1, '47609': 1, '47994': 1, '48609': 1}\n",
            "patreon -> {'46766': 1}\n",
            "patrick -> {'45420': 1, '45800': 1}\n",
            "patriot -> {'45266': 1, '46737': 1}\n",
            "patron -> {'45263': 1, '45306': 1, '46428': 1, '46792': 1, '47044': 1}\n",
            "patt -> {'48600': 1}\n",
            "pattern -> {'46001': 1}\n",
            "patti -> {'45893': 1}\n",
            "pattyhajdu -> {'48383': 1}\n",
            "paul -> {'46664': 1, '46665': 1, '48030': 1}\n",
            "paulkagam -> {'46593': 1}\n",
            "paulson -> {'47703': 1}\n",
            "paus -> {'45544': 1, '47638': 1, '47826': 1, '48006': 1, '48516': 1}\n",
            "pavement -> {'46335': 1}\n",
            "pawn -> {'48060': 1}\n",
            "pawtrol -> {'47710': 1}\n",
            "paycheck -> {'45311': 1, '45805': 1, '48182': 1, '48187': 1, '48393': 1, '48745': 1}\n",
            "payload -> {'45081': 1}\n",
            "payment -> {'45058': 1, '45357': 1, '45582': 1, '45770': 1, '46498': 1, '48226': 1, '48604': 1, '48648': 1, '48702': 1}\n",
            "paymt -> {'47874': 1}\n",
            "paypal -> {'48671': 1}\n",
            "payrol -> {'46171': 1, '46261': 1, '46450': 1}\n",
            "payrolltax -> {'45042': 1}\n",
            "payrolltaxrelief -> {'46830': 1}\n",
            "paywal -> {'48568': 1}\n",
            "pbkyzyjk7q -> {'45184': 1}\n",
            "pbnmgmhqx8 -> {'47402': 1}\n",
            "pc -> {'47580': 1}\n",
            "pcafghmm7q -> {'47297': 1}\n",
            "pcfsm6u7z4 -> {'45701': 1}\n",
            "pcrzh0a7um -> {'45385': 1}\n",
            "pdbulonaei -> {'44997': 1}\n",
            "pdq1it9u7q -> {'48595': 1}\n",
            "pduvhfphnu -> {'46436': 1}\n",
            "pe -> {'48079': 1}\n",
            "peac -> {'45451': 1, '46003': 1, '46088': 1, '46372': 1, '47338': 1, '47411': 1}\n",
            "peacefulli -> {'47855': 1}\n",
            "peach -> {'47616': 1}\n",
            "peak -> {'45296': 1, '45499': 1, '47232': 1, '47598': 1}\n",
            "peanut -> {'46384': 1, '46426': 1, '46428': 1, '46676': 1, '47195': 1, '47258': 1, '48064': 1}\n",
            "peasant -> {'46758': 1}\n",
            "pediatr -> {'47248': 1}\n",
            "peep -> {'45638': 1, '45912': 1, '46499': 1, '46590': 1, '48307': 1}\n",
            "peerpressur -> {'45889': 1}\n",
            "pei -> {'45978': 1, '46403': 1, '47930': 1}\n",
            "peipoli -> {'46403': 1}\n",
            "pelosi -> {'46430': 1}\n",
            "pen -> {'45606': 1, '45794': 1}\n",
            "penal -> {'45048': 1, '45595': 1, '48088': 1}\n",
            "penalti -> {'45442': 1, '48397': 1}\n",
            "penampang -> {'47092': 1}\n",
            "penc -> {'46228': 1}\n",
            "pend -> {'47489': 1, '48210': 1}\n",
            "penguin -> {'48675': 1}\n",
            "penn -> {'45566': 1}\n",
            "penni -> {'46712': 1, '47036': 1, '47976': 1}\n",
            "pennsylvania -> {'46517': 1, '46639': 1}\n",
            "pennsylvanian -> {'44994': 1}\n",
            "pension -> {'47785': 1, '48435': 1}\n",
            "pentagon -> {'47107': 1}\n",
            "pentoxyverin -> {'48005': 1}\n",
            "peopl -> {'44961': 1, '44973': 1, '44974': 1, '44990': 1, '44999': 1, '45016': 1, '45018': 1, '45020': 1, '45021': 1, '45029': 1, '45058': 1, '45060': 1, '45065': 1, '45079': 1, '45083': 1, '45096': 1, '45107': 1, '45109': 1, '45112': 1, '45129': 1, '45141': 1, '45142': 1, '45144': 1, '45148': 1, '45166': 1, '45169': 1, '45179': 1, '45199': 1, '45215': 1, '45224': 1, '45231': 1, '45236': 1, '45237': 1, '45238': 1, '45241': 1, '45242': 1, '45243': 1, '45244': 1, '45245': 1, '45248': 1, '45250': 1, '45254': 1, '45255': 1, '45259': 1, '45262': 1, '45276': 1, '45281': 1, '45286': 1, '45291': 1, '45295': 1, '45297': 1, '45304': 1, '45307': 1, '45308': 1, '45311': 1, '45312': 1, '45313': 1, '45317': 1, '45325': 1, '45334': 1, '45337': 1, '45349': 1, '45353': 1, '45355': 1, '45366': 1, '45367': 1, '45370': 1, '45372': 1, '45374': 1, '45376': 1, '45380': 1, '45381': 1, '45382': 1, '45384': 1, '45385': 1, '45393': 1, '45405': 1, '45407': 1, '45409': 1, '45419': 1, '45434': 1, '45435': 1, '45439': 1, '45440': 1, '45446': 1, '45447': 1, '45454': 1, '45464': 1, '45469': 1, '45470': 1, '45478': 1, '45479': 1, '45481': 1, '45517': 1, '45525': 1, '45536': 1, '45537': 1, '45538': 1, '45542': 1, '45546': 1, '45547': 1, '45548': 1, '45557': 1, '45564': 1, '45570': 1, '45571': 1, '45586': 1, '45589': 1, '45594': 1, '45596': 1, '45598': 1, '45603': 1, '45613': 1, '45615': 1, '45638': 1, '45640': 1, '45641': 1, '45643': 1, '45649': 1, '45657': 1, '45664': 1, '45665': 1, '45666': 1, '45671': 1, '45674': 1, '45676': 1, '45680': 1, '45693': 1, '45695': 1, '45698': 1, '45699': 1, '45724': 1, '45733': 1, '45734': 1, '45740': 1, '45746': 1, '45748': 1, '45750': 1, '45753': 1, '45760': 1, '45763': 1, '45768': 1, '45775': 1, '45791': 1, '45794': 1, '45799': 1, '45802': 1, '45805': 1, '45810': 1, '45822': 1, '45823': 1, '45826': 1, '45831': 1, '45846': 1, '45848': 1, '45850': 1, '45851': 1, '45853': 1, '45854': 1, '45861': 1, '45868': 1, '45883': 1, '45890': 1, '45902': 1, '45903': 1, '45908': 1, '45911': 1, '45913': 1, '45916': 1, '45922': 1, '45924': 1, '45925': 1, '45927': 1, '45929': 1, '45936': 1, '45940': 1, '45943': 1, '45944': 1, '45947': 1, '45948': 1, '45952': 1, '45958': 1, '45975': 1, '45976': 1, '45978': 1, '45987': 1, '45988': 1, '46004': 1, '46005': 1, '46009': 1, '46013': 1, '46015': 1, '46025': 1, '46027': 1, '46029': 1, '46030': 1, '46033': 1, '46036': 1, '46047': 1, '46048': 1, '46050': 1, '46058': 1, '46074': 1, '46088': 1, '46090': 1, '46095': 1, '46096': 1, '46100': 1, '46106': 1, '46107': 1, '46111': 1, '46115': 1, '46117': 1, '46118': 1, '46119': 1, '46127': 1, '46128': 1, '46135': 1, '46158': 1, '46163': 1, '46165': 1, '46175': 1, '46179': 1, '46180': 1, '46181': 1, '46190': 1, '46193': 1, '46195': 1, '46196': 1, '46199': 1, '46204': 1, '46208': 1, '46210': 1, '46219': 1, '46220': 1, '46231': 1, '46233': 1, '46234': 1, '46247': 1, '46251': 1, '46252': 1, '46261': 1, '46262': 1, '46264': 1, '46273': 1, '46279': 1, '46285': 1, '46301': 1, '46305': 1, '46308': 1, '46311': 1, '46314': 1, '46316': 1, '46324': 1, '46328': 1, '46330': 1, '46336': 1, '46338': 1, '46339': 1, '46341': 1, '46354': 1, '46360': 1, '46369': 1, '46374': 1, '46388': 1, '46393': 1, '46399': 1, '46402': 1, '46405': 1, '46409': 1, '46421': 1, '46437': 1, '46444': 1, '46452': 1, '46457': 1, '46458': 1, '46461': 1, '46463': 1, '46471': 1, '46473': 1, '46494': 1, '46498': 1, '46500': 1, '46506': 1, '46517': 1, '46520': 1, '46530': 1, '46546': 1, '46548': 1, '46552': 1, '46554': 1, '46560': 1, '46561': 1, '46568': 1, '46569': 1, '46575': 1, '46576': 1, '46581': 1, '46584': 1, '46585': 1, '46594': 1, '46625': 1, '46632': 1, '46634': 1, '46636': 1, '46646': 1, '46651': 1, '46652': 1, '46655': 1, '46658': 1, '46659': 1, '46661': 1, '46670': 1, '46671': 1, '46677': 1, '46678': 1, '46680': 1, '46687': 1, '46692': 1, '46695': 1, '46698': 1, '46702': 1, '46703': 1, '46713': 1, '46715': 1, '46721': 1, '46724': 1, '46729': 1, '46736': 1, '46744': 1, '46745': 1, '46746': 1, '46749': 1, '46758': 1, '46762': 1, '46771': 1, '46779': 1, '46788': 1, '46791': 1, '46795': 1, '46798': 1, '46799': 1, '46813': 1, '46815': 1, '46819': 1, '46823': 1, '46832': 1, '46833': 1, '46850': 1, '46851': 1, '46856': 1, '46857': 1, '46858': 1, '46862': 1, '46868': 1, '46873': 1, '46882': 1, '46889': 1, '46892': 1, '46903': 1, '46905': 1, '46913': 1, '46914': 1, '46921': 1, '46922': 1, '46928': 1, '46933': 1, '46936': 1, '46938': 1, '46950': 1, '46957': 1, '46960': 1, '46967': 1, '46971': 1, '46978': 1, '46979': 1, '46989': 1, '46990': 1, '47000': 1, '47001': 1, '47009': 1, '47013': 1, '47014': 1, '47029': 1, '47046': 1, '47054': 1, '47067': 1, '47069': 1, '47073': 1, '47074': 1, '47077': 1, '47085': 1, '47095': 1, '47109': 1, '47113': 1, '47144': 1, '47150': 1, '47156': 1, '47157': 1, '47158': 1, '47163': 1, '47171': 1, '47173': 1, '47177': 1, '47178': 1, '47182': 1, '47189': 1, '47194': 1, '47198': 1, '47199': 1, '47202': 1, '47208': 1, '47209': 1, '47216': 1, '47218': 1, '47220': 1, '47234': 1, '47235': 1, '47251': 1, '47253': 1, '47257': 1, '47269': 1, '47285': 1, '47287': 1, '47297': 1, '47305': 1, '47308': 1, '47315': 1, '47316': 1, '47323': 1, '47330': 1, '47331': 1, '47340': 1, '47348': 1, '47349': 1, '47350': 1, '47356': 1, '47357': 1, '47373': 1, '47375': 1, '47380': 1, '47381': 1, '47402': 1, '47406': 1, '47407': 1, '47411': 1, '47418': 1, '47425': 1, '47426': 1, '47439': 1, '47441': 1, '47447': 1, '47449': 1, '47470': 1, '47472': 1, '47477': 1, '47491': 1, '47494': 1, '47507': 1, '47509': 1, '47514': 1, '47521': 1, '47527': 1, '47530': 1, '47535': 1, '47542': 1, '47543': 1, '47547': 1, '47549': 1, '47551': 1, '47552': 1, '47557': 1, '47564': 1, '47569': 1, '47573': 1, '47593': 1, '47597': 1, '47599': 1, '47603': 1, '47604': 1, '47605': 1, '47607': 1, '47608': 1, '47611': 1, '47621': 1, '47626': 1, '47627': 1, '47636': 1, '47639': 1, '47647': 1, '47671': 1, '47672': 1, '47683': 1, '47686': 1, '47692': 1, '47700': 1, '47706': 1, '47711': 1, '47715': 1, '47716': 1, '47717': 1, '47718': 1, '47721': 1, '47730': 1, '47732': 1, '47733': 1, '47749': 1, '47750': 1, '47754': 1, '47759': 1, '47767': 1, '47771': 1, '47774': 1, '47775': 1, '47792': 1, '47797': 1, '47799': 1, '47801': 1, '47806': 1, '47808': 1, '47809': 1, '47821': 1, '47823': 1, '47826': 1, '47833': 1, '47839': 1, '47843': 1, '47844': 1, '47845': 1, '47846': 1, '47860': 1, '47863': 1, '47864': 1, '47867': 1, '47871': 1, '47882': 1, '47884': 1, '47891': 1, '47892': 1, '47902': 1, '47905': 1, '47906': 1, '47908': 1, '47911': 1, '47914': 1, '47923': 1, '47926': 1, '47931': 1, '47932': 1, '47941': 1, '47945': 1, '47946': 1, '47951': 1, '47955': 1, '47956': 1, '47957': 1, '47959': 1, '47960': 1, '47969': 1, '47971': 1, '47973': 1, '47987': 1, '47988': 1, '47990': 1, '47998': 1, '48003': 1, '48006': 1, '48008': 1, '48017': 1, '48025': 1, '48029': 1, '48047': 1, '48058': 1, '48066': 1, '48073': 1, '48080': 1, '48081': 1, '48082': 1, '48085': 1, '48087': 1, '48091': 1, '48097': 1, '48100': 1, '48112': 1, '48114': 1, '48116': 1, '48122': 1, '48130': 1, '48145': 1, '48150': 1, '48155': 1, '48162': 1, '48163': 1, '48170': 1, '48171': 1, '48172': 1, '48173': 1, '48180': 1, '48184': 1, '48188': 1, '48196': 1, '48198': 1, '48203': 1, '48210': 1, '48214': 1, '48215': 1, '48218': 1, '48219': 1, '48234': 1, '48238': 1, '48242': 1, '48243': 1, '48263': 1, '48264': 1, '48268': 1, '48272': 1, '48274': 1, '48275': 1, '48279': 1, '48281': 1, '48282': 1, '48286': 1, '48289': 1, '48291': 1, '48307': 1, '48308': 1, '48313': 1, '48322': 1, '48327': 1, '48341': 1, '48344': 1, '48348': 1, '48349': 1, '48362': 1, '48363': 1, '48383': 1, '48385': 1, '48392': 1, '48393': 1, '48413': 1, '48414': 1, '48416': 1, '48420': 1, '48433': 1, '48435': 1, '48448': 1, '48456': 1, '48466': 1, '48471': 1, '48485': 1, '48490': 1, '48510': 1, '48512': 1, '48517': 1, '48541': 1, '48549': 1, '48554': 1, '48558': 1, '48571': 1, '48575': 1, '48598': 1, '48600': 1, '48611': 1, '48612': 1, '48616': 1, '48620': 1, '48624': 1, '48625': 1, '48626': 1, '48635': 1, '48642': 1, '48646': 1, '48652': 1, '48661': 1, '48666': 1, '48668': 1, '48673': 1, '48685': 1, '48702': 1, '48716': 1, '48717': 1, '48721': 1, '48728': 1, '48733': 1, '48740': 1, '48742': 1, '48744': 1, '48746': 1}\n",
            "peoplearedumb -> {'47892': 1}\n",
            "peoplearegoinginsan -> {'46594': 1}\n",
            "peopleareidiot -> {'48353': 1}\n",
            "peoplefreakingout -> {'47416': 1}\n",
            "peoplepow -> {'46859': 1}\n",
            "pep -> {'46126': 1}\n",
            "pepper -> {'48064': 1}\n",
            "pepperidg -> {'47524': 1}\n",
            "pepsi -> {'46126': 1, '46987': 1}\n",
            "peqlqhapdv -> {'45719': 1}\n",
            "perceiv -> {'46742': 1}\n",
            "percent -> {'45272': 1, '45327': 1, '46078': 1}\n",
            "percept -> {'45646': 1}\n",
            "perfect -> {'45198': 1, '45500': 1, '46432': 1, '46761': 1, '47042': 1, '47322': 1, '47625': 1, '48466': 1, '48616': 1}\n",
            "perfectli -> {'45659': 1, '45792': 1, '46187': 1}\n",
            "perform -> {'45569': 1, '46249': 1, '48610': 1}\n",
            "perimetr -> {'46355': 1}\n",
            "period -> {'45006': 1, '45135': 1, '46511': 1, '47738': 1, '47740': 1, '47884': 1, '47902': 1, '48533': 1, '48706': 1}\n",
            "perish -> {'45027': 1, '45102': 1, '45109': 1, '45130': 1, '45207': 1, '45237': 1, '45291': 1, '45300': 1, '45338': 1, '45678': 1, '45778': 1, '45864': 1, '45881': 1, '46089': 1, '46150': 1, '46304': 1, '46532': 1, '46662': 1, '46736': 1, '46886': 1, '47016': 1, '47258': 1, '47582': 1, '47823': 1, '48592': 1, '48698': 1, '48747': 1}\n",
            "perk -> {'46600': 1}\n",
            "perman -> {'45218': 1, '46106': 1, '47180': 1, '47185': 1, '47344': 1, '47837': 1, '48199': 1, '48572': 1, '48664': 1}\n",
            "permiss -> {'45536': 1, '45595': 1, '46000': 1}\n",
            "permit -> {'48242': 1}\n",
            "peroxid -> {'45072': 1}\n",
            "persecut -> {'45876': 1}\n",
            "persist -> {'44995': 1}\n",
            "person -> {'44992': 1, '45136': 1, '45368': 1, '45405': 1, '45514': 1, '45552': 1, '45599': 1, '45601': 1, '45608': 1, '45642': 1, '45739': 1, '45808': 1, '45850': 1, '45868': 1, '45873': 1, '45991': 1, '46058': 1, '46133': 1, '46150': 1, '46158': 1, '46177': 1, '46195': 1, '46287': 1, '46292': 1, '46298': 1, '46336': 1, '46339': 1, '46343': 1, '46564': 1, '46599': 1, '46602': 1, '46641': 1, '46924': 1, '46940': 1, '46984': 1, '46989': 1, '46992': 1, '47142': 1, '47211': 1, '47228': 1, '47247': 1, '47400': 1, '47622': 1, '47652': 1, '47662': 1, '47780': 1, '47850': 1, '47857': 1, '47939': 1, '47952': 1, '47954': 1, '47972': 1, '47977': 1, '48024': 1, '48048': 1, '48058': 1, '48077': 1, '48102': 1, '48153': 1, '48191': 1, '48232': 1, '48266': 1, '48315': 1, '48423': 1, '48536': 1, '48537': 1, '48639': 1, '48678': 1, '48693': 1}\n",
            "personnel -> {'47175': 1, '47684': 1, '47860': 1, '48157': 1}\n",
            "perspect -> {'45690': 1, '45946': 1, '46554': 1, '47446': 1}\n",
            "perth -> {'47882': 1}\n",
            "pertin -> {'47770': 1}\n",
            "peru -> {'46821': 1}\n",
            "perus -> {'46050': 1}\n",
            "pesto -> {'47987': 1}\n",
            "pet -> {'45290': 1, '45422': 1, '46090': 1, '46147': 1, '46150': 1, '46222': 1, '46367': 1, '46462': 1, '46487': 1, '46500': 1, '46649': 1, '46699': 1, '46883': 1, '47355': 1, '47465': 1, '47560': 1, '47577': 1, '47597': 1, '47690': 1, '47697': 1, '47734': 1, '47776': 1, '47803': 1, '47816': 1, '47989': 1, '48144': 1, '48373': 1, '48480': 1, '48487': 1, '48571': 1, '48644': 1, '48684': 1}\n",
            "petcar -> {'46147': 1}\n",
            "petfood -> {'48465': 1}\n",
            "petit -> {'48006': 1, '48145': 1, '48563': 1, '48646': 1, '48655': 1}\n",
            "petrifi -> {'47106': 1}\n",
            "petrol -> {'45100': 1, '45409': 1, '45923': 1, '46060': 1, '46845': 1, '47153': 1}\n",
            "petroleum -> {'48682': 1}\n",
            "petrolpric -> {'47153': 1}\n",
            "petsmart -> {'47803': 1}\n",
            "pf3itnka1q -> {'47148': 1}\n",
            "pfbojgot6o -> {'45483': 1}\n",
            "pg -> {'47276': 1}\n",
            "pgarciam -> {'47810': 1}\n",
            "pghd0qfea3 -> {'45897': 1}\n",
            "pgo -> {'45432': 1}\n",
            "ph -> {'45912': 1}\n",
            "ph9mdt4rla -> {'45330': 1}\n",
            "pharma -> {'46902': 1}\n",
            "pharmaceut -> {'46538': 1, '47434': 1}\n",
            "pharmaci -> {'44961': 1, '45117': 1, '45152': 1, '45217': 1, '45281': 1, '45358': 1, '45386': 1, '45411': 1, '45442': 1, '45561': 1, '45586': 1, '45641': 1, '45642': 1, '45691': 1, '45806': 1, '45841': 1, '46081': 1, '46090': 1, '46116': 1, '46190': 1, '46372': 1, '46585': 1, '46601': 1, '46678': 1, '46927': 1, '46953': 1, '47299': 1, '47391': 1, '47392': 1, '47462': 1, '47625': 1, '47653': 1, '47705': 1, '47749': 1, '47775': 1, '47806': 1, '48000': 1, '48175': 1, '48243': 1, '48263': 1, '48302': 1, '48448': 1, '48518': 1, '48733': 1}\n",
            "pharmacist -> {'44961': 1}\n",
            "pharmeasyapp -> {'45183': 1}\n",
            "phase -> {'46971': 1, '47797': 1}\n",
            "philadelphia -> {'48222': 1}\n",
            "philippin -> {'45120': 1, '45268': 1, '45414': 1, '46033': 1, '47810': 1}\n",
            "philli -> {'48222': 1}\n",
            "philosophi -> {'48732': 1}\n",
            "phineashead -> {'47595': 1}\n",
            "phish -> {'48371': 1}\n",
            "phone -> {'44983': 1, '45302': 1, '45436': 1, '45683': 1, '45753': 1, '46000': 1, '46767': 1, '46891': 1, '47180': 1, '47322': 1, '47379': 1, '47381': 1, '47567': 1, '47624': 1, '47785': 1, '48292': 1, '48435': 1, '48438': 1, '48575': 1, '48591': 1}\n",
            "photo -> {'45658': 1, '45790': 1, '46075': 1, '46496': 1, '47268': 1, '48073': 1, '48355': 1, '48652': 1}\n",
            "photoofthedai -> {'45178': 1}\n",
            "photosforsal -> {'45178': 1}\n",
            "phran310 -> {'47547': 1}\n",
            "phwgsygy06 -> {'45070': 1}\n",
            "phybau8cfb -> {'46783': 1}\n",
            "physic -> {'45021': 1, '45932': 1, '45998': 1, '46196': 1, '46983': 1, '47180': 1, '47572': 1, '47901': 1}\n",
            "physician -> {'45601': 1}\n",
            "physicist -> {'47703': 1}\n",
            "pi -> {'47462': 1, '47503': 1}\n",
            "pi5kcs3ol -> {'45762': 1}\n",
            "pi8xrhrgo8 -> {'46960': 1}\n",
            "pic -> {'45213': 1, '45280': 1, '45366': 1, '45918': 1, '46275': 1, '46638': 1, '46934': 1, '47522': 1, '47675': 1, '47796': 1, '48159': 1, '48334': 1, '48439': 1}\n",
            "pick -> {'45031': 1, '45247': 1, '45337': 1, '45402': 1, '45419': 1, '45456': 1, '45509': 1, '45758': 1, '45850': 1, '45854': 1, '46062': 1, '46084': 1, '46099': 1, '46166': 1, '46291': 1, '46357': 1, '46461': 1, '46529': 1, '46536': 1, '46616': 1, '46644': 1, '46745': 1, '46789': 1, '46895': 1, '46911': 1, '46965': 1, '46983': 1, '47050': 1, '47204': 1, '47262': 1, '47295': 1, '47374': 1, '47403': 1, '47502': 1, '47571': 1, '47622': 1, '47673': 1, '47679': 1, '47765': 1, '47846': 1, '47866': 1, '47879': 1, '47916': 1, '47999': 1, '48259': 1, '48302': 1, '48428': 1, '48521': 1, '48722': 1}\n",
            "picki -> {'45079': 1}\n",
            "pickl -> {'48035': 1}\n",
            "picknpai -> {'46576': 1}\n",
            "picknsavestor -> {'48087': 1}\n",
            "pickup -> {'45314': 1, '46077': 1, '46265': 1, '46322': 1, '46420': 1, '46745': 1, '47073': 1, '47489': 1, '47869': 1, '47968': 1, '48029': 1, '48156': 1, '48466': 1}\n",
            "pictur -> {'44953': 1, '45660': 1, '46026': 1, '46123': 1, '46179': 1, '46180': 1, '46293': 1, '46515': 1, '47057': 1, '47401': 1, '47429': 1, '47795': 1, '48043': 1, '48046': 1, '48373': 1, '48378': 1}\n",
            "pie -> {'47086': 1, '47913': 1, '48535': 1}\n",
            "piec -> {'45091': 1, '45139': 1, '45635': 1, '46051': 1, '46180': 1, '46412': 1, '47079': 1, '48698': 1}\n",
            "piersmorgan -> {'48600': 1}\n",
            "pig -> {'48741': 1}\n",
            "pile -> {'45018': 1, '45057': 1, '45064': 1, '45079': 1, '45112': 1, '45179': 1, '45334': 1, '45400': 1, '45463': 1, '45513': 1, '45544': 1, '45557': 1, '45579': 1, '45605': 1, '45635': 1, '45643': 1, '45674': 1, '45737': 1, '45750': 1, '45785': 1, '45800': 1, '45851': 1, '45889': 1, '45941': 1, '46027': 1, '46085': 1, '46118': 1, '46265': 1, '46289': 1, '46359': 1, '46506': 1, '46652': 1, '46778': 1, '46807': 1, '46839': 1, '46883': 1, '47072': 1, '47081': 1, '47122': 1, '47156': 1, '47195': 1, '47470': 1, '47491': 1, '47539': 1, '47604': 1, '47626': 1, '47627': 1, '47671': 1, '47702': 1, '47725': 1, '47731': 1, '47831': 1, '47833': 1, '47977': 1, '48110': 1, '48167': 1, '48260': 1, '48291': 1, '48341': 1, '48411': 1}\n",
            "piler -> {'45404': 1}\n",
            "pilfer -> {'47201': 1}\n",
            "pill -> {'45005': 1, '47759': 1, '48581': 1}\n",
            "pillsburi -> {'46739': 1}\n",
            "pilot -> {'45734': 1}\n",
            "pinar -> {'47159': 1}\n",
            "pinnacl -> {'48217': 1}\n",
            "pinpad -> {'48651': 1}\n",
            "pint -> {'45539': 1}\n",
            "pio -> {'48355': 1}\n",
            "pioneer -> {'46820': 1}\n",
            "pipe -> {'48122': 1}\n",
            "piratenpartij -> {'45712': 1}\n",
            "pismo -> {'46651': 1}\n",
            "piss -> {'45112': 1, '46083': 1, '47535': 1, '47971': 1, '48108': 1}\n",
            "piti -> {'46805': 1, '48737': 1}\n",
            "pitt -> {'47339': 1}\n",
            "pivot -> {'46097': 1}\n",
            "pix11new -> {'48099': 1}\n",
            "piyushgoy -> {'45867': 1, '47646': 1}\n",
            "pizza -> {'45138': 1, '45583': 1, '45931': 1, '46011': 1, '46417': 1, '47082': 1, '47574': 1}\n",
            "pjazmxcns8 -> {'46148': 1}\n",
            "pjjg5yu0ev -> {'47239': 1}\n",
            "pkgux6t5ml -> {'45510': 1}\n",
            "pkmaoxvhah -> {'48371': 1}\n",
            "pku1898 -> {'45790': 1}\n",
            "pkvsfyqb -> {'48297': 1}\n",
            "pl -> {'45481': 1, '45615': 1, '46388': 1, '46462': 1, '47055': 1, '47450': 1, '47487': 1, '47564': 1, '47823': 1, '47866': 1, '47868': 1, '48439': 1}\n",
            "place -> {'45100': 1, '45121': 1, '45148': 1, '45156': 1, '45174': 1, '45239': 1, '45243': 1, '45248': 1, '45271': 1, '45314': 1, '45325': 1, '45326': 1, '45368': 1, '45381': 1, '45389': 1, '45409': 1, '45414': 1, '45467': 1, '45475': 1, '45481': 1, '45568': 1, '45581': 1, '45708': 1, '45753': 1, '45779': 1, '45780': 1, '45939': 1, '45958': 1, '45970': 1, '46042': 1, '46140': 1, '46222': 1, '46225': 1, '46231': 1, '46286': 1, '46294': 1, '46309': 1, '46339': 1, '46420': 1, '46600': 1, '46612': 1, '46636': 1, '46644': 1, '46678': 1, '46820': 1, '46888': 1, '47003': 1, '47010': 1, '47030': 1, '47049': 1, '47107': 1, '47135': 1, '47176': 1, '47215': 1, '47249': 1, '47264': 1, '47305': 1, '47352': 1, '47416': 1, '47437': 1, '47477': 1, '47508': 1, '47698': 1, '47703': 1, '47864': 1, '47872': 1, '47932': 1, '47956': 1, '47984': 1, '48012': 1, '48133': 1, '48152': 1, '48213': 1, '48302': 1, '48330': 1, '48386': 1, '48432': 1, '48448': 1, '48449': 1, '48645': 1}\n",
            "plagu -> {'45102': 1, '45720': 1, '46234': 1, '46624': 1}\n",
            "plai -> {'45108': 1, '45155': 1, '45224': 1, '45790': 1, '45795': 1, '46074': 1, '46097': 1, '46263': 1, '46533': 1, '46621': 1, '46653': 1, '46815': 1, '46858': 1, '46984': 1, '46998': 1, '47209': 1, '47420': 1, '47580': 1, '47747': 1, '47791': 1, '48324': 1, '48435': 1, '48595': 1}\n",
            "plain -> {'45968': 1, '46799': 1, '46902': 1, '47080': 1}\n",
            "plan -> {'45007': 1, '45091': 1, '45146': 1, '45172': 1, '45193': 1, '45461': 1, '45506': 1, '45522': 1, '45553': 1, '45756': 1, '45763': 1, '45815': 1, '45982': 1, '46016': 1, '46083': 1, '46252': 1, '46327': 1, '46357': 1, '46431': 1, '46584': 1, '46682': 1, '46773': 1, '46792': 1, '46795': 1, '46827': 1, '47019': 1, '47045': 1, '47262': 1, '47276': 1, '47342': 1, '47552': 1, '47570': 1, '47635': 1, '47641': 1, '47779': 1, '47912': 1, '47924': 1, '47973': 1, '47990': 1, '48029': 1, '48181': 1, '48187': 1, '48249': 1, '48326': 1, '48337': 1, '48398': 1, '48449': 1, '48473': 1, '48524': 1}\n",
            "plane -> {'45250': 1, '45324': 1, '45654': 1, '45769': 1, '46883': 1, '47046': 1, '47397': 1}\n",
            "planet -> {'45959': 1, '47594': 1}\n",
            "plano -> {'45701': 1, '48551': 1}\n",
            "planoisd -> {'45701': 1}\n",
            "planotx -> {'45701': 1}\n",
            "plant -> {'45519': 1, '47649': 1, '47710': 1, '48086': 1, '48256': 1}\n",
            "plantbas -> {'48086': 1}\n",
            "plastic -> {'44972': 1, '45154': 1, '48615': 1}\n",
            "plate -> {'47424': 1, '48036': 1}\n",
            "platform -> {'45250': 1, '45774': 1, '46650': 1, '46908': 1, '46993': 1, '47305': 1, '47580': 1, '47769': 1, '48133': 1, '48211': 1, '48335': 1, '48569': 1, '48619': 1}\n",
            "plaug -> {'47931': 1}\n",
            "player -> {'45060': 1, '46086': 1}\n",
            "playground -> {'46858': 1, '47305': 1}\n",
            "playlist -> {'47468': 1, '48306': 1}\n",
            "playstat -> {'46840': 1, '47375': 1}\n",
            "plaza -> {'45600': 1}\n",
            "pleaselik -> {'47724': 1}\n",
            "pleb -> {'45562': 1}\n",
            "pledg -> {'46473': 1, '46801': 1, '47626': 1, '47627': 1, '47833': 1, '48364': 1}\n",
            "plenty4al -> {'47928': 1}\n",
            "pliz -> {'46667': 1}\n",
            "ploi -> {'47032': 1}\n",
            "plot -> {'46401': 1, '47152': 1}\n",
            "plu -> {'45086': 1, '45655': 1, '45816': 1, '45952': 1, '45978': 1, '46294': 1, '46419': 1, '46457': 1, '46534': 1, '46737': 1, '47509': 1, '47608': 1, '47954': 1, '48137': 1}\n",
            "plummet -> {'45001': 1, '45648': 1, '45859': 1, '46375': 1, '47478': 1, '47910': 1, '48639': 1}\n",
            "plunder -> {'46360': 1}\n",
            "plung -> {'44977': 1, '44995': 1, '45354': 1, '45476': 1, '45900': 1, '46013': 1, '46076': 1, '48539': 1}\n",
            "plwqi3vryr -> {'47954': 1}\n",
            "ply -> {'45410': 1, '45742': 1, '45984': 1}\n",
            "plz -> {'45633': 1, '45891': 1, '47134': 1, '47392': 1, '47484': 1, '48096': 1}\n",
            "plzzz -> {'48669': 1}\n",
            "pm -> {'45777': 1, '46216': 1, '46669': 1, '46845': 1, '47771': 1, '48320': 1, '48627': 1, '48691': 1}\n",
            "pmh9nopzyq -> {'46648': 1}\n",
            "pmoindia -> {'45867': 1, '46599': 1, '46790': 1, '46842': 1}\n",
            "pneumonia -> {'48192': 1}\n",
            "pnifduqi7b -> {'47485': 1}\n",
            "pnw -> {'46993': 1}\n",
            "po -> {'46620': 1, '48062': 1}\n",
            "poach -> {'48060': 1}\n",
            "pocket -> {'45394': 1, '45843': 1, '45899': 1, '46011': 1, '46346': 1, '46712': 1}\n",
            "pocketbook -> {'45399': 1}\n",
            "podcast -> {'45263': 1, '47319': 1}\n",
            "point -> {'45053': 1, '45202': 1, '45209': 1, '45328': 1, '45350': 1, '45431': 1, '45454': 1, '45482': 1, '45689': 1, '45801': 1, '45900': 1, '46335': 1, '46520': 1, '46752': 1, '46806': 1, '47013': 1, '47060': 1, '47067': 1, '47107': 1, '47135': 1, '47164': 1, '47441': 1, '47512': 1, '47529': 1, '47638': 1, '47706': 1, '47800': 1, '47890': 1, '48079': 1, '48308': 1, '48311': 1, '48342': 1, '48393': 1, '48535': 1}\n",
            "poison -> {'45153': 1, '45828': 1, '45894': 1, '46221': 1}\n",
            "poke -> {'47013': 1}\n",
            "pokemongo -> {'48673': 1}\n",
            "pokemongoapp -> {'48673': 1}\n",
            "poland -> {'45898': 1, '46038': 1, '47853': 1}\n",
            "polic -> {'45087': 1, '45503': 1, '45546': 1, '45595': 1, '45690': 1, '45857': 1, '46224': 1, '47326': 1, '47379': 1, '47573': 1, '47976': 1, '48041': 1, '48355': 1}\n",
            "polici -> {'45105': 1, '45157': 1, '45186': 1, '45450': 1, '45633': 1, '45713': 1, '45764': 1, '46192': 1, '46222': 1, '46844': 1, '46981': 1, '47184': 1, '47476': 1, '48199': 1, '48326': 1}\n",
            "policymak -> {'48509': 1}\n",
            "polish -> {'46255': 1}\n",
            "polit -> {'45130': 1, '45385': 1, '45664': 1, '45862': 1, '45948': 1, '46060': 1, '46402': 1, '46453': 1, '48106': 1, '48548': 1}\n",
            "politic -> {'46786': 1}\n",
            "politician -> {'45197': 1, '48100': 1}\n",
            "politico -> {'47358': 1}\n",
            "poll -> {'45091': 1, '45274': 1, '46839': 1, '47595': 1}\n",
            "pollen -> {'47135': 1}\n",
            "polltim -> {'47996': 1}\n",
            "pollut -> {'46633': 1, '47594': 1}\n",
            "polmoni -> {'46776': 1}\n",
            "poloz -> {'46598': 1}\n",
            "pomck0yuzp -> {'47429': 1}\n",
            "pomp -> {'47017': 1}\n",
            "pompei -> {'47226': 1}\n",
            "poniendo -> {'47336': 1}\n",
            "poo -> {'45735': 1}\n",
            "pool -> {'45138': 1, '45538': 1, '47076': 1, '47203': 1}\n",
            "poop -> {'45598': 1}\n",
            "poopless -> {'45626': 1}\n",
            "poor -> {'45028': 1, '45936': 1, '46274': 1, '46506': 1, '46601': 1, '46624': 1, '46637': 1, '46795': 1, '46823': 1, '46873': 1, '47165': 1, '47186': 1, '47218': 1, '47259': 1, '47470': 1, '47899': 1, '48327': 1, '48358': 1}\n",
            "poorer -> {'45851': 1}\n",
            "poorest -> {'45390': 1, '48169': 1}\n",
            "pop -> {'45150': 1, '45175': 1, '45436': 1, '45539': 1, '45849': 1, '45883': 1, '45889': 1, '46058': 1, '48432': 1, '48471': 1}\n",
            "popcorn -> {'46428': 1}\n",
            "popey -> {'47814': 1}\n",
            "popul -> {'45019': 1, '45029': 1, '45264': 1, '45884': 1, '45916': 1, '46669': 1, '46797': 1, '46828': 1, '47739': 1, '47799': 1, '47830': 1, '48131': 1, '48167': 1, '48267': 1, '48312': 1}\n",
            "popular -> {'46969': 1, '47096': 1}\n",
            "por -> {'47336': 1}\n",
            "porch -> {'46896': 1, '48503': 1}\n",
            "pork -> {'46920': 1}\n",
            "pornhub -> {'47738': 1}\n",
            "porqu -> {'47336': 1}\n",
            "port -> {'48149': 1}\n",
            "porta -> {'46698': 1}\n",
            "portabl -> {'45156': 1, '45233': 1, '47388': 1, '48562': 1}\n",
            "portablebidet -> {'47388': 1}\n",
            "portal -> {'47591': 1}\n",
            "porter -> {'45348': 1}\n",
            "portfolio -> {'48268': 1}\n",
            "portion -> {'45275': 1, '48497': 1}\n",
            "portland -> {'46132': 1}\n",
            "portsmouth -> {'46188': 1}\n",
            "portstewart -> {'47008': 1}\n",
            "portug -> {'45361': 1}\n",
            "portugues -> {'45658': 1}\n",
            "pose -> {'46938': 1, '48529': 1}\n",
            "posit -> {'45760': 1, '45836': 1, '46057': 1, '46149': 1, '46363': 1, '46452': 1, '46488': 1, '46527': 1, '46596': 1, '46790': 1, '46851': 1, '46860': 1, '46906': 1, '47202': 1, '47210': 1, '47404': 1, '47527': 1, '47590': 1, '47699': 1, '47777': 1, '48052': 1, '48053': 1, '48210': 1, '48221': 1, '48338': 1, '48437': 1, '48487': 1, '48492': 1, '48746': 1}\n",
            "posotu -> {'46632': 1}\n",
            "possess -> {'46025': 1}\n",
            "possibl -> {'45086': 1, '45245': 1, '45753': 1, '45787': 1, '45788': 1, '45810': 1, '45912': 1, '45939': 1, '46010': 1, '46037': 1, '46042': 1, '46400': 1, '46572': 1, '46576': 1, '46730': 1, '46930': 1, '47043': 1, '47074': 1, '47259': 1, '47382': 1, '47383': 1, '47472': 1, '47625': 1, '47690': 1, '47769': 1, '47898': 1, '48055': 1, '48115': 1, '48251': 1, '48297': 1, '48521': 1, '48700': 1}\n",
            "post -> {'45117': 1, '45154': 1, '45238': 1, '45271': 1, '45274': 1, '45366': 1, '45635': 1, '45709': 1, '45735': 1, '45765': 1, '45903': 1, '46179': 1, '46651': 1, '46850': 1, '46934': 1, '46960': 1, '46969': 1, '47129': 1, '47191': 1, '47205': 1, '47425': 1, '47640': 1, '47733': 1, '47794': 1, '47843': 1, '47916': 1, '48021': 1, '48047': 1, '48056': 1, '48101': 1, '48171': 1, '48175': 1, '48214': 1, '48245': 1, '48337': 1, '48422': 1, '48468': 1, '48575': 1, '48652': 1, '48666': 1, '48713': 1}\n",
            "postaltechnew -> {'45126': 1}\n",
            "postmat -> {'45527': 1}\n",
            "postpon -> {'45225': 1, '45227': 1, '45269': 1, '45676': 1, '45685': 1, '45941': 1, '46343': 1, '46535': 1, '47262': 1, '47460': 1}\n",
            "pot -> {'48602': 1}\n",
            "potato -> {'46100': 1, '46670': 1, '46890': 1, '47280': 1, '47321': 1, '47679': 1, '47896': 1, '48654': 1}\n",
            "potenti -> {'45522': 1, '45832': 1, '46482': 1, '46954': 1, '46982': 1, '47801': 1, '48060': 1, '48400': 1, '48479': 1, '48519': 1, '48541': 1}\n",
            "potion -> {'45005': 1, '48581': 1}\n",
            "potravin -> {'45298': 1}\n",
            "potu -> {'45179': 1, '45515': 1, '45547': 1, '45938': 1, '47034': 1, '47372': 1, '47659': 1, '48114': 1, '48149': 1}\n",
            "poultri -> {'46664': 1}\n",
            "pound -> {'45210': 1, '46761': 1, '46807': 1, '46813': 1, '47298': 1, '47707': 1}\n",
            "pour -> {'45429': 1, '47135': 1}\n",
            "poverti -> {'44988': 1, '45062': 1, '45757': 1, '45899': 1, '47365': 1, '48405': 1}\n",
            "powder -> {'44957': 1, '45884': 1, '47852': 1}\n",
            "power -> {'45020': 1, '45340': 1, '45356': 1, '45444': 1, '45504': 1, '45820': 1, '46045': 1, '46569': 1, '46639': 1, '46659': 1, '46700': 1, '46790': 1, '47985': 1, '48415': 1}\n",
            "powertalk -> {'44963': 1}\n",
            "ppc -> {'48705': 1}\n",
            "ppe -> {'47780': 1, '48469': 1, '48637': 1}\n",
            "ppl -> {'44998': 1, '45231': 1, '45270': 1, '45280': 1, '45377': 1, '45552': 1, '45570': 1, '45572': 1, '45600': 1, '45624': 1, '45730': 1, '45772': 1, '45880': 1, '45915': 1, '45952': 1, '46486': 1, '46543': 1, '46546': 1, '46549': 1, '46733': 1, '46741': 1, '46772': 1, '46784': 1, '46806': 1, '46907': 1, '46934': 1, '46996': 1, '47123': 1, '47127': 1, '47135': 1, '47151': 1, '47153': 1, '47174': 1, '47183': 1, '47196': 1, '47212': 1, '47356': 1, '47389': 1, '47459': 1, '47564': 1, '47669': 1, '47769': 1, '47900': 1, '48032': 1, '48185': 1, '48224': 1}\n",
            "pptwkzq3l8 -> {'45316': 1}\n",
            "pqekvpywl -> {'47135': 1}\n",
            "pqsujpuuki -> {'47930': 1}\n",
            "pqwvu7l0iu -> {'46217': 1}\n",
            "pr -> {'45533': 1, '45832': 1, '46442': 1, '47017': 1, '48453': 1}\n",
            "practic -> {'45130': 1, '45268': 1, '45451': 1, '45690': 1, '45788': 1, '45884': 1, '46624': 1, '46702': 1, '46974': 1, '46999': 1, '47248': 1, '47278': 1, '47359': 1, '47572': 1, '47646': 1, '47873': 1, '47889': 1, '48333': 1, '48523': 1, '48705': 1}\n",
            "practicegroup -> {'47269': 1}\n",
            "practis -> {'47886': 1, '48020': 1}\n",
            "pragya -> {'48231': 1}\n",
            "prai -> {'45069': 1, '45554': 1, '45974': 1, '46583': 1, '46957': 1, '47730': 1, '47846': 1, '47918': 1, '48057': 1, '48653': 1}\n",
            "prais -> {'46037': 1, '46488': 1}\n",
            "pranayama -> {'47572': 1}\n",
            "praveer -> {'45356': 1}\n",
            "praw6pdehn -> {'46048': 1}\n",
            "prayer -> {'45029': 1, '46218': 1, '46857': 1, '48103': 1, '48177': 1}\n",
            "pre -> {'48023': 1, '48032': 1, '48631': 1, '48654': 1}\n",
            "preacher -> {'45992': 1}\n",
            "preachi -> {'45693': 1}\n",
            "precari -> {'46010': 1, '47058': 1}\n",
            "precaut -> {'44978': 1, '44984': 1, '45091': 1, '45315': 1, '45794': 1, '45818': 1, '46444': 1, '46685': 1, '46759': 1, '46790': 1, '46938': 1, '46986': 1, '47169': 1, '47236': 1, '47257': 1, '47320': 1, '47694': 1, '47931': 1, '48324': 1, '48325': 1, '48513': 1, '48549': 1}\n",
            "precautionari -> {'44969': 1, '45571': 1}\n",
            "preciou -> {'48378': 1}\n",
            "precis -> {'46532': 1}\n",
            "precursor -> {'48028': 1}\n",
            "predict -> {'45499': 1, '45543': 1, '45703': 1, '45900': 1, '46903': 1, '47252': 1, '47867': 1, '48188': 1}\n",
            "predominantli -> {'48489': 1}\n",
            "prefer -> {'45302': 1, '45991': 1, '47013': 1, '47607': 1, '48430': 1}\n",
            "pregam -> {'46111': 1}\n",
            "pregnant -> {'45279': 1, '47576': 1}\n",
            "prei -> {'45387': 1, '45924': 1, '46560': 1}\n",
            "prelim -> {'46331': 1}\n",
            "premier -> {'45569': 1, '46533': 1}\n",
            "premierleagu -> {'45941': 1}\n",
            "premierscottmo -> {'45351': 1}\n",
            "premium -> {'47108': 1, '47318': 1, '47328': 1, '47624': 1, '47738': 1, '47782': 1}\n",
            "preocupaci -> {'47336': 1}\n",
            "prep -> {'45007': 1, '45105': 1, '45420': 1, '45422': 1, '45487': 1, '45687': 1, '46501': 1, '46882': 1, '46975': 1, '47061': 1, '47212': 1, '47213': 1, '47431': 1, '47734': 1}\n",
            "prepar -> {'45026': 1, '45123': 1, '45148': 1, '45179': 1, '45261': 1, '45300': 1, '45322': 1, '45413': 1, '45461': 1, '45465': 1, '45529': 1, '45537': 1, '45552': 1, '45673': 1, '45786': 1, '45830': 1, '45905': 1, '45916': 1, '45950': 1, '45976': 1, '46002': 1, '46014': 1, '46087': 1, '46145': 1, '46150': 1, '46311': 1, '46363': 1, '46522': 1, '46596': 1, '46688': 1, '46734': 1, '46814': 1, '46863': 1, '46922': 1, '46929': 1, '47152': 1, '47337': 1, '47386': 1, '47413': 1, '47513': 1, '47662': 1, '47685': 1, '47709': 1, '47755': 1, '47766': 1, '47781': 1, '47925': 1, '47936': 1, '47958': 1, '47965': 1, '48091': 1, '48110': 1, '48112': 1, '48200': 1, '48239': 1, '48318': 1, '48342': 1, '48386': 1, '48479': 1, '48549': 1, '48699': 1, '48700': 1, '48709': 1}\n",
            "prepared -> {'45433': 1, '46363': 1, '46610': 1, '46729': 1, '47505': 1, '47643': 1, '48030': 1, '48310': 1}\n",
            "preparenotpan -> {'47477': 1}\n",
            "prepper -> {'45082': 1, '45151': 1, '45266': 1, '45433': 1, '45584': 1, '45636': 1, '46163': 1, '46209': 1, '46737': 1, '46740': 1, '46747': 1, '47099': 1, '48028': 1, '48137': 1}\n",
            "preprint -> {'45154': 1}\n",
            "preschool -> {'47377': 1}\n",
            "prescript -> {'45005': 1, '45405': 1, '45694': 1, '46019': 1, '46131': 1, '47577': 1, '47775': 1, '48302': 1, '48385': 1, '48581': 1}\n",
            "present -> {'45072': 1, '46908': 1, '47785': 1, '48097': 1, '48437': 1, '48675': 1}\n",
            "preserv -> {'47418': 1}\n",
            "presid -> {'45056': 1, '45269': 1, '45431': 1, '45468': 1, '46097': 1, '46290': 1, '46389': 1, '46639': 1, '46669': 1, '46909': 1, '47022': 1, '47265': 1, '47284': 1, '47641': 1, '47670': 1, '47876': 1, '48182': 1, '48283': 1, '48496': 1, '48499': 1, '48611': 1}\n",
            "presidentbiden -> {'47050': 1}\n",
            "press -> {'45004': 1, '45135': 1, '45275': 1, '47381': 1, '47852': 1, '48469': 1, '48523': 1}\n",
            "presspass -> {'45335': 1}\n",
            "pressur -> {'45406': 1, '45651': 1, '45664': 1, '46042': 1, '47577': 1, '47883': 1, '48527': 1}\n",
            "preston -> {'46398': 1}\n",
            "pretend -> {'45929': 1, '46228': 1, '47102': 1, '48230': 1}\n",
            "pretti -> {'45065': 1, '45280': 1, '45359': 1, '45544': 1, '45849': 1, '46038': 1, '46066': 1, '46082': 1, '46306': 1, '46354': 1, '46443': 1, '47142': 1, '47214': 1, '47342': 1, '47576': 1, '47630': 1, '47657': 1, '48427': 1}\n",
            "prevail -> {'44978': 1, '45722': 1, '47907': 1}\n",
            "prevent -> {'45284': 1, '45556': 1, '45569': 1, '45757': 1, '45841': 1, '46049': 1, '46097': 1, '46148': 1, '46177': 1, '46350': 1, '46351': 1, '46352': 1, '47169': 1, '47217': 1, '47238': 1, '47377': 1, '47559': 1, '47640': 1, '47808': 1, '47825': 1, '47898': 1, '48012': 1, '48029': 1, '48057': 1, '48231': 1, '48264': 1, '48324': 1, '48393': 1, '48418': 1, '48517': 1, '48586': 1, '48647': 1}\n",
            "preventionoverpan -> {'46177': 1}\n",
            "preview -> {'47050': 1}\n",
            "previou -> {'47003': 1, '47483': 1}\n",
            "previous -> {'45592': 1}\n",
            "price -> {'44954': 1, '44958': 1, '44960': 1, '44963': 1, '44964': 1, '44973': 1, '44976': 1, '44977': 1, '44983': 1, '44986': 1, '44993': 1, '44994': 1, '44995': 1, '44997': 1, '45000': 1, '45001': 1, '45002': 1, '45004': 1, '45008': 1, '45013': 1, '45015': 1, '45016': 1, '45023': 1, '45024': 1, '45030': 1, '45034': 1, '45038': 1, '45046': 1, '45048': 1, '45051': 1, '45061': 1, '45071': 1, '45076': 1, '45085': 1, '45095': 1, '45100': 1, '45106': 1, '45114': 1, '45119': 1, '45131': 1, '45136': 1, '45145': 1, '45159': 1, '45175': 1, '45182': 1, '45183': 1, '45192': 1, '45197': 1, '45209': 1, '45221': 1, '45229': 1, '45233': 1, '45235': 1, '45242': 1, '45243': 1, '45248': 1, '45250': 1, '45253': 1, '45256': 1, '45261': 1, '45263': 1, '45264': 1, '45271': 1, '45272': 1, '45273': 1, '45306': 1, '45307': 1, '45309': 1, '45324': 1, '45327': 1, '45328': 1, '45329': 1, '45335': 1, '45343': 1, '45351': 1, '45354': 1, '45356': 1, '45358': 1, '45360': 1, '45372': 1, '45378': 1, '45379': 1, '45382': 1, '45383': 1, '45385': 1, '45391': 1, '45399': 1, '45410': 1, '45411': 1, '45417': 1, '45429': 1, '45442': 1, '45449': 1, '45458': 1, '45468': 1, '45471': 1, '45476': 1, '45489': 1, '45491': 1, '45492': 1, '45497': 1, '45499': 1, '45521': 1, '45524': 1, '45531': 1, '45554': 1, '45555': 1, '45586': 1, '45593': 1, '45597': 1, '45612': 1, '45616': 1, '45617': 1, '45621': 1, '45627': 1, '45632': 1, '45633': 1, '45639': 1, '45651': 1, '45653': 1, '45654': 1, '45661': 1, '45662': 1, '45664': 1, '45666': 1, '45679': 1, '45684': 1, '45688': 1, '45693': 1, '45717': 1, '45722': 1, '45723': 1, '45725': 1, '45732': 1, '45742': 1, '45756': 1, '45767': 1, '45769': 1, '45771': 1, '45774': 1, '45793': 1, '45795': 1, '45797': 1, '45800': 1, '45801': 1, '45806': 1, '45807': 1, '45811': 1, '45812': 1, '45816': 1, '45817': 1, '45820': 1, '45821': 1, '45835': 1, '45836': 1, '45840': 1, '45847': 1, '45849': 1, '45866': 1, '45874': 1, '45876': 1, '45887': 1, '45888': 1, '45894': 1, '45900': 1, '45910': 1, '45923': 1, '45924': 1, '45928': 1, '45930': 1, '45937': 1, '45938': 1, '45953': 1, '45966': 1, '45969': 1, '45971': 1, '45979': 1, '45987': 1, '45992': 1, '46007': 1, '46013': 1, '46019': 1, '46020': 1, '46032': 1, '46041': 1, '46051': 1, '46056': 1, '46060': 1, '46064': 1, '46067': 1, '46073': 1, '46082': 1, '46094': 1, '46114': 1, '46116': 1, '46122': 1, '46124': 1, '46125': 1, '46130': 1, '46138': 1, '46155': 1, '46163': 1, '46169': 1, '46185': 1, '46208': 1, '46211': 1, '46213': 1, '46230': 1, '46232': 1, '46233': 1, '46235': 1, '46250': 1, '46253': 1, '46283': 1, '46286': 1, '46290': 1, '46306': 1, '46310': 1, '46318': 1, '46325': 1, '46326': 1, '46327': 1, '46328': 1, '46333': 1, '46337': 1, '46342': 1, '46366': 1, '46369': 1, '46370': 1, '46375': 1, '46386': 1, '46387': 1, '46391': 1, '46399': 1, '46401': 1, '46403': 1, '46404': 1, '46412': 1, '46413': 1, '46422': 1, '46431': 1, '46441': 1, '46442': 1, '46443': 1, '46448': 1, '46454': 1, '46483': 1, '46495': 1, '46497': 1, '46499': 1, '46533': 1, '46538': 1, '46539': 1, '46547': 1, '46562': 1, '46571': 1, '46576': 1, '46577': 1, '46580': 1, '46582': 1, '46584': 1, '46585': 1, '46593': 1, '46599': 1, '46650': 1, '46664': 1, '46665': 1, '46667': 1, '46669': 1, '46670': 1, '46673': 1, '46675': 1, '46677': 1, '46686': 1, '46708': 1, '46711': 1, '46712': 1, '46730': 1, '46731': 1, '46742': 1, '46746': 1, '46761': 1, '46763': 1, '46768': 1, '46771': 1, '46781': 1, '46784': 1, '46799': 1, '46803': 1, '46809': 1, '46821': 1, '46840': 1, '46842': 1, '46843': 1, '46845': 1, '46847': 1, '46851': 1, '46867': 1, '46880': 1, '46909': 1, '46917': 1, '46918': 1, '46934': 1, '46937': 1, '46940': 1, '46966': 1, '46970': 1, '46974': 1, '46980': 1, '46982': 1, '46988': 1, '46996': 1, '47001': 1, '47003': 1, '47007': 1, '47011': 1, '47012': 1, '47013': 1, '47017': 1, '47021': 1, '47022': 1, '47042': 1, '47043': 1, '47046': 1, '47065': 1, '47070': 1, '47074': 1, '47084': 1, '47087': 1, '47108': 1, '47109': 1, '47115': 1, '47126': 1, '47129': 1, '47131': 1, '47132': 1, '47133': 1, '47134': 1, '47135': 1, '47138': 1, '47144': 1, '47152': 1, '47153': 1, '47162': 1, '47170': 1, '47178': 1, '47179': 1, '47181': 1, '47219': 1, '47232': 1, '47265': 1, '47284': 1, '47301': 1, '47304': 1, '47309': 1, '47315': 1, '47318': 1, '47326': 1, '47327': 1, '47328': 1, '47334': 1, '47340': 1, '47362': 1, '47375': 1, '47391': 1, '47392': 1, '47393': 1, '47397': 1, '47410': 1, '47412': 1, '47430': 1, '47434': 1, '47451': 1, '47453': 1, '47454': 1, '47473': 1, '47478': 1, '47484': 1, '47495': 1, '47557': 1, '47569': 1, '47578': 1, '47589': 1, '47608': 1, '47632': 1, '47638': 1, '47646': 1, '47653': 1, '47670': 1, '47676': 1, '47687': 1, '47691': 1, '47694': 1, '47695': 1, '47718': 1, '47722': 1, '47738': 1, '47745': 1, '47780': 1, '47798': 1, '47825': 1, '47828': 1, '47838': 1, '47842': 1, '47853': 1, '47894': 1, '47910': 1, '47923': 1, '47953': 1, '47970': 1, '47990': 1, '48005': 1, '48007': 1, '48033': 1, '48128': 1, '48175': 1, '48191': 1, '48197': 1, '48202': 1, '48218': 1, '48219': 1, '48231': 1, '48244': 1, '48247': 1, '48262': 1, '48295': 1, '48304': 1, '48311': 1, '48316': 1, '48327': 1, '48345': 1, '48346': 1, '48349': 1, '48355': 1, '48357': 1, '48397': 1, '48451': 1, '48454': 1, '48467': 1, '48500': 1, '48523': 1, '48553': 1, '48626': 1, '48638': 1, '48673': 1, '48682': 1, '48688': 1, '48718': 1, '48732': 1, '48738': 1}\n",
            "pricegoug -> {'44994': 1, '45578': 1, '45593': 1, '45874': 1, '46112': 1, '46283': 1, '47011': 1, '47065': 1, '47315': 1, '47638': 1}\n",
            "prick -> {'45233': 1, '45259': 1, '45851': 1}\n",
            "pride -> {'45732': 1}\n",
            "primari -> {'46003': 1, '47377': 1}\n",
            "primark -> {'48564': 1}\n",
            "prime -> {'46170': 1, '46560': 1, '47221': 1, '47798': 1, '47954': 1, '48560': 1, '48628': 1, '48670': 1}\n",
            "primevideo -> {'45382': 1}\n",
            "principl -> {'46584': 1}\n",
            "print -> {'45666': 1, '46000': 1}\n",
            "printer -> {'45801': 1, '46597': 1}\n",
            "prior -> {'45162': 1, '48104': 1}\n",
            "priorit -> {'47080': 1, '47483': 1}\n",
            "prioriti -> {'45408': 1, '45435': 1, '45447': 1, '45972': 1, '46028': 1, '46102': 1, '46148': 1, '46163': 1, '46172': 1, '46384': 1, '47402': 1, '47536': 1, '47659': 1}\n",
            "prioritis -> {'45696': 1, '47737': 1, '47957': 1}\n",
            "privaci -> {'45275': 1, '48680': 1}\n",
            "privat -> {'45360': 1, '46837': 1, '47248': 1, '48289': 1, '48447': 1}\n",
            "privatelabel -> {'45200': 1}\n",
            "privileg -> {'45109': 1, '45957': 1, '46292': 1, '46876': 1, '47040': 1, '48458': 1, '48606': 1}\n",
            "priyasheth7 -> {'48538': 1}\n",
            "proactiv -> {'45824': 1, '47424': 1, '47544': 1, '47795': 1}\n",
            "prob -> {'47733': 1, '47944': 1}\n",
            "probiot -> {'45206': 1}\n",
            "problem -> {'45016': 1, '45198': 1, '45221': 1, '45344': 1, '45893': 1, '45940': 1, '46079': 1, '46335': 1, '46474': 1, '46494': 1, '46523': 1, '46784': 1, '46936': 1, '46968': 1, '47242': 1, '47361': 1, '47474': 1, '48066': 1, '48093': 1, '48097': 1, '48188': 1, '48377': 1, '48438': 1, '48542': 1, '48631': 1, '48652': 1, '48702': 1}\n",
            "problemat -> {'47974': 1}\n",
            "proce -> {'45007': 1, '45349': 1, '46111': 1, '46290': 1, '47569': 1, '48497': 1}\n",
            "procedur -> {'45070': 1, '47469': 1, '48495': 1}\n",
            "proceed -> {'45852': 1}\n",
            "process -> {'44998': 1, '45536': 1, '46229': 1, '47117': 1, '47945': 1, '48086': 1}\n",
            "procopywrit -> {'48614': 1}\n",
            "procrastin -> {'47461': 1}\n",
            "produc -> {'45337': 1, '45866': 1, '46026': 1, '46236': 1, '47072': 1, '47285': 1, '47681': 1, '47766': 1, '48233': 1, '48677': 1, '48750': 1}\n",
            "producedepart -> {'48043': 1}\n",
            "product -> {'44967': 1, '44977': 1, '44992': 1, '45005': 1, '45080': 1, '45152': 1, '45183': 1, '45192': 1, '45352': 1, '45381': 1, '45383': 1, '45569': 1, '45593': 1, '45636': 1, '45639': 1, '45786': 1, '45796': 1, '45798': 1, '45873': 1, '46028': 1, '46035': 1, '46113': 1, '46141': 1, '46142': 1, '46146': 1, '46212': 1, '46225': 1, '46287': 1, '46318': 1, '46398': 1, '46678': 1, '46688': 1, '46704': 1, '46708': 1, '46729': 1, '46759': 1, '46803': 1, '46855': 1, '46886': 1, '46903': 1, '46912': 1, '46926': 1, '46938': 1, '47003': 1, '47014': 1, '47049': 1, '47075': 1, '47211': 1, '47276': 1, '47304': 1, '47318': 1, '47349': 1, '47350': 1, '47372': 1, '47470': 1, '47495': 1, '47519': 1, '47550': 1, '47604': 1, '47624': 1, '47640': 1, '47650': 1, '47671': 1, '47691': 1, '47712': 1, '47733': 1, '47797': 1, '47839': 1, '47840': 1, '47851': 1, '47868': 1, '47893': 1, '47905': 1, '47945': 1, '47954': 1, '48066': 1, '48106': 1, '48124': 1, '48202': 1, '48296': 1, '48374': 1, '48451': 1, '48475': 1, '48506': 1, '48541': 1, '48553': 1, '48580': 1, '48581': 1, '48629': 1, '48651': 1, '48698': 1, '48734': 1, '48750': 1}\n",
            "prof -> {'45099': 1, '47992': 1, '48748': 1}\n",
            "profession -> {'45644': 1, '45823': 1, '46081': 1, '46747': 1, '46853': 1, '46919': 1, '47236': 1, '47781': 1, '48041': 1, '48392': 1}\n",
            "professor -> {'47165': 1}\n",
            "profil -> {'45479': 1, '45712': 1}\n",
            "profit -> {'45048': 1, '45233': 1, '45235': 1, '45423': 1, '45442': 1, '45639': 1, '45832': 1, '45999': 1, '46322': 1, '46512': 1, '46807': 1, '47282': 1, '47340': 1, '47358': 1, '47393': 1, '47434': 1, '47451': 1, '48274': 1, '48642': 1}\n",
            "profligaci -> {'45554': 1}\n",
            "profound -> {'45848': 1}\n",
            "program -> {'45536': 1, '45734': 1, '45818': 1, '46860': 1, '47879': 1, '48093': 1, '48633': 1, '48649': 1}\n",
            "programm -> {'48572': 1}\n",
            "progresso -> {'47140': 1}\n",
            "prohibit -> {'45406': 1, '45446': 1, '47583': 1}\n",
            "project -> {'47660': 1}\n",
            "prolifereligion -> {'48019': 1}\n",
            "promenad -> {'47699': 1}\n",
            "promis -> {'47491': 1, '48413': 1, '48414': 1}\n",
            "promo -> {'45871': 1, '46626': 1}\n",
            "promot -> {'45691': 1, '45965': 1, '47237': 1, '48446': 1}\n",
            "prompt -> {'46165': 1, '47905': 1, '48031': 1, '48633': 1, '48656': 1}\n",
            "prone -> {'48711': 1}\n",
            "proof -> {'45959': 1, '46000': 1, '47950': 1}\n",
            "prop -> {'45521': 1, '46019': 1, '46528': 1, '48032': 1}\n",
            "propaganda -> {'45935': 1, '47242': 1, '48046': 1}\n",
            "proper -> {'45971': 1, '47226': 1, '47694': 1, '48392': 1}\n",
            "properli -> {'45027': 1, '46963': 1, '48155': 1}\n",
            "properrefriger -> {'48212': 1}\n",
            "properti -> {'45417': 1, '46235': 1, '47662': 1, '47830': 1}\n",
            "propertymanag -> {'48693': 1}\n",
            "proport -> {'45464': 1}\n",
            "propos -> {'47013': 1}\n",
            "prosecut -> {'46512': 1, '47331': 1, '48451': 1}\n",
            "prosecutor -> {'48397': 1}\n",
            "prospect -> {'48289': 1}\n",
            "protect -> {'44955': 1, '44960': 1, '44983': 1, '44992': 1, '45023': 1, '45035': 1, '45061': 1, '45214': 1, '45258': 1, '45268': 1, '45275': 1, '45348': 1, '45351': 1, '45373': 1, '45446': 1, '45582': 1, '45621': 1, '45784': 1, '45830': 1, '45852': 1, '45873': 1, '45977': 1, '45978': 1, '46007': 1, '46035': 1, '46287': 1, '46337': 1, '46351': 1, '46369': 1, '46381': 1, '46395': 1, '46402': 1, '46413': 1, '46602': 1, '46648': 1, '46792': 1, '46827': 1, '46837': 1, '46842': 1, '46969': 1, '46970': 1, '47087': 1, '47118': 1, '47119': 1, '47120': 1, '47174': 1, '47211': 1, '47341': 1, '47368': 1, '47370': 1, '47392': 1, '47555': 1, '47556': 1, '47578': 1, '47586': 1, '47605': 1, '47632': 1, '47662': 1, '47761': 1, '47780': 1, '47783': 1, '47784': 1, '47798': 1, '47904': 1, '47970': 1, '48033': 1, '48070': 1, '48174': 1, '48225': 1, '48245': 1, '48288': 1, '48311': 1, '48326': 1, '48372': 1, '48395': 1, '48419': 1, '48438': 1, '48445': 1, '48689': 1, '48706': 1}\n",
            "protein -> {'45089': 1, '45487': 1, '45519': 1, '47258': 1, '48212': 1}\n",
            "protest -> {'45969': 1, '46220': 1, '48327': 1}\n",
            "protocol -> {'46028': 1}\n",
            "proud -> {'45363': 1, '47470': 1, '47743': 1, '48247': 1, '48319': 1}\n",
            "pround -> {'48023': 1}\n",
            "prove -> {'45372': 1, '46114': 1, '46305': 1, '46475': 1, '47463': 1, '47594': 1, '47907': 1, '48344': 1, '48458': 1}\n",
            "proven -> {'45166': 1, '45177': 1, '46783': 1}\n",
            "provid -> {'45011': 1, '45632': 1, '46553': 1, '47394': 1, '47924': 1, '47976': 1, '48326': 1, '48421': 1}\n",
            "provinc -> {'45396': 1, '45912': 1}\n",
            "provis -> {'45931': 1, '47212': 1}\n",
            "prowl -> {'46944': 1}\n",
            "prowrestl -> {'46826': 1}\n",
            "prowrestlingev -> {'44984': 1}\n",
            "proxim -> {'47625': 1}\n",
            "prrd -> {'48097': 1}\n",
            "prshz6mqsg -> {'48655': 1}\n",
            "pruell -> {'45793': 1}\n",
            "ps -> {'46507': 1}\n",
            "psa -> {'45178': 1, '45442': 1, '45915': 1, '46135': 1, '46319': 1, '46525': 1, '46630': 1, '46732': 1, '46999': 1, '47075': 1, '47690': 1, '48521': 1, '48723': 1}\n",
            "psalm91 -> {'45422': 1}\n",
            "psl2020 -> {'48688': 1}\n",
            "psqudqnbqj -> {'48722': 1}\n",
            "pst -> {'46353': 1}\n",
            "psv -> {'46020': 1}\n",
            "psych -> {'47426': 1, '48453': 1}\n",
            "psycho -> {'45943': 1}\n",
            "psycholog -> {'45347': 1, '45853': 1, '46163': 1, '46711': 1}\n",
            "psychologist -> {'48573': 1}\n",
            "psychopath -> {'46407': 1}\n",
            "pszt2fwywl -> {'47852': 1}\n",
            "pt -> {'45515': 1}\n",
            "pto -> {'48025': 1}\n",
            "ptsd -> {'45251': 1, '45709': 1}\n",
            "pub -> {'45301': 1, '47759': 1, '48142': 1, '48508': 1}\n",
            "publ -> {'46969': 1}\n",
            "public -> {'45048': 1, '45075': 1, '45160': 1, '45230': 1, '45358': 1, '45360': 1, '45377': 1, '45406': 1, '45556': 1, '45670': 1, '45748': 1, '45753': 1, '45835': 1, '45941': 1, '45958': 1, '45984': 1, '46006': 1, '46073': 1, '46080': 1, '46083': 1, '46162': 1, '46192': 1, '46256': 1, '46271': 1, '46309': 1, '46388': 1, '46402': 1, '46603': 1, '46605': 1, '46674': 1, '46743': 1, '46914': 1, '46924': 1, '46996': 1, '46999': 1, '47135': 1, '47165': 1, '47186': 1, '47305': 1, '47312': 1, '47323': 1, '47392': 1, '47436': 1, '47462': 1, '47494': 1, '47496': 1, '47543': 1, '47561': 1, '47605': 1, '47625': 1, '47743': 1, '47800': 1, '47904': 1, '48054': 1, '48114': 1, '48158': 1, '48225': 1, '48325': 1, '48336': 1, '48359': 1, '48360': 1, '48397': 1, '48407': 1, '48419': 1, '48520': 1, '48685': 1, '48725': 1}\n",
            "publichealth -> {'45611': 1, '47019': 1, '48431': 1}\n",
            "publiqu -> {'46729': 1}\n",
            "publish -> {'45300': 1, '45804': 1, '46180': 1, '46654': 1, '47862': 1, '48332': 1, '48352': 1, '48491': 1}\n",
            "publix -> {'46216': 1, '46531': 1, '47840': 1, '48134': 1, '48595': 1}\n",
            "puecg61psv -> {'48193': 1}\n",
            "puerto -> {'48604': 1}\n",
            "pukthyh02z -> {'46657': 1}\n",
            "pull -> {'44980': 1, '44986': 1, '45423': 1, '45530': 1, '46514': 1, '46998': 1, '47393': 1, '48494': 1}\n",
            "puls -> {'47463': 1}\n",
            "pump -> {'44958': 1, '44972': 1, '45648': 1, '45793': 1, '46230': 1, '47639': 1, '47737': 1}\n",
            "pumpkin -> {'46034': 1, '47913': 1}\n",
            "punch -> {'47715': 1, '47855': 1, '48113': 1}\n",
            "puppet -> {'45264': 1}\n",
            "puppi -> {'45314': 1, '47548': 1}\n",
            "purchas -> {'44965': 1, '45031': 1, '45094': 1, '45124': 1, '45141': 1, '45162': 1, '45163': 1, '45522': 1, '45570': 1, '45633': 1, '45711': 1, '45938': 1, '45975': 1, '45980': 1, '46015': 1, '46080': 1, '46134': 1, '46179': 1, '46180': 1, '46199': 1, '46200': 1, '46283': 1, '46352': 1, '46367': 1, '46381': 1, '46412': 1, '46441': 1, '46547': 1, '46608': 1, '46747': 1, '46949': 1, '47107': 1, '47250': 1, '47259': 1, '47303': 1, '47432': 1, '47438': 1, '47776': 1, '47800': 1, '47821': 1, '47870': 1, '47986': 1, '48064': 1, '48133': 1, '48305': 1, '48314': 1, '48330': 1, '48361': 1, '48384': 1, '48400': 1, '48425': 1, '48497': 1, '48519': 1, '48536': 1, '48613': 1, '48624': 1, '48628': 1}\n",
            "pure -> {'46153': 1, '46320': 1, '47470': 1}\n",
            "purel -> {'44954': 1, '45271': 1}\n",
            "purg -> {'46378': 1}\n",
            "purifi -> {'45149': 1, '47435': 1, '48057': 1}\n",
            "purportedli -> {'48371': 1}\n",
            "purpos -> {'45438': 1, '46493': 1}\n",
            "purs -> {'45177': 1, '46783': 1}\n",
            "puse -> {'46713': 1}\n",
            "push -> {'45282': 1, '45615': 1, '45717': 1, '45935': 1, '45968': 1, '46740': 1, '46763': 1, '46912': 1, '47349': 1, '47602': 1, '47840': 1, '47850': 1, '48026': 1, '48107': 1, '48183': 1, '48539': 1, '48646': 1}\n",
            "put -> {'44975': 1, '45073': 1, '45227': 1, '45254': 1, '45256': 1, '45304': 1, '45305': 1, '45326': 1, '45381': 1, '45390': 1, '45406': 1, '45413': 1, '45500': 1, '45534': 1, '45617': 1, '45936': 1, '45946': 1, '45989': 1, '46001': 1, '46028': 1, '46099': 1, '46123': 1, '46289': 1, '46620': 1, '46797': 1, '46830': 1, '46855': 1, '47017': 1, '47322': 1, '47446': 1, '47659': 1, '47674': 1, '47693': 1, '47718': 1, '47729': 1, '47739': 1, '47767': 1, '47774': 1, '47782': 1, '47848': 1, '47883': 1, '47920': 1, '47984': 1, '48017': 1, '48100': 1, '48106': 1, '48153': 1, '48247': 1, '48274': 1, '48308': 1, '48476': 1, '48513': 1, '48527': 1, '48545': 1, '48631': 1, '48646': 1, '48688': 1, '48693': 1, '48719': 1, '48722': 1}\n",
            "putin -> {'45489': 1}\n",
            "puzzl -> {'45180': 1, '47649': 1}\n",
            "pvamtamgul -> {'47388': 1}\n",
            "pvcoviflgm -> {'47051': 1}\n",
            "pwanle6bod -> {'48431': 1}\n",
            "pwcdanica -> {'47605': 1}\n",
            "pwd -> {'48230': 1}\n",
            "pwzwni4xnk -> {'46716': 1}\n",
            "pxv49qvi8x -> {'45505': 1}\n",
            "pyqfv7asyi -> {'48472': 1}\n",
            "pyyw7gpv7p -> {'47278': 1}\n",
            "pyzq8ymuv5 -> {'44958': 1}\n",
            "pz1kihoetm -> {'46854': 1}\n",
            "pzkhvlv6pu -> {'47524': 1}\n",
            "q0jqqc3sgc -> {'47374': 1}\n",
            "q0zbgss0rp -> {'45469': 1}\n",
            "q1 -> {'45038': 1}\n",
            "q1o6yypanr -> {'48236': 1}\n",
            "q5ate3xpm -> {'47433': 1}\n",
            "q5kaojafct -> {'45055': 1}\n",
            "q5tthgwr9y -> {'47864': 1}\n",
            "q7ej1fixxi -> {'45136': 1}\n",
            "q8g7uphmpw -> {'45904': 1}\n",
            "q9h04gdufw -> {'47642': 1}\n",
            "qae4m4utci -> {'48255': 1}\n",
            "qanom -> {'45662': 1}\n",
            "qanon -> {'44956': 1, '44985': 1, '45662': 1, '45706': 1}\n",
            "qanon2018 -> {'44956': 1}\n",
            "qanon2020 -> {'44956': 1}\n",
            "qarmi -> {'45662': 1}\n",
            "qatar -> {'45815': 1, '46607': 1, '46952': 1}\n",
            "qatarcovid19watch -> {'46607': 1}\n",
            "qatarliv -> {'46952': 1}\n",
            "qatarnew -> {'46952': 1}\n",
            "qayamat -> {'46695': 1}\n",
            "qayyhh328b -> {'46696': 1}\n",
            "qcbqskdx9f -> {'47631': 1}\n",
            "qd67hf6bfz -> {'48732': 1}\n",
            "qdhfnxg0tk -> {'46446': 1}\n",
            "qdoba -> {'46414': 1}\n",
            "qdq8fxhkk1 -> {'46102': 1}\n",
            "qedjnoanxo -> {'46073': 1}\n",
            "qei40h4chz -> {'45120': 1}\n",
            "qelo4ww0ax -> {'45549': 1}\n",
            "qf6hclcaeq -> {'48750': 1}\n",
            "qfze7m17bk -> {'47488': 1}\n",
            "qgtep7nlqa -> {'47353': 1}\n",
            "qh9zcfgifc -> {'46665': 1}\n",
            "qhzfn1jtrw -> {'47514': 1}\n",
            "qidfeojbs4 -> {'48186': 1}\n",
            "qigh8xsuev -> {'47207': 1}\n",
            "qijcwcymfb -> {'48547': 1}\n",
            "qjkucawgc2 -> {'45074': 1}\n",
            "qjlsxwdmnp -> {'46164': 1}\n",
            "qkdszygo52 -> {'45193': 1}\n",
            "qkfbnvloxj -> {'48436': 1}\n",
            "qkoljtopdr -> {'45043': 1}\n",
            "ql75ifuvya -> {'48534': 1}\n",
            "qld -> {'45787': 1}\n",
            "qmcb7difgd -> {'48639': 1}\n",
            "qmtz80wpzv -> {'48656': 1}\n",
            "qni6tchs62 -> {'45335': 1}\n",
            "qnjqai77uk -> {'46280': 1}\n",
            "qnmg8qkumv -> {'48359': 1}\n",
            "qoukwpyf3z -> {'46413': 1}\n",
            "qpqdvmjnmm -> {'47664': 1}\n",
            "qqc2osrhto -> {'45640': 1}\n",
            "qqq -> {'44971': 1, '45478': 1}\n",
            "qqqylbl3ti -> {'45173': 1}\n",
            "qr -> {'46891': 1}\n",
            "qrngucyusi -> {'46731': 1}\n",
            "qrrdxixoif -> {'48739': 1}\n",
            "qs69wvdds7 -> {'48539': 1}\n",
            "qt -> {'46438': 1}\n",
            "qtr -> {'48585': 1}\n",
            "qu37wcnif7 -> {'45530': 1}\n",
            "quadrupl -> {'45358': 1}\n",
            "qualiti -> {'44963': 1, '45646': 1, '45732': 1, '46628': 1, '46686': 1, '47484': 1, '47500': 1, '47624': 1}\n",
            "quantiti -> {'46012': 1, '48330': 1, '48512': 1}\n",
            "quarantain -> {'46377': 1}\n",
            "quarantin -> {'44981': 1, '45007': 1, '45012': 1, '45016': 1, '45021': 1, '45049': 1, '45068': 1, '45089': 1, '45112': 1, '45113': 1, '45128': 1, '45165': 1, '45208': 1, '45266': 1, '45287': 1, '45367': 1, '45386': 1, '45405': 1, '45414': 1, '45422': 1, '45466': 1, '45480': 1, '45506': 1, '45511': 1, '45522': 1, '45547': 1, '45549': 1, '45591': 1, '45592': 1, '45694': 1, '45778': 1, '45861': 1, '45879': 1, '45917': 1, '45939': 1, '45947': 1, '46013': 1, '46189': 1, '46194': 1, '46269': 1, '46289': 1, '46367': 1, '46400': 1, '46419': 1, '46420': 1, '46438': 1, '46626': 1, '46905': 1, '46930': 1, '47031': 1, '47081': 1, '47105': 1, '47113': 1, '47145': 1, '47153': 1, '47180': 1, '47249': 1, '47251': 1, '47253': 1, '47371': 1, '47386': 1, '47577': 1, '47590': 1, '47655': 1, '47693': 1, '47707': 1, '47714': 1, '47747': 1, '47781': 1, '47891': 1, '47930': 1, '47935': 1, '47945': 1, '47974': 1, '48053': 1, '48115': 1, '48173': 1, '48203': 1, '48275': 1, '48317': 1, '48369': 1, '48393': 1, '48488': 1, '48510': 1, '48541': 1, '48554': 1, '48601': 1}\n",
            "quarantineandchil -> {'45948': 1, '46379': 1, '46630': 1, '46639': 1, '46760': 1, '46839': 1, '46911': 1, '47277': 1, '47280': 1, '47386': 1, '47486': 1, '47573': 1, '47671': 1, '47682': 1, '48222': 1}\n",
            "quarantinecat -> {'48728': 1}\n",
            "quarantinelif -> {'48406': 1, '48407': 1, '48673': 1}\n",
            "quarentena -> {'47880': 1}\n",
            "quarentinelif -> {'48427': 1}\n",
            "quarintin -> {'48617': 1}\n",
            "quart -> {'46474': 1}\n",
            "quarter -> {'47032': 1, '48585': 1}\n",
            "quarterli -> {'45423': 1}\n",
            "quartogrado -> {'46776': 1}\n",
            "quash -> {'45177': 1, '46783': 1}\n",
            "queen -> {'45287': 1, '46137': 1}\n",
            "queenafua -> {'47273': 1}\n",
            "queensland -> {'47155': 1}\n",
            "quench -> {'47174': 1}\n",
            "queri -> {'48094': 1}\n",
            "quesadilla -> {'46153': 1}\n",
            "question -> {'45041': 1, '45115': 1, '45157': 1, '45208': 1, '45305': 1, '45536': 1, '45578': 1, '45802': 1, '46080': 1, '46171': 1, '46215': 1, '46235': 1, '46837': 1, '46895': 1, '47202': 1, '47238': 1, '47245': 1, '47384': 1, '47414': 1, '47423': 1, '48048': 1, '48067': 1, '48069': 1, '48115': 1, '48326': 1}\n",
            "queu -> {'45060': 1, '45308': 1, '45470': 1, '46892': 1, '47253': 1, '47891': 1}\n",
            "queue -> {'45115': 1, '45120': 1, '45244': 1, '45287': 1, '45380': 1, '45409': 1, '45514': 1, '45603': 1, '45624': 1, '45665': 1, '45754': 1, '45808': 1, '45855': 1, '46434': 1, '46469': 1, '47063': 1, '47272': 1, '47333': 1, '47626': 1, '47627': 1, '47743': 1, '47813': 1, '47833': 1, '48215': 1, '48280': 1, '48558': 1, '48616': 1}\n",
            "queuer -> {'45665': 1}\n",
            "quezon -> {'45265': 1}\n",
            "quic -> {'48734': 1}\n",
            "quick -> {'45440': 1, '45664': 1, '46572': 1, '46810': 1, '47254': 1, '47439': 1, '47465': 1, '48580': 1}\n",
            "quickest -> {'45042': 1}\n",
            "quickli -> {'45569': 1, '45913': 1, '46174': 1, '46261': 1, '46583': 1, '47350': 1, '47556': 1, '47593': 1, '47711': 1, '47739': 1, '48297': 1, '48413': 1, '48414': 1, '48510': 1}\n",
            "quicktak -> {'45221': 1}\n",
            "quiet -> {'46632': 1, '47264': 1, '48441': 1}\n",
            "quietplacemovi -> {'45988': 1}\n",
            "quilt -> {'47355': 1}\n",
            "quintonlucaskc -> {'48039': 1}\n",
            "quit -> {'45237': 1, '45547': 1, '45670': 1, '46109': 1, '46561': 1, '47037': 1, '47320': 1}\n",
            "quot -> {'45139': 1, '45693': 1, '47343': 1, '48223': 1}\n",
            "quota -> {'46943': 1}\n",
            "quoteofthedai -> {'48175': 1}\n",
            "quran -> {'45628': 1}\n",
            "qurantin -> {'45766': 1}\n",
            "qw2oheuxot -> {'46331': 1}\n",
            "qwdtwzbmwp -> {'48472': 1}\n",
            "qxfnpkdmdg -> {'46334': 1}\n",
            "qxh1junj03 -> {'45171': 1}\n",
            "qxouosbizq -> {'45962': 1}\n",
            "qxrtaluuag -> {'46028': 1}\n",
            "qxyjqzgac -> {'45520': 1}\n",
            "qxzhmrfsfu -> {'47266': 1}\n",
            "qzg3yhrm9n -> {'48450': 1}\n",
            "r1ijbjjhh6 -> {'46244': 1}\n",
            "r5jb2vvfh3 -> {'45227': 1}\n",
            "r6jvhdkgvp -> {'45403': 1}\n",
            "r78fjcqyvk -> {'47667': 1}\n",
            "r7sagojsjg -> {'47825': 1}\n",
            "r8ernbiv3p -> {'45105': 1}\n",
            "r8igt57dan -> {'45908': 1}\n",
            "r8wh8msped -> {'45061': 1}\n",
            "ra0vaaxkmz -> {'46358': 1}\n",
            "rabdicg -> {'48362': 1}\n",
            "rabid -> {'46233': 1}\n",
            "rabobankau -> {'46140': 1}\n",
            "raboresearch -> {'46140': 1}\n",
            "race -> {'45712': 1, '46969': 1, '47353': 1, '48375': 1, '48597': 1}\n",
            "rachaelrai -> {'45079': 1}\n",
            "racism -> {'45481': 1, '45513': 1, '46913': 1}\n",
            "racist -> {'45533': 1, '47176': 1, '48308': 1}\n",
            "radic -> {'45065': 1}\n",
            "radicalis -> {'45569': 1}\n",
            "radio -> {'47536': 1, '47904': 1}\n",
            "radio4 -> {'47992': 1}\n",
            "radiu -> {'48216': 1}\n",
            "rag -> {'47226': 1}\n",
            "ragingrod -> {'48414': 1}\n",
            "rahzrycemp -> {'45086': 1}\n",
            "raid -> {'45110': 1, '45278': 1, '46043': 1, '46899': 1, '47103': 1, '47894': 1, '48239': 1}\n",
            "rail -> {'48135': 1, '48231': 1}\n",
            "rain -> {'46365': 1, '48381': 1}\n",
            "rainbow -> {'45445': 1}\n",
            "raini -> {'47499': 1}\n",
            "rais -> {'45034': 1, '45093': 1, '45183': 1, '45399': 1, '45411': 1, '45717': 1, '46064': 1, '46114': 1, '46746': 1, '46880': 1, '47126': 1, '47318': 1, '47516': 1, '47647': 1, '48193': 1, '48194': 1, '48195': 1, '48279': 1, '48327': 1, '48370': 1, '48542': 1, '48738': 1}\n",
            "rajya -> {'45273': 1}\n",
            "rakuten -> {'46961': 1}\n",
            "rakyat -> {'48749': 1}\n",
            "ralli -> {'45992': 1}\n",
            "ralph -> {'45111': 1, '46631': 1, '47004': 1, '47641': 1}\n",
            "ralphkramden -> {'48406': 1}\n",
            "ralphsgroceri -> {'46853': 1}\n",
            "ram -> {'45314': 1, '45615': 1, '48178': 1}\n",
            "rama -> {'45189': 1}\n",
            "ramadan -> {'48227': 1}\n",
            "rambl -> {'46290': 1}\n",
            "ramen -> {'45598': 1, '46487': 1, '46627': 1}\n",
            "ramond -> {'45336': 1}\n",
            "ramp -> {'46802': 1, '47158': 1, '47870': 1, '47986': 1, '48397': 1, '48710': 1}\n",
            "rampant -> {'45358': 1, '48161': 1}\n",
            "ran -> {'45650': 1, '46137': 1, '46244': 1, '46433': 1, '46507': 1, '46916': 1, '47413': 1, '47465': 1, '47510': 1, '47531': 1, '48328': 1}\n",
            "ranch -> {'46205': 1, '47840': 1}\n",
            "rancher -> {'46737': 1}\n",
            "rancho -> {'46355': 1}\n",
            "rand -> {'46155': 1}\n",
            "random -> {'45366': 1, '46158': 1, '46425': 1, '46505': 1, '46903': 1, '47736': 1, '48427': 1}\n",
            "rang -> {'46403': 1, '46468': 1, '48580': 1}\n",
            "rank -> {'45024': 1}\n",
            "ransack -> {'45312': 1, '46038': 1, '46079': 1}\n",
            "rant -> {'47439': 1, '47721': 1}\n",
            "ranvir01 -> {'47100': 1}\n",
            "rap -> {'45287': 1}\n",
            "rapid -> {'45495': 1, '46106': 1, '47364': 1}\n",
            "rapidli -> {'45436': 1, '46775': 1, '47830': 1, '48592': 1, '48731': 1}\n",
            "raptor -> {'45978': 1, '47930': 1}\n",
            "rare -> {'47160': 1, '48078': 1}\n",
            "rarjfr7xgu -> {'46936': 1}\n",
            "rashidatlaib -> {'44993': 1}\n",
            "rat -> {'47353': 1}\n",
            "rate -> {'45016': 1, '45033': 1, '45199': 1, '45335': 1, '45635': 1, '45677': 1, '46021': 1, '46078': 1, '46155': 1, '46156': 1, '46568': 1, '46598': 1, '46785': 1, '46815': 1, '47042': 1, '47741': 1, '48218': 1, '48219': 1, '48348': 1, '48471': 1, '48617': 1, '48682': 1, '48712': 1}\n",
            "ration -> {'45186': 1, '45297': 1, '45408': 1, '45544': 1, '45681': 1, '46089': 1, '46507': 1, '46658': 1, '46893': 1, '46899': 1, '47186': 1, '47302': 1, '47361': 1, '47374': 1, '47446': 1, '47645': 1, '47814': 1, '47971': 1, '48046': 1, '48139': 1, '48217': 1, '48251': 1, '48277': 1}\n",
            "ravag -> {'47922': 1}\n",
            "ravagermog -> {'45252': 1}\n",
            "raw -> {'47776': 1}\n",
            "raymartin55 -> {'48266': 1}\n",
            "rayon -> {'45649': 1}\n",
            "razor -> {'48244': 1}\n",
            "rb9rtt7nkc -> {'44964': 1}\n",
            "rbc -> {'46185': 1}\n",
            "rd -> {'45089': 1}\n",
            "rdt4nqwgsq -> {'45870': 1}\n",
            "rdvouy4pfn -> {'46668': 1}\n",
            "reach -> {'44977': 1, '44994': 1, '45341': 1, '45451': 1, '45464': 1, '45681': 1, '45696': 1, '45700': 1, '45713': 1, '45732': 1, '45772': 1, '45883': 1, '46036': 1, '46177': 1, '46300': 1, '46456': 1, '46837': 1, '47008': 1, '47278': 1, '47490': 1, '47598': 1, '47787': 1, '47859': 1, '48062': 1, '48669': 1}\n",
            "react -> {'45001': 1, '45115': 1, '45832': 1, '46066': 1, '47186': 1, '47814': 1, '48234': 1, '48605': 1}\n",
            "reaction -> {'45200': 1, '45398': 1, '46623': 1, '46750': 1, '46752': 1, '47003': 1, '47083': 1, '48150': 1}\n",
            "reactionari -> {'46805': 1}\n",
            "read -> {'44999': 1, '45097': 1, '45190': 1, '45238': 1, '45393': 1, '45449': 1, '45765': 1, '45804': 1, '45872': 1, '45893': 1, '45927': 1, '46145': 1, '46219': 1, '46225': 1, '46262': 1, '46510': 1, '46654': 1, '46738': 1, '46843': 1, '46901': 1, '46918': 1, '47132': 1, '47150': 1, '47226': 1, '47239': 1, '47398': 1, '47437': 1, '47467': 1, '47510': 1, '47774': 1, '47825': 1, '47964': 1, '48210': 1, '48214': 1, '48389': 1, '48400': 1, '48506': 1, '48568': 1, '48615': 1, '48628': 1, '48698': 1, '48731': 1, '48732': 1}\n",
            "reader -> {'46212': 1}\n",
            "readi -> {'45020': 1, '45104': 1, '45126': 1, '45340': 1, '45413': 1, '45638': 1, '45679': 1, '45698': 1, '45794': 1, '45943': 1, '46270': 1, '46745': 1, '46861': 1, '47224': 1, '47319': 1, '47327': 1, '47569': 1, '47662': 1, '48314': 1, '48406': 1, '48525': 1, '48686': 1}\n",
            "ready2dai -> {'47004': 1}\n",
            "real -> {'45305': 1, '45501': 1, '45583': 1, '45619': 1, '45888': 1, '46160': 1, '46219': 1, '46237': 1, '46238': 1, '46404': 1, '46465': 1, '46492': 1, '46632': 1, '46742': 1, '46754': 1, '46780': 1, '46785': 1, '46818': 1, '46840': 1, '46907': 1, '46934': 1, '47020': 1, '47114': 1, '47158': 1, '47281': 1, '47292': 1, '47358': 1, '47595': 1, '47952': 1, '48127': 1, '48133': 1, '48185': 1, '48353': 1, '48407': 1, '48536': 1, '48573': 1, '48653': 1}\n",
            "realdonaldtrump -> {'44993': 1, '45008': 1, '45037': 1, '45042': 1, '45063': 1, '45181': 1, '45293': 1, '45331': 1, '45385': 1, '45547': 1, '45587': 1, '45706': 1, '45756': 1, '46019': 1, '46136': 1, '46228': 1, '46545': 1, '46632': 1, '46639': 1, '46712': 1, '46786': 1, '46803': 1, '47000': 1, '47327': 1, '47659': 1, '48182': 1, '48236': 1, '48281': 1, '48296': 1, '48496': 1, '48712': 1, '48742': 1}\n",
            "realest -> {'45501': 1}\n",
            "realis -> {'45548': 1, '45746': 1, '46042': 1, '46223': 1, '46373': 1, '46431': 1, '46873': 1, '47295': 1, '47548': 1, '48013': 1}\n",
            "realist2016jlp -> {'47519': 1}\n",
            "realiti -> {'44976': 1, '45752': 1, '46212': 1, '46749': 1, '47680': 1, '48179': 1}\n",
            "realiz -> {'45401': 1, '45683': 1, '45735': 1, '45806': 1, '46003': 1, '46168': 1, '46256': 1, '46957': 1, '47373': 1, '48080': 1}\n",
            "realjameswood -> {'46901': 1}\n",
            "realkidpok -> {'48734': 1}\n",
            "realloc -> {'47412': 1}\n",
            "realm -> {'47132': 1}\n",
            "realtor -> {'48137': 1}\n",
            "reap -> {'45999': 1}\n",
            "reason -> {'45144': 1, '45385': 1, '45446': 1, '45757': 1, '45789': 1, '45800': 1, '45849': 1, '45923': 1, '46002': 1, '46176': 1, '46319': 1, '46404': 1, '46869': 1, '46890': 1, '46999': 1, '47080': 1, '47138': 1, '47185': 1, '47209': 1, '47344': 1, '47367': 1, '47557': 1, '47749': 1, '47866': 1, '47876': 1, '47990': 1, '48086': 1, '48550': 1}\n",
            "reassign -> {'46158': 1}\n",
            "reassur -> {'46507': 1, '46629': 1, '47475': 1, '47806': 1, '48077': 1, '48392': 1}\n",
            "rebecca -> {'46738': 1}\n",
            "rebelemg -> {'46799': 1}\n",
            "rebook -> {'46442': 1, '48088': 1, '48525': 1}\n",
            "rebound -> {'45631': 1, '46742': 1}\n",
            "recal -> {'46119': 1, '46649': 1}\n",
            "recallnewsom -> {'47181': 1}\n",
            "reccomend -> {'47217': 1}\n",
            "rece -> {'47542': 1}\n",
            "receipt -> {'46283': 1, '46346': 1}\n",
            "receiv -> {'45227': 1, '45522': 1, '45675': 1, '46586': 1, '46767': 1, '46800': 1, '46931': 1, '46943': 1, '47355': 1, '48052': 1, '48315': 1, '48604': 1}\n",
            "recent -> {'44975': 1, '45090': 1, '45135': 1, '45468': 1, '45581': 1, '46080': 1, '46649': 1, '46738': 1, '47108': 1, '47502': 1, '48021': 1, '48159': 1, '48202': 1, '48381': 1, '48413': 1, '48414': 1, '48729': 1, '48748': 1}\n",
            "recess -> {'45002': 1, '45003': 1, '45046': 1, '45168': 1, '45499': 1, '45631': 1, '45900': 1, '46185': 1, '47042': 1, '47070': 1, '47910': 1, '48344': 1, '48417': 1, '48585': 1}\n",
            "recip -> {'45583': 1, '46859': 1}\n",
            "recipi -> {'45522': 1, '45734': 1}\n",
            "reckon -> {'45296': 1}\n",
            "recogn -> {'45036': 1, '45037': 1, '46022': 1, '46876': 1, '47182': 1}\n",
            "recognit -> {'48356': 1}\n",
            "recommend -> {'45096': 1, '45382': 1, '45511': 1, '45789': 1, '46110': 1, '46248': 1, '46420': 1, '47354': 1, '47544': 1, '47812': 1, '47997': 1, '48182': 1, '48342': 1, '48400': 1, '48677': 1}\n",
            "reconsid -> {'45450': 1, '47262': 1}\n",
            "record -> {'45013': 1, '45246': 1, '45355': 1, '45511': 1, '45573': 1, '45790': 1, '45900': 1, '46067': 1, '46099': 1, '46708': 1, '46807': 1, '47917': 1}\n",
            "recoup -> {'46448': 1, '47638': 1}\n",
            "recov -> {'44971': 1, '45029': 1, '45235': 1, '45631': 1, '46035': 1, '46763': 1, '48048': 1, '48057': 1, '48272': 1, '48742': 1}\n",
            "recoveri -> {'46742': 1, '48585': 1, '48617': 1}\n",
            "recreat -> {'46800': 1, '48639': 1}\n",
            "recycl -> {'45318': 1, '46805': 1, '46985': 1}\n",
            "red -> {'45241': 1, '46355': 1, '48229': 1}\n",
            "reddest -> {'45525': 1}\n",
            "redickuless -> {'45410': 1}\n",
            "redicul -> {'45806': 1}\n",
            "redldqbqel -> {'47093': 1}\n",
            "redondo -> {'46579': 1}\n",
            "redress -> {'48701': 1}\n",
            "reduc -> {'45160': 1, '45510': 1, '45651': 1, '45872': 1, '45979': 1, '45982': 1, '46151': 1, '46498': 1, '46708': 1, '46711': 1, '46966': 1, '47284': 1, '47637': 1, '47668': 1, '47745': 1, '47748': 1, '47801': 1, '47912': 1, '47991': 1, '48156': 1, '48224': 1, '48300': 1, '48348': 1, '48501': 1, '48552': 1, '48618': 1, '48703': 1}\n",
            "reducefoodwast -> {'48081': 1}\n",
            "reduct -> {'45785': 1, '47594': 1}\n",
            "redvelvet -> {'48137': 1}\n",
            "reedash -> {'46207': 1}\n",
            "reel -> {'48377': 1}\n",
            "refer -> {'45748': 1, '45796': 1}\n",
            "refinitiv -> {'45038': 1}\n",
            "reflect -> {'46747': 1, '47961': 1}\n",
            "reflex -> {'45926': 1}\n",
            "reform -> {'48063': 1, '48706': 1}\n",
            "refram -> {'48369': 1}\n",
            "refresh -> {'47388': 1}\n",
            "refri -> {'46153': 1}\n",
            "refriger -> {'45488': 1, '46739': 1, '46862': 1}\n",
            "refuge -> {'47838': 1, '48155': 1, '48740': 1}\n",
            "refund -> {'44998': 1, '45011': 1, '45821': 1, '46202': 1, '46333': 1, '47476': 1, '48326': 1}\n",
            "refus -> {'46054': 1, '46096': 1, '46228': 1, '47343': 1, '47503': 1}\n",
            "reg -> {'47150': 1}\n",
            "regan -> {'45414': 1}\n",
            "regard -> {'47150': 1, '48553': 1}\n",
            "regardless -> {'48606': 1}\n",
            "regiment -> {'46164': 1}\n",
            "regina -> {'48532': 1, '48640': 1}\n",
            "region -> {'45551': 1, '45649': 1, '46821': 1, '47286': 1}\n",
            "regist -> {'45030': 1, '45050': 1, '45773': 1, '45886': 1, '46459': 1, '46468': 1, '46951': 1, '47270': 1, '47581': 1, '48119': 1}\n",
            "regret -> {'45163': 1}\n",
            "regul -> {'45020': 1, '45340': 1, '47578': 1, '47622': 1, '48500': 1}\n",
            "regular -> {'44958': 1, '45153': 1, '45310': 1, '45353': 1, '46016': 1, '46209': 1, '46279': 1, '46306': 1, '46337': 1, '46403': 1, '46412': 1, '46413': 1, '46541': 1, '46581': 1, '46686': 1, '47171': 1, '47182': 1, '47234': 1, '47278': 1, '47576': 1, '47647': 1, '47683': 1, '47713': 1, '47838': 1, '47846': 1, '47970': 1, '48033': 1, '48731': 1}\n",
            "regularli -> {'45194': 1, '45670': 1, '45784': 1, '46397': 1, '46513': 1}\n",
            "regulatori -> {'46534': 1}\n",
            "rein -> {'47221': 1}\n",
            "reintegr -> {'46225': 1, '47049': 1}\n",
            "reintroduc -> {'45799': 1}\n",
            "reiter -> {'45693': 1}\n",
            "rel -> {'45754': 1, '47411': 1, '48156': 1}\n",
            "relat -> {'48014': 1}\n",
            "relationship -> {'47875': 1, '48401': 1}\n",
            "relax -> {'45193': 1, '45490': 1, '46627': 1, '46639': 1, '48326': 1, '48576': 1}\n",
            "releas -> {'45004': 1, '45592': 1, '45988': 1, '46582': 1, '46952': 1, '47381': 1, '47975': 1, '48027': 1, '48275': 1, '48523': 1, '48710': 1}\n",
            "relev -> {'45448': 1, '45696': 1, '46872': 1}\n",
            "reli -> {'45304': 1, '45435': 1, '46046': 1, '46156': 1, '46744': 1, '47095': 1, '47177': 1, '47343': 1, '47345': 1, '47605': 1, '47681': 1, '47716': 1, '47844': 1, '47849': 1, '47884': 1, '48286': 1}\n",
            "reliabl -> {'47221': 1, '47964': 1}\n",
            "relianc -> {'48291': 1}\n",
            "reliancejio -> {'46844': 1}\n",
            "reliant -> {'47478': 1, '47844': 1, '48001': 1}\n",
            "relief -> {'45143': 1, '45651': 1, '45990': 1, '46485': 1, '46782': 1, '47081': 1, '47129': 1, '47560': 1, '47975': 1, '48404': 1}\n",
            "reliev -> {'45516': 1, '45845': 1, '47212': 1, '47644': 1, '47722': 1}\n",
            "religi -> {'48691': 1}\n",
            "reluct -> {'47283': 1}\n",
            "remain -> {'45154': 1, '45309': 1, '45778': 1, '46543': 1, '46572': 1, '46592': 1, '46596': 1, '46649': 1, '46659': 1, '46664': 1, '46665': 1, '47021': 1, '47099': 1, '47221': 1, '47289': 1, '47369': 1, '47489': 1, '47689': 1, '47766': 1, '47806': 1, '47868': 1, '48014': 1, '48070': 1, '48190': 1, '48344': 1, '48359': 1, '48475': 1, '48520': 1, '48527': 1, '48608': 1, '48632': 1, '48663': 1, '48731': 1}\n",
            "remaincalmandkind -> {'45312': 1}\n",
            "remak -> {'46423': 1}\n",
            "remark -> {'47680': 1, '48057': 1, '48308': 1}\n",
            "remeb -> {'48091': 1}\n",
            "remedi -> {'46382': 1}\n",
            "rememb -> {'44958': 1, '44988': 1, '44989': 1, '45122': 1, '45174': 1, '45251': 1, '45310': 1, '45682': 1, '45707': 1, '45722': 1, '45737': 1, '45845': 1, '45980': 1, '46340': 1, '46367': 1, '46388': 1, '46395': 1, '46500': 1, '46554': 1, '46612': 1, '46621': 1, '46636': 1, '46808': 1, '46963': 1, '47016': 1, '47017': 1, '47054': 1, '47085': 1, '47095': 1, '47133': 1, '47177': 1, '47377': 1, '47412': 1, '47465': 1, '47475': 1, '47580': 1, '47603': 1, '47718': 1, '47742': 1, '47757': 1, '47776': 1, '47794': 1, '47825': 1, '47845': 1, '47899': 1, '48016': 1, '48017': 1, '48072': 1, '48180': 1, '48182': 1, '48288': 1, '48324': 1, '48366': 1, '48503': 1, '48706': 1}\n",
            "remind -> {'45061': 1, '45156': 1, '45586': 1, '45882': 1, '46080': 1, '46084': 1, '46148': 1, '46259': 1, '46292': 1, '46816': 1, '46911': 1, '46912': 1, '47014': 1, '47315': 1, '47690': 1, '47803': 1, '47804': 1, '47911': 1, '47961': 1, '48014': 1, '48373': 1}\n",
            "reminisc -> {'46695': 1}\n",
            "remitt -> {'48528': 1}\n",
            "remot -> {'45039': 1, '45218': 1, '45839': 1, '46171': 1, '46255': 1, '46550': 1, '46640': 1, '46711': 1, '47185': 1, '47344': 1, '47434': 1, '47471': 1, '47774': 1, '47875': 1, '47991': 1, '48010': 1, '48420': 1, '48664': 1, '48743': 1}\n",
            "remotework -> {'45039': 1}\n",
            "remov -> {'47331': 1, '48632': 1}\n",
            "renam -> {'45682': 1}\n",
            "render -> {'45477': 1}\n",
            "renew -> {'46598': 1}\n",
            "renfrew -> {'48015': 1}\n",
            "rent -> {'45002': 1, '45083': 1, '45153': 1, '46171': 1, '46220': 1, '46235': 1, '46489': 1, '47135': 1, '47686': 1, '48286': 1, '48499': 1, '48510': 1}\n",
            "rental -> {'46222': 1, '46391': 1, '48345': 1}\n",
            "reopen -> {'47346': 1, '47874': 1}\n",
            "rep -> {'45348': 1, '45955': 1, '46290': 1, '46424': 1, '47851': 1, '48694': 1}\n",
            "repair -> {'47489': 1}\n",
            "repdougcollin -> {'45547': 1}\n",
            "repeat -> {'45184': 1, '47405': 1}\n",
            "replac -> {'45140': 1, '45337': 1, '45540': 1, '45973': 1, '46439': 1, '46708': 1, '47603': 1, '48273': 1}\n",
            "replenish -> {'45440': 1, '46363': 1, '46596': 1, '48577': 1}\n",
            "repli -> {'45721': 1, '46440': 1, '46766': 1, '47605': 1, '47805': 1, '48067': 1, '48373': 1}\n",
            "report -> {'44983': 1, '44994': 1, '45023': 1, '45026': 1, '45049': 1, '45051': 1, '45060': 1, '45180': 1, '45292': 1, '45327': 1, '45426': 1, '45697': 1, '45798': 1, '45813': 1, '45902': 1, '45972': 1, '46001': 1, '46028': 1, '46040': 1, '46123': 1, '46237': 1, '46246': 1, '46277': 1, '46313': 1, '46453': 1, '46664': 1, '46665': 1, '46716': 1, '46927': 1, '46975': 1, '47012': 1, '47379': 1, '47391': 1, '47430': 1, '47507': 1, '47589': 1, '47632': 1, '47648': 1, '47658': 1, '47676': 1, '47825': 1, '47853': 1, '47862': 1, '47893': 1, '47910': 1, '47923': 1, '48047': 1, '48073': 1, '48112': 1, '48122': 1, '48210': 1, '48243': 1, '48355': 1, '48371': 1, '48523': 1, '48560': 1, '48710': 1}\n",
            "reportedli -> {'45111': 1, '45810': 1, '48008': 1, '48060': 1, '48362': 1}\n",
            "repres -> {'46166': 1, '46574': 1, '46876': 1, '47062': 1, '47064': 1, '47584': 1, '48514': 1, '48533': 1}\n",
            "reprimand -> {'48231': 1}\n",
            "reproduc -> {'47287': 1}\n",
            "repsusandavi -> {'45902': 1}\n",
            "republ -> {'45268': 1, '47169': 1}\n",
            "republican -> {'46253': 1, '46786': 1}\n",
            "republicandumfuk -> {'45587': 1}\n",
            "reput -> {'45732': 1, '46603': 1}\n",
            "request -> {'45718': 1, '46037': 1, '46970': 1, '47224': 1, '48147': 1, '48664': 1}\n",
            "requir -> {'45348': 1, '45466': 1, '45651': 1, '45800': 1, '46020': 1, '46225': 1, '47049': 1, '47691': 1, '48528': 1}\n",
            "reschedul -> {'47011': 1}\n",
            "rescu -> {'45029': 1, '46021': 1, '47241': 1, '47768': 1}\n",
            "research -> {'45567': 1, '45716': 1, '46397': 1, '46463': 1, '46790': 1, '46901': 1, '47649': 1, '48739': 1, '48743': 1, '48748': 1}\n",
            "resel -> {'45243': 1, '45307': 1, '46233': 1, '46840': 1, '46851': 1, '47219': 1, '47304': 1, '47453': 1, '47923': 1, '48250': 1}\n",
            "resembl -> {'46435': 1}\n",
            "reserv -> {'44986': 1, '45938': 1, '46947': 1, '47066': 1, '47265': 1, '47796': 1, '47817': 1, '48185': 1}\n",
            "reset -> {'45899': 1}\n",
            "resid -> {'45012': 1, '45133': 1, '46697': 1, '46952': 1, '46967': 1, '47390': 1, '47632': 1, '47792': 1, '48020': 1, '48031': 1, '48039': 1, '48073': 1, '48331': 1, '48643': 1}\n",
            "residenti -> {'45837': 1}\n",
            "resili -> {'47961': 1}\n",
            "resist -> {'45474': 1, '45651': 1, '46651': 1, '46700': 1, '47388': 1}\n",
            "resnick -> {'45099': 1}\n",
            "resolv -> {'48617': 1}\n",
            "reson -> {'48441': 1}\n",
            "resort -> {'47659': 1, '48728': 1}\n",
            "resourc -> {'45520': 1, '45568': 1, '45635': 1, '45818': 1, '45918': 1, '46072': 1, '46156': 1, '46303': 1, '46696': 1, '46746': 1, '47009': 1, '47345': 1, '47450': 1, '47574': 1, '47912': 1, '47975': 1, '48156': 1, '48484': 1, '48540': 1, '48586': 1}\n",
            "respect -> {'44969': 1, '46388': 1, '46402': 1, '48119': 1, '48257': 1, '48716': 1}\n",
            "respectretailwork -> {'47944': 1}\n",
            "respir -> {'44960': 1}\n",
            "respiratori -> {'45670': 1, '45811': 1, '46662': 1, '47726': 1, '47804': 1, '47911': 1}\n",
            "respond -> {'44986': 1, '45774': 1, '46853': 1, '47113': 1, '47184': 1, '47259': 1, '47278': 1, '47456': 1, '47507': 1, '47680': 1, '47963': 1, '48568': 1, '48590': 1, '48673': 1}\n",
            "respons -> {'45118': 1, '45135': 1, '45198': 1, '45279': 1, '45285': 1, '45296': 1, '45586': 1, '45690': 1, '45824': 1, '46234': 1, '46301': 1, '46415': 1, '46804': 1, '46810': 1, '46930': 1, '47015': 1, '47184': 1, '47336': 1, '47383': 1, '47394': 1, '47450': 1, '47456': 1, '47552': 1, '47644': 1, '47694': 1, '47847': 1, '47915': 1, '47963': 1, '48233': 1, '48283': 1, '48287': 1, '48331': 1, '48347': 1, '48385': 1, '48451': 1, '48482': 1, '48492': 1, '48502': 1, '48572': 1, '48622': 1, '48649': 1, '48700': 1, '48739': 1}\n",
            "responsibil -> {'46984': 1}\n",
            "rest -> {'45248': 1, '45270': 1, '45494': 1, '45615': 1, '45721': 1, '46177': 1, '46621': 1, '46624': 1, '46658': 1, '47081': 1, '47225': 1, '47278': 1, '47371': 1, '47504': 1, '47897': 1, '48074': 1, '48750': 1}\n",
            "restaur -> {'44969': 1, '45022': 1, '45129': 1, '45140': 1, '45214': 1, '45267': 1, '45276': 1, '45282': 1, '45317': 1, '45323': 1, '45507': 1, '45533': 1, '45561': 1, '45572': 1, '46157': 1, '46346': 1, '46622': 1, '46634': 1, '46675': 1, '46792': 1, '46800': 1, '47215': 1, '47290': 1, '47389': 1, '47424': 1, '47441': 1, '47680': 1, '47748': 1, '47819': 1, '47862': 1, '48159': 1, '48259': 1, '48293': 1, '48300': 1, '48323': 1, '48421': 1, '48423': 1, '48454': 1, '48503': 1, '48528': 1, '48589': 1, '48601': 1, '48618': 1, '48694': 1, '48734': 1, '48744': 1}\n",
            "restock -> {'45490': 1, '45555': 1, '46172': 1, '46174': 1, '46363': 1, '46379': 1, '46459': 1, '46596': 1, '47405': 1, '47517': 1, '47573': 1, '47675': 1, '47802': 1, '48394': 1, '48543': 1, '48720': 1}\n",
            "restrain -> {'46917': 1, '47646': 1}\n",
            "restrict -> {'45019': 1, '45193': 1, '45244': 1, '45677': 1, '46634': 1, '46700': 1, '46915': 1, '47267': 1, '47361': 1, '47450': 1, '47480': 1, '47636': 1, '47904': 1, '48289': 1, '48348': 1}\n",
            "result -> {'45207': 1, '45686': 1, '45971': 1, '46473': 1, '46847': 1, '47210': 1, '47246': 1, '47364': 1, '47545': 1, '47590': 1, '47595': 1, '48215': 1, '48450': 1}\n",
            "resum -> {'46448': 1, '47847': 1}\n",
            "resurrect -> {'46695': 1}\n",
            "retail -> {'45017': 1, '45025': 1, '45030': 1, '45034': 1, '45040': 1, '45067': 1, '45111': 1, '45115': 1, '45116': 1, '45121': 1, '45129': 1, '45130': 1, '45146': 1, '45167': 1, '45176': 1, '45184': 1, '45186': 1, '45190': 1, '45193': 1, '45200': 1, '45203': 1, '45204': 1, '45246': 1, '45249': 1, '45252': 1, '45274': 1, '45285': 1, '45296': 1, '45352': 1, '45357': 1, '45371': 1, '45459': 1, '45508': 1, '45532': 1, '45534': 1, '45537': 1, '45561': 1, '45600': 1, '45664': 1, '45675': 1, '45680': 1, '45711': 1, '45719': 1, '45755': 1, '45794': 1, '45832': 1, '45844': 1, '45871': 1, '45875': 1, '45929': 1, '45936': 1, '45977': 1, '45996': 1, '45997': 1, '45999': 1, '46024': 1, '46057': 1, '46091': 1, '46102': 1, '46107': 1, '46136': 1, '46141': 1, '46142': 1, '46148': 1, '46149': 1, '46157': 1, '46159': 1, '46164': 1, '46171': 1, '46259': 1, '46291': 1, '46311': 1, '46320': 1, '46381': 1, '46389': 1, '46397': 1, '46414': 1, '46441': 1, '46444': 1, '46450': 1, '46452': 1, '46478': 1, '46487': 1, '46490': 1, '46502': 1, '46517': 1, '46522': 1, '46525': 1, '46527': 1, '46544': 1, '46595': 1, '46615': 1, '46640': 1, '46651': 1, '46682': 1, '46703': 1, '46706': 1, '46714': 1, '46724': 1, '46726': 1, '46764': 1, '46766': 1, '46792': 1, '46800': 1, '46801': 1, '46802': 1, '46860': 1, '46914': 1, '46949': 1, '46969': 1, '46973': 1, '46983': 1, '46986': 1, '46997': 1, '47007': 1, '47012': 1, '47015': 1, '47054': 1, '47096': 1, '47101': 1, '47146': 1, '47182': 1, '47202': 1, '47214': 1, '47215': 1, '47228': 1, '47229': 1, '47252': 1, '47289': 1, '47290': 1, '47296': 1, '47297': 1, '47300': 1, '47323': 1, '47330': 1, '47346': 1, '47356': 1, '47370': 1, '47376': 1, '47381': 1, '47387': 1, '47394': 1, '47404': 1, '47424': 1, '47456': 1, '47469': 1, '47495': 1, '47496': 1, '47502': 1, '47512': 1, '47515': 1, '47522': 1, '47534': 1, '47543': 1, '47567': 1, '47587': 1, '47634': 1, '47642': 1, '47667': 1, '47668': 1, '47680': 1, '47689': 1, '47723': 1, '47763': 1, '47777': 1, '47805': 1, '47806': 1, '47815': 1, '47838': 1, '47840': 1, '47851': 1, '47863': 1, '47879': 1, '47898': 1, '47917': 1, '47920': 1, '47921': 1, '47934': 1, '47942': 1, '47963': 1, '47978': 1, '47991': 1, '48002': 1, '48014': 1, '48041': 1, '48045': 1, '48050': 1, '48063': 1, '48068': 1, '48087': 1, '48098': 1, '48116': 1, '48117': 1, '48118': 1, '48134': 1, '48143': 1, '48153': 1, '48159': 1, '48162': 1, '48166': 1, '48183': 1, '48192': 1, '48193': 1, '48194': 1, '48195': 1, '48199': 1, '48202': 1, '48209': 1, '48232': 1, '48243': 1, '48263': 1, '48274': 1, '48277': 1, '48292': 1, '48298': 1, '48311': 1, '48316': 1, '48332': 1, '48348': 1, '48356': 1, '48359': 1, '48360': 1, '48361': 1, '48382': 1, '48398': 1, '48399': 1, '48417': 1, '48418': 1, '48421': 1, '48431': 1, '48450': 1, '48456': 1, '48477': 1, '48483': 1, '48491': 1, '48493': 1, '48501': 1, '48520': 1, '48522': 1, '48524': 1, '48530': 1, '48538': 1, '48555': 1, '48556': 1, '48557': 1, '48564': 1, '48569': 1, '48570': 1, '48583': 1, '48586': 1, '48605': 1, '48608': 1, '48613': 1, '48622': 1, '48623': 1, '48647': 1, '48648': 1, '48649': 1, '48651': 1, '48662': 1, '48687': 1, '48696': 1, '48703': 1, '48722': 1, '48725': 1, '48729': 1, '48731': 1, '48733': 1}\n",
            "retail2020 -> {'48493': 1}\n",
            "retaild -> {'45996': 1, '45997': 1}\n",
            "retailernew -> {'48493': 1}\n",
            "retailgeek -> {'45203': 1}\n",
            "retailhero -> {'46372': 1}\n",
            "retaillif -> {'45875': 1}\n",
            "retailnew -> {'48493': 1}\n",
            "retailtherapi -> {'48622': 1}\n",
            "retailtrend -> {'45184': 1}\n",
            "retailwir -> {'45719': 1}\n",
            "retailwork -> {'46091': 1, '48356': 1}\n",
            "retailx -> {'46397': 1}\n",
            "retest -> {'46571': 1}\n",
            "rethink -> {'45747': 1, '45839': 1, '46227': 1, '46475': 1, '46600': 1}\n",
            "retir -> {'45304': 1}\n",
            "return -> {'44967': 1, '44998': 1, '45163': 1, '45395': 1, '45417': 1, '45502': 1, '45886': 1, '46029': 1, '46848': 1, '46997': 1, '47227': 1, '47522': 1, '47567': 1, '48128': 1}\n",
            "retweeetpleas -> {'46337': 1, '46413': 1}\n",
            "retweet -> {'46226': 1, '46412': 1, '47484': 1, '47923': 1, '48022': 1, '48465': 1, '48516': 1, '48517': 1}\n",
            "reusabl -> {'45995': 1, '47877': 1}\n",
            "reuter -> {'46830': 1, '47134': 1}\n",
            "reveal -> {'45388': 1, '46922': 1, '47175': 1, '47184': 1, '47684': 1, '48157': 1}\n",
            "revenu -> {'45988': 1, '47032': 1}\n",
            "revers -> {'46366': 1, '47344': 1, '47414': 1, '48078': 1}\n",
            "revert -> {'47143': 1}\n",
            "review -> {'47132': 1, '48523': 1, '48729': 1}\n",
            "reviv -> {'45058': 1, '47353': 1}\n",
            "revlon -> {'47852': 1}\n",
            "revolut -> {'45077': 1, '45078': 1, '47004': 1}\n",
            "rew -> {'45909': 1, '48726': 1}\n",
            "rexalldrugstor -> {'46386': 1}\n",
            "rfph1q0lc4 -> {'46687': 1}\n",
            "rgjxui05j5 -> {'45461': 1}\n",
            "rgsm8xuxr6 -> {'44962': 1}\n",
            "rhett800cc -> {'45239': 1}\n",
            "rhiannon -> {'45721': 1}\n",
            "rhvdfsp4wl -> {'48618': 1}\n",
            "ri4cd2rdp -> {'48552': 1}\n",
            "riazgilani -> {'48362': 1}\n",
            "rica -> {'45391': 1}\n",
            "rice -> {'45080': 1, '45241': 1, '45276': 1, '45317': 1, '45743': 1, '45866': 1, '45926': 1, '45960': 1, '46046': 1, '46082': 1, '46153': 1, '46238': 1, '46260': 1, '46319': 1, '46353': 1, '46605': 1, '46813': 1, '46877': 1, '46926': 1, '46964': 1, '46989': 1, '47051': 1, '47059': 1, '47141': 1, '47200': 1, '47280': 1, '47463': 1, '47613': 1, '47691': 1, '47751': 1, '47793': 1, '47896': 1, '47959': 1, '48376': 1, '48475': 1}\n",
            "ricepolit -> {'48745': 1}\n",
            "rich -> {'45146': 1, '45233': 1, '46213': 1, '46257': 1, '46428': 1, '47191': 1, '47518': 1, '48338': 1}\n",
            "richard -> {'47893': 1}\n",
            "richardbarrow -> {'47608': 1}\n",
            "richardbranson -> {'48168': 1}\n",
            "richer -> {'46213': 1}\n",
            "richmond -> {'47555': 1, '48137': 1}\n",
            "rick -> {'45738': 1}\n",
            "ricki -> {'47833': 1}\n",
            "rico -> {'48604': 1}\n",
            "rid -> {'45803': 1, '46704': 1}\n",
            "riddl -> {'46923': 1}\n",
            "ride -> {'45346': 1, '45386': 1, '45572': 1, '45738': 1, '45853': 1, '46222': 1, '46936': 1, '47708': 1, '47755': 1, '48025': 1, '48373': 1, '48454': 1}\n",
            "ridicul -> {'45187': 1, '45259': 1, '45402': 1, '46121': 1, '46652': 1, '46833': 1, '46996': 1, '47135': 1, '47178': 1, '47355': 1, '47425': 1, '47509': 1, '47599': 1, '47656': 1, '47675': 1, '47808': 1, '47905': 1, '48217': 1, '48598': 1, '48626': 1, '48684': 1}\n",
            "ridul -> {'45800': 1}\n",
            "right -> {'44968': 1, '45042': 1, '45086': 1, '45091': 1, '45118': 1, '45131': 1, '45163': 1, '45228': 1, '45267': 1, '45313': 1, '45316': 1, '45329': 1, '45341': 1, '45380': 1, '45391': 1, '45409': 1, '45412': 1, '45431': 1, '45464': 1, '45477': 1, '45570': 1, '45575': 1, '45647': 1, '45663': 1, '45693': 1, '45724': 1, '45744': 1, '45749': 1, '45948': 1, '46025': 1, '46055': 1, '46058': 1, '46065': 1, '46071': 1, '46160': 1, '46161': 1, '46196': 1, '46198': 1, '46202': 1, '46242': 1, '46284': 1, '46300': 1, '46319': 1, '46322': 1, '46328': 1, '46381': 1, '46402': 1, '46423': 1, '46426': 1, '46483': 1, '46501': 1, '46505': 1, '46539': 1, '46543': 1, '46569': 1, '46606': 1, '46653': 1, '46797': 1, '46816': 1, '46830': 1, '47011': 1, '47025': 1, '47035': 1, '47048': 1, '47056': 1, '47091': 1, '47098': 1, '47217': 1, '47227': 1, '47228': 1, '47399': 1, '47454': 1, '47506': 1, '47533': 1, '47557': 1, '47581': 1, '47629': 1, '47638': 1, '47659': 1, '47737': 1, '47825': 1, '47844': 1, '47852': 1, '47896': 1, '47919': 1, '47939': 1, '47998': 1, '48008': 1, '48011': 1, '48060': 1, '48065': 1, '48067': 1, '48119': 1, '48153': 1, '48173': 1, '48175': 1, '48206': 1, '48235': 1, '48313': 1, '48344': 1, '48372': 1, '48399': 1, '48521': 1, '48525': 1, '48567': 1, '48601': 1, '48673': 1}\n",
            "rightli -> {'45530': 1, '45641': 1, '45739': 1}\n",
            "rigor -> {'45031': 1}\n",
            "ring -> {'45582': 1, '48016': 1}\n",
            "rink -> {'47845': 1}\n",
            "riot -> {'47421': 1, '47509': 1}\n",
            "rip -> {'45983': 1, '46597': 1, '46668': 1, '46768': 1}\n",
            "ripoff -> {'46442': 1}\n",
            "rippl -> {'47767': 1}\n",
            "rirkd59tfm -> {'46933': 1}\n",
            "rise -> {'44997': 1, '45008': 1, '45048': 1, '45265': 1, '45300': 1, '45339': 1, '45437': 1, '45797': 1, '45866': 1, '46015': 1, '46082': 1, '46249': 1, '46345': 1, '46436': 1, '46478': 1, '46665': 1, '46706': 1, '46769': 1, '46773': 1, '46886': 1, '47021': 1, '47074': 1, '47343': 1, '47557': 1, '47653': 1, '47695': 1, '47753': 1, '47773': 1, '48244': 1, '48404': 1, '48426': 1, '48479': 1, '48549': 1}\n",
            "risen -> {'46041': 1, '47552': 1}\n",
            "risk -> {'45141': 1, '45185': 1, '45413': 1, '45538': 1, '45588': 1, '45641': 1, '45642': 1, '45693': 1, '45734': 1, '45746': 1, '45832': 1, '45927': 1, '46042': 1, '46177': 1, '46190': 1, '46331': 1, '46491': 1, '46742': 1, '46797': 1, '46817': 1, '46824': 1, '46864': 1, '46895': 1, '46896': 1, '46978': 1, '47149': 1, '47166': 1, '47214': 1, '47299': 1, '47320': 1, '47365': 1, '47370': 1, '47470': 1, '47668': 1, '47729': 1, '47848': 1, '47920': 1, '47989': 1, '48017': 1, '48039': 1, '48232': 1, '48277': 1, '48373': 1, '48399': 1, '48489': 1, '48527': 1, '48536': 1, '48545': 1, '48567': 1, '48733': 1}\n",
            "riski -> {'46077': 1}\n",
            "riskin -> {'47054': 1}\n",
            "risqyv4rx1 -> {'47710': 1}\n",
            "rite -> {'48645': 1}\n",
            "riverview -> {'47612': 1}\n",
            "rivingtonbrewco -> {'48508': 1}\n",
            "rizq -> {'45451': 1}\n",
            "rizu6geynr -> {'47551': 1}\n",
            "rjjmju43ou -> {'45980': 1}\n",
            "rjmx -> {'48019': 1}\n",
            "rjq7hdfbxl -> {'48599': 1}\n",
            "rjwca94sbl -> {'48378': 1}\n",
            "rkbhvi4tlu -> {'45736': 1}\n",
            "rkek9xxgz2 -> {'46338': 1}\n",
            "rkqdmvzw19 -> {'47034': 1}\n",
            "rkv -> {'45186': 1}\n",
            "rkzaxkovdg -> {'46970': 1}\n",
            "rly -> {'45222': 1, '45454': 1}\n",
            "rm129 -> {'47842': 1}\n",
            "rm13 -> {'47842': 1}\n",
            "rm191zyafx -> {'45818': 1}\n",
            "rn -> {'45266': 1, '45380': 1, '45454': 1, '45896': 1, '46214': 1, '46495': 1, '46530': 1, '46577': 1, '46631': 1, '46757': 1, '46898': 1, '48005': 1}\n",
            "rn0ahkzqk -> {'46915': 1}\n",
            "rnep2pylio -> {'47599': 1}\n",
            "rno6brfk4l -> {'46034': 1}\n",
            "ro -> {'45930': 1}\n",
            "road -> {'45747': 1, '46907': 1, '47840': 1, '48166': 1}\n",
            "roadtoroota -> {'47930': 1}\n",
            "roar -> {'45808': 1}\n",
            "roast -> {'47321': 1}\n",
            "rob -> {'45834': 1, '46643': 1, '47602': 1}\n",
            "robaepric -> {'45136': 1}\n",
            "robert -> {'45050': 1}\n",
            "robinhood -> {'48595': 1}\n",
            "robinhoodapp -> {'45448': 1}\n",
            "robjetten -> {'47029': 1}\n",
            "robot -> {'45077': 1, '45078': 1, '46152': 1, '47624': 1}\n",
            "robust -> {'46968': 1, '47234': 1}\n",
            "rock -> {'46102': 1, '48718': 1}\n",
            "rockdal -> {'47431': 1}\n",
            "rocket -> {'46085': 1, '46781': 1, '47087': 1}\n",
            "rocki -> {'48152': 1}\n",
            "rockvil -> {'45186': 1}\n",
            "rodamco -> {'48530': 1}\n",
            "rodeo -> {'46445': 1}\n",
            "rodeohouston2020 -> {'46445': 1}\n",
            "roger -> {'48716': 1}\n",
            "role -> {'45108': 1, '45563': 1, '46097': 1, '46475': 1, '48395': 1, '48412': 1}\n",
            "roll -> {'44988': 1, '45064': 1, '45101': 1, '45112': 1, '45150': 1, '45187': 1, '45257': 1, '45295': 1, '45330': 1, '45373': 1, '45395': 1, '45398': 1, '45410': 1, '45445': 1, '45548': 1, '45575': 1, '45636': 1, '45652': 1, '45669': 1, '45699': 1, '45745': 1, '45748': 1, '45761': 1, '45800': 1, '45862': 1, '45871': 1, '45881': 1, '45964': 1, '45983': 1, '45990': 1, '46008': 1, '46012': 1, '46027': 1, '46091': 1, '46096': 1, '46103': 1, '46112': 1, '46219': 1, '46229': 1, '46239': 1, '46290': 1, '46304': 1, '46398': 1, '46445': 1, '46561': 1, '46589': 1, '46743': 1, '46781': 1, '46805': 1, '46851': 1, '46873': 1, '46888': 1, '46901': 1, '46934': 1, '46968': 1, '46976': 1, '46985': 1, '47079': 1, '47108': 1, '47174': 1, '47261': 1, '47272': 1, '47313': 1, '47315': 1, '47329': 1, '47389': 1, '47398': 1, '47538': 1, '47570': 1, '47574': 1, '47645': 1, '47650': 1, '47711': 1, '47715': 1, '47716': 1, '47726': 1, '47759': 1, '47848': 1, '47850': 1, '47920': 1, '48011': 1, '48140': 1, '48260': 1, '48268': 1, '48333': 1, '48433': 1, '48506': 1, '48571': 1}\n",
            "romanc -> {'48732': 1}\n",
            "romania -> {'46294': 1, '46295': 1, '47768': 1}\n",
            "rome -> {'45308': 1, '46399': 1, '46634': 1, '46894': 1, '47121': 1}\n",
            "ron -> {'47163': 1}\n",
            "rona -> {'47568': 1}\n",
            "ronaviru -> {'46108': 1}\n",
            "roncaruth -> {'47163': 1}\n",
            "roof -> {'45003': 1, '45663': 1, '46404': 1}\n",
            "roofer -> {'45563': 1}\n",
            "rooki -> {'46571': 1}\n",
            "room -> {'45655': 1, '47600': 1, '47662': 1, '48423': 1, '48468': 1, '48731': 1}\n",
            "roommat -> {'46027': 1}\n",
            "root -> {'45141': 1, '46950': 1}\n",
            "rorhmweyvh -> {'46579': 1}\n",
            "rose -> {'45106': 1, '45379': 1, '47764': 1, '47984': 1}\n",
            "rosieduffield1 -> {'48616': 1}\n",
            "rot -> {'45295': 1}\n",
            "rothesaytowncat -> {'48136': 1}\n",
            "rothi -> {'45736': 1}\n",
            "rothschild -> {'48718': 1}\n",
            "rothycod -> {'45736': 1}\n",
            "rothyscod -> {'45736': 1}\n",
            "rothyscoupon -> {'45736': 1}\n",
            "rothysdiscount -> {'45736': 1}\n",
            "rough -> {'48720': 1}\n",
            "roughli -> {'46815': 1, '47763': 1}\n",
            "round -> {'45072': 1, '45689': 1, '46537': 1, '46929': 1, '47410': 1, '47716': 1, '48103': 1}\n",
            "roundup -> {'48412': 1}\n",
            "rout -> {'46677': 1}\n",
            "routin -> {'46009': 1, '47878': 1}\n",
            "roxetera -> {'46307': 1}\n",
            "roxpx43t5h -> {'48720': 1}\n",
            "royal -> {'46661': 1, '47668': 1}\n",
            "royalhospit -> {'45745': 1}\n",
            "royalprimari -> {'45745': 1}\n",
            "royalti -> {'48539': 1}\n",
            "rqosxliayg -> {'46069': 1}\n",
            "rqvblxbgka -> {'46961': 1}\n",
            "rqya1wummd -> {'48084': 1}\n",
            "rrainfo -> {'47391': 1}\n",
            "rrkwvf3i3u -> {'45981': 1}\n",
            "rs -> {'46248': 1, '47132': 1, '47695': 1}\n",
            "rsbl -> {'46809': 1}\n",
            "rt -> {'46162': 1, '46797': 1, '47236': 1, '47237': 1, '47344': 1, '47787': 1, '47911': 1, '47923': 1, '48107': 1}\n",
            "rt619jago0 -> {'46750': 1}\n",
            "rtbdtx9zd0 -> {'46477': 1}\n",
            "rtbhfraxtu -> {'45068': 1}\n",
            "rtcppemsrz -> {'46738': 1}\n",
            "rte -> {'46984': 1}\n",
            "rtenew -> {'46984': 1}\n",
            "ru -> {'45070': 1}\n",
            "rub -> {'47466': 1, '47563': 1}\n",
            "rub6qt86gp -> {'48495': 1}\n",
            "rubber -> {'46437': 1, '48665': 1}\n",
            "rude -> {'46058': 1, '46950': 1, '46957': 1, '47069': 1, '47075': 1, '48598': 1}\n",
            "rudi -> {'45281': 1}\n",
            "rug -> {'44986': 1}\n",
            "ruin -> {'47134': 1, '48517': 1}\n",
            "rule -> {'45262': 1, '45446': 1, '45554': 1, '45567': 1, '45712': 1, '46138': 1, '46522': 1, '47333': 1, '47813': 1, '47993': 1, '48153': 1, '48543': 1}\n",
            "rumchata -> {'46536': 1}\n",
            "rumor -> {'45036': 1, '45037': 1, '45279': 1, '45563': 1, '46998': 1, '47467': 1, '48031': 1, '48169': 1}\n",
            "rumour -> {'46018': 1, '47231': 1}\n",
            "run -> {'44995': 1, '45066': 1, '45112': 1, '45130': 1, '45206': 1, '45269': 1, '45315': 1, '45337': 1, '45372': 1, '45382': 1, '45405': 1, '45413': 1, '45436': 1, '45451': 1, '45572': 1, '45686': 1, '45695': 1, '45766': 1, '45776': 1, '45847': 1, '45859': 1, '45874': 1, '46019': 1, '46036': 1, '46053': 1, '46067': 1, '46077': 1, '46100': 1, '46113': 1, '46212': 1, '46281': 1, '46355': 1, '46365': 1, '46397': 1, '46398': 1, '46409': 1, '46444': 1, '46487': 1, '46504': 1, '46537': 1, '46682': 1, '46703': 1, '46712': 1, '46716': 1, '46744': 1, '46766': 1, '46767': 1, '46804': 1, '46813': 1, '46984': 1, '47069': 1, '47106': 1, '47191': 1, '47235': 1, '47268': 1, '47311': 1, '47350': 1, '47359': 1, '47390': 1, '47406': 1, '47427': 1, '47493': 1, '47551': 1, '47573': 1, '47593': 1, '47596': 1, '47597': 1, '47617': 1, '47637': 1, '47645': 1, '47664': 1, '47674': 1, '47692': 1, '47697': 1, '47767': 1, '47778': 1, '47861': 1, '47884': 1, '47900': 1, '47933': 1, '47952': 1, '47956': 1, '47964': 1, '48043': 1, '48047': 1, '48066': 1, '48161': 1, '48167': 1, '48169': 1, '48184': 1, '48255': 1, '48257': 1, '48258': 1, '48331': 1, '48336': 1, '48340': 1, '48383': 1, '48481': 1, '48654': 1, '48675': 1, '48677': 1, '48692': 1}\n",
            "runner -> {'45191': 1}\n",
            "rupe -> {'46060': 1, '46708': 1, '48682': 1}\n",
            "rura -> {'47391': 1}\n",
            "rural -> {'45039': 1, '46225': 1, '47049': 1, '47234': 1, '47830': 1}\n",
            "rush -> {'45014': 1, '45735': 1, '45978': 1, '46007': 1, '46183': 1, '46312': 1, '46440': 1, '46905': 1, '46924': 1, '46952': 1, '47187': 1, '47266': 1, '47366': 1, '47405': 1, '47457': 1, '47467': 1, '47744': 1, '48087': 1, '48118': 1, '48138': 1, '48454': 1}\n",
            "russia -> {'44986': 1, '45000': 1, '45013': 1, '45024': 1, '45328': 1, '45385': 1, '45489': 1, '45521': 1, '45900': 1, '45910': 1, '46701': 1, '47772': 1, '47853': 1, '48046': 1}\n",
            "russian -> {'46803': 1, '48046': 1}\n",
            "rustan -> {'46480': 1}\n",
            "ruth -> {'47193': 1}\n",
            "rvouw0vwfq -> {'48121': 1}\n",
            "rwahrrwylk -> {'47972': 1}\n",
            "rwanda -> {'47391': 1}\n",
            "rwandahealth -> {'47391': 1, '47392': 1}\n",
            "rwrxvu8b4q -> {'48553': 1}\n",
            "rx -> {'45180': 1}\n",
            "rx7cfug0sb -> {'47749': 1}\n",
            "rx7yo4mglm -> {'45595': 1}\n",
            "rxwsn0tioa -> {'47381': 1}\n",
            "ry0cog7ptr -> {'45127': 1}\n",
            "ryan -> {'48405': 1}\n",
            "ryanair -> {'46442': 1}\n",
            "rylan -> {'46625': 1}\n",
            "rzsxhxxtsr -> {'45877': 1}\n",
            "s0tudif00 -> {'45930': 1}\n",
            "s10q5yyxfv -> {'48465': 1}\n",
            "s2gpdbpypw -> {'47941': 1}\n",
            "s32hmgcyer -> {'48532': 1}\n",
            "s32nzxl76t -> {'47777': 1}\n",
            "s3buaviajb -> {'47453': 1}\n",
            "s3jw72jig2 -> {'46255': 1}\n",
            "s5omokredq -> {'45436': 1}\n",
            "s5qozbwfaf -> {'48441': 1}\n",
            "s6ouhexsjr -> {'45811': 1}\n",
            "s7xm1kwbe -> {'47048': 1}\n",
            "s8uxsx6l4i -> {'45413': 1}\n",
            "sa -> {'45243': 1, '45768': 1, '45912': 1, '46155': 1, '46576': 1, '46798': 1, '47080': 1, '48062': 1}\n",
            "saar -> {'46060': 1}\n",
            "saarc -> {'46844': 1}\n",
            "sab -> {'47952': 1}\n",
            "sabha -> {'45273': 1}\n",
            "sac -> {'45233': 1}\n",
            "sachet -> {'47739': 1}\n",
            "sachleben -> {'47893': 1}\n",
            "sack -> {'47960': 1}\n",
            "sacrific -> {'45971': 1, '47432': 1}\n",
            "sad -> {'45641': 1, '45975': 1, '46443': 1, '46448': 1, '46543': 1, '46784': 1, '47105': 1, '47563': 1, '47905': 1, '47922': 1, '47984': 1, '48690': 1}\n",
            "sadden -> {'45469': 1}\n",
            "saddest -> {'45827': 1}\n",
            "sadhgurujv -> {'46060': 1}\n",
            "sadli -> {'45559': 1, '45577': 1, '45618': 1, '48272': 1}\n",
            "safe -> {'45041': 1, '45070': 1, '45080': 1, '45104': 1, '45124': 1, '45130': 1, '45145': 1, '45146': 1, '45156': 1, '45166': 1, '45219': 1, '45251': 1, '45269': 1, '45322': 1, '45323': 1, '45331': 1, '45361': 1, '45381': 1, '45394': 1, '45478': 1, '45487': 1, '45681': 1, '45694': 1, '45758': 1, '45776': 1, '45789': 1, '45830': 1, '45848': 1, '45865': 1, '45918': 1, '46082': 1, '46144': 1, '46286': 1, '46307': 1, '46312': 1, '46331': 1, '46336': 1, '46390': 1, '46444': 1, '46456': 1, '46476': 1, '46586': 1, '46636': 1, '46683': 1, '46734': 1, '46817': 1, '46835': 1, '46977': 1, '47073': 1, '47115': 1, '47148': 1, '47164': 1, '47292': 1, '47377': 1, '47507': 1, '47514': 1, '47563': 1, '47617': 1, '47706': 1, '47751': 1, '47859': 1, '47864': 1, '47879': 1, '47912': 1, '47918': 1, '47937': 1, '48042': 1, '48045': 1, '48070': 1, '48096': 1, '48099': 1, '48162': 1, '48166': 1, '48244': 1, '48297': 1, '48301': 1, '48303': 1, '48324': 1, '48325': 1, '48389': 1, '48487': 1, '48549': 1, '48576': 1, '48628': 1, '48699': 1, '48708': 1}\n",
            "safer -> {'44993': 1, '45073': 1, '45527': 1, '46578': 1}\n",
            "saferestaur -> {'47748': 1}\n",
            "safest -> {'45841': 1, '47160': 1, '47730': 1}\n",
            "safeti -> {'44967': 1, '44969': 1, '44982': 1, '45454': 1, '45685': 1, '45718': 1, '45991': 1, '45997': 1, '46102': 1, '46481': 1, '46534': 1, '46587': 1, '46649': 1, '46740': 1, '46986': 1, '47023': 1, '47044': 1, '47109': 1, '47215': 1, '47299': 1, '47306': 1, '47376': 1, '47455': 1, '47467': 1, '47540': 1, '47686': 1, '47830': 1, '48159': 1, '48612': 1, '48677': 1, '48714': 1, '48725': 1, '48750': 1}\n",
            "safewai -> {'45937': 1, '47126': 1, '47586': 1, '48395': 1}\n",
            "saftei -> {'47141': 1}\n",
            "saga -> {'45187': 1}\n",
            "sagunto -> {'47448': 1}\n",
            "sai -> {'44982': 1, '45027': 1, '45086': 1, '45099': 1, '45105': 1, '45118': 1, '45148': 1, '45155': 1, '45238': 1, '45246': 1, '45276': 1, '45284': 1, '45311': 1, '45313': 1, '45317': 1, '45322': 1, '45356': 1, '45412': 1, '45444': 1, '45451': 1, '45525': 1, '45531': 1, '45594': 1, '45613': 1, '45682': 1, '45691': 1, '45694': 1, '45752': 1, '45765': 1, '45786': 1, '45810': 1, '45812': 1, '45813': 1, '45848': 1, '45907': 1, '45996': 1, '46058': 1, '46097': 1, '46104': 1, '46117': 1, '46163': 1, '46180': 1, '46201': 1, '46267': 1, '46300': 1, '46433': 1, '46442': 1, '46456': 1, '46457': 1, '46547': 1, '46571': 1, '46576': 1, '46723': 1, '46745': 1, '46812': 1, '46814': 1, '46852': 1, '46861': 1, '46879': 1, '46895': 1, '46942': 1, '46978': 1, '46988': 1, '47084': 1, '47107': 1, '47182': 1, '47248': 1, '47300': 1, '47307': 1, '47369': 1, '47418': 1, '47505': 1, '47531': 1, '47536': 1, '47574': 1, '47601': 1, '47643': 1, '47677': 1, '47708': 1, '47781': 1, '47796': 1, '47857': 1, '47948': 1, '47951': 1, '47956': 1, '48079': 1, '48093': 1, '48100': 1, '48143': 1, '48171': 1, '48181': 1, '48184': 1, '48188': 1, '48214': 1, '48265': 1, '48290': 1, '48310': 1, '48342': 1, '48361': 1, '48368': 1, '48383': 1, '48394': 1, '48405': 1, '48533': 1, '48542': 1, '48543': 1, '48554': 1, '48612': 1, '48613': 1, '48623': 1, '48627': 1, '48669': 1, '48681': 1, '48717': 1, '48737': 1}\n",
            "sainsburi -> {'45090': 1, '45215': 1, '45435': 1, '45555': 1, '45609': 1, '46042': 1, '46605': 1, '47059': 1, '47342': 1, '47395': 1, '47472': 1, '47725': 1, '47790': 1, '47920': 1, '48077': 1, '48082': 1, '48111': 1, '48193': 1, '48194': 1, '48195': 1, '48490': 1, '48494': 1, '48563': 1, '48713': 1}\n",
            "sake -> {'46659': 1, '47403': 1, '48661': 1}\n",
            "sakura -> {'47083': 1}\n",
            "salad -> {'46153': 1}\n",
            "salamat -> {'48062': 1}\n",
            "salari -> {'44989': 1, '46130': 1, '46292': 1, '48129': 1}\n",
            "sale -> {'45030': 1, '45161': 1, '45207': 1, '45225': 1, '45268': 1, '45300': 1, '45391': 1, '45423': 1, '45458': 1, '45570': 1, '45661': 1, '45801': 1, '45804': 1, '45844': 1, '45929': 1, '46171': 1, '46741': 1, '46807': 1, '46886': 1, '46986': 1, '47043': 1, '47107': 1, '47250': 1, '47265': 1, '47436': 1, '47454': 1, '47474': 1, '47489': 1, '47589': 1, '47718': 1, '47763': 1, '47817': 1, '47917': 1, '47934': 1, '47973': 1, '48054': 1, '48158': 1, '48225': 1, '48254': 1, '48298': 1, '48368': 1, '48419': 1, '48610': 1, '48656': 1}\n",
            "salmon -> {'48066': 1}\n",
            "salsa -> {'47192': 1}\n",
            "salt -> {'45362': 1, '47526': 1, '48676': 1}\n",
            "salvag -> {'45992': 1}\n",
            "salvat -> {'46696': 1, '47565': 1}\n",
            "sam -> {'46537': 1, '47531': 1, '47612': 1, '47951': 1, '48152': 1}\n",
            "samanthabahna -> {'46128': 1}\n",
            "samparkersen -> {'47969': 1}\n",
            "sampl -> {'44980': 1, '45031': 1, '46536': 1}\n",
            "samplesal -> {'45225': 1}\n",
            "samsclub -> {'47999': 1}\n",
            "san -> {'45902': 1, '46241': 1, '47271': 1, '47616': 1, '48259': 1, '48387': 1}\n",
            "sanction -> {'46396': 1, '46803': 1, '47210': 1, '47820': 1, '48106': 1}\n",
            "sand -> {'46693': 1}\n",
            "sander -> {'45191': 1}\n",
            "sandi -> {'46501': 1}\n",
            "sandiego -> {'47271': 1}\n",
            "sandwich -> {'47814': 1, '48104': 1}\n",
            "sane -> {'47348': 1}\n",
            "sanfrancisco -> {'45178': 1}\n",
            "sanfranciscoand -> {'48643': 1}\n",
            "sang -> {'48252': 1}\n",
            "sani -> {'48616': 1}\n",
            "sanit -> {'44954': 1, '44959': 1, '44961': 1, '44966': 1, '44976': 1, '44984': 1, '45004': 1, '45035': 1, '45040': 1, '45048': 1, '45063': 1, '45070': 1, '45088': 1, '45094': 1, '45100': 1, '45177': 1, '45180': 1, '45184': 1, '45188': 1, '45195': 1, '45243': 1, '45246': 1, '45267': 1, '45271': 1, '45284': 1, '45377': 1, '45394': 1, '45458': 1, '45525': 1, '45555': 1, '45575': 1, '45579': 1, '45593': 1, '45598': 1, '45625': 1, '45636': 1, '45743': 1, '45772': 1, '45781': 1, '45794': 1, '45806': 1, '45807': 1, '45865': 1, '45866': 1, '45915': 1, '45984': 1, '45987': 1, '45997': 1, '46020': 1, '46041': 1, '46103': 1, '46119': 1, '46134': 1, '46169': 1, '46248': 1, '46294': 1, '46296': 1, '46311': 1, '46342': 1, '46438': 1, '46441': 1, '46490': 1, '46521': 1, '46538': 1, '46539': 1, '46548': 1, '46583': 1, '46686': 1, '46691': 1, '46703': 1, '46726': 1, '46736': 1, '46783': 1, '46786': 1, '46842': 1, '46990': 1, '46996': 1, '47011': 1, '47015': 1, '47087': 1, '47101': 1, '47109': 1, '47167': 1, '47169': 1, '47189': 1, '47256': 1, '47288': 1, '47308': 1, '47309': 1, '47321': 1, '47324': 1, '47340': 1, '47354': 1, '47377': 1, '47380': 1, '47391': 1, '47393': 1, '47401': 1, '47434': 1, '47444': 1, '47466': 1, '47520': 1, '47536': 1, '47540': 1, '47574': 1, '47688': 1, '47704': 1, '47719': 1, '47733': 1, '47738': 1, '47817': 1, '47832': 1, '47886': 1, '47894': 1, '48000': 1, '48057': 1, '48169': 1, '48176': 1, '48186': 1, '48191': 1, '48233': 1, '48295': 1, '48311': 1, '48357': 1, '48544': 1, '48574': 1, '48638': 1, '48688': 1, '48738': 1}\n",
            "sanitari -> {'45918': 1, '46729': 1, '47797': 1}\n",
            "sanitis -> {'45045': 1, '45120': 1, '45411': 1, '45534': 1, '45586': 1, '45623': 1, '45650': 1, '45924': 1, '46266': 1, '46585': 1, '46851': 1, '46968': 1, '47848': 1, '47850': 1, '48445': 1, '48458': 1, '48467': 1, '48469': 1}\n",
            "sant -> {'46729': 1}\n",
            "santa -> {'46057': 1, '47404': 1}\n",
            "santis -> {'48458': 1}\n",
            "saq -> {'46594': 1}\n",
            "sar -> {'44991': 1, '46624': 1, '47953': 1}\n",
            "sara -> {'47784': 1}\n",
            "saracarterdc -> {'48074': 1}\n",
            "sarah -> {'48540': 1}\n",
            "sarahkarlin -> {'47358': 1}\n",
            "sardin -> {'46762': 1, '47793': 1}\n",
            "sariellaherself -> {'48019': 1}\n",
            "sarscov19 -> {'48577': 1}\n",
            "sarscov2 -> {'45696': 1, '47523': 1, '47524': 1, '47525': 1, '47581': 1, '48312': 1}\n",
            "sassycsai -> {'48455': 1}\n",
            "sat -> {'46283': 1, '47759': 1}\n",
            "satan -> {'46286': 1}\n",
            "satisfactorili -> {'47785': 1}\n",
            "satisfi -> {'45732': 1, '48447': 1}\n",
            "satudai -> {'46751': 1}\n",
            "saturdai -> {'45050': 1, '46536': 1, '46770': 1, '47257': 1, '47397': 1, '47411': 1, '47540': 1, '47554': 1, '47560': 1, '47571': 1, '47606': 1, '47719': 1, '48225': 1, '48272': 1, '48441': 1}\n",
            "saturdaymorn -> {'47513': 1}\n",
            "saturdaythought -> {'47326': 1, '47405': 1, '47419': 1, '47479': 1}\n",
            "saturedai -> {'47206': 1}\n",
            "saturn -> {'48409': 1}\n",
            "sauc -> {'45330': 1, '45598': 1, '45881': 1, '46127': 1, '46129': 1, '46642': 1, '46923': 1, '47157': 1}\n",
            "saucisson -> {'48240': 1}\n",
            "saudi -> {'45000': 1, '45328': 1, '45521': 1, '45900': 1, '45979': 1, '46803': 1, '48451': 1}\n",
            "saudiarabia -> {'48397': 1}\n",
            "sausag -> {'48444': 1}\n",
            "savag -> {'47427': 1}\n",
            "savagen -> {'46410': 1}\n",
            "save -> {'44976': 1, '45067': 1, '45090': 1, '45248': 1, '45367': 1, '45629': 1, '45835': 1, '45918': 1, '45971': 1, '46070': 1, '46350': 1, '46449': 1, '46450': 1, '46639': 1, '46681': 1, '46804': 1, '46958': 1, '46961': 1, '47284': 1, '47565': 1, '47594': 1, '47693': 1, '47929': 1, '47990': 1, '48218': 1, '48219': 1, '48393': 1, '48521': 1, '48664': 1, '48741': 1}\n",
            "savemart -> {'46075': 1}\n",
            "savinh -> {'46248': 1}\n",
            "savvi -> {'47133': 1, '48130': 1}\n",
            "saw -> {'45001': 1, '45105': 1, '45169': 1, '45215': 1, '45336': 1, '45534': 1, '45898': 1, '45970': 1, '46036': 1, '46069': 1, '46114': 1, '46133': 1, '46239': 1, '46392': 1, '46625': 1, '46653': 1, '46670': 1, '46676': 1, '46740': 1, '46741': 1, '46787': 1, '46960': 1, '46987': 1, '47138': 1, '47154': 1, '47192': 1, '47204': 1, '47293': 1, '47452': 1, '47486': 1, '47535': 1, '47630': 1, '47701': 1, '47818': 1, '48007': 1, '48410': 1, '48441': 1, '48538': 1, '48690': 1}\n",
            "sayentrepreneur -> {'44963': 1}\n",
            "sayin -> {'44990': 1, '45580': 1, '48267': 1}\n",
            "sb8nxcxeh2 -> {'46123': 1}\n",
            "sbixxiktqp -> {'48687': 1}\n",
            "sbx3xtll6i -> {'45855': 1}\n",
            "sc -> {'46937': 1}\n",
            "scale -> {'45300': 1, '45899': 1, '47290': 1, '48168': 1}\n",
            "scalper -> {'48191': 1}\n",
            "scam -> {'45023': 1, '45041': 1, '45095': 1, '45182': 1, '45253': 1, '45578': 1, '46313': 1, '46381': 1, '46837': 1, '47379': 1, '47825': 1, '47985': 1, '48581': 1, '48704': 1}\n",
            "scammer -> {'44996': 1, '46271': 1, '46938': 1, '48371': 1}\n",
            "scan -> {'46291': 1, '46891': 1, '47015': 1, '47322': 1, '48426': 1}\n",
            "scandal -> {'46442': 1, '46917': 1, '47646': 1}\n",
            "scanner -> {'48355': 1}\n",
            "scarc -> {'46020': 1, '47437': 1, '48152': 1}\n",
            "scarciti -> {'45179': 1, '45278': 1, '45481': 1, '46623': 1}\n",
            "scare -> {'44985': 1, '45079': 1, '45159': 1, '45276': 1, '45302': 1, '45317': 1, '45496': 1, '45613': 1, '45615': 1, '45765': 1, '45920': 1, '45939': 1, '45952': 1, '46035': 1, '46190': 1, '46193': 1, '46209': 1, '46279': 1, '46308': 1, '46402': 1, '46517': 1, '46530': 1, '46724': 1, '47040': 1, '47058': 1, '47095': 1, '47167': 1, '47214': 1, '47257': 1, '47297': 1, '47425': 1, '47510': 1, '47515': 1, '47544': 1, '47619': 1, '47620': 1, '47686': 1, '47871': 1, '47906': 1, '47907': 1, '48357': 1, '48455': 1}\n",
            "scari -> {'45169': 1, '45251': 1, '45518': 1, '45843': 1, '45995': 1, '46053': 1, '46279': 1, '46628': 1, '46972': 1, '47562': 1, '48427': 1}\n",
            "scaveng -> {'47240': 1}\n",
            "scenario -> {'45350': 1, '46047': 1, '46210': 1, '46705': 1, '47221': 1}\n",
            "scene -> {'45255': 1, '45287': 1, '45671': 1, '46411': 1, '46435': 1, '46456': 1, '46486': 1, '46565': 1, '46638': 1, '46765': 1, '46972': 1, '47014': 1, '47509': 1, '47541': 1, '47612': 1, '47613': 1, '47614': 1, '47615': 1}\n",
            "scguimjr7a -> {'48299': 1}\n",
            "sch -> {'45007': 1}\n",
            "schedul -> {'45357': 1, '46513': 1, '47150': 1, '47460': 1}\n",
            "scheme -> {'48385': 1}\n",
            "schizoid -> {'45828': 1}\n",
            "school -> {'45039': 1, '45062': 1, '45075': 1, '45077': 1, '45078': 1, '45160': 1, '45301': 1, '45303': 1, '45323': 1, '45380': 1, '45438': 1, '45473': 1, '45489': 1, '45505': 1, '45511': 1, '45619': 1, '45646': 1, '45647': 1, '45680': 1, '45701': 1, '45757': 1, '45763': 1, '45775': 1, '45823': 1, '45831': 1, '45846': 1, '45858': 1, '45892': 1, '45895': 1, '45930': 1, '45935': 1, '45939': 1, '45949': 1, '46013': 1, '46044': 1, '46045': 1, '46053': 1, '46160': 1, '46189': 1, '46197': 1, '46244': 1, '46387': 1, '46493': 1, '46510': 1, '46610': 1, '46612': 1, '46638': 1, '46669': 1, '46723': 1, '46751': 1, '46764': 1, '46780': 1, '46796': 1, '46800': 1, '46827': 1, '46835': 1, '46845': 1, '46876': 1, '46909': 1, '46915': 1, '46946': 1, '47016': 1, '47022': 1, '47028': 1, '47029': 1, '47164': 1, '47319': 1, '47347': 1, '47377': 1, '47544': 1, '47558': 1, '47561': 1, '47594': 1, '47603': 1, '47662': 1, '47738': 1, '47797': 1, '47900': 1, '47979': 1, '47984': 1, '48012': 1, '48022': 1, '48024': 1, '48028': 1, '48110': 1, '48118': 1, '48161': 1, '48275': 1, '48286': 1, '48416': 1, '48452': 1, '48498': 1, '48637': 1, '48734': 1}\n",
            "schoolclos -> {'45860': 1}\n",
            "schoolclosur -> {'48686': 1}\n",
            "schweiz -> {'46858': 1, '48312': 1}\n",
            "scienc -> {'45029': 1, '46507': 1, '47964': 1}\n",
            "scientif -> {'45230': 1, '46338': 1, '47595': 1}\n",
            "scientist -> {'46507': 1, '46815': 1, '47386': 1, '47781': 1, '47976': 1, '48060': 1}\n",
            "scifi -> {'46152': 1}\n",
            "scof -> {'47647': 1}\n",
            "scoop -> {'46874': 1}\n",
            "scoopit -> {'45437': 1}\n",
            "scooter -> {'45297': 1}\n",
            "scope -> {'45030': 1}\n",
            "score -> {'46221': 1}\n",
            "scotch -> {'48197': 1}\n",
            "scott -> {'47107': 1, '47703': 1, '47783': 1}\n",
            "scottmorrisonmp -> {'45003': 1, '48213': 1, '48228': 1}\n",
            "scourg -> {'46169': 1}\n",
            "scout -> {'46187': 1}\n",
            "scrambl -> {'45093': 1, '46476': 1, '46579': 1, '47063': 1, '48530': 1}\n",
            "scrap -> {'46771': 1}\n",
            "scream -> {'45695': 1, '46168': 1, '46232': 1, '47534': 1}\n",
            "screen -> {'45177': 1, '45546': 1, '45635': 1, '45794': 1, '45801': 1, '46186': 1, '46783': 1, '47242': 1, '47364': 1, '47714': 1, '48680': 1, '48747': 1}\n",
            "screw -> {'45739': 1, '45910': 1, '46430': 1, '46705': 1, '47095': 1, '47179': 1, '47721': 1, '48340': 1}\n",
            "script -> {'45927': 1}\n",
            "scroll -> {'48317': 1}\n",
            "scum -> {'48054': 1}\n",
            "scumbag -> {'46322': 1}\n",
            "scurri -> {'47625': 1}\n",
            "scurtsi -> {'46982': 1}\n",
            "scviddnhtx -> {'48698': 1}\n",
            "sczryvvsih -> {'44957': 1}\n",
            "sd -> {'46837': 1}\n",
            "sd3qb0xi1i -> {'45172': 1}\n",
            "sdcc -> {'45827': 1}\n",
            "sdh5bbkwic -> {'46198': 1}\n",
            "sdpnsh1prf -> {'45503': 1}\n",
            "sdtm2pwa7j -> {'47689': 1}\n",
            "se -> {'46913': 1, '48311': 1}\n",
            "sea -> {'46962': 1}\n",
            "seafood -> {'46962': 1}\n",
            "seagul -> {'45448': 1}\n",
            "seamlessli -> {'48674': 1}\n",
            "sean -> {'47464': 1}\n",
            "search -> {'45161': 1, '45806': 1, '45848': 1, '47397': 1, '47464': 1}\n",
            "season -> {'45132': 1, '45225': 1, '45277': 1, '45676': 1, '45706': 1, '45901': 1, '45911': 1, '46006': 1, '47076': 1, '47229': 1, '47273': 1, '47540': 1, '48160': 1, '48301': 1, '48607': 1}\n",
            "seat -> {'44968': 1, '45532': 1, '47091': 1, '48423': 1}\n",
            "seattl -> {'45850': 1, '47322': 1, '48076': 1, '48120': 1, '48370': 1}\n",
            "seattlefdn -> {'45093': 1}\n",
            "seattlewegotthi -> {'48633': 1}\n",
            "sebdanc -> {'45168': 1}\n",
            "sec -> {'45180': 1}\n",
            "second -> {'45045': 1, '45087': 1, '45651': 1, '45899': 1, '47120': 1, '47150': 1, '47184': 1, '47490': 1}\n",
            "secpompeo -> {'45756': 1}\n",
            "secret -> {'47175': 1, '47684': 1, '48157': 1}\n",
            "secretari -> {'45172': 1}\n",
            "secretli -> {'46114': 1, '47712': 1}\n",
            "section -> {'45457': 1, '45646': 1, '45792': 1, '46026': 1, '46038': 1, '46161': 1, '46354': 1, '46446': 1, '46470': 1, '46471': 1, '46479': 1, '46480': 1, '46690': 1, '46874': 1, '46890': 1, '46912': 1, '47416': 1, '48163': 1, '48333': 1}\n",
            "sector -> {'45164': 1, '45979': 1, '46201': 1, '46249': 1, '46622': 1, '48116': 1, '48447': 1, '48639': 1}\n",
            "secur -> {'45088': 1, '45131': 1, '45209': 1, '45258': 1, '45264': 1, '45389': 1, '45690': 1, '45919': 1, '45955': 1, '46006': 1, '46031': 1, '46266': 1, '46424': 1, '46450': 1, '46574': 1, '46611': 1, '46620': 1, '46755': 1, '47062': 1, '47064': 1, '47291': 1, '47584': 1, '47586': 1, '47642': 1, '47702': 1, '47830': 1, '48060': 1, '48453': 1, '48694': 1}\n",
            "sedat -> {'45355': 1}\n",
            "see -> {'45009': 1, '45050': 1, '45076': 1, '45077': 1, '45078': 1, '45098': 1, '45171': 1, '45175': 1, '45251': 1, '45274': 1, '45307': 1, '45308': 1, '45312': 1, '45321': 1, '45341': 1, '45418': 1, '45436': 1, '45442': 1, '45443': 1, '45444': 1, '45463': 1, '45469': 1, '45471': 1, '45479': 1, '45497': 1, '45499': 1, '45519': 1, '45588': 1, '45589': 1, '45621': 1, '45643': 1, '45660': 1, '45691': 1, '45738': 1, '45742': 1, '45778': 1, '45791': 1, '45832': 1, '45849': 1, '45908': 1, '45927': 1, '45960': 1, '45968': 1, '45988': 1, '46005': 1, '46033': 1, '46074': 1, '46076': 1, '46090': 1, '46168': 1, '46202': 1, '46215': 1, '46229': 1, '46256': 1, '46269': 1, '46336': 1, '46362': 1, '46386': 1, '46391': 1, '46410': 1, '46443': 1, '46486': 1, '46495': 1, '46511': 1, '46543': 1, '46556': 1, '46571': 1, '46572': 1, '46625': 1, '46676': 1, '46695': 1, '46712': 1, '46715': 1, '46730': 1, '46742': 1, '46756': 1, '46765': 1, '46820': 1, '46847': 1, '46856': 1, '46956': 1, '46971': 1, '46974': 1, '46990': 1, '47008': 1, '47016': 1, '47024': 1, '47038': 1, '47046': 1, '47095': 1, '47167': 1, '47198': 1, '47204': 1, '47208': 1, '47212': 1, '47268': 1, '47290': 1, '47315': 1, '47327': 1, '47389': 1, '47414': 1, '47415': 1, '47422': 1, '47474': 1, '47490': 1, '47496': 1, '47503': 1, '47550': 1, '47589': 1, '47655': 1, '47669': 1, '47676': 1, '47687': 1, '47697': 1, '47722': 1, '47730': 1, '47733': 1, '47736': 1, '47759': 1, '47814': 1, '47843': 1, '47851': 1, '47859': 1, '47862': 1, '47892': 1, '47908': 1, '47923': 1, '48047': 1, '48102': 1, '48116': 1, '48159': 1, '48168': 1, '48196': 1, '48213': 1, '48217': 1, '48322': 1, '48329': 1, '48343': 1, '48394': 1, '48465': 1, '48523': 1, '48524': 1, '48549': 1, '48596': 1, '48626': 1, '48690': 1, '48740': 1}\n",
            "seed -> {'48426': 1}\n",
            "seein -> {'47497': 1}\n",
            "seek -> {'45824': 1, '46006': 1, '46654': 1, '47237': 1}\n",
            "seemingli -> {'46157': 1, '46256': 1, '48663': 1}\n",
            "seen -> {'45090': 1, '45146': 1, '45161': 1, '45238': 1, '45271': 1, '45280': 1, '45287': 1, '45296': 1, '45302': 1, '45349': 1, '45431': 1, '45517': 1, '45552': 1, '45699': 1, '45720': 1, '45761': 1, '45862': 1, '45976': 1, '46002': 1, '46012': 1, '46066': 1, '46117': 1, '46122': 1, '46127': 1, '46160': 1, '46208': 1, '46276': 1, '46303': 1, '46318': 1, '46366': 1, '46410': 1, '46583': 1, '46644': 1, '46751': 1, '46813': 1, '46823': 1, '46833': 1, '46867': 1, '47001': 1, '47002': 1, '47011': 1, '47096': 1, '47105': 1, '47110': 1, '47205': 1, '47290': 1, '47311': 1, '47495': 1, '47499': 1, '47554': 1, '47562': 1, '47669': 1, '47823': 1, '47850': 1, '47926': 1, '47938': 1, '48121': 1, '48162': 1, '48171': 1, '48214': 1, '48304': 1, '48356': 1, '48413': 1, '48414': 1, '48627': 1, '48656': 1, '48713': 1}\n",
            "sef -> {'47559': 1}\n",
            "seguid -> {'47336': 1}\n",
            "seguir -> {'47336': 1}\n",
            "seig -> {'47533': 1}\n",
            "select -> {'45459': 1, '46426': 1, '47202': 1, '47230': 1, '47489': 1}\n",
            "selenium -> {'47555': 1, '47930': 1}\n",
            "self -> {'44991': 1, '45006': 1, '45007': 1, '45018': 1, '45081': 1, '45086': 1, '45096': 1, '45287': 1, '45333': 1, '45367': 1, '45480': 1, '45499': 1, '45511': 1, '45547': 1, '45665': 1, '45722': 1, '45753': 1, '45804': 1, '45883': 1, '45917': 1, '46108': 1, '46167': 1, '46266': 1, '46320': 1, '46351': 1, '46394': 1, '46403': 1, '46419': 1, '46420': 1, '46421': 1, '46606': 1, '46905': 1, '47001': 1, '47010': 1, '47031': 1, '47145': 1, '47153': 1, '47158': 1, '47172': 1, '47177': 1, '47183': 1, '47212': 1, '47227': 1, '47302': 1, '47303': 1, '47322': 1, '47386': 1, '47530': 1, '47550': 1, '47565': 1, '47655': 1, '47658': 1, '47736': 1, '47767': 1, '47916': 1, '47957': 1, '48001': 1, '48023': 1, '48057': 1, '48093': 1, '48115': 1, '48275': 1, '48398': 1, '48428': 1, '48571': 1, '48601': 1, '48617': 1, '48630': 1}\n",
            "selfcar -> {'45515': 1}\n",
            "selfemploi -> {'48630': 1}\n",
            "selfish -> {'45242': 1, '45395': 1, '45959': 1, '46043': 1, '46048': 1, '46374': 1, '46694': 1, '46955': 1, '46957': 1, '47183': 1, '47205': 1, '47398': 1, '47439': 1, '47470': 1, '47509': 1, '47604': 1, '47848': 1, '47950': 1, '47959': 1, '47962': 1, '48037': 1, '48114': 1, '48151': 1, '48253': 1, '48314': 1, '48321': 1, '48409': 1, '48571': 1, '48600': 1}\n",
            "selfishasshol -> {'45412': 1}\n",
            "selfishli -> {'46549': 1, '48341': 1}\n",
            "selfisol -> {'45419': 1, '46226': 1, '46334': 1, '46335': 1, '46510': 1, '46582': 1, '46706': 1, '46839': 1, '46862': 1, '46879': 1, '47031': 1, '47303': 1, '47360': 1, '47419': 1, '47767': 1, '47891': 1, '48411': 1}\n",
            "selflessli -> {'48545': 1}\n",
            "selfquarantin -> {'47031': 1, '47515': 1}\n",
            "sell -> {'44961': 1, '44964': 1, '44976': 1, '45036': 1, '45037': 1, '45100': 1, '45131': 1, '45233': 1, '45242': 1, '45248': 1, '45261': 1, '45306': 1, '45307': 1, '45411': 1, '45636': 1, '45666': 1, '45698': 1, '45726': 1, '45746': 1, '45801': 1, '45812': 1, '45853': 1, '45928': 1, '45992': 1, '46032': 1, '46051': 1, '46096': 1, '46265': 1, '46404': 1, '46454': 1, '46532': 1, '46539': 1, '46599': 1, '46650': 1, '46799': 1, '47007': 1, '47091': 1, '47108': 1, '47178': 1, '47285': 1, '47388': 1, '47412': 1, '47451': 1, '47484': 1, '47523': 1, '47524': 1, '47525': 1, '47527': 1, '47588': 1, '47638': 1, '47676': 1, '47842': 1, '47851': 1, '47977': 1, '48098': 1, '48191': 1, '48243': 1, '48256': 1, '48262': 1, '48293': 1, '48295': 1, '48316': 1, '48349': 1, '48355': 1, '48626': 1, '48642': 1, '48651': 1, '48688': 1, '48718': 1}\n",
            "seller -> {'44976': 1, '45111': 1, '45183': 1, '45358': 1, '45442': 1, '45593': 1, '46768': 1, '46917': 1, '47393': 1, '47640': 1, '47646': 1, '48698': 1}\n",
            "selloff -> {'45631': 1}\n",
            "selv -> {'46073': 1}\n",
            "semblanc -> {'46928': 1}\n",
            "semua -> {'48749': 1}\n",
            "senat -> {'45955': 1, '46430': 1, '47291': 1}\n",
            "senategop -> {'46430': 1}\n",
            "senatemajldr -> {'45587': 1}\n",
            "senatorloeffl -> {'45181': 1}\n",
            "sencorygardn -> {'47979': 1}\n",
            "send -> {'45962': 1, '46595': 1, '46857': 1}\n",
            "senior -> {'44993': 1, '45059': 1, '46841': 1, '47365': 1, '48000': 1, '48275': 1, '48495': 1, '48514': 1, '48515': 1, '48621': 1, '48699': 1, '48715': 1}\n",
            "sens -> {'45036': 1, '45037': 1, '45136': 1, '45358': 1, '45500': 1, '45579': 1, '45851': 1, '46050': 1, '46128': 1, '46506': 1, '46637': 1, '46921': 1, '46997': 1, '47317': 1, '47381': 1, '47452': 1, '47671': 1, '48055': 1, '48175': 1, '48565': 1, '48705': 1}\n",
            "sensex -> {'46677': 1, '46889': 1}\n",
            "sensibl -> {'45042': 1, '46012': 1, '46095': 1, '46983': 1, '47384': 1, '47437': 1, '47506': 1, '48223': 1, '48348': 1}\n",
            "sensit -> {'45737': 1, '48575': 1}\n",
            "senstabenow -> {'44993': 1}\n",
            "sentiment -> {'45501': 1, '46331': 1, '47021': 1}\n",
            "separ -> {'45008': 1}\n",
            "seper -> {'48519': 1}\n",
            "sephora -> {'45532': 1, '45880': 1}\n",
            "septa -> {'46486': 1}\n",
            "sequenc -> {'47184': 1}\n",
            "sequesteredthought -> {'47933': 1}\n",
            "ser -> {'45277': 1}\n",
            "sergioav -> {'47863': 1}\n",
            "seri -> {'45911': 1, '46840': 1}\n",
            "seria -> {'45060': 1}\n",
            "serious -> {'45031': 1, '45254': 1, '45453': 1, '45557': 1, '45587': 1, '45672': 1, '45874': 1, '45891': 1, '45945': 1, '45946': 1, '46009': 1, '46096': 1, '46098': 1, '46139': 1, '46157': 1, '46178': 1, '46227': 1, '46286': 1, '46454': 1, '46692': 1, '46755': 1, '46959': 1, '46989': 1, '47061': 1, '47497': 1, '47599': 1, '48144': 1, '48336': 1, '48603': 1, '48680': 1}\n",
            "serv -> {'45163': 1, '45450': 1, '45565': 1, '45722': 1, '45890': 1, '46152': 1, '46403': 1, '46609': 1, '46802': 1, '47400': 1, '47681': 1, '47705': 1, '48263': 1, '48367': 1, '48395': 1, '48412': 1, '48584': 1, '48608': 1, '48694': 1}\n",
            "server -> {'45123': 1}\n",
            "serverlif -> {'45823': 1}\n",
            "servic -> {'44989': 1, '45077': 1, '45078': 1, '45106': 1, '45164': 1, '45245': 1, '45273': 1, '45277': 1, '45379': 1, '45532': 1, '45564': 1, '45637': 1, '45664': 1, '45732': 1, '45753': 1, '45785': 1, '45789': 1, '45818': 1, '45976': 1, '46010': 1, '46102': 1, '46388': 1, '46389': 1, '46468': 1, '46528': 1, '46535': 1, '46599': 1, '46603': 1, '46607': 1, '46711': 1, '46800': 1, '46802': 1, '46896': 1, '46959': 1, '47230': 1, '47292': 1, '47434': 1, '47471': 1, '47608': 1, '47624': 1, '47680': 1, '47689': 1, '47738': 1, '47764': 1, '47780': 1, '47820': 1, '47826': 1, '47866': 1, '47968': 1, '48041': 1, '48059': 1, '48185': 1, '48224': 1, '48276': 1, '48388': 1, '48389': 1, '48421': 1, '48451': 1, '48452': 1, '48453': 1, '48474': 1, '48494': 1, '48528': 1, '48560': 1, '48606': 1, '48614': 1, '48629': 1, '48639': 1, '48664': 1, '48679': 1, '48693': 1, '48720': 1}\n",
            "servicecanada -> {'48540': 1}\n",
            "servicedock -> {'45115': 1}\n",
            "session -> {'45203': 1, '46343': 1, '46711': 1, '48067': 1}\n",
            "set -> {'45503': 1, '45506': 1, '45563': 1, '45664': 1, '45684': 1, '45772': 1, '46272': 1, '46553': 1, '46597': 1, '46646': 1, '46661': 1, '46667': 1, '47056': 1, '47434': 1, '47436': 1, '47516': 1, '47780': 1, '47958': 1, '48054': 1, '48158': 1, '48189': 1, '48198': 1, '48225': 1, '48385': 1, '48419': 1, '48621': 1}\n",
            "settl -> {'45261': 1, '45975': 1, '46428': 1, '46960': 1, '47755': 1, '48037': 1}\n",
            "setup -> {'47193': 1}\n",
            "sever -> {'45274': 1, '45369': 1, '45394': 1, '45410': 1, '46473': 1, '48032': 1}\n",
            "severa -> {'48455': 1}\n",
            "sex -> {'45713': 1}\n",
            "sf -> {'46171': 1, '47504': 1, '48384': 1}\n",
            "sfbart -> {'45235': 1}\n",
            "sfu -> {'46737': 1, '47555': 1, '47930': 1}\n",
            "sgofnau4j8 -> {'44976': 1}\n",
            "sgr -> {'45276': 1}\n",
            "sh -> {'47423': 1, '47500': 1, '47608': 1}\n",
            "shacindananthan -> {'48003': 1}\n",
            "shaft -> {'46533': 1}\n",
            "shake -> {'45198': 1, '45938': 1, '46061': 1, '47208': 1, '47688': 1}\n",
            "sham -> {'48145': 1}\n",
            "shame -> {'44992': 1, '45192': 1, '45361': 1, '45958': 1, '46064': 1, '46228': 1, '46287': 1, '46296': 1, '46512': 1, '46632': 1, '46746': 1, '46760': 1, '47211': 1, '48221': 1, '48268': 1, '48642': 1, '48673': 1}\n",
            "shameony -> {'45874': 1}\n",
            "shametheflam -> {'48650': 1}\n",
            "shape -> {'45127': 1, '45991': 1}\n",
            "share -> {'44972': 1, '45084': 1, '45089': 1, '45093': 1, '45160': 1, '45192': 1, '45198': 1, '45272': 1, '45366': 1, '45497': 1, '45517': 1, '45602': 1, '45684': 1, '45722': 1, '45774': 1, '45835': 1, '45872': 1, '45906': 1, '46046': 1, '46067': 1, '46183': 1, '46213': 1, '46222': 1, '46226': 1, '46244': 1, '46339': 1, '46747': 1, '46826': 1, '46850': 1, '46859': 1, '46877': 1, '47003': 1, '47115': 1, '47306': 1, '47533': 1, '47626': 1, '47627': 1, '47833': 1, '47859': 1, '47985': 1, '48025': 1, '48175': 1, '48344': 1, '48421': 1, '48546': 1, '48575': 1, '48598': 1, '48643': 1, '48718': 1, '48739': 1}\n",
            "sharehold -> {'45140': 1}\n",
            "sharemarket -> {'46213': 1}\n",
            "sharp -> {'45449': 1, '45579': 1, '46761': 1, '46847': 1, '47853': 1}\n",
            "sharpli -> {'45429': 1, '45597': 1, '45631': 1, '46742': 1}\n",
            "shatter -> {'46158': 1}\n",
            "shauk -> {'47952': 1}\n",
            "shave -> {'47103': 1}\n",
            "she -> {'46782': 1}\n",
            "shea -> {'46161': 1}\n",
            "shed -> {'48352': 1}\n",
            "sheer -> {'47026': 1}\n",
            "sheet -> {'46239': 1, '46349': 1, '48064': 1}\n",
            "sheffield -> {'47423': 1}\n",
            "shelf -> {'45432': 1, '45519': 1, '45545': 1, '45710': 1, '45733': 1, '45749': 1, '45892': 1, '46614': 1, '46627': 1, '46741': 1, '46808': 1, '46907': 1, '47117': 1, '47553': 1, '47675': 1, '48100': 1, '48107': 1, '48256': 1, '48305': 1, '48350': 1, '48688': 1}\n",
            "shelter -> {'45148': 1, '45174': 1, '46303': 1, '47171': 1, '47233': 1, '47241': 1, '47306': 1, '47638': 1, '47899': 1, '48144': 1, '48432': 1, '48723': 1}\n",
            "shelv -> {'44953': 1, '44973': 1, '45082': 1, '45086': 1, '45158': 1, '45174': 1, '45186': 1, '45200': 1, '45215': 1, '45232': 1, '45278': 1, '45295': 1, '45312': 1, '45330': 1, '45398': 1, '45457': 1, '45463': 1, '45469': 1, '45540': 1, '45551': 1, '45566': 1, '45575': 1, '45610': 1, '45657': 1, '45660': 1, '45665': 1, '45668': 1, '45671': 1, '45689': 1, '45695': 1, '45730': 1, '45748': 1, '45786': 1, '45862': 1, '45881': 1, '45886': 1, '45906': 1, '45913': 1, '45954': 1, '45959': 1, '45960': 1, '45964': 1, '45973': 1, '45989': 1, '46022': 1, '46053': 1, '46075': 1, '46095': 1, '46129': 1, '46141': 1, '46142': 1, '46151': 1, '46163': 1, '46174': 1, '46175': 1, '46179': 1, '46180': 1, '46203': 1, '46205': 1, '46210': 1, '46223': 1, '46236': 1, '46241': 1, '46256': 1, '46265': 1, '46272': 1, '46311': 1, '46312': 1, '46315': 1, '46316': 1, '46317': 1, '46340': 1, '46357': 1, '46363': 1, '46379': 1, '46382': 1, '46392': 1, '46409': 1, '46416': 1, '46426': 1, '46429': 1, '46439': 1, '46453': 1, '46515': 1, '46523': 1, '46540': 1, '46548': 1, '46549': 1, '46556': 1, '46570': 1, '46575': 1, '46596': 1, '46613': 1, '46634': 1, '46651': 1, '46656': 1, '46658': 1, '46693': 1, '46694': 1, '46701': 1, '46716': 1, '46751': 1, '46780': 1, '46794': 1, '46807': 1, '46812': 1, '46813': 1, '46853': 1, '46857': 1, '46858': 1, '46870': 1, '46904': 1, '46905': 1, '46946': 1, '46968': 1, '47020': 1, '47057': 1, '47063': 1, '47067': 1, '47072': 1, '47093': 1, '47100': 1, '47123': 1, '47141': 1, '47183': 1, '47238': 1, '47243': 1, '47245': 1, '47247': 1, '47250': 1, '47285': 1, '47286': 1, '47287': 1, '47299': 1, '47307': 1, '47310': 1, '47335': 1, '47348': 1, '47369': 1, '47399': 1, '47401': 1, '47403': 1, '47423': 1, '47425': 1, '47429': 1, '47444': 1, '47447': 1, '47448': 1, '47509': 1, '47539': 1, '47573': 1, '47602': 1, '47633': 1, '47645': 1, '47652': 1, '47721': 1, '47739': 1, '47789': 1, '47796': 1, '47806': 1, '47828': 1, '47843': 1, '47848': 1, '47851': 1, '47852': 1, '47870': 1, '47886': 1, '47933': 1, '47956': 1, '47959': 1, '47986': 1, '47999': 1, '48020': 1, '48092': 1, '48104': 1, '48121': 1, '48131': 1, '48135': 1, '48149': 1, '48192': 1, '48193': 1, '48194': 1, '48195': 1, '48202': 1, '48206': 1, '48213': 1, '48221': 1, '48228': 1, '48245': 1, '48261': 1, '48314': 1, '48329': 1, '48344': 1, '48358': 1, '48400': 1, '48408': 1, '48426': 1, '48526': 1, '48533': 1, '48545': 1, '48566': 1, '48638': 1, '48645': 1, '48652': 1, '48719': 1, '48728': 1, '48737': 1}\n",
            "shenzhen -> {'47606': 1}\n",
            "shepard -> {'47548': 1}\n",
            "sheriff -> {'47326': 1}\n",
            "sherman -> {'47004': 1}\n",
            "sherwai -> {'46527': 1}\n",
            "shethepeopl -> {'47591': 1}\n",
            "shgaxzn78j -> {'46994': 1}\n",
            "shield -> {'45336': 1}\n",
            "shift -> {'45125': 1, '45161': 1, '45218': 1, '45329': 1, '45511': 1, '45572': 1, '45619': 1, '45818': 1, '46001': 1, '46140': 1, '46192': 1, '46197': 1, '46357': 1, '46461': 1, '46502': 1, '46558': 1, '47001': 1, '47319': 1, '47349': 1, '47622': 1, '47854': 1, '48634': 1, '48657': 1, '48739': 1}\n",
            "shiiit -> {'45655': 1}\n",
            "shikenan -> {'45554': 1}\n",
            "shill -> {'46230': 1}\n",
            "shin -> {'45475': 1}\n",
            "shine -> {'45839': 1, '48190': 1}\n",
            "shinobi -> {'48148': 1}\n",
            "ship -> {'45221': 1, '45335': 1, '45433': 1, '45661': 1, '45811': 1, '45880': 1, '46418': 1, '46538': 1, '46847': 1, '46887': 1, '46995': 1, '47131': 1, '47454': 1, '47540': 1, '47796': 1, '47948': 1, '47954': 1, '47973': 1, '48069': 1, '48149': 1, '48384': 1, '48413': 1, '48414': 1, '48628': 1, '48664': 1, '48670': 1, '48687': 1, '48750': 1}\n",
            "shipment -> {'45288': 1, '45687': 1, '46458': 1, '48031': 1, '48674': 1}\n",
            "shippingcontain -> {'45044': 1}\n",
            "shippingfromindia -> {'46887': 1}\n",
            "shipt -> {'48029': 1, '48595': 1}\n",
            "shit -> {'45101': 1, '45267': 1, '45313': 1, '45401': 1, '45482': 1, '45494': 1, '45773': 1, '45775': 1, '45934': 1, '45939': 1, '45946': 1, '45963': 1, '46021': 1, '46051': 1, '46068': 1, '46100': 1, '46296': 1, '46379': 1, '46385': 1, '46656': 1, '46676': 1, '46816': 1, '47095': 1, '47138': 1, '47168': 1, '47172': 1, '47242': 1, '47277': 1, '47318': 1, '47483': 1, '47542': 1, '47544': 1, '47686': 1, '47708': 1, '47733': 1, '47736': 1, '47753': 1, '47971': 1, '48080': 1}\n",
            "shite -> {'45412': 1, '46431': 1, '47403': 1}\n",
            "shitehawk -> {'45364': 1}\n",
            "shitload -> {'45281': 1}\n",
            "shitter -> {'45485': 1}\n",
            "shittheoldmansai -> {'47086': 1}\n",
            "shitti -> {'45731': 1, '46464': 1, '47330': 1}\n",
            "shlomoindiana -> {'48148': 1}\n",
            "shobnagulati -> {'47100': 1}\n",
            "shock -> {'47070': 1, '47184': 1, '47243': 1, '47517': 1, '47541': 1, '47759': 1}\n",
            "shoe -> {'45600': 1, '45736': 1, '46099': 1, '46759': 1, '47484': 1, '47492': 1, '47729': 1, '47832': 1}\n",
            "shook -> {'46906': 1}\n",
            "shoot -> {'45180': 1, '46073': 1, '47698': 1}\n",
            "shop -> {'44962': 1, '44979': 1, '45017': 1, '45034': 1, '45039': 1, '45074': 1, '45077': 1, '45078': 1, '45081': 1, '45096': 1, '45097': 1, '45120': 1, '45124': 1, '45125': 1, '45126': 1, '45141': 1, '45146': 1, '45161': 1, '45162': 1, '45165': 1, '45196': 1, '45203': 1, '45204': 1, '45215': 1, '45218': 1, '45219': 1, '45222': 1, '45225': 1, '45227': 1, '45236': 1, '45238': 1, '45245': 1, '45251': 1, '45256': 1, '45277': 1, '45282': 1, '45285': 1, '45292': 1, '45295': 1, '45296': 1, '45299': 1, '45302': 1, '45303': 1, '45313': 1, '45323': 1, '45333': 1, '45336': 1, '45355': 1, '45364': 1, '45365': 1, '45366': 1, '45375': 1, '45380': 1, '45384': 1, '45392': 1, '45404': 1, '45419': 1, '45420': 1, '45435': 1, '45436': 1, '45438': 1, '45443': 1, '45459': 1, '45475': 1, '45480': 1, '45484': 1, '45485': 1, '45492': 1, '45505': 1, '45511': 1, '45516': 1, '45543': 1, '45548': 1, '45555': 1, '45557': 1, '45564': 1, '45565': 1, '45573': 1, '45582': 1, '45583': 1, '45585': 1, '45599': 1, '45607': 1, '45609': 1, '45622': 1, '45624': 1, '45628': 1, '45634': 1, '45656': 1, '45667': 1, '45669': 1, '45674': 1, '45680': 1, '45696': 1, '45704': 1, '45712': 1, '45716': 1, '45734': 1, '45736': 1, '45741': 1, '45746': 1, '45753': 1, '45782': 1, '45790': 1, '45799': 1, '45804': 1, '45814': 1, '45825': 1, '45838': 1, '45839': 1, '45841': 1, '45842': 1, '45845': 1, '45848': 1, '45849': 1, '45856': 1, '45858': 1, '45865': 1, '45868': 1, '45880': 1, '45883': 1, '45893': 1, '45901': 1, '45909': 1, '45914': 1, '45949': 1, '45972': 1, '45976': 1, '45980': 1, '45982': 1, '45985': 1, '45990': 1, '45991': 1, '45993': 1, '45994': 1, '46001': 1, '46003': 1, '46009': 1, '46021': 1, '46027': 1, '46036': 1, '46037': 1, '46045': 1, '46063': 1, '46080': 1, '46084': 1, '46090': 1, '46096': 1, '46099': 1, '46106': 1, '46107': 1, '46132': 1, '46134': 1, '46158': 1, '46162': 1, '46167': 1, '46170': 1, '46173': 1, '46191': 1, '46200': 1, '46210': 1, '46222': 1, '46234': 1, '46235': 1, '46243': 1, '46245': 1, '46247': 1, '46248': 1, '46254': 1, '46263': 1, '46264': 1, '46296': 1, '46302': 1, '46304': 1, '46309': 1, '46320': 1, '46330': 1, '46332': 1, '46343': 1, '46348': 1, '46350': 1, '46351': 1, '46352': 1, '46361': 1, '46380': 1, '46381': 1, '46390': 1, '46394': 1, '46395': 1, '46418': 1, '46419': 1, '46420': 1, '46427': 1, '46468': 1, '46492': 1, '46500': 1, '46502': 1, '46508': 1, '46512': 1, '46513': 1, '46515': 1, '46519': 1, '46528': 1, '46535': 1, '46544': 1, '46550': 1, '46560': 1, '46572': 1, '46576': 1, '46578': 1, '46581': 1, '46586': 1, '46590': 1, '46591': 1, '46599': 1, '46606': 1, '46607': 1, '46615': 1, '46621': 1, '46623': 1, '46626': 1, '46633': 1, '46640': 1, '46641': 1, '46654': 1, '46668': 1, '46683': 1, '46685': 1, '46698': 1, '46703': 1, '46719': 1, '46730': 1, '46739': 1, '46740': 1, '46744': 1, '46758': 1, '46760': 1, '46761': 1, '46773': 1, '46782': 1, '46794': 1, '46796': 1, '46807': 1, '46813': 1, '46814': 1, '46817': 1, '46819': 1, '46825': 1, '46826': 1, '46837': 1, '46841': 1, '46848': 1, '46865': 1, '46870': 1, '46871': 1, '46888': 1, '46892': 1, '46894': 1, '46896': 1, '46899': 1, '46904': 1, '46908': 1, '46913': 1, '46915': 1, '46924': 1, '46933': 1, '46942': 1, '46943': 1, '46951': 1, '46961': 1, '46971': 1, '46977': 1, '46983': 1, '46993': 1, '46994': 1, '46997': 1, '47008': 1, '47024': 1, '47031': 1, '47038': 1, '47039': 1, '47055': 1, '47058': 1, '47066': 1, '47071': 1, '47072': 1, '47079': 1, '47080': 1, '47081': 1, '47088': 1, '47116': 1, '47118': 1, '47119': 1, '47120': 1, '47127': 1, '47136': 1, '47137': 1, '47140': 1, '47148': 1, '47151': 1, '47156': 1, '47158': 1, '47160': 1, '47172': 1, '47174': 1, '47180': 1, '47193': 1, '47196': 1, '47197': 1, '47198': 1, '47208': 1, '47214': 1, '47226': 1, '47230': 1, '47231': 1, '47235': 1, '47236': 1, '47237': 1, '47240': 1, '47242': 1, '47244': 1, '47248': 1, '47249': 1, '47254': 1, '47262': 1, '47264': 1, '47268': 1, '47274': 1, '47282': 1, '47283': 1, '47297': 1, '47302': 1, '47305': 1, '47309': 1, '47316': 1, '47338': 1, '47339': 1, '47342': 1, '47346': 1, '47349': 1, '47354': 1, '47357': 1, '47361': 1, '47368': 1, '47371': 1, '47379': 1, '47382': 1, '47395': 1, '47396': 1, '47398': 1, '47408': 1, '47409': 1, '47410': 1, '47411': 1, '47417': 1, '47432': 1, '47437': 1, '47450': 1, '47454': 1, '47455': 1, '47458': 1, '47471': 1, '47472': 1, '47474': 1, '47482': 1, '47485': 1, '47492': 1, '47493': 1, '47497': 1, '47501': 1, '47511': 1, '47512': 1, '47515': 1, '47518': 1, '47522': 1, '47529': 1, '47533': 1, '47540': 1, '47547': 1, '47551': 1, '47552': 1, '47553': 1, '47563': 1, '47583': 1, '47591': 1, '47593': 1, '47594': 1, '47595': 1, '47604': 1, '47607': 1, '47610': 1, '47619': 1, '47622': 1, '47636': 1, '47650': 1, '47655': 1, '47657': 1, '47671': 1, '47677': 1, '47679': 1, '47683': 1, '47703': 1, '47704': 1, '47711': 1, '47714': 1, '47716': 1, '47717': 1, '47719': 1, '47720': 1, '47725': 1, '47728': 1, '47729': 1, '47730': 1, '47732': 1, '47736': 1, '47747': 1, '47755': 1, '47758': 1, '47762': 1, '47765': 1, '47767': 1, '47769': 1, '47783': 1, '47785': 1, '47786': 1, '47790': 1, '47792': 1, '47800': 1, '47801': 1, '47806': 1, '47819': 1, '47834': 1, '47835': 1, '47836': 1, '47837': 1, '47844': 1, '47846': 1, '47847': 1, '47848': 1, '47851': 1, '47854': 1, '47865': 1, '47869': 1, '47875': 1, '47878': 1, '47882': 1, '47890': 1, '47903': 1, '47905': 1, '47914': 1, '47916': 1, '47927': 1, '47936': 1, '47946': 1, '47947': 1, '47948': 1, '47954': 1, '47955': 1, '47957': 1, '47962': 1, '47967': 1, '47968': 1, '47969': 1, '47973': 1, '47974': 1, '47989': 1, '47991': 1, '47995': 1, '47996': 1, '47999': 1, '48004': 1, '48018': 1, '48021': 1, '48023': 1, '48024': 1, '48029': 1, '48037': 1, '48038': 1, '48039': 1, '48040': 1, '48042': 1, '48044': 1, '48051': 1, '48058': 1, '48064': 1, '48069': 1, '48070': 1, '48071': 1, '48072': 1, '48080': 1, '48082': 1, '48084': 1, '48094': 1, '48096': 1, '48101': 1, '48105': 1, '48109': 1, '48111': 1, '48113': 1, '48116': 1, '48130': 1, '48133': 1, '48140': 1, '48151': 1, '48156': 1, '48162': 1, '48170': 1, '48171': 1, '48173': 1, '48178': 1, '48183': 1, '48196': 1, '48201': 1, '48206': 1, '48207': 1, '48211': 1, '48214': 1, '48230': 1, '48234': 1, '48240': 1, '48242': 1, '48246': 1, '48248': 1, '48250': 1, '48253': 1, '48254': 1, '48255': 1, '48266': 1, '48272': 1, '48279': 1, '48287': 1, '48294': 1, '48301': 1, '48303': 1, '48314': 1, '48320': 1, '48322': 1, '48329': 1, '48330': 1, '48335': 1, '48337': 1, '48339': 1, '48340': 1, '48343': 1, '48348': 1, '48349': 1, '48358': 1, '48362': 1, '48373': 1, '48382': 1, '48384': 1, '48385': 1, '48398': 1, '48400': 1, '48402': 1, '48407': 1, '48413': 1, '48414': 1, '48420': 1, '48422': 1, '48428': 1, '48429': 1, '48434': 1, '48438': 1, '48440': 1, '48442': 1, '48444': 1, '48446': 1, '48449': 1, '48453': 1, '48468': 1, '48470': 1, '48473': 1, '48480': 1, '48485': 1, '48486': 1, '48490': 1, '48494': 1, '48497': 1, '48508': 1, '48512': 1, '48520': 1, '48521': 1, '48524': 1, '48535': 1, '48550': 1, '48552': 1, '48556': 1, '48569': 1, '48578': 1, '48579': 1, '48600': 1, '48603': 1, '48610': 1, '48615': 1, '48619': 1, '48620': 1, '48624': 1, '48641': 1, '48642': 1, '48645': 1, '48660': 1, '48664': 1, '48669': 1, '48670': 1, '48671': 1, '48708': 1, '48710': 1, '48711': 1, '48714': 1, '48723': 1, '48736': 1}\n",
            "shopdisnei -> {'48570': 1}\n",
            "shope -> {'47080': 1, '48669': 1}\n",
            "shopfromhom -> {'48497': 1}\n",
            "shoploc -> {'45782': 1, '46427': 1, '46622': 1, '46993': 1, '47382': 1, '47410': 1}\n",
            "shopnow -> {'46352': 1}\n",
            "shoponlin -> {'46352': 1}\n",
            "shopper -> {'44953': 1, '44956': 1, '45141': 1, '45190': 1, '45213': 1, '45265': 1, '45423': 1, '45761': 1, '45976': 1, '46127': 1, '46312': 1, '46433': 1, '46453': 1, '46760': 1, '46945': 1, '47141': 1, '47187': 1, '47266': 1, '47390': 1, '47560': 1, '47568': 1, '47663': 1, '47682': 1, '47704': 1, '47854': 1, '47870': 1, '47897': 1, '47986': 1, '48021': 1, '48138': 1, '48246': 1, '48264': 1, '48280': 1, '48296': 1, '48332': 1, '48361': 1, '48431': 1, '48491': 1, '48494': 1, '48515': 1, '48543': 1, '48547': 1, '48613': 1}\n",
            "shoppersdrugmart -> {'46422': 1, '46988': 1}\n",
            "shoppingismycardio -> {'48084': 1}\n",
            "shopprsdrugmart -> {'45399': 1, '46306': 1, '46322': 1, '46988': 1}\n",
            "shoprit -> {'46949': 1, '47140': 1, '48519': 1}\n",
            "shopritestor -> {'46364': 1, '47968': 1}\n",
            "shopsmal -> {'45565': 1, '47382': 1}\n",
            "shopsmallbusi -> {'48071': 1}\n",
            "shopsmarternothard -> {'47869': 1}\n",
            "shoptilyoucough -> {'46519': 1}\n",
            "shopwithyourheart -> {'47432': 1}\n",
            "shore -> {'45713': 1}\n",
            "shoreditch -> {'48011': 1}\n",
            "short -> {'45120': 1, '45440': 1, '45764': 1, '45832': 1, '45993': 1, '46035': 1, '46203': 1, '46553': 1, '46687': 1, '46918': 1, '48061': 1, '48446': 1, '48494': 1}\n",
            "shortag -> {'44988': 1, '45009': 1, '45026': 1, '45069': 1, '45086': 1, '45379': 1, '45392': 1, '45555': 1, '45746': 1, '45747': 1, '45859': 1, '45935': 1, '45974': 1, '46006': 1, '46035': 1, '46088': 1, '46089': 1, '46108': 1, '46169': 1, '46199': 1, '46205': 1, '46234': 1, '46260': 1, '46357': 1, '46369': 1, '46379': 1, '46495': 1, '46637': 1, '46650': 1, '46674': 1, '46810': 1, '46939': 1, '47157': 1, '47221': 1, '47246': 1, '47252': 1, '47276': 1, '47361': 1, '47480': 1, '47483': 1, '47527': 1, '47604': 1, '47636': 1, '47768': 1, '47841': 1, '47953': 1, '47973': 1, '48030': 1, '48032': 1, '48058': 1, '48106': 1, '48161': 1, '48233': 1, '48267': 1, '48377': 1, '48381': 1, '48483': 1, '48533': 1, '48543': 1, '48635': 1, '48683': 1, '48698': 1}\n",
            "shortcut -> {'47975': 1}\n",
            "shorten -> {'48050': 1}\n",
            "shorter -> {'46802': 1}\n",
            "shortest -> {'47043': 1}\n",
            "shortfal -> {'46123': 1}\n",
            "shortli -> {'45345': 1, '45488': 1}\n",
            "shot -> {'45212': 1, '45601': 1, '45841': 1, '46007': 1, '46186': 1, '46305': 1, '47115': 1, '47921': 1}\n",
            "shoul -> {'48042': 1}\n",
            "shoulda -> {'45767': 1}\n",
            "shoulder -> {'48022': 1}\n",
            "shouldn -> {'44993': 1, '45132': 1, '45220': 1, '45740': 1, '45862': 1, '46363': 1, '46462': 1, '46533': 1, '46585': 1, '46610': 1, '46758': 1, '46841': 1, '46969': 1, '47354': 1, '47816': 1, '47896': 1, '47971': 1, '48048': 1}\n",
            "shout -> {'45755': 1, '45931': 1, '46372': 1, '46520': 1, '46919': 1, '47840': 1, '48128': 1}\n",
            "shoutout -> {'47292': 1, '47561': 1, '47609': 1, '47682': 1, '48257': 1}\n",
            "shove -> {'46603': 1, '46912': 1, '47510': 1}\n",
            "show -> {'44966': 1, '44972': 1, '44997': 1, '45263': 1, '45279': 1, '45463': 1, '45499': 1, '45603': 1, '45629': 1, '45780': 1, '45987': 1, '46036': 1, '46090': 1, '46099': 1, '46123': 1, '46136': 1, '46217': 1, '46258': 1, '46374': 1, '46478': 1, '46543': 1, '46858': 1, '46864': 1, '46915': 1, '47284': 1, '47395': 1, '47407': 1, '47426': 1, '47471': 1, '47536': 1, '47537': 1, '47675': 1, '47769': 1, '47821': 1, '48007': 1, '48150': 1, '48152': 1, '48221': 1, '48439': 1, '48478': 1, '48506': 1, '48603': 1, '48677': 1}\n",
            "shower -> {'46465': 1}\n",
            "shown -> {'45361': 1, '45959': 1}\n",
            "shpj5fw86g -> {'47333': 1}\n",
            "shred -> {'47383': 1}\n",
            "shrivel -> {'47295': 1}\n",
            "shrug -> {'45405': 1}\n",
            "shun -> {'46156': 1}\n",
            "shut -> {'45138': 1, '45169': 1, '45214': 1, '45281': 1, '45345': 1, '45374': 1, '45473': 1, '45619': 1, '45667': 1, '45763': 1, '45831': 1, '45939': 1, '46013': 1, '46018': 1, '46149': 1, '46170': 1, '46487': 1, '46609': 1, '46752': 1, '46872': 1, '47202': 1, '47203': 1, '47290': 1, '47424': 1, '47522': 1, '47537': 1, '47570': 1, '47654': 1, '47662': 1, '47673': 1, '47675': 1, '47874': 1, '47894': 1, '47949': 1, '47984': 1, '48012': 1, '48111': 1, '48118': 1, '48161': 1, '48275': 1, '48309': 1, '48418': 1, '48448': 1, '48466': 1, '48526': 1, '48533': 1, '48564': 1, '48623': 1}\n",
            "shutdown -> {'45319': 1, '45374': 1, '45502': 1, '45770': 1, '45932': 1, '46517': 1, '46528': 1, '46809': 1, '47499': 1, '47900': 1, '48028': 1, '48031': 1, '48059': 1, '48473': 1, '48568': 1, '48643': 1, '48691': 1}\n",
            "shutdownnyc -> {'48099': 1}\n",
            "shutter -> {'45111': 1, '47699': 1, '48493': 1}\n",
            "si -> {'45912': 1}\n",
            "si0nkfazh4 -> {'46905': 1}\n",
            "si6bfjmww2 -> {'46112': 1}\n",
            "sic -> {'46694': 1}\n",
            "sick -> {'44961': 1, '44983': 1, '45028': 1, '45041': 1, '45063': 1, '45065': 1, '45142': 1, '45195': 1, '45216': 1, '45217': 1, '45237': 1, '45313': 1, '45346': 1, '45375': 1, '45512': 1, '45520': 1, '45547': 1, '45556': 1, '45576': 1, '45629': 1, '45708': 1, '45719': 1, '45763': 1, '45783': 1, '45861': 1, '45919': 1, '45929': 1, '45955': 1, '45957': 1, '46031': 1, '46150': 1, '46192': 1, '46209': 1, '46268': 1, '46414': 1, '46424': 1, '46462': 1, '46489': 1, '46498': 1, '46574': 1, '46606': 1, '46620': 1, '46638': 1, '46669': 1, '46693': 1, '46709': 1, '46845': 1, '46894': 1, '46898': 1, '46909': 1, '46963': 1, '47000': 1, '47062': 1, '47064': 1, '47069': 1, '47216': 1, '47285': 1, '47291': 1, '47506': 1, '47531': 1, '47584': 1, '47656': 1, '47697': 1, '47748': 1, '47799': 1, '47814': 1, '47820': 1, '47825': 1, '47867': 1, '47937': 1, '47955': 1, '48048': 1, '48052': 1, '48053': 1, '48079': 1, '48085': 1, '48118': 1, '48129': 1, '48174': 1, '48199': 1, '48220': 1, '48245': 1, '48251': 1, '48277': 1, '48342': 1, '48354': 1, '48372': 1, '48526': 1, '48545': 1, '48571': 1, '48634': 1, '48694': 1, '48697': 1}\n",
            "sicken -> {'46285': 1}\n",
            "sickworkersstayhom -> {'47306': 1}\n",
            "sid -> {'45659': 1}\n",
            "side -> {'45164': 1, '45196': 1, '45712': 1, '45780': 1, '45816': 1, '46633': 1, '46834': 1, '46983': 1, '47073': 1, '47184': 1, '47205': 1, '47540': 1, '47624': 1, '48002': 1, '48163': 1, '48188': 1, '48358': 1, '48544': 1, '48614': 1, '48639': 1}\n",
            "sidhakuro -> {'45743': 1}\n",
            "siempr -> {'47336': 1}\n",
            "siez -> {'48054': 1}\n",
            "sigh -> {'45730': 1}\n",
            "sight -> {'44962': 1, '48075': 1, '48446': 1, '48533': 1}\n",
            "sign -> {'45279': 1, '45445': 1, '45606': 1, '45794': 1, '45980': 1, '46313': 1, '46324': 1, '46858': 1, '47009': 1, '47158': 1, '47325': 1, '47936': 1, '47953': 1, '48006': 1, '48145': 1, '48505': 1, '48517': 1, '48563': 1, '48646': 1, '48655': 1, '48671': 1}\n",
            "signag -> {'48282': 1}\n",
            "signal -> {'45024': 1}\n",
            "signific -> {'45025': 1, '45685': 1, '46495': 1, '46980': 1}\n",
            "significantli -> {'45272': 1, '48364': 1}\n",
            "sijaambiwa -> {'47063': 1}\n",
            "silli -> {'45255': 1, '48251': 1}\n",
            "silver -> {'44986': 1, '45055': 1, '45068': 1, '45266': 1, '45932': 1, '46208': 1, '48199': 1}\n",
            "silverado1954 -> {'47660': 1}\n",
            "silverlin -> {'46122': 1}\n",
            "silverwar -> {'45823': 1}\n",
            "similar -> {'45485': 1, '45747': 1, '46294': 1, '46335': 1, '47994': 1, '48106': 1, '48575': 1}\n",
            "simpl -> {'45451': 1, '45987': 1, '46902': 1, '47502': 1, '47542': 1, '48378': 1}\n",
            "simpler -> {'46597': 1}\n",
            "simplest -> {'45853': 1}\n",
            "simplestep -> {'47167': 1}\n",
            "simpli -> {'45461': 1, '47595': 1, '48525': 1}\n",
            "simultan -> {'47594': 1, '47747': 1, '47929': 1}\n",
            "sincer -> {'45586': 1, '46081': 1, '47881': 1, '48147': 1}\n",
            "sing -> {'47226': 1, '48746': 1}\n",
            "singapor -> {'46223': 1, '48692': 1}\n",
            "singl -> {'45192': 1, '45299': 1, '45410': 1, '45600': 1, '46038': 1, '46195': 1, '46599': 1, '46691': 1, '46844': 1, '47103': 1, '47296': 1, '47394': 1, '47430': 1, '47455': 1, '47487': 1, '48383': 1}\n",
            "sinha -> {'45356': 1}\n",
            "sink -> {'46568': 1}\n",
            "sinner -> {'45992': 1}\n",
            "sip -> {'46361': 1, '47232': 1}\n",
            "sir -> {'46060': 1, '47231': 1, '48018': 1, '48166': 1}\n",
            "siriu -> {'47768': 1}\n",
            "sirpatrickval -> {'46473': 1}\n",
            "siskind -> {'47475': 1}\n",
            "sissi -> {'45284': 1}\n",
            "sister -> {'46186': 1, '47107': 1}\n",
            "sit -> {'45006': 1, '45138': 1, '45444': 1, '45686': 1, '45773': 1, '46077': 1, '46093': 1, '46291': 1, '47153': 1, '47298': 1, '47393': 1, '47560': 1, '47580': 1, '47720': 1, '47866': 1, '48015': 1, '48036': 1, '48098': 1, '48589': 1}\n",
            "sitara -> {'45070': 1}\n",
            "site -> {'46019': 1, '46064': 1, '46200': 1, '46584': 1, '46930': 1, '47158': 1, '47198': 1, '47676': 1, '48181': 1, '48637': 1}\n",
            "sitewid -> {'46350': 1, '46351': 1}\n",
            "situat -> {'45030': 1, '45058': 1, '45172': 1, '45174': 1, '45256': 1, '45342': 1, '45383': 1, '45626': 1, '45647': 1, '45679': 1, '45681': 1, '45726': 1, '45800': 1, '45807': 1, '45810': 1, '45815': 1, '45848': 1, '45949': 1, '45992': 1, '46010': 1, '46169': 1, '46314': 1, '46432': 1, '46464': 1, '46525': 1, '46670': 1, '46809': 1, '46822': 1, '46837': 1, '46892': 1, '46983': 1, '47053': 1, '47092': 1, '47167': 1, '47282': 1, '47446': 1, '47545': 1, '47616': 1, '47849': 1, '47854': 1, '47865': 1, '47947': 1, '47998': 1, '48069': 1, '48094': 1, '48097': 1, '48297': 1, '48330': 1, '48376': 1, '48478': 1, '48484': 1, '48492': 1, '48575': 1, '48577': 1, '48638': 1, '48739': 1}\n",
            "sixmilebridg -> {'46943': 1}\n",
            "size -> {'45227': 1}\n",
            "skate -> {'47076': 1}\n",
            "skdmodelm -> {'48413': 1}\n",
            "sketch -> {'46107': 1}\n",
            "skgov -> {'45351': 1}\n",
            "ski -> {'46463': 1, '46566': 1}\n",
            "skill -> {'46106': 1, '47709': 1}\n",
            "skin -> {'46592': 1, '46795': 1, '47492': 1}\n",
            "skincar -> {'48205': 1}\n",
            "skip -> {'45107': 1, '45225': 1, '45852': 1}\n",
            "skpoli -> {'45351': 1, '48640': 1}\n",
            "skrishnakumar66 -> {'46918': 1}\n",
            "sky -> {'45780': 1, '46085': 1, '46781': 1, '47087': 1, '47447': 1}\n",
            "skynet -> {'48267': 1}\n",
            "skynew -> {'45582': 1, '47857': 1, '48067': 1}\n",
            "skype -> {'48453': 1}\n",
            "skyrocket -> {'45002': 1, '45159': 1, '45329': 1, '45524': 1, '46134': 1, '46369': 1, '46499': 1, '46538': 1, '48687': 1}\n",
            "sl36lhvpxl -> {'47634': 1}\n",
            "slap -> {'45961': 1}\n",
            "slash -> {'46771': 1, '47587': 1, '48712': 1}\n",
            "slayer -> {'47231': 1}\n",
            "sleazi -> {'46306': 1}\n",
            "slee -> {'48315': 1}\n",
            "sleep -> {'45194': 1, '45195': 1, '46151': 1, '46284': 1, '47400': 1, '48315': 1, '48544': 1, '48602': 1}\n",
            "sleepi -> {'47264': 1}\n",
            "sleight -> {'47929': 1}\n",
            "slfhnuyhvp -> {'46655': 1}\n",
            "slfwx643i7 -> {'45526': 1}\n",
            "slick -> {'47921': 1}\n",
            "slight -> {'46742': 1}\n",
            "slightli -> {'47021': 1}\n",
            "slim -> {'46911': 1}\n",
            "slip -> {'48258': 1}\n",
            "slot -> {'45435': 1, '45669': 1, '45909': 1, '46042': 1, '47158': 1, '47501': 1, '47946': 1, '47957': 1, '48022': 1, '48082': 1, '48428': 1, '48600': 1}\n",
            "slow -> {'44977': 1, '45039': 1, '45238': 1, '45292': 1, '45434': 1, '45449': 1, '45895': 1, '45976': 1, '46808': 1, '47044': 1, '47290': 1, '47774': 1, '47919': 1, '47940': 1, '48214': 1, '48322': 1}\n",
            "slower -> {'47948': 1}\n",
            "slowli -> {'46807': 1, '48055': 1}\n",
            "slsstudio -> {'48019': 1}\n",
            "sluggish -> {'46982': 1}\n",
            "slump -> {'44995': 1}\n",
            "slv -> {'45266': 1}\n",
            "slvujxr3ga -> {'48208': 1}\n",
            "smackdown -> {'47745': 1}\n",
            "small -> {'45074': 1, '45153': 1, '45156': 1, '45166': 1, '45282': 1, '45381': 1, '45649': 1, '45758': 1, '45801': 1, '45831': 1, '45873': 1, '45914': 1, '45970': 1, '46171': 1, '46172': 1, '46217': 1, '46287': 1, '46356': 1, '46445': 1, '46591': 1, '46622': 1, '46766': 1, '46834': 1, '47079': 1, '47638': 1, '47666': 1, '47721': 1, '47819': 1, '48051': 1, '48161': 1, '48180': 1, '48244': 1, '48287': 1, '48292': 1, '48343': 1, '48435': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1, '48552': 1, '48601': 1, '48656': 1, '48671': 1}\n",
            "smallbiz -> {'48648': 1}\n",
            "smallbusi -> {'45872': 1, '47382': 1, '47703': 1}\n",
            "smallbusinesssupport -> {'48552': 1}\n",
            "smaller -> {'48152': 1}\n",
            "smart -> {'45102': 1, '45251': 1, '45377': 1, '45382': 1, '45409': 1, '45519': 1, '45782': 1, '45786': 1, '46579': 1, '46603': 1, '46637': 1, '46912': 1, '47130': 1, '48188': 1}\n",
            "smarter -> {'47406': 1}\n",
            "smartest -> {'46298': 1}\n",
            "smartfoodservic -> {'45144': 1}\n",
            "smartnew -> {'47453': 1}\n",
            "smartphon -> {'45296': 1}\n",
            "smdh -> {'47892': 1}\n",
            "sme -> {'45872': 1}\n",
            "smell -> {'45513': 1}\n",
            "smh -> {'45749': 1, '46137': 1, '46233': 1, '46438': 1, '46785': 1, '48471': 1}\n",
            "smile -> {'45845': 1, '46022': 1, '46037': 1, '46195': 1, '47712': 1, '48497': 1}\n",
            "smoke -> {'46561': 1, '46603': 1, '47320': 1, '48160': 1}\n",
            "smoker -> {'47320': 1}\n",
            "smooth -> {'45566': 1, '46592': 1, '48572': 1}\n",
            "smoothi -> {'46874': 1}\n",
            "smoothradio -> {'48576': 1}\n",
            "smqchina -> {'45426': 1}\n",
            "snack -> {'46656': 1, '47298': 1, '47321': 1, '47518': 1, '47523': 1, '47537': 1, '47713': 1, '47736': 1, '48090': 1, '48119': 1}\n",
            "snackabl -> {'45487': 1}\n",
            "snap -> {'45493': 1, '45522': 1, '45536': 1, '45593': 1, '46931': 1, '47805': 1, '47979': 1}\n",
            "snapchat -> {'47105': 1}\n",
            "sneaker -> {'45653': 1, '48109': 1}\n",
            "sneez -> {'45115': 1, '45638': 1, '46474': 1, '46894': 1, '46924': 1, '47060': 1, '47135': 1, '47486': 1, '47504': 1, '47688': 1, '47696': 1, '47743': 1}\n",
            "snell -> {'48073': 1}\n",
            "snicker -> {'45917': 1}\n",
            "sniffl -> {'47135': 1}\n",
            "snow -> {'45594': 1, '46208': 1, '46501': 1, '46597': 1, '48385': 1}\n",
            "snowden -> {'48439': 1}\n",
            "snowstorm -> {'46267': 1}\n",
            "snuggl -> {'48576': 1}\n",
            "soap -> {'44961': 1, '44991': 1, '44993': 1, '44994': 1, '45045': 1, '45088': 1, '45099': 1, '45134': 1, '45156': 1, '45226': 1, '45295': 1, '45297': 1, '45310': 1, '45398': 1, '45401': 1, '45525': 1, '45620': 1, '45622': 1, '45697': 1, '45862': 1, '45884': 1, '45924': 1, '45933': 1, '46066': 1, '46237': 1, '46507': 1, '46642': 1, '46736': 1, '46791': 1, '46888': 1, '46912': 1, '47030': 1, '47150': 1, '47324': 1, '47377': 1, '47466': 1, '47536': 1, '47582': 1, '47630': 1, '47691': 1, '47913': 1, '48080': 1, '48176': 1, '48392': 1, '48433': 1, '48475': 1, '48513': 1, '48574': 1, '48665': 1}\n",
            "soapandwat -> {'47100': 1}\n",
            "soar -> {'48596': 1}\n",
            "sobei -> {'46575': 1}\n",
            "sobi -> {'45298': 1}\n",
            "sobov -> {'45298': 1}\n",
            "socal -> {'47390': 1}\n",
            "soccer -> {'46304': 1, '46378': 1}\n",
            "social -> {'44982': 1, '45063': 1, '45118': 1, '45195': 1, '45218': 1, '45264': 1, '45334': 1, '45382': 1, '45467': 1, '45511': 1, '45582': 1, '45638': 1, '45689': 1, '45712': 1, '45784': 1, '45787': 1, '45788': 1, '45841': 1, '45914': 1, '46060': 1, '46193': 1, '46212': 1, '46225': 1, '46262': 1, '46275': 1, '46450': 1, '46497': 1, '46526': 1, '46664': 1, '46710': 1, '46733': 1, '46829': 1, '46844': 1, '46856': 1, '47049': 1, '47180': 1, '47191': 1, '47248': 1, '47259': 1, '47289': 1, '47313': 1, '47320': 1, '47342': 1, '47364': 1, '47426': 1, '47519': 1, '47544': 1, '47620': 1, '47635': 1, '47676': 1, '47677': 1, '47756': 1, '47764': 1, '47935': 1, '47937': 1, '47985': 1, '48007': 1, '48010': 1, '48013': 1, '48040': 1, '48133': 1, '48141': 1, '48268': 1, '48287': 1, '48294': 1, '48335': 1, '48453': 1, '48544': 1, '48552': 1, '48575': 1, '48582': 1, '48585': 1}\n",
            "socialbflymag -> {'48187': 1}\n",
            "socialdist -> {'47130': 1, '48724': 1}\n",
            "socialdistanc -> {'45253': 1, '45308': 1, '45427': 1, '45536': 1, '45758': 1, '46037': 1, '46207': 1, '46251': 1, '47441': 1, '47445': 1, '47723': 1, '47869': 1, '47891': 1, '47927': 1, '48012': 1, '48040': 1, '48294': 1, '48440': 1, '48484': 1}\n",
            "socialdistancingnow -> {'48254': 1}\n",
            "socialinequ -> {'48630': 1}\n",
            "socialismfortherich -> {'46111': 1}\n",
            "societ -> {'45230': 1}\n",
            "societi -> {'45381': 1, '45628': 1, '45773': 1, '45848': 1, '45940': 1, '45961': 1, '46035': 1, '46327': 1, '47683': 1, '47876': 1, '48395': 1, '48401': 1}\n",
            "socioeconom -> {'47464': 1}\n",
            "sociolog -> {'47426': 1}\n",
            "sociopath -> {'46902': 1}\n",
            "sock -> {'45782': 1, '47920': 1}\n",
            "sockfetish -> {'45782': 1}\n",
            "sockfetishsock -> {'45782': 1}\n",
            "soda -> {'46209': 1, '46617': 1, '47102': 1, '47140': 1, '47635': 1}\n",
            "sofa -> {'45483': 1}\n",
            "sofia -> {'45944': 1}\n",
            "soft -> {'47846': 1}\n",
            "softwar -> {'45801': 1, '46884': 1}\n",
            "sohos1963 -> {'45968': 1}\n",
            "soi -> {'47827': 1}\n",
            "solac -> {'47201': 1}\n",
            "sold -> {'44953': 1, '44961': 1, '44973': 1, '45271': 1, '45401': 1, '45410': 1, '45557': 1, '45669': 1, '45720': 1, '45806': 1, '45853': 1, '45983': 1, '46008': 1, '46130': 1, '46167': 1, '46427': 1, '46642': 1, '46718': 1, '46807': 1, '46882': 1, '47026': 1, '47196': 1, '47265': 1, '47309': 1, '47852': 1, '48202': 1, '48374': 1}\n",
            "soldout -> {'45082': 1}\n",
            "sole -> {'46357': 1, '47330': 1, '48060': 1}\n",
            "solid -> {'45059': 1, '45146': 1, '46066': 1, '46288': 1, '47006': 1, '47182': 1}\n",
            "solidar -> {'46036': 1, '48013': 1}\n",
            "solubl -> {'47645': 1}\n",
            "solut -> {'45055': 1, '45554': 1, '46785': 1, '47434': 1, '47542': 1, '47857': 1, '48069': 1, '48231': 1, '48282': 1, '48427': 1, '48572': 1, '48641': 1}\n",
            "solv -> {'46523': 1, '46637': 1, '48430': 1}\n",
            "somber -> {'45855': 1}\n",
            "some1 -> {'48458': 1}\n",
            "someth -> {'48749': 1}\n",
            "son -> {'45333': 1, '45899': 1, '47315': 1, '48614': 1}\n",
            "song -> {'45893': 1, '46653': 1}\n",
            "songwevera -> {'46593': 1}\n",
            "soon -> {'44978': 1, '45501': 1, '45750': 1, '45932': 1, '45992': 1, '46487': 1, '46613': 1, '46744': 1, '46764': 1, '46790': 1, '46801': 1, '46857': 1, '47008': 1, '47020': 1, '47415': 1, '47462': 1, '47723': 1, '47739': 1, '47859': 1, '47934': 1, '48032': 1, '48057': 1, '48340': 1, '48508': 1, '48718': 1}\n",
            "sooner -> {'47793': 1}\n",
            "sooo -> {'47348': 1}\n",
            "sooth -> {'45617': 1, '46592': 1}\n",
            "sootmhogm5 -> {'48154': 1}\n",
            "sorri -> {'45215': 1, '45226': 1, '45271': 1, '45478': 1, '45694': 1, '46232': 1, '46977': 1, '47293': 1, '47665': 1, '47918': 1, '48578': 1, '48579': 1}\n",
            "sorrynotsorri -> {'45165': 1, '47639': 1}\n",
            "sort -> {'45016': 1, '45034': 1, '45411': 1, '46049': 1, '46724': 1, '46967': 1, '47607': 1, '48452': 1}\n",
            "soul -> {'47296': 1}\n",
            "sound -> {'45127': 1, '45693': 1, '45704': 1, '45764': 1, '45902': 1, '47388': 1, '47931': 1, '48252': 1, '48444': 1}\n",
            "sounder -> {'45808': 1}\n",
            "soup -> {'45500': 1, '45598': 1, '45758': 1, '45879': 1, '46153': 1, '46273': 1, '46274': 1, '46340': 1, '46542': 1, '46753': 1, '47140': 1, '47192': 1, '47981': 1, '48121': 1}\n",
            "sourc -> {'45062': 1, '45155': 1, '46046': 1, '46134': 1, '46603': 1, '46815': 1, '47507': 1, '47569': 1, '47964': 1, '47992': 1, '48255': 1, '48324': 1, '48355': 1}\n",
            "south -> {'45368': 1, '46115': 1, '46314': 1, '46579': 1, '46639': 1, '46992': 1, '47608': 1, '47910': 1, '47953': 1, '48091': 1, '48358': 1}\n",
            "southbai -> {'46579': 1}\n",
            "southend -> {'48297': 1}\n",
            "southern -> {'47792': 1, '48424': 1, '48514': 1, '48591': 1}\n",
            "southi -> {'46877': 1}\n",
            "southkorea -> {'45245': 1}\n",
            "southwal -> {'45721': 1}\n",
            "soxandd -> {'48136': 1}\n",
            "sp -> {'45377': 1}\n",
            "sp500 -> {'45631': 1}\n",
            "space -> {'45556': 1, '45571': 1, '45651': 1, '46344': 1, '46739': 1, '46801': 1, '46924': 1, '46930': 1, '46973': 1, '46985': 1, '47494': 1, '47509': 1, '47721': 1, '48363': 1, '48564': 1}\n",
            "spaceangel1964 -> {'47093': 1}\n",
            "spaceforcebravo -> {'48148': 1}\n",
            "spaghetti -> {'46472': 1, '47574': 1}\n",
            "spaghettio -> {'46241': 1}\n",
            "spain -> {'45232': 1, '45354': 1, '45461': 1, '46674': 1, '47286': 1, '47317': 1, '47424': 1, '47448': 1, '47586': 1, '47764': 1}\n",
            "spaincoronaviru -> {'46674': 1, '47286': 1}\n",
            "spam -> {'47403': 1}\n",
            "spanish -> {'47764': 1, '48447': 1}\n",
            "spare -> {'45383': 1, '45424': 1, '45865': 1, '47389': 1, '47920': 1, '48001': 1, '48490': 1}\n",
            "spark -> {'47871': 1, '48429': 1, '48683': 1, '48696': 1, '48736': 1}\n",
            "sparkl -> {'47102': 1}\n",
            "spawn -> {'46286': 1}\n",
            "spead -> {'45537': 1}\n",
            "speak -> {'45525': 1, '47204': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1, '48636': 1}\n",
            "speaker -> {'45695': 1}\n",
            "speakerpelosi -> {'45293': 1, '46268': 1}\n",
            "speci -> {'46662': 1, '48350': 1, '48375': 1}\n",
            "special -> {'44962': 1, '45094': 1, '45243': 1, '45888': 1, '46116': 1, '46372': 1, '47799': 1, '48547': 1, '48621': 1, '48672': 1, '48696': 1, '48715': 1}\n",
            "specialis -> {'45785': 1}\n",
            "specialist -> {'48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1}\n",
            "specialti -> {'46097': 1, '47311': 1, '47713': 1, '48501': 1}\n",
            "specif -> {'46009': 1, '47132': 1, '47383': 1, '47616': 1, '47984': 1, '48234': 1}\n",
            "spectr -> {'47070': 1}\n",
            "specul -> {'46889': 1, '47413': 1}\n",
            "speech -> {'45105': 1, '45349': 1, '45587': 1, '46121': 1}\n",
            "speed -> {'45077': 1, '45078': 1}\n",
            "spend -> {'44970': 1, '45058': 1, '45067': 1, '45111': 1, '45112': 1, '45224': 1, '45428': 1, '45645': 1, '46123': 1, '46156': 1, '46342': 1, '46633': 1, '46671': 1, '46961': 1, '47249': 1, '47295': 1, '47493': 1, '47635': 1, '47819': 1, '47862': 1, '47902': 1, '47918': 1, '48112': 1, '48407': 1, '48546': 1, '48585': 1, '48622': 1, '48639': 1, '48676': 1, '48687': 1, '48696': 1}\n",
            "spent -> {'46044': 1, '46194': 1, '46246': 1, '46357': 1, '46916': 1, '47036': 1, '47145': 1, '47274': 1, '47280': 1, '47531': 1, '48040': 1, '48093': 1}\n",
            "spg -> {'48059': 1}\n",
            "spgmarketintel -> {'45292': 1}\n",
            "sphere -> {'46497': 1, '46847': 1}\n",
            "spice -> {'45772': 1, '46034': 1}\n",
            "spike -> {'45051': 1, '45207': 1, '45235': 1, '45341': 1, '45519': 1, '45785': 1, '47362': 1, '47430': 1, '47901': 1, '48031': 1}\n",
            "spikeinthemidg -> {'48019': 1}\n",
            "spin -> {'45014': 1, '48513': 1}\n",
            "spinal -> {'48455': 1}\n",
            "spine -> {'45987': 1}\n",
            "spirit -> {'45463': 1, '45607': 1, '45858': 1, '46036': 1, '47193': 1, '47708': 1, '47791': 1, '48190': 1}\n",
            "spite -> {'46099': 1}\n",
            "spleen -> {'46711': 1}\n",
            "split -> {'45999': 1, '47131': 1}\n",
            "spoil -> {'46049': 1, '46556': 1}\n",
            "spoke -> {'45561': 1, '47792': 1, '48405': 1, '48632': 1}\n",
            "spoken -> {'46060': 1, '46757': 1, '47700': 1, '48037': 1}\n",
            "spoon -> {'48216': 1}\n",
            "spooni -> {'45787': 1}\n",
            "sport -> {'45216': 1, '45269': 1, '45684': 1, '45695': 1, '45823': 1, '45846': 1, '45941': 1, '46476': 1, '46519': 1, '46700': 1, '46780': 1, '46840': 1, '46915': 1, '46956': 1, '47025': 1, '47396': 1, '47407': 1, '48161': 1, '48498': 1}\n",
            "sportrelief -> {'48193': 1, '48194': 1, '48195': 1}\n",
            "sportsman -> {'47438': 1}\n",
            "spot -> {'45013': 1, '45182': 1, '45478': 1, '45733': 1, '46000': 1, '46283': 1, '46373': 1, '47773': 1, '47972': 1, '48110': 1, '48142': 1, '48323': 1, '48581': 1}\n",
            "spotifi -> {'47468': 1}\n",
            "spotlightbeij -> {'45790': 1}\n",
            "sprai -> {'44994': 1, '45040': 1, '45177': 1, '45357': 1, '45598': 1, '46134': 1, '46691': 1, '46783': 1}\n",
            "spread -> {'44980': 1, '45015': 1, '45043': 1, '45059': 1, '45118': 1, '45166': 1, '45172': 1, '45189': 1, '45213': 1, '45279': 1, '45281': 1, '45333': 1, '45410': 1, '45462': 1, '45552': 1, '45675': 1, '45677': 1, '45711': 1, '45796': 1, '45844': 1, '45968': 1, '45976': 1, '46081': 1, '46102': 1, '46125': 1, '46128': 1, '46138': 1, '46292': 1, '46293': 1, '46300': 1, '46314': 1, '46441': 1, '46552': 1, '46572': 1, '46577': 1, '46674': 1, '46774': 1, '46847': 1, '46848': 1, '46862': 1, '46869': 1, '46905': 1, '46935': 1, '46938': 1, '46980': 1, '46982': 1, '46986': 1, '47044': 1, '47195': 1, '47201': 1, '47217': 1, '47231': 1, '47237': 1, '47238': 1, '47267': 1, '47366': 1, '47387': 1, '47396': 1, '47413': 1, '47427': 1, '47473': 1, '47478': 1, '47480': 1, '47551': 1, '47583': 1, '47590': 1, '47622': 1, '47637': 1, '47729': 1, '47756': 1, '47758': 1, '47825': 1, '47830': 1, '47846': 1, '47872': 1, '47879': 1, '47898': 1, '47901': 1, '47938': 1, '47997': 1, '48012': 1, '48031': 1, '48045': 1, '48063': 1, '48087': 1, '48118': 1, '48220': 1, '48231': 1, '48279': 1, '48324': 1, '48327': 1, '48384': 1, '48397': 1, '48399': 1, '48413': 1, '48414': 1, '48418': 1, '48421': 1, '48485': 1, '48520': 1, '48530': 1, '48541': 1, '48550': 1, '48602': 1, '48619': 1, '48620': 1, '48647': 1, '48669': 1, '48698': 1}\n",
            "spreaker -> {'45263': 1}\n",
            "spree -> {'45865': 1, '47140': 1, '47703': 1, '47819': 1, '48627': 1}\n",
            "spring -> {'45456': 1, '45622': 1, '45701': 1, '45858': 1, '46759': 1, '46788': 1, '47289': 1, '47485': 1, '47492': 1, '47558': 1, '47570': 1, '47989': 1}\n",
            "springbreak -> {'45622': 1}\n",
            "springbreak2020 -> {'45622': 1}\n",
            "springclean -> {'46049': 1}\n",
            "spritz -> {'46474': 1}\n",
            "sprott -> {'44975': 1}\n",
            "sproutfi -> {'47738': 1}\n",
            "spud -> {'45509': 1}\n",
            "spur -> {'47886': 1, '48020': 1}\n",
            "sputter -> {'47025': 1}\n",
            "spx -> {'44971': 1, '45478': 1}\n",
            "spy -> {'45478': 1}\n",
            "sqbf4lhb8h -> {'45005': 1}\n",
            "sqpmscmbgb -> {'48563': 1}\n",
            "squar -> {'46207': 1, '46718': 1, '47318': 1, '47374': 1, '47389': 1}\n",
            "squawk -> {'48251': 1}\n",
            "squawkcnbc -> {'48509': 1}\n",
            "squirt -> {'45094': 1}\n",
            "sri -> {'45237': 1, '45574': 1}\n",
            "srilanka -> {'46751': 1, '47023': 1}\n",
            "srilankan -> {'46989': 1}\n",
            "srinagar -> {'45317': 1}\n",
            "sripet -> {'48691': 1}\n",
            "srisri -> {'46060': 1}\n",
            "sroabqf6or -> {'45614': 1}\n",
            "srp -> {'45307': 1}\n",
            "srtsips9ow -> {'46801': 1}\n",
            "sruhl -> {'48706': 1}\n",
            "ssgtcain -> {'47630': 1}\n",
            "ssszaqvban -> {'47385': 1}\n",
            "sst -> {'48726': 1}\n",
            "st -> {'45420': 1, '45800': 1, '45870': 1, '45893': 1, '48259': 1}\n",
            "sta -> {'46074': 1, '48448': 1}\n",
            "stab -> {'45956': 1, '47157': 1}\n",
            "stabil -> {'47042': 1}\n",
            "stabl -> {'45154': 1, '45175': 1, '46370': 1, '48305': 1, '48526': 1}\n",
            "stablegeniu -> {'45340': 1}\n",
            "stack -> {'45646': 1, '46360': 1, '48471': 1}\n",
            "stadium -> {'45700': 1, '48650': 1}\n",
            "staf -> {'46357': 1, '48448': 1}\n",
            "staff -> {'45022': 1, '45031': 1, '45067': 1, '45086': 1, '45115': 1, '45219': 1, '45534': 1, '45664': 1, '45745': 1, '45927': 1, '45995': 1, '46010': 1, '46084': 1, '46104': 1, '46123': 1, '46141': 1, '46142': 1, '46224': 1, '46414': 1, '46433': 1, '46488': 1, '46590': 1, '46875': 1, '46910': 1, '46914': 1, '46950': 1, '47069': 1, '47095': 1, '47141': 1, '47289': 1, '47292': 1, '47376': 1, '47533': 1, '47634': 1, '47680': 1, '47704': 1, '47705': 1, '47709': 1, '47748': 1, '47944': 1, '48293': 1, '48338': 1, '48586': 1, '48650': 1, '48675': 1, '48713': 1, '48737': 1}\n",
            "stage -> {'44956': 1, '45212': 1, '45315': 1, '45906': 1, '46191': 1, '47135': 1, '47544': 1, '48303': 1}\n",
            "stagger -> {'47509': 1}\n",
            "stagnant -> {'45003': 1}\n",
            "stai -> {'45019': 1, '45021': 1, '45031': 1, '45032': 1, '45036': 1, '45037': 1, '45041': 1, '45056': 1, '45096': 1, '45101': 1, '45104': 1, '45134': 1, '45142': 1, '45148': 1, '45156': 1, '45179': 1, '45199': 1, '45294': 1, '45305': 1, '45322': 1, '45325': 1, '45394': 1, '45413': 1, '45416': 1, '45465': 1, '45487': 1, '45498': 1, '45527': 1, '45543': 1, '45556': 1, '45581': 1, '45598': 1, '45681': 1, '45684': 1, '45690': 1, '45758': 1, '45776': 1, '45784': 1, '45786': 1, '45788': 1, '45850': 1, '45865': 1, '45890': 1, '45929': 1, '45958': 1, '45976': 1, '45998': 1, '46032': 1, '46039': 1, '46053': 1, '46082': 1, '46084': 1, '46098': 1, '46144': 1, '46145': 1, '46177': 1, '46190': 1, '46262': 1, '46307': 1, '46319': 1, '46351': 1, '46360': 1, '46390': 1, '46414': 1, '46444': 1, '46447': 1, '46460': 1, '46499': 1, '46560': 1, '46636': 1, '46640': 1, '46678': 1, '46719': 1, '46734': 1, '46912': 1, '46925': 1, '46992': 1, '47029': 1, '47036': 1, '47144': 1, '47148': 1, '47150': 1, '47164': 1, '47220': 1, '47232': 1, '47273': 1, '47292': 1, '47330': 1, '47368': 1, '47371': 1, '47377': 1, '47441': 1, '47494': 1, '47504': 1, '47514': 1, '47590': 1, '47649': 1, '47689': 1, '47706': 1, '47708': 1, '47751': 1, '47872': 1, '47885': 1, '47889': 1, '47912': 1, '47914': 1, '47915': 1, '47927': 1, '47932': 1, '47937': 1, '47984': 1, '47985': 1, '48017': 1, '48055': 1, '48099': 1, '48100': 1, '48102': 1, '48113': 1, '48116': 1, '48118': 1, '48128': 1, '48153': 1, '48160': 1, '48162': 1, '48215': 1, '48224': 1, '48238': 1, '48244': 1, '48256': 1, '48260': 1, '48261': 1, '48271': 1, '48282': 1, '48324': 1, '48325': 1, '48333': 1, '48336': 1, '48420': 1, '48438': 1, '48510': 1, '48511': 1, '48516': 1, '48517': 1, '48520': 1, '48576': 1, '48589': 1, '48603': 1, '48610': 1, '48615': 1, '48622': 1, '48626': 1, '48646': 1, '48657': 1, '48685': 1, '48687': 1, '48708': 1, '48714': 1, '48733': 1, '48744': 1, '48745': 1, '48746': 1}\n",
            "stainless -> {'45154': 1}\n",
            "stake -> {'47463': 1}\n",
            "stalk -> {'47439': 1}\n",
            "stalker -> {'45950': 1}\n",
            "stall -> {'45335': 1}\n",
            "stam -> {'46498': 1}\n",
            "stamp -> {'45629': 1, '45734': 1, '46111': 1, '47773': 1, '48275': 1, '48393': 1}\n",
            "stamped -> {'45107': 1, '45710': 1, '46168': 1, '46305': 1}\n",
            "stand -> {'44999': 1, '45380': 1, '45550': 1, '45599': 1, '45754': 1, '45862': 1, '45977': 1, '46434': 1, '46786': 1, '46866': 1, '46928': 1, '47201': 1, '47282': 1, '47316': 1, '47547': 1, '47550': 1, '47904': 1, '48205': 1, '48235': 1, '48494': 1, '48616': 1}\n",
            "standard -> {'46534': 1, '47725': 1}\n",
            "standup -> {'47402': 1}\n",
            "stapl -> {'47777': 1, '48044': 1, '48213': 1, '48483': 1}\n",
            "star -> {'47897': 1, '48627': 1}\n",
            "staradvertis -> {'48031': 1}\n",
            "starbuck -> {'45111': 1, '45532': 1, '46710': 1, '47723': 1, '48480': 1}\n",
            "stare -> {'45862': 1, '46474': 1, '47060': 1}\n",
            "start -> {'44973': 1, '45034': 1, '45079': 1, '45130': 1, '45192': 1, '45212': 1, '45245': 1, '45280': 1, '45292': 1, '45297': 1, '45414': 1, '45546': 1, '45558': 1, '45584': 1, '45593': 1, '45605': 1, '45630': 1, '45635': 1, '45638': 1, '45655': 1, '45698': 1, '45774': 1, '45783': 1, '45815': 1, '45818': 1, '45832': 1, '45838': 1, '45871': 1, '45902': 1, '45911': 1, '45975': 1, '45989': 1, '46079': 1, '46084': 1, '46089': 1, '46114': 1, '46169': 1, '46186': 1, '46190': 1, '46244': 1, '46318': 1, '46344': 1, '46366': 1, '46431': 1, '46487': 1, '46494': 1, '46531': 1, '46536': 1, '46571': 1, '46595': 1, '46673': 1, '46697': 1, '46721': 1, '46801': 1, '46840': 1, '46884': 1, '46898': 1, '46935': 1, '46953': 1, '46992': 1, '47028': 1, '47112': 1, '47114': 1, '47122': 1, '47127': 1, '47152': 1, '47198': 1, '47216': 1, '47232': 1, '47413': 1, '47440': 1, '47458': 1, '47462': 1, '47534': 1, '47580': 1, '47586': 1, '47655': 1, '47686': 1, '47718': 1, '47731': 1, '47748': 1, '47790': 1, '47836': 1, '47953': 1, '47969': 1, '47978': 1, '48083': 1, '48097': 1, '48098': 1, '48306': 1, '48359': 1, '48497': 1, '48520': 1, '48528': 1, '48698': 1, '48728': 1, '48748': 1}\n",
            "startup -> {'45495': 1}\n",
            "starv -> {'45333': 1, '46299': 1, '47186': 1, '47403': 1, '47414': 1, '47542': 1, '48684': 1}\n",
            "starvat -> {'46317': 1, '46807': 1, '48269': 1}\n",
            "stash -> {'45742': 1, '46070': 1, '46296': 1, '47186': 1, '48114': 1, '48136': 1}\n",
            "stat -> {'45008': 1, '45567': 1, '48342': 1}\n",
            "state -> {'44983': 1, '45004': 1, '45048': 1, '45051': 1, '45061': 1, '45163': 1, '45169': 1, '45252': 1, '45280': 1, '45299': 1, '45525': 1, '45593': 1, '45621': 1, '45734': 1, '45753': 1, '45930': 1, '46130': 1, '46228': 1, '46244': 1, '46416': 1, '46467': 1, '46475': 1, '46571': 1, '46697': 1, '46801': 1, '46837': 1, '47150': 1, '47307': 1, '47315': 1, '47410': 1, '47411': 1, '47462': 1, '47467': 1, '47589': 1, '47714': 1, '47799': 1, '47988': 1, '48066': 1, '48074': 1, '48114': 1, '48158': 1, '48174': 1, '48210': 1, '48249': 1, '48275': 1, '48309': 1, '48311': 1, '48437': 1, '48609': 1, '48652': 1, '48679': 1, '48727': 1, '48739': 1}\n",
            "statement -> {'45627': 1, '45950': 1, '46944': 1, '46952': 1, '47182': 1, '47496': 1, '48097': 1, '48225': 1, '48337': 1, '48389': 1}\n",
            "staten -> {'47034': 1}\n",
            "stateofemerg -> {'45948': 1, '46230': 1, '46749': 1, '47142': 1, '47270': 1, '47352': 1, '47670': 1}\n",
            "statewid -> {'45061': 1, '46723': 1}\n",
            "station -> {'44974': 1, '45073': 1, '45100': 1, '45281': 1, '45393': 1, '45409': 1, '45476': 1, '45850': 1, '46040': 1, '46222': 1, '46294': 1, '47318': 1, '47389': 1, '47445': 1, '48498': 1, '48535': 1}\n",
            "statist -> {'45008': 1, '45950': 1}\n",
            "statista -> {'45437': 1}\n",
            "statistachart -> {'46886': 1}\n",
            "statistieken -> {'45950': 1}\n",
            "statu -> {'46016': 1, '46616': 1, '46986': 1, '47607': 1, '48251': 1, '48298': 1}\n",
            "stayathom -> {'46587': 1, '47405': 1, '47622': 1, '47995': 1, '47996': 1, '48069': 1, '48263': 1, '48622': 1}\n",
            "staycalm -> {'48176': 1}\n",
            "staycat -> {'46362': 1}\n",
            "stayhealthi -> {'46248': 1, '46630': 1}\n",
            "stayhom -> {'46017': 1, '46255': 1, '46338': 1, '46696': 1, '47626': 1, '47627': 1, '47723': 1, '47729': 1, '48110': 1, '48720': 1}\n",
            "stayhomebelgium -> {'45837': 1, '46017': 1}\n",
            "stayinsid -> {'47596': 1}\n",
            "staykind -> {'48204': 1}\n",
            "staysaf -> {'45070': 1, '46092': 1, '46248': 1, '46362': 1, '46630': 1}\n",
            "staysafeph -> {'45277': 1}\n",
            "staystrong -> {'45626': 1}\n",
            "staythefhom -> {'47823': 1, '47885': 1, '48050': 1, '48159': 1, '48406': 1, '48513': 1, '48582': 1, '48686': 1, '48724': 1}\n",
            "staywok -> {'46630': 1}\n",
            "steak -> {'45169': 1, '46471': 1, '47321': 1}\n",
            "steakhous -> {'47748': 1}\n",
            "steal -> {'45119': 1, '46314': 1, '46938': 1, '47389': 1, '47412': 1, '47860': 1, '48529': 1, '48626': 1}\n",
            "steam -> {'47375': 1, '47580': 1, '47648': 1}\n",
            "steel -> {'45154': 1}\n",
            "steep -> {'45024': 1, '45038': 1, '45136': 1}\n",
            "steer -> {'45683': 1}\n",
            "stefaniya -> {'47596': 1}\n",
            "stem -> {'46081': 1}\n",
            "step -> {'44999': 1, '45741': 1, '45868': 1, '46228': 1, '46640': 1, '47215': 1, '47289': 1, '47353': 1, '47373': 1, '47480': 1, '47793': 1, '48231': 1, '48249': 1, '48311': 1, '48324': 1, '48399': 1, '48439': 1, '48478': 1, '48585': 1}\n",
            "stephanecullati -> {'45638': 1}\n",
            "stephenpunwasi -> {'45673': 1}\n",
            "stereotyp -> {'45868': 1}\n",
            "steril -> {'45219': 1, '48445': 1}\n",
            "steve -> {'46895': 1}\n",
            "steven -> {'47774': 1}\n",
            "stevenmnuchin1 -> {'45181': 1}\n",
            "stevescalis -> {'46498': 1}\n",
            "stewardess -> {'47556': 1}\n",
            "stfu -> {'46438': 1}\n",
            "stgallen -> {'46858': 1}\n",
            "sthelenaca -> {'47586': 1}\n",
            "stick -> {'47013': 1, '47041': 1, '47151': 1, '47507': 1, '48490': 1}\n",
            "sticker -> {'45227': 1, '48036': 1}\n",
            "still -> {'44988': 1, '45065': 1, '45149': 1, '45280': 1, '45281': 1, '45315': 1, '45384': 1, '45399': 1, '45408': 1, '45420': 1, '45463': 1, '45482': 1, '45548': 1, '45572': 1, '45575': 1, '45580': 1, '45653': 1, '45660': 1, '45680': 1, '45689': 1, '45713': 1, '45733': 1, '45742': 1, '45796': 1, '45825': 1, '45885': 1, '45895': 1, '45907': 1, '45916': 1, '45952': 1, '46022': 1, '46027': 1, '46028': 1, '46033': 1, '46099': 1, '46104': 1, '46166': 1, '46178': 1, '46191': 1, '46231': 1, '46254': 1, '46292': 1, '46299': 1, '46444': 1, '46458': 1, '46507': 1, '46535': 1, '46571': 1, '46584': 1, '46593': 1, '46636': 1, '46658': 1, '46678': 1, '46785': 1, '46856': 1, '46859': 1, '46879': 1, '46935': 1, '46989': 1, '46997': 1, '47005': 1, '47018': 1, '47026': 1, '47106': 1, '47137': 1, '47152': 1, '47165': 1, '47190': 1, '47250': 1, '47293': 1, '47321': 1, '47350': 1, '47367': 1, '47430': 1, '47517': 1, '47522': 1, '47536': 1, '47538': 1, '47567': 1, '47616': 1, '47645': 1, '47661': 1, '47713': 1, '47719': 1, '47736': 1, '47741': 1, '47759': 1, '47781': 1, '47802': 1, '47809': 1, '47828': 1, '47845': 1, '47846': 1, '47933': 1, '47973': 1, '48008': 1, '48052': 1, '48053': 1, '48071': 1, '48079': 1, '48084': 1, '48094': 1, '48101': 1, '48133': 1, '48143': 1, '48152': 1, '48154': 1, '48176': 1, '48183': 1, '48187': 1, '48192': 1, '48256': 1, '48287': 1, '48318': 1, '48363': 1, '48427': 1, '48442': 1, '48468': 1, '48486': 1, '48508': 1, '48528': 1, '48565': 1, '48572': 1, '48677': 1, '48705': 1, '48707': 1, '48737': 1}\n",
            "stimul -> {'45770': 1}\n",
            "stimulu -> {'45016': 1, '45058': 1, '45067': 1, '45617': 1, '46771': 1, '47874': 1, '48139': 1}\n",
            "stimuluspackag -> {'46785': 1}\n",
            "stir -> {'47421': 1}\n",
            "stk8oalu4m -> {'48478': 1}\n",
            "stlya2wjjl -> {'46260': 1}\n",
            "sto -> {'45839': 1}\n",
            "stock -> {'44953': 1, '44956': 1, '44975': 1, '44981': 1, '44992': 1, '44995': 1, '45001': 1, '45002': 1, '45006': 1, '45012': 1, '45014': 1, '45018': 1, '45021': 1, '45026': 1, '45027': 1, '45028': 1, '45029': 1, '45030': 1, '45031': 1, '45032': 1, '45033': 1, '45043': 1, '45052': 1, '45054': 1, '45057': 1, '45059': 1, '45060': 1, '45063': 1, '45064': 1, '45066': 1, '45068': 1, '45069': 1, '45075': 1, '45079': 1, '45080': 1, '45082': 1, '45083': 1, '45084': 1, '45085': 1, '45086': 1, '45088': 1, '45089': 1, '45090': 1, '45101': 1, '45102': 1, '45103': 1, '45105': 1, '45107': 1, '45108': 1, '45109': 1, '45112': 1, '45113': 1, '45118': 1, '45122': 1, '45128': 1, '45130': 1, '45132': 1, '45133': 1, '45135': 1, '45136': 1, '45137': 1, '45138': 1, '45140': 1, '45144': 1, '45148': 1, '45149': 1, '45151': 1, '45153': 1, '45156': 1, '45158': 1, '45166': 1, '45170': 1, '45173': 1, '45174': 1, '45177': 1, '45179': 1, '45180': 1, '45185': 1, '45189': 1, '45193': 1, '45194': 1, '45195': 1, '45198': 1, '45199': 1, '45205': 1, '45206': 1, '45208': 1, '45210': 1, '45211': 1, '45212': 1, '45213': 1, '45214': 1, '45215': 1, '45223': 1, '45226': 1, '45231': 1, '45234': 1, '45239': 1, '45252': 1, '45259': 1, '45261': 1, '45263': 1, '45265': 1, '45266': 1, '45269': 1, '45271': 1, '45272': 1, '45289': 1, '45291': 1, '45293': 1, '45294': 1, '45295': 1, '45300': 1, '45304': 1, '45305': 1, '45311': 1, '45319': 1, '45320': 1, '45322': 1, '45325': 1, '45327': 1, '45332': 1, '45338': 1, '45339': 1, '45343': 1, '45353': 1, '45354': 1, '45362': 1, '45367': 1, '45390': 1, '45392': 1, '45394': 1, '45400': 1, '45404': 1, '45405': 1, '45407': 1, '45411': 1, '45416': 1, '45422': 1, '45427': 1, '45434': 1, '45437': 1, '45447': 1, '45448': 1, '45454': 1, '45462': 1, '45463': 1, '45465': 1, '45473': 1, '45478': 1, '45482': 1, '45487': 1, '45488': 1, '45498': 1, '45501': 1, '45502': 1, '45506': 1, '45512': 1, '45513': 1, '45517': 1, '45518': 1, '45522': 1, '45529': 1, '45538': 1, 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'47538': 1, '47539': 1, '47542': 1, '47551': 1, '47555': 1, '47556': 1, '47563': 1, '47564': 1, '47565': 1, '47566': 1, '47568': 1, '47570': 1, '47574': 1, '47576': 1, '47577': 1, '47580': 1, '47582': 1, '47585': 1, '47596': 1, '47597': 1, '47599': 1, '47600': 1, '47603': 1, '47604': 1, '47616': 1, '47626': 1, '47627': 1, '47641': 1, '47642': 1, '47643': 1, '47645': 1, '47651': 1, '47654': 1, '47659': 1, '47660': 1, '47661': 1, '47662': 1, '47664': 1, '47670': 1, '47671': 1, '47684': 1, '47685': 1, '47688': 1, '47690': 1, '47691': 1, '47693': 1, '47702': 1, '47706': 1, '47707': 1, '47710': 1, '47725': 1, '47731': 1, '47734': 1, '47735': 1, '47736': 1, '47737': 1, '47739': 1, '47746': 1, '47751': 1, '47752': 1, '47757': 1, '47759': 1, '47768': 1, '47771': 1, '47773': 1, '47776': 1, '47778': 1, '47785': 1, '47787': 1, '47788': 1, '47792': 1, '47793': 1, '47797': 1, '47802': 1, '47803': 1, '47809': 1, '47816': 1, '47817': 1, '47821': 1, '47822': 1, '47823': 1, '47826': 1, '47829': 1, '47831': 1, '47833': 1, '47838': 1, '47839': 1, '47840': 1, '47841': 1, '47843': 1, '47856': 1, '47866': 1, '47870': 1, '47877': 1, '47880': 1, '47881': 1, '47887': 1, '47888': 1, '47889': 1, '47895': 1, '47896': 1, '47899': 1, '47912': 1, '47913': 1, '47918': 1, '47930': 1, '47935': 1, '47937': 1, '47943': 1, '47945': 1, '47948': 1, '47949': 1, '47956': 1, '47958': 1, '47960': 1, '47961': 1, '47965': 1, '47970': 1, '47976': 1, '47977': 1, '47980': 1, '47981': 1, '47982': 1, '47983': 1, '47984': 1, '47985': 1, '47986': 1, '47998': 1, '48000': 1, '48008': 1, '48027': 1, '48028': 1, '48030': 1, '48032': 1, '48036': 1, '48050': 1, '48051': 1, '48055': 1, '48056': 1, '48073': 1, '48080': 1, '48081': 1, '48085': 1, '48086': 1, '48090': 1, '48091': 1, '48092': 1, '48095': 1, '48099': 1, '48110': 1, '48113': 1, '48115': 1, '48116': 1, '48120': 1, '48121': 1, '48122': 1, '48123': 1, '48124': 1, '48125': 1, '48126': 1, '48127': 1, '48137': 1, '48138': 1, '48139': 1, '48147': 1, '48151': 1, '48152': 1, '48154': 1, '48155': 1, '48157': 1, '48160': 1, '48161': 1, '48163': 1, '48167': 1, '48172': 1, '48177': 1, '48180': 1, '48182': 1, '48184': 1, '48185': 1, '48187': 1, '48190': 1, '48200': 1, '48204': 1, '48212': 1, '48213': 1, '48218': 1, '48219': 1, '48223': 1, '48227': 1, '48229': 1, '48235': 1, '48244': 1, '48245': 1, '48247': 1, '48255': 1, '48256': 1, '48258': 1, '48260': 1, '48268': 1, '48269': 1, '48275': 1, '48276': 1, '48288': 1, '48291': 1, '48293': 1, '48310': 1, '48312': 1, '48313': 1, '48317': 1, '48318': 1, '48336': 1, '48341': 1, '48342': 1, '48357': 1, '48366': 1, '48377': 1, '48400': 1, '48411': 1, '48432': 1, '48446': 1, '48465': 1, '48469': 1, '48471': 1, '48481': 1, '48487': 1, '48504': 1, '48510': 1, '48512': 1, '48521': 1, '48526': 1, '48536': 1, '48538': 1, '48539': 1, '48541': 1, '48544': 1, '48545': 1, '48561': 1, '48574': 1, '48580': 1, '48592': 1, '48595': 1, '48609': 1, '48611': 1, '48628': 1, '48637': 1, '48644': 1, '48653': 1, '48654': 1, '48682': 1, '48686': 1, '48688': 1, '48690': 1, '48692': 1, '48712': 1, '48713': 1, '48714': 1, '48723': 1, '48728': 1, '48737': 1}\n",
            "stockholm -> {'48416': 1}\n",
            "stockmarket -> {'46380': 1, '46387': 1}\n",
            "stockmarketcrash -> {'46156': 1}\n",
            "stockmarketcrash2020 -> {'45631': 1, '45888': 1, '46375': 1, '46677': 1}\n",
            "stockphoto -> {'45178': 1}\n",
            "stockphotographi -> {'45178': 1}\n",
            "stockpil -> {'44970': 1, '45080': 1, '45091': 1, '45135': 1, '45139': 1, '45270': 1, '45318': 1, '45350': 1, '45406': 1, '45419': 1, '45436': 1, '45465': 1, '45479': 1, '45500': 1, '45537': 1, '45562': 1, '45574': 1, '45879': 1, '46046': 1, '46119': 1, '46184': 1, '46199': 1, '46219': 1, '46223': 1, '46363': 1, '46500': 1, '46652': 1, '46702': 1, '46715': 1, '46735': 1, '46748': 1, '46862': 1, '46936': 1, '46939': 1, '47123': 1, '47265': 1, '47393': 1, '47398': 1, '47663': 1, '47735': 1, '47868': 1, '47969': 1, '48193': 1, '48194': 1, '48195': 1, '48490': 1, '48642': 1, '48687': 1}\n",
            "stockpilingtwat -> {'47026': 1}\n",
            "stockstowatch -> {'47265': 1}\n",
            "stockup -> {'47885': 1, '48204': 1, '48212': 1, '48222': 1, '48488': 1, '48660': 1}\n",
            "stockx -> {'45653': 1}\n",
            "stoke -> {'45918': 1, '48483': 1}\n",
            "stole -> {'45250': 1}\n",
            "stolen -> {'46454': 1}\n",
            "stoneybatt -> {'48190': 1}\n",
            "stonk -> {'45692': 1}\n",
            "stood -> {'45321': 1, '47481': 1}\n",
            "stop -> {'45031': 1, '45366': 1, '45911': 1, '46498': 1, '47906': 1, '48456': 1}\n",
            "stopandshop -> {'47968': 1}\n",
            "stopcrimin -> {'47923': 1}\n",
            "stopfreekingout -> {'46659': 1}\n",
            "stophoard -> {'46810': 1, '48684': 1}\n",
            "stoppanicbui -> {'45318': 1, '47066': 1, '47369': 1, '47807': 1, '47808': 1, '47857': 1, '47915': 1, '47923': 1, '47941': 1, '47971': 1, '47987': 1, '48011': 1, '48015': 1, '48108': 1, '48284': 1, '48285': 1, '48340': 1, '48353': 1, '48441': 1, '48457': 1, '48576': 1, '48625': 1, '48652': 1, '48684': 1, '48716': 1}\n",
            "stoppanick -> {'46012': 1}\n",
            "stoppit -> {'45334': 1}\n",
            "stopstockpil -> {'46862': 1, '48108': 1}\n",
            "storabl -> {'47063': 1}\n",
            "storag -> {'45108': 1, '47127': 1, '47215': 1, '47738': 1, '47829': 1, '47894': 1}\n",
            "store -> {'44966': 1, '44974': 1, '45005': 1, '45025': 1, '45027': 1, '45031': 1, '45065': 1, '45067': 1, '45073': 1, '45082': 1, '45086': 1, '45090': 1, '45098': 1, '45107': 1, '45111': 1, '45115': 1, '45116': 1, '45121': 1, '45126': 1, '45129': 1, '45130': 1, '45138': 1, '45142': 1, '45146': 1, '45147': 1, '45152': 1, '45160': 1, '45167': 1, '45169': 1, '45176': 1, '45177': 1, '45186': 1, '45188': 1, '45193': 1, '45213': 1, '45216': 1, '45217': 1, '45228': 1, '45231': 1, '45240': 1, '45246': 1, '45251': 1, '45252': 1, '45262': 1, '45267': 1, '45270': 1, '45274': 1, '45279': 1, '45280': 1, '45281': 1, '45293': 1, '45297': 1, '45299': 1, '45312': 1, '45313': 1, '45314': 1, '45315': 1, '45320': 1, '45331': 1, '45337': 1, '45345': 1, '45349': 1, '45351': 1, '45352': 1, '45353': 1, '45355': 1, '45357': 1, '45359': 1, '45363': 1, '45368': 1, '45369': 1, '45370': 1, '45371': 1, '45374': 1, '45376': 1, '45377': 1, '45386': 1, '45393': 1, '45402': 1, '45403': 1, '45407': 1, '45408': 1, '45413': 1, '45418': 1, '45420': 1, '45421': 1, '45423': 1, '45427': 1, '45432': 1, '45440': 1, '45441': 1, '45442': 1, '45443': 1, '45456': 1, '45459': 1, '45460': 1, '45469': 1, '45494': 1, '45500': 1, '45504': 1, '45508': 1, '45511': 1, '45525': 1, '45526': 1, '45527': 1, '45528': 1, '45530': 1, '45532': 1, '45534': 1, '45535': 1, '45542': 1, '45550': 1, '45556': 1, '45563': 1, '45564': 1, '45572': 1, '45598': 1, '45599': 1, '45600': 1, '45601': 1, '45608': 1, '45611': 1, '45615': 1, '45619': 1, '45620': 1, '45625': 1, '45626': 1, '45638': 1, '45640': 1, '45641': 1, '45642': 1, '45670': 1, '45675': 1, '45678': 1, '45683': 1, '45686': 1, '45691': 1, '45695': 1, '45705': 1, '45708': 1, '45710': 1, '45711': 1, '45715': 1, '45720': 1, '45724': 1, '45728': 1, '45738': 1, '45740': 1, '45744': 1, '45749': 1, '45751': 1, '45755': 1, '45758': 1, '45761': 1, '45773': 1, '45776': 1, '45779': 1, '45781': 1, '45783': 1, '45786': 1, '45792': 1, '45794': 1, '45803': 1, '45809': 1, '45819': 1, '45825': 1, '45831': 1, '45832': 1, '45843': 1, '45844': 1, '45846': 1, '45850': 1, '45854': 1, '45860': 1, '45864': 1, '45867': 1, '45870': 1, '45871': 1, '45875': 1, '45880': 1, '45886': 1, '45897': 1, '45898': 1, '45902': 1, '45904': 1, '45907': 1, '45911': 1, '45913': 1, '45915': 1, '45917': 1, '45920': 1, '45921': 1, '45929': 1, '45931': 1, '45933': 1, '45934': 1, '45936': 1, '45940': 1, '45942': 1, '45943': 1, '45947': 1, '45948': 1, '45952': 1, '45954': 1, '45956': 1, '45960': 1, '45967': 1, '45976': 1, '45977': 1, '45981': 1, '45983': 1, '45986': 1, '45995': 1, '45996': 1, '45997': 1, '45999': 1, '46002': 1, '46009': 1, '46010': 1, '46011': 1, '46016': 1, '46023': 1, '46024': 1, '46026': 1, '46028': 1, '46030': 1, '46033': 1, '46034': 1, '46040': 1, '46043': 1, '46044': 1, '46047': 1, '46050': 1, '46053': 1, '46054': 1, '46058': 1, '46059': 1, '46062': 1, '46068': 1, '46071': 1, '46075': 1, '46077': 1, '46079': 1, '46082': 1, '46086': 1, '46091': 1, '46093': 1, 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'46511': 1, '46515': 1, '46516': 1, '46517': 1, '46521': 1, '46522': 1, '46523': 1, '46524': 1, '46525': 1, '46526': 1, '46527': 1, '46529': 1, '46530': 1, '46531': 1, '46536': 1, '46537': 1, '46542': 1, '46543': 1, '46545': 1, '46551': 1, '46554': 1, '46556': 1, '46558': 1, '46564': 1, '46566': 1, '46569': 1, '46570': 1, '46573': 1, '46575': 1, '46578': 1, '46581': 1, '46583': 1, '46588': 1, '46594': 1, '46595': 1, '46597': 1, '46601': 1, '46602': 1, '46607': 1, '46616': 1, '46617': 1, '46621': 1, '46623': 1, '46627': 1, '46628': 1, '46630': 1, '46631': 1, '46632': 1, '46636': 1, '46641': 1, '46643': 1, '46644': 1, '46645': 1, '46647': 1, '46648': 1, '46651': 1, '46655': 1, '46656': 1, '46658': 1, '46659': 1, '46661': 1, '46666': 1, '46668': 1, '46670': 1, '46671': 1, '46672': 1, '46676': 1, '46678': 1, '46682': 1, '46685': 1, '46687': 1, '46690': 1, '46691': 1, '46692': 1, '46701': 1, '46702': 1, '46703': 1, '46707': 1, '46710': 1, '46712': 1, '46713': 1, '46714': 1, '46715': 1, '46716': 1, '46717': 1, '46718': 1, '46720': 1, '46721': 1, '46722': 1, '46723': 1, '46724': 1, '46725': 1, '46726': 1, '46728': 1, '46735': 1, '46738': 1, '46739': 1, '46740': 1, '46745': 1, '46747': 1, '46752': 1, '46753': 1, '46756': 1, '46757': 1, '46758': 1, '46760': 1, '46762': 1, '46764': 1, '46766': 1, '46767': 1, '46772': 1, '46775': 1, '46777': 1, '46787': 1, '46788': 1, '46792': 1, '46793': 1, '46797': 1, '46800': 1, '46801': 1, '46806': 1, '46811': 1, '46812': 1, '46813': 1, '46816': 1, '46817': 1, '46826': 1, '46829': 1, '46831': 1, '46832': 1, '46833': 1, '46834': 1, '46838': 1, '46841': 1, '46846': 1, '46849': 1, '46854': 1, '46855': 1, '46857': 1, '46859': 1, '46860': 1, '46864': 1, '46866': 1, '46868': 1, '46869': 1, '46871': 1, '46874': 1, '46879': 1, '46898': 1, '46900': 1, '46904': 1, '46905': 1, '46907': 1, '46911': 1, '46914': 1, '46916': 1, '46919': 1, '46920': 1, '46921': 1, '46922': 1, '46926': 1, '46927': 1, '46928': 1, '46929': 1, '46932': 1, '46937': 1, '46944': 1, '46946': 1, '46948': 1, '46950': 1, '46951': 1, '46952': 1, '46955': 1, '46958': 1, '46959': 1, '46960': 1, '46964': 1, '46965': 1, '46969': 1, '46973': 1, '46975': 1, '46986': 1, '46987': 1, '46990': 1, '46992': 1, '46995': 1, '46997': 1, '46998': 1, '47002': 1, '47004': 1, '47006': 1, '47010': 1, '47015': 1, '47018': 1, '47019': 1, '47026': 1, '47033': 1, '47040': 1, '47041': 1, '47048': 1, '47050': 1, '47051': 1, '47052': 1, '47054': 1, '47056': 1, '47057': 1, '47060': 1, '47061': 1, '47063': 1, '47069': 1, '47073': 1, '47075': 1, '47078': 1, '47079': 1, '47086': 1, '47088': 1, '47094': 1, '47095': 1, '47096': 1, '47098': 1, '47099': 1, '47101': 1, '47102': 1, '47103': 1, '47107': 1, '47110': 1, '47111': 1, '47112': 1, '47117': 1, '47121': 1, '47125': 1, '47126': 1, '47128': 1, '47130': 1, '47136': 1, '47139': 1, '47142': 1, '47143': 1, '47146': 1, '47148': 1, '47150': 1, '47157': 1, '47168': 1, '47174': 1, '47182': 1, '47191': 1, '47198': 1, '47200': 1, '47202': 1, '47203': 1, '47204': 1, '47205': 1, '47206': 1, '47212': 1, '47215': 1, '47216': 1, '47217': 1, '47222': 1, '47223': 1, '47228': 1, '47229': 1, '47230': 1, '47233': 1, '47238': 1, '47243': 1, '47245': 1, '47247': 1, '47257': 1, '47263': 1, '47264': 1, '47267': 1, '47270': 1, '47271': 1, '47273': 1, '47275': 1, '47278': 1, '47280': 1, '47286': 1, '47289': 1, '47290': 1, '47292': 1, '47293': 1, '47295': 1, '47296': 1, '47297': 1, '47300': 1, '47307': 1, '47319': 1, '47321': 1, '47322': 1, '47323': 1, '47330': 1, '47338': 1, '47341': 1, '47346': 1, '47350': 1, '47352': 1, '47353': 1, '47355': 1, '47356': 1, '47372': 1, '47374': 1, '47376': 1, '47378': 1, '47380': 1, '47381': 1, '47387': 1, '47388': 1, '47390': 1, '47393': 1, '47394': 1, '47399': 1, '47401': 1, '47403': 1, '47405': 1, '47406': 1, '47411': 1, '47414': 1, '47415': 1, '47416': 1, '47418': 1, '47419': 1, '47420': 1, '47422': 1, '47424': 1, '47425': 1, '47426': 1, '47428': 1, '47429': 1, '47438': 1, '47441': 1, '47442': 1, '47444': 1, '47445': 1, '47448': 1, '47456': 1, '47457': 1, '47459': 1, '47461': 1, '47465': 1, '47466': 1, '47469': 1, '47481': 1, '47486': 1, '47489': 1, '47495': 1, '47496': 1, '47499': 1, '47502': 1, '47504': 1, '47508': 1, '47514': 1, '47515': 1, '47517': 1, '47522': 1, '47523': 1, '47524': 1, '47525': 1, '47528': 1, '47532': 1, '47534': 1, '47536': 1, '47541': 1, '47543': 1, '47545': 1, '47546': 1, '47547': 1, '47553': 1, '47560': 1, '47561': 1, '47567': 1, '47568': 1, '47571': 1, '47573': 1, '47575': 1, '47579': 1, '47585': 1, '47586': 1, '47587': 1, '47588': 1, '47593': 1, '47597': 1, '47599': 1, '47601': 1, '47602': 1, '47608': 1, '47609': 1, '47611': 1, '47612': 1, '47613': 1, '47614': 1, '47615': 1, '47617': 1, '47620': 1, '47622': 1, '47629': 1, '47630': 1, '47633': 1, '47634': 1, '47635': 1, '47638': 1, '47642': 1, '47647': 1, '47656': 1, '47657': 1, '47659': 1, '47665': 1, '47667': 1, '47668': 1, '47673': 1, '47679': 1, '47680': 1, '47682': 1, '47689': 1, '47690': 1, '47698': 1, '47699': 1, '47708': 1, '47713': 1, '47715': 1, '47718': 1, '47721': 1, '47723': 1, '47724': 1, '47726': 1, '47727': 1, '47740': 1, '47741': 1, '47742': 1, '47744': 1, '47749': 1, '47754': 1, '47761': 1, '47762': 1, '47763': 1, '47775': 1, '47779': 1, '47788': 1, '47791': 1, '47794': 1, '47805': 1, '47806': 1, '47810': 1, '47811': 1, '47815': 1, '47818': 1, '47819': 1, '47823': 1, '47827': 1, '47838': 1, '47839': 1, '47840': 1, '47845': 1, '47846': 1, '47851': 1, '47852': 1, '47854': 1, '47860': 1, '47861': 1, '47863': 1, '47877': 1, '47879': 1, '47886': 1, '47887': 1, '47890': 1, '47892': 1, '47895': 1, '47898': 1, '47901': 1, '47902': 1, '47903': 1, '47904': 1, '47907': 1, '47918': 1, '47920': 1, '47921': 1, '47922': 1, '47926': 1, '47932': 1, '47933': 1, '47934': 1, '47939': 1, '47940': 1, '47942': 1, '47952': 1, '47956': 1, '47963': 1, '47966': 1, '47967': 1, '47968': 1, '47971': 1, '47973': 1, '47978': 1, '47980': 1, '47981': 1, '47982': 1, '47983': 1, '47986': 1, '47991': 1, '47996': 1, '47999': 1, '48000': 1, '48002': 1, '48012': 1, '48014': 1, '48016': 1, '48020': 1, '48035': 1, '48041': 1, '48043': 1, '48045': 1, '48046': 1, '48049': 1, '48051': 1, '48059': 1, '48063': 1, '48065': 1, '48066': 1, '48068': 1, '48072': 1, '48073': 1, '48075': 1, '48085': 1, '48087': 1, '48092': 1, '48093': 1, '48094': 1, '48098': 1, '48100': 1, '48103': 1, '48104': 1, '48111': 1, '48117': 1, '48118': 1, '48119': 1, '48120': 1, '48121': 1, '48122': 1, '48123': 1, '48124': 1, '48125': 1, '48126': 1, '48127': 1, '48134': 1, '48135': 1, '48141': 1, '48143': 1, '48149': 1, '48152': 1, '48153': 1, '48156': 1, '48159': 1, '48163': 1, '48164': 1, '48166': 1, '48167': 1, '48176': 1, '48183': 1, '48192': 1, '48193': 1, '48194': 1, '48195': 1, '48198': 1, '48199': 1, '48202': 1, '48209': 1, '48220': 1, '48222': 1, '48232': 1, '48235': 1, '48237': 1, '48239': 1, '48242': 1, '48243': 1, '48249': 1, '48257': 1, '48258': 1, '48263': 1, '48273': 1, '48274': 1, '48277': 1, '48282': 1, '48289': 1, '48290': 1, '48292': 1, '48296': 1, '48297': 1, '48298': 1, '48300': 1, '48301': 1, '48302': 1, '48304': 1, '48308': 1, '48313': 1, '48314': 1, '48316': 1, '48322': 1, '48329': 1, '48330': 1, '48331': 1, '48340': 1, '48348': 1, '48351': 1, '48356': 1, '48359': 1, '48360': 1, '48363': 1, '48364': 1, '48366': 1, '48367': 1, '48374': 1, '48384': 1, '48387': 1, '48391': 1, '48394': 1, '48395': 1, '48396': 1, '48399': 1, '48416': 1, '48417': 1, '48421': 1, '48422': 1, '48431': 1, '48436': 1, '48439': 1, '48440': 1, '48442': 1, '48444': 1, '48446': 1, '48450': 1, '48456': 1, '48458': 1, '48466': 1, '48476': 1, '48484': 1, '48493': 1, '48498': 1, '48501': 1, '48505': 1, '48507': 1, '48514': 1, '48518': 1, '48522': 1, '48524': 1, '48527': 1, '48530': 1, '48531': 1, '48533': 1, '48536': 1, '48543': 1, '48554': 1, '48555': 1, '48557': 1, '48559': 1, '48564': 1, '48566': 1, '48570': 1, '48573': 1, '48582': 1, '48583': 1, '48587': 1, '48589': 1, '48592': 1, '48593': 1, '48594': 1, '48601': 1, '48606': 1, '48608': 1, '48612': 1, '48618': 1, '48622': 1, '48623': 1, '48631': 1, '48634': 1, '48643': 1, '48645': 1, '48647': 1, '48648': 1, '48649': 1, '48651': 1, '48654': 1, '48656': 1, '48657': 1, '48658': 1, '48662': 1, '48703': 1, '48710': 1, '48722': 1, '48724': 1, '48725': 1, '48728': 1, '48729': 1, '48731': 1, '48733': 1}\n",
            "storebrand -> {'45200': 1}\n",
            "storefront -> {'47540': 1}\n",
            "storehour -> {'48209': 1}\n",
            "stori -> {'44988': 1, '45776': 1, '45906': 1, '46179': 1, '46215': 1, '46333': 1, '46371': 1, '46716': 1, '46849': 1, '47003': 1, '47052': 1, '47054': 1, '47228': 1, '47385': 1, '47390': 1, '47393': 1, '47499': 1, '47805': 1, '47875': 1, '48535': 1, '48551': 1, '48568': 1, '48650': 1, '48719': 1}\n",
            "storm -> {'45868': 1, '46068': 1, '46716': 1, '46761': 1, '48165': 1}\n",
            "straight -> {'45648': 1, '46483': 1, '48016': 1}\n",
            "strain -> {'45226': 1, '45520': 1, '48429': 1, '48736': 1}\n",
            "strand -> {'47414': 1}\n",
            "strang -> {'45826': 1, '46690': 1, '47533': 1, '47664': 1}\n",
            "stranger -> {'45366': 1, '45823': 1, '46300': 1}\n",
            "strangl -> {'47519': 1}\n",
            "strap -> {'45205': 1, '47504': 1}\n",
            "strateg -> {'47265': 1}\n",
            "strategi -> {'46120': 1, '48348': 1, '48477': 1, '48629': 1, '48709': 1}\n",
            "straw -> {'46615': 1}\n",
            "stream -> {'45277': 1, '45548': 1, '45988': 1, '46332': 1, '46582': 1, '47180': 1, '47434': 1, '47471': 1, '47503': 1, '47580': 1}\n",
            "streamlin -> {'45140': 1, '46451': 1}\n",
            "street -> {'45073': 1, '45207': 1, '45353': 1, '45410': 1, '45481': 1, '45530': 1, '45648': 1, '45830': 1, '46386': 1, '46394': 1, '46760': 1, '46944': 1, '47100': 1, '47114': 1, '47257': 1, '47699': 1, '47917': 1, '48114': 1, '48166': 1, '48245': 1, '48717': 1}\n",
            "strength -> {'45631': 1, '47988': 1}\n",
            "strengthen -> {'45258': 1}\n",
            "strenuou -> {'47879': 1}\n",
            "stress -> {'45130': 1, '45511': 1, '45539': 1, '45656': 1, '46003': 1, '46144': 1, '46180': 1, '46259': 1, '46300': 1, '46505': 1, '46560': 1, '46628': 1, '46739': 1, '47000': 1, '47248': 1, '47423': 1, '47437': 1, '47507': 1, '47515': 1, '47577': 1, '47705': 1, '47746': 1, '47854': 1, '48056': 1, '48286': 1, '48383': 1, '48472': 1}\n",
            "stretch -> {'45220': 1, '46276': 1, '46355': 1, '46922': 1, '47099': 1, '47883': 1, '48280': 1}\n",
            "stricken -> {'45217': 1, '46481': 1}\n",
            "strictest -> {'47155': 1}\n",
            "strictli -> {'45074': 1, '46475': 1, '47446': 1}\n",
            "strike -> {'45938': 1, '46492': 1, '47812': 1}\n",
            "stringent -> {'46624': 1, '47028': 1}\n",
            "strip -> {'46658': 1, '47067': 1, '48135': 1}\n",
            "strong -> {'45181': 1, '45567': 1, '45684': 1, '46363': 1, '46572': 1, '46581': 1, '46596': 1, '46790': 1, '47708': 1, '47756': 1, '47770': 1, '47806': 1, '48599': 1}\n",
            "stronger -> {'47933': 1}\n",
            "strongest -> {'47766': 1}\n",
            "strongli -> {'47540': 1, '48003': 1, '48182': 1}\n",
            "struck -> {'46362': 1}\n",
            "struggl -> {'45022': 1, '45109': 1, '45111': 1, '45158': 1, '45215': 1, '45311': 1, '45366': 1, '45435': 1, '45518': 1, '45566': 1, '46085': 1, '46615': 1, '46766': 1, '47095': 1, '47335': 1, '47528': 1, '47652': 1, '47671': 1, '47730': 1, '47789': 1, '48112': 1, '48253': 1, '48258': 1, '48405': 1, '48433': 1, '48470': 1, '48490': 1, '48573': 1, '48646': 1}\n",
            "stubborn -> {'46359': 1}\n",
            "stubhub -> {'47133': 1}\n",
            "stuck -> {'45295': 1, '45332': 1, '45362': 1, '45583': 1, '45736': 1, '45842': 1, '46204': 1, '46361': 1, '46876': 1, '46944': 1, '47003': 1, '47503': 1, '47716': 1, '47778': 1, '48369': 1, '48589': 1, '48732': 1}\n",
            "student -> {'45075': 1, '45160': 1, '45489': 1, '45622': 1, '45687': 1, '45701': 1, '45770': 1, '45790': 1, '46455': 1, '46584': 1, '46627': 1, '47040': 1, '47431': 1, '48231': 1, '48432': 1}\n",
            "studentdebt -> {'47644': 1}\n",
            "studi -> {'44972': 1, '45017': 1, '45802': 1, '46163': 1, '47426': 1, '47595': 1, '47933': 1, '48352': 1, '48435': 1}\n",
            "studio -> {'48430': 1, '48543': 1, '48649': 1}\n",
            "stuf -> {'47913': 1}\n",
            "stuff -> {'44965': 1, '44988': 1, '45047': 1, '45069': 1, '45080': 1, '45124': 1, '45147': 1, '45255': 1, '45381': 1, '45456': 1, '45555': 1, '45646': 1, '45674': 1, '45800': 1, '45920': 1, '45992': 1, '46082': 1, '46088': 1, '46095': 1, '46107': 1, '46209': 1, '46273': 1, '46330': 1, '46359': 1, '46406': 1, '46625': 1, '46730': 1, '46735': 1, '46806': 1, '46899': 1, '46903': 1, '46916': 1, '46995': 1, '47024': 1, '47036': 1, '47057': 1, '47074': 1, '47141': 1, '47174': 1, '47194': 1, '47327': 1, '47399': 1, '47557': 1, '47610': 1, '47634': 1, '47713': 1, '47730': 1, '47850': 1, '47851': 1, '47860': 1, '47914': 1, '48187': 1, '48415': 1, '48536': 1, '48548': 1, '48561': 1, '48723': 1}\n",
            "stumbl -> {'46265': 1, '46708': 1}\n",
            "stunt -> {'47651': 1}\n",
            "stupc -> {'45298': 1}\n",
            "stupid -> {'45260': 1, '45405': 1, '45469': 1, '45851': 1, '46604': 1, '46662': 1, '46833': 1, '46989': 1, '47094': 1, '47163': 1, '47183': 1, '47464': 1, '47758': 1, '47869': 1, '47892': 1, '47962': 1, '48192': 1, '48269': 1, '48550': 1, '48571': 1, '48599': 1, '48684': 1}\n",
            "stupidfuckinpeopl -> {'45620': 1}\n",
            "stybxcyeb8 -> {'47070': 1}\n",
            "style -> {'45208': 1, '46348': 1, '47927': 1, '48120': 1}\n",
            "su -> {'45260': 1, '47799': 1}\n",
            "sub -> {'47755': 1}\n",
            "subject -> {'46106': 1}\n",
            "submiss -> {'47875': 1}\n",
            "submit -> {'48609': 1}\n",
            "subramanian -> {'45273': 1}\n",
            "subscrib -> {'46595': 1, '46792': 1, '48089': 1, '48379': 1, '48743': 1}\n",
            "subsequ -> {'46478': 1, '47473': 1}\n",
            "subsid -> {'48013': 1, '48633': 1}\n",
            "subsist -> {'47569': 1}\n",
            "substanti -> {'46155': 1}\n",
            "substitut -> {'44966': 1, '45884': 1, '47042': 1, '47765': 1}\n",
            "substrat -> {'47661': 1}\n",
            "subtl -> {'45445': 1}\n",
            "subtweetshawn3 -> {'47741': 1}\n",
            "subtyp -> {'45945': 1}\n",
            "suburb -> {'45731': 1}\n",
            "suburban -> {'45299': 1}\n",
            "succe -> {'45024': 1}\n",
            "success -> {'45363': 1, '47637': 1, '47994': 1, '48477': 1, '48496': 1}\n",
            "successfulli -> {'45796': 1, '46894': 1, '48040': 1}\n",
            "succumb -> {'47777': 1}\n",
            "suck -> {'46234': 1, '46247': 1, '47518': 1, '47564': 1, '47576': 1, '47590': 1, '47805': 1, '47966': 1, '48651': 1}\n",
            "sudden -> {'45401': 1, '47594': 1}\n",
            "suddenli -> {'45722': 1, '46855': 1, '47057': 1, '47183': 1, '47454': 1}\n",
            "sudhirchaudhari -> {'46275': 1}\n",
            "sue -> {'45055': 1, '47139': 1}\n",
            "suffer -> {'45013': 1, '45028': 1, '45259': 1, '45390': 1, '45542': 1, '45851': 1, '46262': 1, '46528': 1, '46675': 1, '47034': 1, '47446': 1, '47564': 1, '48057': 1, '48059': 1, '48517': 1, '48550': 1, '48656': 1, '48718': 1, '48744': 1}\n",
            "suffici -> {'45172': 1, '45337': 1, '48312': 1}\n",
            "sufhnqvuwz -> {'48683': 1}\n",
            "sugar -> {'45211': 1, '47418': 1, '48168': 1}\n",
            "sugardaddyseri -> {'47885': 1}\n",
            "sugg -> {'47747': 1}\n",
            "suggest -> {'45039': 1, '45517': 1, '45746': 1, '45872': 1, '46739': 1, '46782': 1, '46998': 1, '47144': 1, '48592': 1, '48607': 1, '48661': 1}\n",
            "suit -> {'45607': 1, '45858': 1, '46602': 1, '46855': 1}\n",
            "suitabl -> {'45784': 1}\n",
            "suitcas -> {'47129': 1}\n",
            "suleri -> {'48682': 1}\n",
            "sulphur -> {'46318': 1}\n",
            "sum -> {'46354': 1, '46386': 1, '48437': 1}\n",
            "summar -> {'45053': 1}\n",
            "summer -> {'46442': 1, '47249': 1, '48388': 1}\n",
            "sumv8krfgg -> {'45459': 1}\n",
            "sun -> {'47614': 1}\n",
            "sunchip -> {'47537': 1}\n",
            "sundai -> {'45669': 1, '45867': 1, '46389': 1, '46801': 1, '47501': 1, '47503': 1, '47855': 1, '47927': 1, '48014': 1, '48118': 1, '48151': 1, '48176': 1, '48216': 1, '48329': 1}\n",
            "sundarammf -> {'46918': 1}\n",
            "sundaymorn -> {'47823': 1}\n",
            "sunni -> {'47416': 1, '47504': 1}\n",
            "sunset -> {'47648': 1}\n",
            "sunsetnorthcarwash -> {'47648': 1}\n",
            "sunshin -> {'45233': 1}\n",
            "sunww -> {'47623': 1}\n",
            "super -> {'44976': 1, '45228': 1, '45299': 1, '45456': 1, '46493': 1, '46519': 1, '46882': 1, '47568': 1, '48623': 1}\n",
            "superb -> {'46200': 1}\n",
            "superior -> {'45444': 1}\n",
            "supermark -> {'45503': 1}\n",
            "supermarket -> {'44953': 1, '44962': 1, '44979': 1, '44987': 1, '45019': 1, '45060': 1, '45084': 1, '45086': 1, '45087': 1, '45100': 1, '45108': 1, '45117': 1, '45120': 1, '45150': 1, '45187': 1, '45193': 1, '45232': 1, '45236': 1, '45241': 1, '45244': 1, '45247': 1, '45254': 1, '45255': 1, '45257': 1, '45265': 1, '45278': 1, '45287': 1, '45288': 1, '45301': 1, '45308': 1, '45316': 1, '45318': 1, '45319': 1, '45321': 1, '45326': 1, '45327': 1, '45330': 1, '45334': 1, '45346': 1, '45361': 1, '45364': 1, '45373': 1, '45380': 1, '45381': 1, '45384': 1, '45390': 1, '45398': 1, '45401': 1, '45409': 1, '45412': 1, '45415': 1, '45419': 1, '45424': 1, '45425': 1, '45430': 1, '45444': 1, '45445': 1, '45452': 1, '45453': 1, '45457': 1, '45461': 1, '45470': 1, '45474': 1, '45475': 1, '45479': 1, '45485': 1, '45486': 1, '45490': 1, '45503': 1, '45507': 1, '45509': 1, '45514': 1, '45523': 1, '45537': 1, '45539': 1, '45540': 1, '45541': 1, '45545': 1, '45546': 1, '45548': 1, '45562': 1, '45565': 1, '45566': 1, '45571': 1, '45574': 1, '45575': 1, '45577': 1, '45587': 1, '45589': 1, '45595': 1, '45603': 1, '45606': 1, '45609': 1, '45610': 1, '45646': 1, '45647': 1, '45649': 1, '45650': 1, '45652': 1, '45657': 1, '45658': 1, '45659': 1, '45668': 1, '45671': 1, '45679': 1, '45680': 1, '45689': 1, '45690': 1, '45699': 1, '45700': 1, '45703': 1, '45706': 1, '45709': 1, '45730': 1, '45731': 1, '45733': 1, '45739': 1, '45745': 1, '45747': 1, '45754': 1, '45759': 1, '45762': 1, '45775': 1, '45777': 1, '45778': 1, '45791': 1, '45803': 1, '45826': 1, '45828': 1, '45829': 1, '45837': 1, '45849': 1, '45855': 1, '45857': 1, '45862': 1, '45863': 1, '45868': 1, '45869': 1, '45877': 1, '45881': 1, '45885': 1, '45889': 1, '45890': 1, '45892': 1, '45896': 1, '45903': 1, '45905': 1, '45906': 1, '45908': 1, '45922': 1, '45944': 1, '45951': 1, '45954': 1, '45959': 1, '45962': 1, '45964': 1, '45970': 1, '45973': 1, '45989': 1, '45990': 1, '46000': 1, '46004': 1, '46008': 1, '46012': 1, '46017': 1, '46021': 1, '46022': 1, '46036': 1, '46037': 1, '46038': 1, '46039': 1, '46042': 1, '46046': 1, '46049': 1, '46052': 1, '46055': 1, '46061': 1, '46065': 1, '46066': 1, '46069': 1, '46074': 1, '46081': 1, '46083': 1, '46088': 1, '46095': 1, '46100': 1, '46103': 1, '46115': 1, '46118': 1, '46131': 1, '46137': 1, '46141': 1, '46142': 1, '46151': 1, '46152': 1, '46158': 1, '46163': 1, '46167': 1, '46168': 1, '46169': 1, '46207': 1, '46210': 1, '46216': 1, '46222': 1, '46223': 1, '46227': 1, '46229': 1, '46239': 1, '46243': 1, '46260': 1, '46266': 1, '46269': 1, '46272': 1, '46276': 1, '46278': 1, '46281': 1, '46288': 1, '46294': 1, '46295': 1, '46303': 1, '46314': 1, '46315': 1, '46316': 1, '46334': 1, '46335': 1, '46341': 1, '46346': 1, '46347': 1, '46349': 1, '46358': 1, '46360': 1, '46364': 1, '46371': 1, '46377': 1, '46392': 1, '46396': 1, '46402': 1, '46415': 1, '46417': 1, '46425': 1, '46427': 1, '46432': 1, '46433': 1, '46434': 1, '46439': 1, '46446': 1, '46456': 1, '46457': 1, '46463': 1, '46469': 1, '46477': 1, '46478': 1, '46480': 1, '46486': 1, '46488': 1, '46501': 1, '46504': 1, '46507': 1, '46514': 1, '46520': 1, '46540': 1, '46541': 1, '46546': 1, '46548': 1, '46554': 1, '46559': 1, '46565': 1, '46587': 1, '46589': 1, '46590': 1, '46591': 1, '46605': 1, '46609': 1, '46613': 1, '46614': 1, '46619': 1, '46622': 1, '46625': 1, '46629': 1, '46634': 1, '46635': 1, '46641': 1, '46642': 1, '46652': 1, '46653': 1, '46657': 1, '46660': 1, '46674': 1, '46678': 1, '46680': 1, '46681': 1, '46684': 1, '46689': 1, '46693': 1, '46694': 1, '46695': 1, '46698': 1, '46704': 1, '46727': 1, '46732': 1, '46733': 1, '46741': 1, '46749': 1, '46750': 1, '46751': 1, '46754': 1, '46755': 1, '46765': 1, '46770': 1, '46780': 1, '46789': 1, '46791': 1, '46794': 1, '46796': 1, '46798': 1, '46805': 1, '46807': 1, '46808': 1, '46810': 1, '46818': 1, '46820': 1, '46822': 1, '46823': 1, '46824': 1, '46836': 1, '46848': 1, '46850': 1, '46853': 1, '46858': 1, '46861': 1, '46865': 1, '46870': 1, '46872': 1, '46875': 1, '46878': 1, '46885': 1, '46888': 1, '46890': 1, '46891': 1, '46892': 1, '46893': 1, '46894': 1, '46895': 1, '46903': 1, '46913': 1, '46923': 1, '46924': 1, '46930': 1, '46935': 1, '46945': 1, '46953': 1, '46957': 1, '46962': 1, '46967': 1, '46968': 1, '46972': 1, '46976': 1, '46979': 1, '46984': 1, '46989': 1, '46997': 1, '47000': 1, '47016': 1, '47020': 1, '47023': 1, '47025': 1, '47028': 1, '47029': 1, '47032': 1, '47034': 1, '47044': 1, '47053': 1, '47059': 1, '47066': 1, '47068': 1, '47076': 1, '47083': 1, '47090': 1, '47091': 1, '47093': 1, '47100': 1, '47105': 1, '47123': 1, '47141': 1, '47154': 1, '47155': 1, '47158': 1, '47166': 1, '47177': 1, '47183': 1, '47193': 1, '47203': 1, '47207': 1, '47221': 1, '47239': 1, '47244': 1, '47253': 1, '47255': 1, '47260': 1, '47268': 1, '47272': 1, '47287': 1, '47298': 1, '47299': 1, '47305': 1, '47308': 1, '47310': 1, '47311': 1, '47314': 1, '47332': 1, '47333': 1, '47342': 1, '47343': 1, '47348': 1, '47359': 1, '47363': 1, '47366': 1, '47369': 1, '47410': 1, '47413': 1, '47417': 1, '47427': 1, '47433': 1, '47447': 1, '47458': 1, '47462': 1, '47490': 1, '47513': 1, '47520': 1, '47526': 1, '47529': 1, '47533': 1, '47554': 1, '47557': 1, '47559': 1, '47562': 1, '47573': 1, '47581': 1, '47590': 1, '47598': 1, '47606': 1, '47618': 1, '47625': 1, '47628': 1, '47645': 1, '47650': 1, '47652': 1, '47675': 1, '47680': 1, '47683': 1, '47697': 1, '47702': 1, '47704': 1, '47705': 1, '47717': 1, '47726': 1, '47739': 1, '47743': 1, '47750': 1, '47765': 1, '47789': 1, '47795': 1, '47801': 1, '47804': 1, '47813': 1, '47837': 1, '47843': 1, '47850': 1, '47857': 1, '47864': 1, '47865': 1, '47882': 1, '47883': 1, '47891': 1, '47908': 1, '47909': 1, '47911': 1, '47915': 1, '47917': 1, '47920': 1, '47928': 1, '47949': 1, '47959': 1, '47964': 1, '47968': 1, '47993': 1, '48009': 1, '48013': 1, '48024': 1, '48052': 1, '48083': 1, '48111': 1, '48131': 1, '48142': 1, '48203': 1, '48207': 1, '48215': 1, '48228': 1, '48229': 1, '48238': 1, '48264': 1, '48270': 1, '48280': 1, '48289': 1, '48306': 1, '48307': 1, '48315': 1, '48328': 1, '48333': 1, '48334': 1, '48338': 1, '48344': 1, '48354': 1, '48364': 1, '48368': 1, '48375': 1, '48378': 1, '48380': 1, '48386': 1, '48390': 1, '48406': 1, '48425': 1, '48426': 1, '48428': 1, '48433': 1, '48445': 1, '48447': 1, '48448': 1, '48452': 1, '48455': 1, '48470': 1, '48471': 1, '48474': 1, '48475': 1, '48489': 1, '48495': 1, '48508': 1, '48513': 1, '48515': 1, '48528': 1, '48535': 1, '48537': 1, '48547': 1, '48548': 1, '48558': 1, '48563': 1, '48571': 1, '48577': 1, '48588': 1, '48598': 1, '48602': 1, '48616': 1, '48619': 1, '48621': 1, '48624': 1, '48633': 1, '48641': 1, '48655': 1, '48663': 1, '48666': 1, '48668': 1, '48672': 1, '48685': 1, '48715': 1, '48717': 1, '48719': 1, '48720': 1, '48730': 1, '48734': 1, '48746': 1, '48749': 1}\n",
            "supermarketi -> {'45298': 1}\n",
            "supermarkt -> {'45909': 1}\n",
            "supermercado -> {'47159': 1}\n",
            "superstor -> {'45897': 1, '45921': 1, '46492': 1}\n",
            "superstorm -> {'46501': 1}\n",
            "supertuesdai -> {'44959': 1}\n",
            "supertuesdsi -> {'44963': 1}\n",
            "supervis -> {'46755': 1}\n",
            "suppl -> {'46040': 1, '46592': 1}\n",
            "supplement -> {'46148': 1, '47555': 1}\n",
            "suppli -> {'44956': 1, '44966': 1, '44970': 1, '44971': 1, '45015': 1, '45033': 1, '45054': 1, '45061': 1, '45069': 1, '45072': 1, '45091': 1, '45102': 1, '45104': 1, '45109': 1, '45110': 1, '45120': 1, '45130': 1, '45133': 1, '45148': 1, '45151': 1, '45201': 1, '45215': 1, '45252': 1, '45278': 1, '45293': 1, '45300': 1, '45302': 1, '45305': 1, '45310': 1, '45311': 1, '45322': 1, '45325': 1, '45379': 1, '45384': 1, '45386': 1, '45436': 1, '45440': 1, '45466': 1, '45476': 1, '45506': 1, '45537': 1, '45549': 1, '45611': 1, '45618': 1, '45647': 1, '45681': 1, '45718': 1, '45724': 1, '45745': 1, '45773': 1, '45778': 1, '45785': 1, '45802': 1, '45830': 1, '45853': 1, '45861': 1, '45886': 1, '45912': 1, '45917': 1, '45936': 1, '45939': 1, '45993': 1, '46035': 1, '46046': 1, '46086': 1, '46133': 1, '46140': 1, '46150': 1, '46189': 1, '46203': 1, '46244': 1, '46257': 1, '46299': 1, '46311': 1, '46312': 1, '46319': 1, '46338': 1, '46367': 1, '46383': 1, '46388': 1, '46414': 1, '46422': 1, '46433': 1, '46463': 1, '46487': 1, '46497': 1, '46500': 1, '46521': 1, '46548': 1, '46553': 1, '46568': 1, '46579': 1, '46605': 1, '46611': 1, '46674': 1, '46679': 1, '46697': 1, '46699': 1, '46700': 1, '46729': 1, '46748': 1, '46775': 1, '46839': 1, '46841': 1, '46853': 1, '46866': 1, '46904': 1, '46925': 1, '46939': 1, '46968': 1, '47005': 1, '47034': 1, '47037': 1, '47074': 1, '47097': 1, '47129': 1, '47138': 1, '47149': 1, '47156': 1, '47163': 1, '47184': 1, '47188': 1, '47189': 1, '47234': 1, '47236': 1, '47244': 1, '47252': 1, '47276': 1, '47290': 1, '47303': 1, '47350': 1, '47355': 1, '47357': 1, '47366': 1, '47370': 1, '47384': 1, '47444': 1, '47451': 1, '47457': 1, '47466': 1, '47490': 1, '47528': 1, '47530': 1, '47531': 1, '47541': 1, '47550': 1, '47551': 1, '47600': 1, '47616': 1, '47659': 1, '47675': 1, '47697': 1, '47713': 1, '47721': 1, '47737': 1, '47766': 1, '47779': 1, '47784': 1, '47788': 1, '47803': 1, '47806': 1, '47817': 1, '47828': 1, '47829': 1, '47852': 1, '47868': 1, '47877': 1, '47881': 1, '47883': 1, '47886': 1, '47900': 1, '47906': 1, '47916': 1, '47919': 1, '47923': 1, '47929': 1, '47933': 1, '47937': 1, '47954': 1, '47961': 1, '48002': 1, '48020': 1, '48030': 1, '48039': 1, '48044': 1, '48061': 1, '48073': 1, '48082': 1, '48092': 1, '48108': 1, '48110': 1, '48115': 1, '48139': 1, '48144': 1, '48147': 1, '48149': 1, '48152': 1, '48167': 1, '48173': 1, '48205': 1, '48243': 1, '48258': 1, '48277': 1, '48312': 1, '48313': 1, '48318': 1, '48343': 1, '48366': 1, '48383': 1, '48400': 1, '48433': 1, '48483': 1, '48487': 1, '48497': 1, '48532': 1, '48533': 1, '48545': 1, '48554': 1, '48580': 1, '48611': 1, '48624': 1, '48632': 1, '48639': 1, '48640': 1, '48645': 1, '48658': 1, '48674': 1, '48692': 1, '48713': 1, '48728': 1}\n",
            "supplier -> {'45406': 1, '45586': 1, '46406': 1, '47601': 1}\n",
            "supplyanddemand -> {'48264': 1}\n",
            "supplychain -> {'48556': 1, '48687': 1}\n",
            "suppo -> {'46455': 1}\n",
            "support -> {'45021': 1, '45022': 1, '45227': 1, '45233': 1, '45274': 1, '45375': 1, '45431': 1, '45567': 1, '45570': 1, '45585': 1, '45623': 1, '45845': 1, '46081': 1, '46097': 1, '46264': 1, '46420': 1, '46489': 1, '46598': 1, '46840': 1, '46896': 1, '46905': 1, '46993': 1, '47008': 1, '47042': 1, '47193': 1, '47360': 1, '47382': 1, '47396': 1, '47455': 1, '47472': 1, '47533': 1, '47592': 1, '47800': 1, '47819': 1, '47836': 1, '47899': 1, '47944': 1, '47979': 1, '48023': 1, '48058': 1, '48077': 1, '48145': 1, '48242': 1, '48253': 1, '48259': 1, '48283': 1, '48287': 1, '48305': 1, '48323': 1, '48335': 1, '48384': 1, '48385': 1, '48402': 1, '48412': 1, '48443': 1, '48469': 1, '48474': 1, '48508': 1, '48582': 1, '48650': 1, '48667': 1, '48671': 1, '48700': 1}\n",
            "supportloc -> {'48190': 1}\n",
            "supportsmallbusi -> {'45782': 1, '47382': 1}\n",
            "suppos -> {'45311': 1, '45494': 1, '45998': 1, '46030': 1, '46335': 1, '47179': 1, '48422': 1}\n",
            "supposedli -> {'47435': 1}\n",
            "supppli -> {'47935': 1}\n",
            "supramolecular -> {'44991': 1}\n",
            "suprem -> {'46025': 1}\n",
            "suqwow0t7p -> {'46202': 1}\n",
            "sure -> {'45050': 1, '45090': 1, '45128': 1, '45130': 1, '45157': 1, '45177': 1, '45302': 1, '45333': 1, '45363': 1, '45411': 1, '45482': 1, '45487': 1, '45504': 1, '45544': 1, '45551': 1, '45552': 1, '45678': 1, '45732': 1, '45752': 1, '45771': 1, '45865': 1, '45899': 1, '45912': 1, '46024': 1, '46038': 1, '46049': 1, '46053': 1, '46092': 1, '46095': 1, '46141': 1, '46142': 1, '46150': 1, '46289': 1, '46358': 1, '46679': 1, '46690': 1, '46843': 1, '46881': 1, '47016': 1, '47036': 1, '47149': 1, '47192': 1, '47216': 1, '47287': 1, '47341': 1, '47358': 1, '47545': 1, '47609': 1, '47660': 1, '47785': 1, '47788': 1, '47857': 1, '47872': 1, '47899': 1, '47999': 1, '48002': 1, '48055': 1, '48072': 1, '48136': 1, '48204': 1, '48316': 1, '48337': 1, '48346': 1, '48427': 1, '48471': 1, '48541': 1, '48616': 1, '48702': 1, '48747': 1}\n",
            "surfac -> {'44972': 1, '45063': 1, '45194': 1, '45195': 1, '45760': 1, '45850': 1, '46630': 1, '46992': 1, '47648': 1, '48102': 1, '48544': 1}\n",
            "surfer -> {'45266': 1}\n",
            "surg -> {'45084': 1, '45203': 1, '45496': 1, '45561': 1, '46460': 1, '46809': 1, '47269': 1, '47339': 1, '47714': 1, '48320': 1, '48382': 1, '48389': 1, '48398': 1, '48429': 1, '48449': 1, '48656': 1, '48696': 1, '48736': 1}\n",
            "surgic -> {'44960': 1, '45243': 1, '45742': 1, '45984': 1, '46842': 1, '46917': 1, '47646': 1}\n",
            "surgicalmask -> {'48626': 1}\n",
            "suriv -> {'47708': 1}\n",
            "surplu -> {'45476': 1, '46389': 1}\n",
            "surpris -> {'45862': 1, '46566': 1, '46886': 1, '47190': 1, '47736': 1, '48650': 1}\n",
            "surprisingli -> {'46920': 1}\n",
            "surreal -> {'45595': 1, '48099': 1}\n",
            "surrei -> {'48137': 1}\n",
            "surround -> {'44996': 1, '45001': 1, '45112': 1, '45446': 1, '45764': 1, '47220': 1, '47264': 1, '47421': 1, '47460': 1, '48057': 1, '48359': 1, '48360': 1, '48371': 1}\n",
            "survei -> {'45625': 1, '46397': 1, '46998': 1}\n",
            "surviv -> {'45251': 1, '45338': 1, '45404': 1, '45433': 1, '45465': 1, '45615': 1, '45626': 1, '45682': 1, '45713': 1, '45783': 1, '46028': 1, '46095': 1, '46132': 1, '46209': 1, '46233': 1, '46273': 1, '46291': 1, '46348': 1, '46391': 1, '46487': 1, '46506': 1, '46666': 1, '46720': 1, '46811': 1, '46872': 1, '46877': 1, '46899': 1, '47037': 1, '47209': 1, '47405': 1, '47410': 1, '47463': 1, '47571': 1, '47616': 1, '47673': 1, '47937': 1, '48511': 1}\n",
            "survivalkit -> {'45433': 1}\n",
            "survivor -> {'46964': 1}\n",
            "suscept -> {'48631': 1, '48711': 1}\n",
            "suspect -> {'45730': 1, '46313': 1, '47510': 1, '47632': 1, '47660': 1, '48523': 1}\n",
            "suspend -> {'45269': 1, '45532': 1, '45536': 1, '45711': 1, '45861': 1, '45875': 1, '45911': 1, '46032': 1, '46102': 1, '46114': 1, '46188': 1, '46639': 1, '46931': 1, '46986': 1, '47076': 1, '47289': 1, '47865': 1, '48359': 1, '48360': 1, '48377': 1, '48446': 1, '48499': 1}\n",
            "suspens -> {'45042': 1, '45912': 1, '46978': 1, '48711': 1}\n",
            "suspicion -> {'46013': 1}\n",
            "sustain -> {'45991': 1, '46028': 1, '47259': 1}\n",
            "suyusapm7j -> {'44984': 1}\n",
            "svaxcwymi -> {'45909': 1}\n",
            "svp -> {'48570': 1}\n",
            "swab -> {'46801': 1, '47356': 1}\n",
            "swami -> {'45273': 1}\n",
            "swamp -> {'47155': 1}\n",
            "swap -> {'45081': 1}\n",
            "swarm -> {'47297': 1, '47953': 1}\n",
            "swear -> {'45260': 1, '45956': 1, '47534': 1}\n",
            "sweat -> {'46688': 1, '47237': 1}\n",
            "sweater -> {'46003': 1, '48064': 1}\n",
            "sweden -> {'46179': 1, '48416': 1}\n",
            "sweep -> {'45208': 1, '45523': 1, '46220': 1, '46227': 1, '46559': 1, '47618': 1, '47624': 1}\n",
            "sweet -> {'46011': 1, '46259': 1, '46461': 1}\n",
            "sweeti -> {'48189': 1}\n",
            "sweetmandarin -> {'45022': 1}\n",
            "sweetpmac -> {'46488': 1}\n",
            "swifter -> {'47574': 1}\n",
            "swim -> {'47203': 1}\n",
            "swissepi -> {'45638': 1}\n",
            "switch -> {'45126': 1, '45978': 1, '46622': 1, '47999': 1, '48029': 1}\n",
            "switzerland -> {'46293': 1, '46371': 1, '46969': 1, '47151': 1, '47598': 1, '48312': 1, '48577': 1}\n",
            "swoop -> {'47066': 1}\n",
            "sworm0acta -> {'45882': 1}\n",
            "swt -> {'48672': 1}\n",
            "swung -> {'45188': 1}\n",
            "sxdnz4mzyj -> {'46790': 1}\n",
            "sxemzruuit -> {'45423': 1}\n",
            "sxsw -> {'45073': 1}\n",
            "syavelcjql -> {'48216': 1}\n",
            "sydnei -> {'45288': 1}\n",
            "syjjegxomr -> {'45190': 1}\n",
            "sylvesterturn -> {'48045': 1}\n",
            "symbol -> {'47317': 1}\n",
            "symonedsand -> {'46784': 1}\n",
            "symptom -> {'45086': 1, '45890': 1, '45927': 1, '46603': 1, '47149': 1, '47649': 1, '47675': 1, '48352': 1, '48614': 1}\n",
            "symptomat -> {'47356': 1}\n",
            "syndrom -> {'45410': 1}\n",
            "syphili -> {'46520': 1}\n",
            "syqhfxkurg -> {'46265': 1}\n",
            "syrian -> {'47706': 1}\n",
            "system -> {'45104': 1, '45109': 1, '45127': 1, '45185': 1, '45189': 1, '45206': 1, '45381': 1, '45389': 1, '45467': 1, '45811': 1, '46021': 1, '46161': 1, '46225': 1, '46393': 1, '46455': 1, '46737': 1, '46790': 1, '46853': 1, '47049': 1, '47074': 1, '47184': 1, '47273': 1, '47347': 1, '47423': 1, '47440': 1, '47617': 1, '47770': 1, '47872': 1, '47931': 1, '47935': 1, '47957': 1, '47961': 1, '48598': 1, '48606': 1}\n",
            "syyi7xlu2d -> {'45937': 1}\n",
            "syymvvcgdi -> {'45338': 1}\n",
            "sz3hh4ihhf -> {'46033': 1}\n",
            "sz6lsbofm4 -> {'48179': 1}\n",
            "szkbr6wlxt -> {'48514': 1, '48515': 1}\n",
            "szkdznvrd9 -> {'47877': 1}\n",
            "szn -> {'47415': 1}\n",
            "t22akrkdoo -> {'47598': 1}\n",
            "t3flfkl4ma -> {'47181': 1}\n",
            "t4 -> {'45050': 1}\n",
            "t4joykpqtj -> {'47397': 1}\n",
            "t5gbzwtdm6 -> {'48149': 1}\n",
            "t5hujax2fi -> {'48336': 1}\n",
            "t5tesx87vu -> {'45126': 1}\n",
            "t65yanr9tk -> {'45429': 1}\n",
            "t6dayulp7p -> {'48640': 1}\n",
            "t8kxzcuhxo -> {'47331': 1}\n",
            "t8u2y0ow3o -> {'45674': 1}\n",
            "ta -> {'46798': 1}\n",
            "ta4gzwk3nx -> {'45379': 1}\n",
            "taan7e3q5 -> {'46331': 1}\n",
            "tabl -> {'45008': 1, '45304': 1}\n",
            "tablet -> {'45982': 1, '47645': 1}\n",
            "tabligh -> {'48691': 1}\n",
            "taco -> {'48076': 1, '48129': 1}\n",
            "tacoma -> {'45501': 1}\n",
            "tactic -> {'44985': 1}\n",
            "tad -> {'45287': 1, '48636': 1}\n",
            "tadipaar -> {'48231': 1}\n",
            "tag -> {'45452': 1, '46283': 1, '47557': 1, '47642': 1, '48565': 1, '48688': 1}\n",
            "taguig -> {'47239': 1}\n",
            "tajt0ymlg1 -> {'45689': 1}\n",
            "tak -> {'45298': 1}\n",
            "take -> {'44971': 1, '44996': 1, '45007': 1, '45024': 1, '45031': 1, '45071': 1, '45081': 1, '45091': 1, '45099': 1, '45126': 1, '45146': 1, '45185': 1, '45196': 1, '45197': 1, '45205': 1, '45208': 1, '45217': 1, '45231': 1, '45256': 1, '45262': 1, '45286': 1, '45308': 1, '45321': 1, '45322': 1, '45349': 1, '45360': 1, '45366': 1, '45390': 1, '45464': 1, '45482': 1, '45487': 1, '45501': 1, '45538': 1, '45547': 1, '45571': 1, '45588': 1, '45619': 1, '45628': 1, '45644': 1, '45670': 1, '45674': 1, '45684': 1, '45693': 1, '45723': 1, '45739': 1, '45765': 1, '45774': 1, '45778': 1, '45790': 1, '45794': 1, '45821': 1, '45832': 1, '45834': 1, '45855': 1, '45883': 1, '45932': 1, '45977': 1, '46024': 1, '46041': 1, '46096': 1, '46117': 1, '46138': 1, '46145': 1, '46147': 1, '46151': 1, '46157': 1, '46203': 1, '46225': 1, '46262': 1, '46269': 1, '46271': 1, '46290': 1, '46326': 1, '46346': 1, '46376': 1, '46408': 1, '46444': 1, '46468': 1, '46488': 1, '46493': 1, '46515': 1, '46518': 1, '46550': 1, '46577': 1, '46606': 1, '46650': 1, '46656': 1, '46670': 1, '46678': 1, '46685': 1, '46688': 1, '46706': 1, '46730': 1, '46755': 1, '46756': 1, '46759': 1, '46778': 1, '46790': 1, '46791': 1, '46795': 1, '46815': 1, '46843': 1, '46862': 1, '46875': 1, '46938': 1, '46939': 1, '46980': 1, '46984': 1, '46986': 1, '46992': 1, '47012': 1, '47014': 1, '47028': 1, '47123': 1, '47130': 1, '47141': 1, '47156': 1, '47160': 1, '47169': 1, '47201': 1, '47215': 1, '47236': 1, '47257': 1, '47282': 1, '47289': 1, '47309': 1, '47320': 1, '47340': 1, '47365': 1, '47402': 1, '47406': 1, '47429': 1, '47446': 1, '47458': 1, '47487': 1, '47490': 1, '47500': 1, '47504': 1, '47506': 1, '47508': 1, '47536': 1, '47540': 1, '47592': 1, '47679': 1, '47698': 1, '47705': 1, '47782': 1, '47788': 1, '47812': 1, '47823': 1, '47837': 1, '47841': 1, '47866': 1, '47868': 1, '47873': 1, '47905': 1, '47917': 1, '47931': 1, '47962': 1, '47966': 1, '47977': 1, '48043': 1, '48045': 1, '48080': 1, '48108': 1, '48174': 1, '48230': 1, '48231': 1, '48244': 1, '48254': 1, '48276': 1, '48287': 1, '48293': 1, '48308': 1, '48324': 1, '48325': 1, '48336': 1, '48371': 1, '48503': 1, '48509': 1, '48526': 1, '48536': 1, '48537': 1, '48545': 1, '48549': 1, '48552': 1, '48626': 1, '48650': 1, '48690': 1}\n",
            "takeawai -> {'48190': 1, '48382': 1}\n",
            "taken -> {'44965': 1, '44969': 1, '44979': 1, '46638': 1, '47260': 1, '47268': 1, '47342': 1, '47514': 1, '47660': 1, '47668': 1, '47704': 1, '47774': 1, '48393': 1, '48585': 1, '48612': 1, '48741': 1}\n",
            "takeo -> {'47252': 1}\n",
            "takeout -> {'46802': 1, '48153': 1, '48335': 1, '48589': 1}\n",
            "tale -> {'45415': 1, '46622': 1}\n",
            "talent -> {'48686': 1}\n",
            "talk -> {'45000': 1, '45007': 1, '45025': 1, '45214': 1, '45355': 1, '45392': 1, '45431': 1, '45479': 1, '45890': 1, '45893': 1, '46001': 1, '46232': 1, '46406': 1, '46586': 1, '46713': 1, '46723': 1, '46756': 1, '46788': 1, '46968': 1, '47150': 1, '47217': 1, '47305': 1, '47339': 1, '47438': 1, '47569': 1, '47790': 1, '47904': 1, '47921': 1, '47985': 1, '47992': 1, '47997': 1, '48171': 1, '48185': 1, '48292': 1, '48341': 1, '48407': 1, '48417': 1, '48470': 1, '48472': 1, '48748': 1}\n",
            "talkin -> {'46656': 1}\n",
            "tamak -> {'47793': 1}\n",
            "tammyredmond -> {'47900': 1}\n",
            "tampa -> {'47840': 1}\n",
            "tampon -> {'45305': 1, '48574': 1}\n",
            "tamronhal -> {'45740': 1}\n",
            "tamronhallshow -> {'45740': 1}\n",
            "tangibl -> {'45445': 1}\n",
            "tank -> {'45367': 1, '45394': 1}\n",
            "tanto -> {'47159': 1}\n",
            "tap -> {'45491': 1, '46181': 1, '46572': 1, '46730': 1, '48731': 1}\n",
            "taproom -> {'46102': 1, '46682': 1, '48014': 1, '48729': 1}\n",
            "target -> {'45031': 1, '45184': 1, '45186': 1, '45626': 1, '45696': 1, '45745': 1, '45997': 1, '46078': 1, '46464': 1, '46491': 1, '46537': 1, '46560': 1, '46616': 1, '46775': 1, '46801': 1, '47390': 1, '47622': 1, '47713': 1, '47796': 1, '47968': 1, '47999': 1, '48029': 1, '48529': 1, '48595': 1, '48717': 1}\n",
            "tariff -> {'46803': 1, '47084': 1}\n",
            "tariqnashe -> {'47802': 1}\n",
            "task -> {'48527': 1}\n",
            "tast -> {'45772': 1, '46535': 1, '46536': 1, '47460': 1}\n",
            "tastiest -> {'48086': 1}\n",
            "tata -> {'45356': 1}\n",
            "tattoo -> {'48005': 1}\n",
            "taught -> {'45129': 1, '45579': 1, '48258': 1}\n",
            "tax -> {'44998': 1, '45016': 1, '45020': 1, '45340': 1, '45394': 1, '45442': 1, '45531': 1, '45612': 1, '45651': 1, '45894': 1, '45988': 1, '46116': 1, '46261': 1, '46450': 1, '46704': 1, '46830': 1, '46843': 1, '47167': 1, '47800': 1, '48507': 1}\n",
            "taxi -> {'45065': 1, '45266': 1, '45386': 1, '46320': 1, '48454': 1}\n",
            "taxpay -> {'48727': 1}\n",
            "tbe -> {'48445': 1}\n",
            "tbh -> {'45739': 1, '45985': 1, '46186': 1, '46985': 1, '47026': 1}\n",
            "tbkkgyidwk -> {'48619': 1}\n",
            "tbru7ttppi -> {'45487': 1}\n",
            "tcapwlzzpp -> {'45340': 1}\n",
            "tcfd -> {'45089': 1}\n",
            "tcfsgqrww8 -> {'45459': 1}\n",
            "tcs3mhvqfk -> {'47924': 1}\n",
            "tcts9rivwz -> {'45857': 1}\n",
            "tdaqcm63d1 -> {'47023': 1}\n",
            "tdhillon33 -> {'45038': 1}\n",
            "te -> {'45649': 1}\n",
            "tea -> {'46361': 1, '46793': 1, '48663': 1}\n",
            "teach -> {'45236': 1, '45530': 1, '48606': 1}\n",
            "teacher -> {'44966': 1, '45160': 1, '45647': 1, '46067': 1, '48041': 1}\n",
            "teala -> {'47105': 1}\n",
            "team -> {'45099': 1, '45442': 1, '45872': 1, '46222': 1, '46291': 1, '47392': 1, '48025': 1, '48117': 1, '48326': 1}\n",
            "teamangelsoft -> {'47261': 1}\n",
            "teamview -> {'46250': 1}\n",
            "tear -> {'45715': 1}\n",
            "tech -> {'45136': 1, '45201': 1, '45218': 1, '47252': 1, '47875': 1, '48116': 1, '48437': 1, '48712': 1}\n",
            "technolog -> {'45077': 1, '45078': 1, '45218': 1, '45505': 1, '45645': 1, '46475': 1, '46550': 1, '46994': 1, '47252': 1, '47381': 1, '47459': 1, '48010': 1}\n",
            "tedcruz -> {'45520': 1}\n",
            "teddi -> {'47522': 1}\n",
            "tedlieu -> {'48200': 1}\n",
            "teenag -> {'47485': 1}\n",
            "tefap -> {'47979': 1}\n",
            "tehran -> {'47210': 1}\n",
            "tejjd9dqu4 -> {'47886': 1}\n",
            "telangana -> {'45197': 1}\n",
            "tele -> {'45659': 1, '47471': 1}\n",
            "telecommun -> {'48474': 1}\n",
            "telecommut -> {'48448': 1}\n",
            "telehealth -> {'47269': 1}\n",
            "telemedicin -> {'45505': 1}\n",
            "teleprompt -> {'45393': 1}\n",
            "televangelist -> {'45055': 1}\n",
            "televis -> {'46168': 1}\n",
            "tell -> {'45036': 1, '45037': 1, '45098': 1, '45144': 1, '45179': 1, '45216': 1, '45259': 1, '45331': 1, '45367': 1, '45377': 1, '45420': 1, '45575': 1, '45663': 1, '45805': 1, '45916': 1, '45936': 1, '45954': 1, '45970': 1, '45998': 1, '46029': 1, '46040': 1, '46231': 1, '46444': 1, '46526': 1, '46575': 1, '46764': 1, '46852': 1, '46945': 1, '47065': 1, '47091': 1, '47277': 1, '47418': 1, '47456': 1, '47564': 1, '47570': 1, '47652': 1, '47660': 1, '47789': 1, '47805': 1, '47955': 1, '47960': 1, '48096': 1, '48115': 1, '48149': 1, '48171': 1, '48215': 1, '48421': 1, '48445': 1, '48448': 1, '48484': 1, '48598': 1, '48651': 1}\n",
            "telli -> {'48284': 1}\n",
            "tellin -> {'45580': 1}\n",
            "temp -> {'48073': 1, '48614': 1}\n",
            "temper -> {'45619': 1}\n",
            "temperatur -> {'46891': 1, '47496': 1, '48315': 1}\n",
            "tempor -> {'48264': 1}\n",
            "temporari -> {'45207': 1, '48063': 1, '48557': 1, '48572': 1}\n",
            "temporarili -> {'45111': 1, '45711': 1, '45799': 1, '45844': 1, '45984': 1, '46102': 1, '46986': 1, '47489': 1, '47898': 1, '48045': 1, '48111': 1, '48264': 1, '48274': 1, '48279': 1, '48423': 1, '48493': 1, '48501': 1, '48520': 1, '48522': 1, '48528': 1, '48647': 1, '48649': 1, '48703': 1, '48712': 1}\n",
            "tempt -> {'45616': 1, '46577': 1}\n",
            "ten -> {'48744': 1}\n",
            "tenant -> {'45002': 1, '47743': 1}\n",
            "tend -> {'45097': 1, '45145': 1, '45631': 1}\n",
            "tendenc -> {'47344': 1}\n",
            "tender -> {'45504': 1}\n",
            "tengo -> {'47336': 1}\n",
            "tennesse -> {'47393': 1, '47894': 1}\n",
            "tension -> {'46259': 1, '46453': 1, '46680': 1, '47743': 1}\n",
            "term -> {'45047': 1, '45764': 1, '45832': 1, '45853': 1, '45993': 1, '46035': 1, '46327': 1, '46802': 1, '46918': 1, '47652': 1, '47738': 1, '47789': 1, '48028': 1, '48116': 1, '48430': 1, '48494': 1}\n",
            "termin -> {'45489': 1, '48267': 1}\n",
            "terribl -> {'45215': 1, '46123': 1, '47205': 1, '47921': 1, '48078': 1, '48577': 1}\n",
            "terrifi -> {'44992': 1, '45873': 1, '45995': 1, '46287': 1, '47107': 1, '47211': 1}\n",
            "territori -> {'45202': 1, '45452': 1, '46297': 1, '48024': 1}\n",
            "terror -> {'45945': 1}\n",
            "terrorist -> {'45014': 1}\n",
            "tersebar -> {'48749': 1}\n",
            "tesco -> {'45287': 1, '45435': 1, '45523': 1, '45665': 1, '45799': 1, '46042': 1, '46390': 1, '46806': 1, '47081': 1, '47212': 1, '47472': 1, '47501': 1, '47509': 1, '47730': 1, '47790': 1, '47920': 1, '47944': 1, '48082': 1, '48111': 1, '48140': 1, '48170': 1, '48207': 1, '48713': 1}\n",
            "tescoantrimcomm -> {'46390': 1}\n",
            "test -> {'44983': 1, '44999': 1, '45083': 1, '45198': 1, '45209': 1, '45229': 1, '45258': 1, '45348': 1, '45367': 1, '45368': 1, '45472': 1, '45511': 1, '45547': 1, '45576': 1, '45601': 1, '45629': 1, '45756': 1, '45781': 1, '45859': 1, '45902': 1, '45919': 1, '45927': 1, '45955': 1, '46019': 1, '46029': 1, '46031': 1, '46057': 1, '46064': 1, '46149': 1, '46228': 1, '46268': 1, '46362': 1, '46424': 1, '46430': 1, '46455': 1, '46482': 1, '46498': 1, '46518': 1, '46527': 1, '46557': 1, '46567': 1, '46574': 1, '46584': 1, '46620': 1, '46632': 1, '46709': 1, '46784': 1, '46786': 1, '46801': 1, '46851': 1, '46860': 1, '46876': 1, '46906': 1, '46930': 1, '47062': 1, '47064': 1, '47202': 1, '47210': 1, '47245': 1, '47291': 1, '47364': 1, '47372': 1, '47404': 1, '47436': 1, '47456': 1, '47584': 1, '47694': 1, '47699': 1, '47749': 1, '47773': 1, '47820': 1, '47826': 1, '48048': 1, '48052': 1, '48053': 1, '48054': 1, '48110': 1, '48114': 1, '48150': 1, '48158': 1, '48167': 1, '48189': 1, '48210': 1, '48225': 1, '48277': 1, '48315': 1, '48338': 1, '48419': 1, '48487': 1, '48562': 1, '48637': 1, '48694': 1}\n",
            "tether -> {'47556': 1}\n",
            "teugjlti05 -> {'45790': 1}\n",
            "texa -> {'47441': 1, '47558': 1, '47662': 1, '47791': 1, '47949': 1}\n",
            "texansfortexan -> {'47868': 1}\n",
            "texastribun -> {'47352': 1}\n",
            "text -> {'45121': 1, '47834': 1, '48575': 1}\n",
            "textbook -> {'47426': 1}\n",
            "tezo -> {'47556': 1}\n",
            "tf -> {'45819': 1, '48363': 1}\n",
            "tfcasia -> {'48009': 1}\n",
            "tff5b7xttw -> {'45154': 1}\n",
            "tftav1wsrf -> {'45708': 1}\n",
            "tfuck -> {'45663': 1}\n",
            "tfw -> {'47102': 1}\n",
            "tfwfyg7cy -> {'47329': 1}\n",
            "tgejfisdcp -> {'46361': 1}\n",
            "tgmlesgtmn -> {'48479': 1}\n",
            "tgt -> {'45052': 1}\n",
            "th -> {'45741': 1, '46643': 1, '47519': 1}\n",
            "th1rt3en -> {'48019': 1}\n",
            "thailand -> {'46064': 1, '47797': 1, '48009': 1}\n",
            "thank -> {'45022': 1, '45168': 1, '45296': 1, '45304': 1, '45397': 1, '45448': 1, '45482': 1, '45535': 1, '45569': 1, '45612': 1, '45644': 1, '45965': 1, '46022': 1, '46024': 1, '46033': 1, '46037': 1, '46044': 1, '46075': 1, '46079': 1, '46102': 1, '46104': 1, '46117': 1, '46122': 1, '46155': 1, '46159': 1, '46170': 1, '46207': 1, '46224': 1, '46282': 1, '46289': 1, '46381': 1, '46459': 1, '46478': 1, '46717': 1, '46928': 1, '46931': 1, '46959': 1, '46992': 1, '46994': 1, '47024': 1, '47031': 1, '47096': 1, '47292': 1, '47310': 1, '47455': 1, '47465': 1, '47484': 1, '47529': 1, '47580': 1, '47591': 1, '47605': 1, '47669': 1, '47705': 1, '47731': 1, '47804': 1, '47828': 1, '47831': 1, '47847': 1, '47855': 1, '47911': 1, '47920': 1, '47965': 1, '48002': 1, '48018': 1, '48058': 1, '48084': 1, '48103': 1, '48107': 1, '48131': 1, '48144': 1, '48160': 1, '48179': 1, '48190': 1, '48228': 1, '48243': 1, '48244': 1, '48291': 1, '48318': 1, '48340': 1, '48356': 1, '48366': 1, '48367': 1, '48395': 1, '48413': 1, '48414': 1, '48415': 1, '48447': 1, '48467': 1, '48468': 1, '48470': 1, '48524': 1, '48536': 1, '48603': 1, '48634': 1, '48657': 1, '48720': 1, '48738': 1}\n",
            "thankagroc -> {'46113': 1}\n",
            "thankfulli -> {'46504': 1, '47200': 1}\n",
            "thankfulthursdai -> {'45253': 1, '46372': 1}\n",
            "thanksgiv -> {'45299': 1, '46491': 1, '46501': 1, '47409': 1, '47913': 1}\n",
            "thankyou -> {'45483': 1, '45644': 1, '45745': 1}\n",
            "that -> {'48652': 1}\n",
            "thatswhack -> {'47740': 1}\n",
            "thb -> {'46064': 1}\n",
            "thc -> {'46151': 1}\n",
            "thceoech3i -> {'47730': 1}\n",
            "theater -> {'46428': 1}\n",
            "theatergo -> {'48430': 1}\n",
            "theatr -> {'45507': 1, '46222': 1, '47203': 1}\n",
            "theatric -> {'47446': 1, '48430': 1}\n",
            "thebbrestaur -> {'47873': 1}\n",
            "theboydonegood -> {'48576': 1}\n",
            "thebradfordfil -> {'48742': 1}\n",
            "thecryptodog -> {'47756': 1}\n",
            "thedivis -> {'46182': 1}\n",
            "thefoodprogramm -> {'47992': 1}\n",
            "theft -> {'47642': 1}\n",
            "thegreatawaken -> {'45706': 1}\n",
            "theheraldsun -> {'48223': 1}\n",
            "thehil -> {'45007': 1, '45036': 1}\n",
            "thei -> {'46827': 1}\n",
            "thejagmeetsingh -> {'45088': 1, '45217': 1}\n",
            "thekevinryd -> {'45289': 1}\n",
            "thelastleg -> {'45690': 1, '46085': 1, '47865': 1}\n",
            "thelastword -> {'47705': 1}\n",
            "themagician -> {'46766': 1}\n",
            "themoreyouknow -> {'45789': 1}\n",
            "theo -> {'47465': 1}\n",
            "theori -> {'48098': 1}\n",
            "theplagu -> {'46446': 1}\n",
            "theraflu -> {'45212': 1, '46580': 1}\n",
            "therapi -> {'45600': 1, '46995': 1, '48622': 1}\n",
            "therapist -> {'45096': 1, '46526': 1, '46800': 1}\n",
            "theresa -> {'47256': 1}\n",
            "theridesharegui -> {'47863': 1}\n",
            "therightcoffe -> {'45094': 1}\n",
            "thermal -> {'45801': 1, '48355': 1}\n",
            "thermomet -> {'47247': 1}\n",
            "thespotsgettinghot -> {'46838': 1}\n",
            "thestopcfc -> {'45637': 1}\n",
            "thestruggleisr -> {'46758': 1}\n",
            "theur -> {'45119': 1}\n",
            "thevicaragecat -> {'48136': 1}\n",
            "theyr -> {'45948': 1, '48055': 1}\n",
            "thiev -> {'46395': 1}\n",
            "think -> {'44974': 1, '44983': 1, '44993': 1, '45062': 1, '45065': 1, '45066': 1, '45208': 1, '45219': 1, '45228': 1, '45313': 1, '45342': 1, '45365': 1, '45388': 1, '45389': 1, '45395': 1, '45409': 1, '45419': 1, '45444': 1, '45454': 1, '45505': 1, '45515': 1, '45537': 1, '45575': 1, '45583': 1, '45625': 1, '45629': 1, '45640': 1, '45657': 1, '45671': 1, '45676': 1, '45693': 1, '45706': 1, '45729': 1, '45730': 1, '45741': 1, '45784': 1, '45800': 1, '45842': 1, '45848': 1, '45895': 1, '45898': 1, '45906': 1, '45911': 1, '45929': 1, '45941': 1, '45947': 1, '45959': 1, '45975': 1, '45989': 1, '46008': 1, '46046': 1, '46054': 1, '46061': 1, '46079': 1, '46083': 1, '46182': 1, '46199': 1, '46235': 1, '46307': 1, '46409': 1, '46432': 1, '46468': 1, '46495': 1, '46508': 1, '46516': 1, '46546': 1, '46553': 1, '46560': 1, '46566': 1, '46577': 1, '46600': 1, '46609': 1, '46629': 1, '46655': 1, '46671': 1, '46681': 1, '46699': 1, '46703': 1, '46724': 1, '46744': 1, '46770': 1, '46772': 1, '46819': 1, '46850': 1, '46907': 1, '46954': 1, '46961': 1, '47033': 1, '47058': 1, '47072': 1, '47106': 1, '47130': 1, '47162': 1, '47163': 1, '47179': 1, '47198': 1, '47208': 1, '47218': 1, '47220': 1, '47279': 1, '47293': 1, '47355': 1, '47386': 1, '47420': 1, '47477': 1, '47487': 1, '47491': 1, '47545': 1, '47563': 1, '47564': 1, '47579': 1, '47613': 1, '47697': 1, '47702': 1, '47707': 1, '47722': 1, '47729': 1, '47866': 1, '47869': 1, '47883': 1, '47890': 1, '47938': 1, '47941': 1, '47955': 1, '47998': 1, '48037': 1, '48059': 1, '48065': 1, '48153': 1, '48221': 1, '48237': 1, '48238': 1, '48245': 1, '48253': 1, '48286': 1, '48307': 1, '48314': 1, '48326': 1, '48340': 1, '48341': 1, '48377': 1, '48545': 1, '48569': 1, '48597': 1, '48634': 1, '48635': 1, '48684': 1, '48705': 1}\n",
            "thinkaboutit -> {'45366': 1}\n",
            "thinkofeveryon -> {'46605': 1}\n",
            "third -> {'45575': 1, '46326': 1, '47699': 1, '48597': 1}\n",
            "thirst -> {'47174': 1, '47700': 1}\n",
            "thirsti -> {'46440': 1}\n",
            "thisisnotarmageddon -> {'46121': 1}\n",
            "tho -> {'45121': 1, '45911': 1, '46286': 1, '46444': 1, '46997': 1, '47064': 1, '47212': 1, '48151': 1}\n",
            "thoma -> {'45561': 1}\n",
            "thomaskaine5 -> {'47746': 1}\n",
            "thordarson -> {'45099': 1}\n",
            "thought -> {'45018': 1, '45080': 1, '45115': 1, '45206': 1, '45254': 1, '45296': 1, '45344': 1, '45383': 1, '45418': 1, '45424': 1, '45517': 1, '45565': 1, '45648': 1, '45680': 1, '45684': 1, '45693': 1, '45758': 1, '45898': 1, '45903': 1, '46008': 1, '46045': 1, '46058': 1, '46061': 1, '46158': 1, '46173': 1, '46211': 1, '46212': 1, '46229': 1, '46512': 1, '46615': 1, '46619': 1, '46643': 1, '46668': 1, '46724': 1, '46788': 1, '46819': 1, '47204': 1, '47263': 1, '47530': 1, '47541': 1, '47546': 1, '47630': 1, '47672': 1, '47701': 1, '47723': 1, '47809': 1, '47851': 1, '47859': 1, '47920': 1, '47926': 1, '47931': 1, '47955': 1, '47968': 1, '48001': 1, '48035': 1, '48111': 1, '48115': 1, '48170': 1, '48343': 1, '48378': 1, '48490': 1, '48565': 1, '48666': 1, '48728': 1, '48739': 1}\n",
            "thoughtofthedai -> {'45206': 1}\n",
            "thousand -> {'45216': 1, '45327': 1, '45489': 1, '45565': 1, '45648': 1, '45757': 1, '46117': 1, '46517': 1, '47297': 1, '47393': 1, '47473': 1, '47569': 1, '47681': 1, '47849': 1, '47854': 1, '48250': 1, '48744': 1, '48745': 1}\n",
            "thpraqfbpc -> {'48721': 1}\n",
            "thre -> {'45767': 1}\n",
            "thread -> {'44991': 1, '44992': 1, '45053': 1, '46036': 1, '46081': 1, '46084': 1, '46212': 1, '46532': 1, '47001': 1, '47256': 1, '47587': 1, '47773': 1, '47961': 1, '48022': 1}\n",
            "threat -> {'44964': 1, '45713': 1, '45859': 1, '46175': 1, '46188': 1, '46219': 1, '46305': 1, '46763': 1, '47224': 1, '47239': 1, '47742': 1, '47917': 1}\n",
            "threaten -> {'46945': 1, '47773': 1, '47860': 1, '48552': 1, '48553': 1}\n",
            "thrill -> {'46937': 1}\n",
            "thrive -> {'47551': 1, '48453': 1}\n",
            "throng -> {'47203': 1}\n",
            "throw -> {'45547': 1, '45975': 1}\n",
            "thrown -> {'45295': 1, '46374': 1, '48517': 1}\n",
            "thru -> {'47220': 1}\n",
            "thrust -> {'46488': 1}\n",
            "thursdai -> {'45155': 1, '45272': 1, '45314': 1, '45393': 1, '45423': 1, '45589': 1, '46149': 1, '46868': 1, '47517': 1, '48614': 1}\n",
            "thursdaymorn -> {'45549': 1, '45819': 1}\n",
            "thursdaymotiv -> {'45267': 1, '45549': 1, '45627': 1}\n",
            "thursdaythought -> {'45253': 1, '45398': 1, '45593': 1, '45717': 1, '46062': 1}\n",
            "thursdayvib -> {'45549': 1}\n",
            "ti -> {'47807': 1}\n",
            "ticket -> {'45011': 1, '45250': 1, '45324': 1, '45378': 1, '45633': 1, '45654': 1, '45693': 1, '45723': 1, '45769': 1, '45795': 1, '45934': 1, '46202': 1, '46533': 1, '46583': 1, '46974': 1, '46980': 1, '47133': 1, '47397': 1, '47430': 1, '48088': 1, '48231': 1, '48525': 1}\n",
            "ticket2m -> {'48062': 1}\n",
            "tigerfitnesscom -> {'47496': 1}\n",
            "tight -> {'46361': 1, '48602': 1}\n",
            "tighter -> {'45860': 1}\n",
            "tightli -> {'48170': 1}\n",
            "til -> {'47115': 1, '48045': 1}\n",
            "tim -> {'48265': 1}\n",
            "timcast -> {'47175': 1, '47684': 1}\n",
            "time -> {'44958': 1, '44992': 1, '45024': 1, '45041': 1, '45042': 1, '45113': 1, '45130': 1, '45135': 1, '45144': 1, '45158': 1, '45170': 1, '45174': 1, '45180': 1, '45193': 1, '45236': 1, '45244': 1, '45288': 1, '45299': 1, '45307': 1, '45322': 1, '45357': 1, '45360': 1, '45370': 1, '45377': 1, '45378': 1, '45380': 1, '45382': 1, '45383': 1, '45400': 1, '45444': 1, '45449': 1, '45456': 1, '45472': 1, '45482': 1, '45488': 1, '45491': 1, '45507': 1, '45554': 1, '45586': 1, '45604': 1, '45608': 1, '45644': 1, '45686': 1, '45692': 1, '45696': 1, '45699': 1, '45729': 1, '45730': 1, '45733': 1, '45764': 1, '45767': 1, '45785': 1, '45790': 1, '45799': 1, '45804': 1, '45812': 1, '45818': 1, '45829': 1, '45830': 1, '45839': 1, '45841': 1, '45843': 1, '45845': 1, '45848': 1, '45860': 1, '45861': 1, '45873': 1, '45924': 1, '45944': 1, '45949': 1, '45954': 1, '45974': 1, '45987': 1, '45990': 1, '46012': 1, '46015': 1, '46021': 1, '46024': 1, '46043': 1, '46054': 1, '46069': 1, '46073': 1, '46088': 1, '46116': 1, '46128': 1, '46162': 1, '46178': 1, '46187': 1, '46231': 1, '46237': 1, '46255': 1, '46262': 1, '46267': 1, '46270': 1, '46275': 1, '46279': 1, '46284': 1, '46287': 1, '46296': 1, '46330': 1, '46379': 1, '46388': 1, '46389': 1, '46399': 1, '46419': 1, '46435': 1, '46438': 1, '46441': 1, '46481': 1, '46499': 1, '46503': 1, '46506': 1, '46517': 1, '46518': 1, '46526': 1, '46539': 1, '46547': 1, '46558': 1, '46577': 1, '46590': 1, '46593': 1, '46597': 1, '46607': 1, '46632': 1, '46633': 1, '46640': 1, '46668': 1, '46681': 1, '46704': 1, '46716': 1, '46717': 1, '46726': 1, '46735': 1, '46755': 1, '46788': 1, '46797': 1, '46810': 1, '46813': 1, '46829': 1, '46830': 1, '46834': 1, '46835': 1, '46848': 1, '46859': 1, '46872': 1, '46885': 1, '46891': 1, '46900': 1, '46915': 1, '46917': 1, '46928': 1, '46955': 1, '46963': 1, '46965': 1, '46996': 1, '47009': 1, '47014': 1, '47020': 1, '47029': 1, '47031': 1, '47042': 1, '47043': 1, '47066': 1, '47069': 1, '47149': 1, '47152': 1, '47154': 1, '47158': 1, '47162': 1, '47180': 1, '47211': 1, '47222': 1, '47224': 1, '47233': 1, '47238': 1, '47259': 1, '47272': 1, '47292': 1, '47306': 1, '47307': 1, '47315': 1, '47317': 1, '47330': 1, '47335': 1, '47339': 1, '47360': 1, '47364': 1, '47382': 1, '47426': 1, '47440': 1, '47442': 1, '47459': 1, '47469': 1, '47495': 1, '47504': 1, '47507': 1, '47527': 1, '47529': 1, '47533': 1, '47540': 1, '47541': 1, '47560': 1, '47581': 1, '47587': 1, '47602': 1, '47623': 1, '47630': 1, '47632': 1, '47646': 1, '47660': 1, '47666': 1, '47713': 1, '47714': 1, '47732': 1, '47747': 1, '47814': 1, '47817': 1, '47819': 1, '47826': 1, '47848': 1, '47873': 1, '47890': 1, '47902': 1, '47907': 1, '47920': 1, '47945': 1, '47948': 1, '47957': 1, '47958': 1, '47960': 1, '47961': 1, '47998': 1, '47999': 1, '48026': 1, '48032': 1, '48035': 1, '48037': 1, '48047': 1, '48067': 1, '48072': 1, '48092': 1, '48107': 1, '48112': 1, '48129': 1, '48139': 1, '48171': 1, '48179': 1, '48202': 1, '48257': 1, '48289': 1, '48311': 1, '48314': 1, '48315': 1, '48343': 1, '48351': 1, '48356': 1, '48383': 1, '48394': 1, '48401': 1, '48412': 1, '48434': 1, '48438': 1, '48443': 1, '48456': 1, '48457': 1, '48458': 1, '48466': 1, '48494': 1, '48504': 1, '48519': 1, '48524': 1, '48525': 1, '48546': 1, '48597': 1, '48648': 1, '48657': 1, '48664': 1, '48668': 1, '48672': 1, '48674': 1, '48716': 1, '48730': 1, '48732': 1, '48738': 1}\n",
            "time4 -> {'47004': 1}\n",
            "timelin -> {'46319': 1}\n",
            "timeoff -> {'46788': 1}\n",
            "tin -> {'44962': 1, '45064': 1, '45226': 1, '45390': 1, '45605': 1, '45624': 1, '45881': 1, '45989': 1, '46398': 1, '46681': 1, '46762': 1, '46814': 1, '46968': 1, '46985': 1, '47081': 1, '47268': 1, '47311': 1, '47398': 1, '48140': 1, '48471': 1, '48475': 1}\n",
            "tine -> {'47747': 1}\n",
            "ting -> {'47518': 1}\n",
            "tini -> {'44992': 1, '46072': 1, '46236': 1, '47211': 1, '48353': 1}\n",
            "tintie4 -> {'47219': 1}\n",
            "tiolet -> {'46443': 1}\n",
            "tip -> {'44984': 1, '44996': 1, '45005': 1, '45027': 1, '45089': 1, '45093': 1, '45337': 1, '45568': 1, '45606': 1, '45704': 1, '45883': 1, '46243': 1, '46346': 1, '46351': 1, '46505': 1, '46572': 1, '46657': 1, '46874': 1, '46899': 1, '46912': 1, '47148': 1, '47180': 1, '47267': 1, '47359': 1, '47549': 1, '47563': 1, '47703': 1, '47825': 1, '47843': 1, '48117': 1, '48143': 1, '48156': 1, '48224': 1, '48244': 1, '48256': 1, '48335': 1, '48552': 1, '48677': 1}\n",
            "tire -> {'45682': 1, '46058': 1, '46706': 1, '46713': 1}\n",
            "tirelessli -> {'46081': 1, '46459': 1, '47681': 1}\n",
            "tissu -> {'45180': 1, '45318': 1, '45444': 1, '45743': 1, '46103': 1, '46161': 1, '46231': 1, '46311': 1, '46480': 1, '46999': 1, '47189': 1, '47308': 1, '47311': 1, '47483': 1, '47568': 1, '47585': 1, '47784': 1, '47959': 1, '48665': 1, '48750': 1}\n",
            "titan -> {'46246': 1, '46506': 1}\n",
            "titl -> {'45268': 1, '47468': 1}\n",
            "tix -> {'45633': 1}\n",
            "tj -> {'48717': 1}\n",
            "tjmair -> {'48019': 1}\n",
            "tjptq3fomt -> {'47264': 1}\n",
            "tjricki -> {'47876': 1}\n",
            "tkihxjtkbq -> {'46647': 1}\n",
            "tldr -> {'46324': 1}\n",
            "tlfk25gybl -> {'48649': 1}\n",
            "tlna -> {'46320': 1}\n",
            "tlrzg6oiu -> {'46294': 1}\n",
            "tls7gfbdlm -> {'45541': 1}\n",
            "tlxtboyxt4 -> {'45115': 1}\n",
            "tm -> {'48019': 1}\n",
            "tnectqqvrr -> {'48210': 1}\n",
            "to5js40a2v -> {'46714': 1}\n",
            "tobacconist -> {'46469': 1}\n",
            "todai -> {'44980': 1, '44997': 1, '45001': 1, '45026': 1, '45047': 1, '45054': 1, '45084': 1, '45147': 1, '45255': 1, '45280': 1, '45296': 1, '45349': 1, '45359': 1, '45363': 1, '45406': 1, '45424': 1, '45441': 1, '45461': 1, '45475': 1, '45485': 1, '45511': 1, '45520': 1, '45523': 1, '45528': 1, '45542': 1, '45572': 1, '45577': 1, '45602': 1, '45629': 1, '45630': 1, '45632': 1, '45638': 1, '45659': 1, '45683': 1, '45687': 1, '45703': 1, '45729': 1, '45747': 1, '45762': 1, '45772': 1, '45776': 1, '45791': 1, '45870': 1, '45877': 1, '45890': 1, '45891': 1, '45892': 1, '45898': 1, '45902': 1, '45903': 1, '45941': 1, '45949': 1, '45955': 1, '46016': 1, '46022': 1, '46028': 1, '46062': 1, '46082': 1, '46086': 1, '46091': 1, '46109': 1, '46121': 1, '46125': 1, '46136': 1, '46151': 1, '46152': 1, '46158': 1, '46194': 1, '46217': 1, '46229': 1, '46246': 1, '46247': 1, '46259': 1, '46294': 1, '46301': 1, '46308': 1, '46331': 1, '46334': 1, '46347': 1, '46362': 1, '46372': 1, '46399': 1, '46424': 1, '46445': 1, '46460': 1, '46484': 1, '46486': 1, '46508': 1, '46514': 1, '46515': 1, '46540': 1, '46555': 1, '46574': 1, '46601': 1, '46602': 1, '46622': 1, '46630': 1, '46642': 1, '46647': 1, '46671': 1, '46690': 1, '46729': 1, '46738': 1, '46772': 1, '46779': 1, '46798': 1, '46800': 1, '46803': 1, '46824': 1, '46848': 1, '46852': 1, '46879': 1, '46880': 1, '46891': 1, '46913': 1, '46926': 1, '46927': 1, '46929': 1, '46950': 1, '46951': 1, '46962': 1, '47008': 1, '47018': 1, '47050': 1, '47056': 1, '47062': 1, '47064': 1, '47065': 1, '47096': 1, '47111': 1, '47129': 1, '47139': 1, '47192': 1, '47204': 1, '47217': 1, '47223': 1, '47295': 1, '47305': 1, '47343': 1, '47348': 1, '47371': 1, '47400': 1, '47410': 1, '47430': 1, '47457': 1, '47526': 1, '47531': 1, '47534': 1, '47536': 1, '47557': 1, '47558': 1, '47571': 1, '47584': 1, '47601': 1, '47657': 1, '47682': 1, '47725': 1, '47734': 1, '47771': 1, '47789': 1, '47802': 1, '47809': 1, '47812': 1, '47817': 1, '47855': 1, '47882': 1, '47903': 1, '47913': 1, '47978': 1, '47984': 1, '48073': 1, '48107': 1, '48151': 1, '48178': 1, '48190': 1, '48239': 1, '48273': 1, '48297': 1, '48341': 1, '48353': 1, '48383': 1, '48417': 1, '48568': 1, '48577': 1, '48584': 1, '48642': 1, '48701': 1, '48719': 1, '48728': 1, '48729': 1, '48744': 1}\n",
            "todayinwashington -> {'47679': 1}\n",
            "toddler -> {'47725': 1}\n",
            "toddzwillich -> {'45841': 1}\n",
            "togo -> {'48259': 1}\n",
            "toh -> {'48612': 1}\n",
            "toi -> {'47577': 1, '47634': 1}\n",
            "toiindianew -> {'46877': 1, '46878': 1}\n",
            "toiket -> {'47035': 1}\n",
            "toilet -> {'44957': 1, '44979': 1, '45014': 1, '45052': 1, '45057': 1, '45064': 1, '45066': 1, '45079': 1, '45100': 1, '45101': 1, '45103': 1, '45132': 1, '45135': 1, '45137': 1, '45163': 1, '45169': 1, '45187': 1, '45188': 1, '45196': 1, '45206': 1, '45212': 1, '45231': 1, '45241': 1, '45242': 1, '45248': 1, '45257': 1, '45261': 1, '45262': 1, '45287': 1, '45288': 1, '45295': 1, '45297': 1, '45312': 1, '45318': 1, '45332': 1, '45350': 1, '45362': 1, '45363': 1, '45395': 1, '45398': 1, '45399': 1, '45408': 1, '45410': 1, '45418': 1, '45432': 1, '45439': 1, '45447': 1, '45460': 1, '45482': 1, '45525': 1, '45529': 1, '45545': 1, '45548': 1, '45575': 1, '45579': 1, '45587': 1, '45596': 1, '45622': 1, '45623': 1, '45626': 1, '45646': 1, '45652': 1, '45676': 1, '45686': 1, '45694': 1, '45699': 1, '45714': 1, '45737': 1, '45745': 1, '45749': 1, '45761': 1, '45786': 1, '45797': 1, '45800': 1, '45805': 1, '45808': 1, '45822': 1, '45825': 1, '45862': 1, '45866': 1, '45877': 1, '45879': 1, '45886': 1, '45899': 1, '45911': 1, '45928': 1, '45935': 1, '45947': 1, '45949': 1, '45950': 1, '45966': 1, '45983': 1, '45990': 1, '46002': 1, '46008': 1, '46009': 1, '46011': 1, '46027': 1, '46045': 1, '46047': 1, '46058': 1, '46062': 1, '46082': 1, '46091': 1, '46096': 1, '46105': 1, '46107': 1, '46110': 1, '46112': 1, '46119': 1, '46134': 1, '46144': 1, '46146': 1, '46160': 1, '46161': 1, '46169': 1, '46193': 1, '46203': 1, '46219': 1, '46224': 1, '46229': 1, '46231': 1, '46237': 1, '46239': 1, '46273': 1, '46274': 1, '46276': 1, '46278': 1, '46281': 1, '46299': 1, '46304': 1, '46306': 1, '46311': 1, '46316': 1, '46340': 1, '46341': 1, '46349': 1, '46354': 1, '46357': 1, '46365': 1, '46380': 1, '46386': 1, '46398': 1, '46405': 1, '46407': 1, '46417': 1, '46434': 1, '46438': 1, '46444': 1, '46446': 1, '46447': 1, '46449': 1, '46454': 1, '46463': 1, '46464': 1, '46465': 1, '46476': 1, '46477': 1, '46481': 1, '46484': 1, '46504': 1, '46523': 1, '46549': 1, '46559': 1, '46581': 1, '46583': 1, '46589': 1, '46601': 1, '46604': 1, '46619': 1, '46639': 1, '46642': 1, '46655': 1, '46657': 1, '46661': 1, '46662': 1, '46670': 1, '46689': 1, '46691': 1, '46692': 1, '46715': 1, '46727': 1, '46736': 1, '46781': 1, '46786': 1, '46804': 1, '46806': 1, '46811': 1, '46838': 1, '46851': 1, '46863': 1, '46868': 1, '46873': 1, '46879': 1, '46880': 1, '46888': 1, '46890': 1, '46901': 1, '46920': 1, '46921': 1, '46926': 1, '46939': 1, '46944': 1, '46956': 1, '46968': 1, '46976': 1, '46985': 1, '47027': 1, '47034': 1, '47035': 1, '47037': 1, '47054': 1, '47056': 1, '47057': 1, '47076': 1, '47077': 1, '47079': 1, '47091': 1, '47103': 1, '47108': 1, '47141': 1, '47157': 1, '47164': 1, '47165': 1, '47168': 1, '47181': 1, '47189': 1, '47199': 1, '47200': 1, '47223': 1, '47233': 1, '47247': 1, '47268': 1, '47272': 1, '47280': 1, '47288': 1, '47304': 1, '47308': 1, '47313': 1, '47337': 1, '47340': 1, '47354': 1, '47359': 1, '47374': 1, '47377': 1, '47380': 1, '47386': 1, '47388': 1, '47389': 1, '47401': 1, '47412': 1, '47422': 1, '47427': 1, '47444': 1, '47451': 1, '47457': 1, '47466': 1, '47467': 1, '47468': 1, '47500': 1, '47505': 1, '47517': 1, '47519': 1, '47538': 1, '47542': 1, '47544': 1, '47547': 1, '47557': 1, '47568': 1, '47571': 1, '47582': 1, '47599': 1, '47642': 1, '47643': 1, '47650': 1, '47651': 1, '47654': 1, '47664': 1, '47676': 1, '47678': 1, '47679': 1, '47711': 1, '47715': 1, '47716': 1, '47718': 1, '47719': 1, '47751': 1, '47759': 1, '47777': 1, '47781': 1, '47792': 1, '47804': 1, '47808': 1, '47832': 1, '47848': 1, '47852': 1, '47867': 1, '47886': 1, '47892': 1, '47902': 1, '47911': 1, '47926': 1, '47941': 1, '47945': 1, '47959': 1, '47969': 1, '48036': 1, '48050': 1, '48089': 1, '48127': 1, '48143': 1, '48154': 1, '48169': 1, '48184': 1, '48191': 1, '48252': 1, '48276': 1, '48296': 1, '48308': 1, '48310': 1, '48313': 1, '48333': 1, '48340': 1, '48353': 1, '48375': 1, '48392': 1, '48433': 1, '48481': 1, '48483': 1, '48498': 1, '48506': 1, '48574': 1, '48592': 1, '48663': 1, '48665': 1, '48666': 1, '48707': 1, '48717': 1, '48721': 1, '48723': 1, '48728': 1}\n",
            "toiletpap -> {'44957': 1, '45009': 1, '45014': 1, '45057': 1, '45082': 1, '45270': 1, '45318': 1, '45410': 1, '45626': 1, '45640': 1, '45662': 1, '45748': 1, '45776': 1, '46053': 1, '46092': 1, '46108': 1, '46176': 1, '46322': 1, '46354': 1, '46358': 1, '46396': 1, '46531': 1, '46549': 1, '46648': 1, '47024': 1, '47079': 1, '47129': 1, '47181': 1, '47199': 1, '47207': 1, '47217': 1, '47223': 1, '47261': 1, '47315': 1, '47318': 1, '47422': 1, '47440': 1, '47452': 1, '47643': 1, '47678': 1, '47778': 1, '47867': 1, '47882': 1, '47928': 1, '47948': 1, '48046': 1, '48089': 1, '48173': 1, '48208': 1, '48721': 1}\n",
            "toiletpapercrisi -> {'45087': 1, '45101': 1, '45491': 1, '45662': 1, '45683': 1, '45928': 1, '46219': 1, '46396': 1, '46463': 1, '46754': 1, '46787': 1, '46840': 1, '47079': 1, '47318': 1, '47422': 1, '47585': 1, '47716': 1}\n",
            "toiletpaperemerg -> {'45776': 1, '46121': 1, '46755': 1, '46903': 1, '47079': 1, '47402': 1}\n",
            "toiletpaperpan -> {'44979': 1, '45101': 1, '47079': 1, '47422': 1, '47438': 1, '47517': 1, '47676': 1, '47716': 1, '48089': 1, '48208': 1, '48666': 1}\n",
            "toiletpaperplaug -> {'46447': 1}\n",
            "toiletpapershortag -> {'46203': 1}\n",
            "toiletpapi -> {'46316': 1}\n",
            "toiletri -> {'44981': 1, '45220': 1, '46161': 1, '47285': 1, '47585': 1}\n",
            "token -> {'45239': 1, '45839': 1}\n",
            "tokyo -> {'45688': 1}\n",
            "told -> {'45019': 1, '45120': 1, '45135': 1, '45180': 1, '45305': 1, '45331': 1, '45462': 1, '45529': 1, '45591': 1, '45647': 1, '45727': 1, '46120': 1, '46246': 1, '46406': 1, '46750': 1, '46968': 1, '47092': 1, '47315': 1, '47415': 1, '47531': 1, '47664': 1, '47914': 1, '47957': 1, '48223': 1, '48265': 1, '48275': 1, '48457': 1, '48511': 1, '48604': 1}\n",
            "toler -> {'45621': 1}\n",
            "toliet -> {'45253': 1, '46597': 1}\n",
            "tolietpapercrisi -> {'46806': 1}\n",
            "toll -> {'47660': 1, '47764': 1, '47773': 1, '48032': 1, '48172': 1, '48287': 1}\n",
            "tom -> {'45502': 1, '45509': 1}\n",
            "tomato -> {'44962': 1, '45373': 1, '45500': 1, '46177': 1, '46355': 1, '46392': 1, '46670': 1, '47311': 1, '48698': 1}\n",
            "tomclanc -> {'46182': 1}\n",
            "tomhank -> {'45690': 1, '45856': 1}\n",
            "tommorow -> {'46966': 1}\n",
            "tomorrow -> {'45121': 1, '45301': 1, '45672': 1, '45689': 1, '46096': 1, '46109': 1, '46118': 1, '46536': 1, '46548': 1, '46953': 1, '46991': 1, '47018': 1, '47214': 1, '47461': 1, '47727': 1, '47802': 1, '47869': 1, '48065': 1, '48192': 1, '48242': 1, '48274': 1, '48359': 1, '48360': 1, '48425': 1, '48518': 1, '48528': 1, '48729': 1}\n",
            "tompkinscountyni -> {'46946': 1}\n",
            "ton -> {'45775': 1, '46317': 1, '46385': 1, '46450': 1, '47131': 1, '47172': 1, '47258': 1, '47486': 1, '47771': 1, '48081': 1, '48181': 1}\n",
            "toni -> {'48148': 1}\n",
            "tonight -> {'45188': 1, '45603': 1, '45672': 1, '45934': 1, '45956': 1, '46129': 1, '46151': 1, '46205': 1, '46332': 1, '46356': 1, '46644': 1, '46676': 1, '46707': 1, '46753': 1, '46929': 1, '46966': 1, '47006': 1, '47026': 1, '47088': 1, '47155': 1, '47271': 1, '47399': 1, '47413': 1, '47503': 1, '48065': 1, '48240': 1, '48420': 1, '48457': 1, '48549': 1}\n",
            "tonightvmtv -> {'45603': 1}\n",
            "tonn -> {'47710': 1}\n",
            "took -> {'44978': 1, '45530': 1, '45815': 1, '46026': 1, '46200': 1, '46252': 1, '46404': 1, '46566': 1, '46641': 1, '47145': 1, '47319': 1, '47362': 1, '47988': 1}\n",
            "tool -> {'46067': 1, '46598': 1, '48150': 1}\n",
            "toothbrush -> {'47690': 1}\n",
            "toothpast -> {'47784': 1, '48574': 1, '48676': 1}\n",
            "top -> {'45021': 1, '45452': 1, '45808': 1, '45991': 1, '46148': 1, '46281': 1, '46768': 1, '46772': 1, '46803': 1, '47410': 1, '47636': 1, '47729': 1, '48382': 1, '48426': 1, '48482': 1, '48665': 1, '48737': 1}\n",
            "topbuzz -> {'47505': 1}\n",
            "topcashback -> {'45980': 1}\n",
            "topgolf -> {'47019': 1}\n",
            "topic -> {'45578': 1, '45930': 1}\n",
            "torbai -> {'46373': 1}\n",
            "tori -> {'48470': 1}\n",
            "torn -> {'48740': 1}\n",
            "tornado -> {'48165': 1}\n",
            "toronto -> {'45071': 1, '45870': 1, '46299': 1, '46429': 1, '46514': 1, '46647': 1, '46849': 1, '46988': 1, '47047': 1, '48068': 1, '48559': 1}\n",
            "torontodotcom -> {'45071': 1}\n",
            "torontostar -> {'46265': 1, '46285': 1, '46647': 1}\n",
            "tostito -> {'47537': 1}\n",
            "total -> {'45222': 1, '45297': 1, '45396': 1, '45808': 1, '45927': 1, '46358': 1, '46452': 1, '46497': 1, '46510': 1, '46577': 1, '46605': 1, '46920': 1, '46931': 1, '47563': 1, '47650': 1, '47761': 1, '47784': 1, '48074': 1, '48210': 1, '48261': 1, '48272': 1, '48490': 1}\n",
            "totemranch613 -> {'45968': 1}\n",
            "tottenham -> {'46039': 1}\n",
            "touch -> {'44974': 1, '45063': 1, '45147': 1, '45194': 1, '45195': 1, '45381': 1, '45448': 1, '45581': 1, '45606': 1, '45755': 1, '45773': 1, '45801': 1, '45826': 1, '46120': 1, '46177': 1, '46262': 1, '46347': 1, '46438': 1, '46895': 1, '46924': 1, '47313': 1, '47563': 1, '47938': 1, '48055': 1, '48100': 1, '48238': 1, '48544': 1, '48578': 1, '48579': 1, '48616': 1, '48651': 1, '48686': 1}\n",
            "touchi -> {'47469': 1}\n",
            "touchpoint -> {'45341': 1}\n",
            "touchscreen -> {'45184': 1}\n",
            "tough -> {'45554': 1, '45575': 1, '46073': 1, '46441': 1, '46889': 1, '46935': 1, '48739': 1}\n",
            "toughen -> {'46935': 1}\n",
            "tougher -> {'46495': 1}\n",
            "toughest -> {'45177': 1, '46783': 1}\n",
            "tour -> {'47289': 1, '47522': 1, '48161': 1, '48376': 1}\n",
            "tourism -> {'45164': 1, '46326': 1, '46942': 1}\n",
            "tourist -> {'45085': 1, '46619': 1}\n",
            "tout -> {'45229': 1, '45285': 1}\n",
            "towel -> {'45103': 1, '45350': 1, '45353': 1, '45408': 1, '45786': 1, '46203': 1, '46274': 1, '46281': 1, '46465': 1, '46531': 1, '46926': 1, '47034': 1, '47037': 1, '47280': 1, '47374': 1, '47517': 1, '47568': 1, '47808': 1, '47933': 1, '48498': 1}\n",
            "towerhamlet -> {'47360': 1}\n",
            "town -> {'46041': 1, '46172': 1, '46281': 1, '46356': 1, '46362': 1, '46373': 1, '46445': 1, '46686': 1, '46834': 1, '46835': 1, '46913': 1, '47103': 1, '47264': 1, '47308': 1}\n",
            "toxic -> {'47548': 1}\n",
            "toxin -> {'46393': 1}\n",
            "tp -> {'45212': 1, '45267': 1, '45289': 1, '45353': 1, '45405': 1, '45407': 1, '45620': 1, '45697': 1, '45792': 1, '45843': 1, '45915': 1, '45952': 1, '46010': 1, '46121': 1, '46172': 1, '46184': 1, '46193': 1, '46273': 1, '46353': 1, '46354': 1, '46362': 1, '46639': 1, '46693': 1, '46703': 1, '46705': 1, '46778': 1, '46934': 1, '46988': 1, '47013': 1, '47174': 1, '47236': 1, '47259': 1, '47277': 1, '47311': 1, '47319': 1, '47372': 1, '47373': 1, '47389': 1, '47443': 1, '47531': 1, '47546': 1, '47570': 1, '47585': 1, '47713': 1, '47718': 1, '47733': 1, '47776': 1, '47787': 1, '48071': 1, '48100': 1, '48141': 1, '48152': 1, '48176': 1, '48251': 1, '48340': 1, '48497': 1, '48666': 1}\n",
            "tpapocalyps -> {'47808': 1}\n",
            "tpeefsuehm -> {'48424': 1}\n",
            "tpformybunghol -> {'46531': 1}\n",
            "tpgate -> {'45877': 1}\n",
            "tphoarder -> {'47389': 1, '48141': 1}\n",
            "tpmhblcpwn -> {'45558': 1}\n",
            "tpwyey6vnl -> {'47097': 1}\n",
            "tqigtvhj2k -> {'47679': 1}\n",
            "tr -> {'45274': 1}\n",
            "tr71hl0vuh -> {'45963': 1}\n",
            "track -> {'45246': 1, '45288': 1, '46969': 1, '48210': 1}\n",
            "tracker -> {'46397': 1}\n",
            "tract -> {'46662': 1}\n",
            "tracybeanz -> {'47994': 1}\n",
            "trade -> {'45002': 1, '45026': 1, '45176': 1, '45200': 1, '46138': 1, '46784': 1, '47042': 1, '47826': 1, '48070': 1, '48244': 1, '48377': 1, '48479': 1, '48533': 1, '48563': 1, '48704': 1}\n",
            "trader -> {'45735': 1, '45763': 1, '46515': 1, '46717': 1, '46973': 1, '47518': 1, '48357': 1, '48717': 1}\n",
            "traderjo -> {'46717': 1, '46960': 1, '47641': 1, '47932': 1}\n",
            "traderjoeslist -> {'46616': 1}\n",
            "tradeshow -> {'45200': 1}\n",
            "tradit -> {'45276': 1, '45317': 1, '45613': 1, '48398': 1}\n",
            "traffic -> {'45025': 1, '45167': 1, '45353': 1, '45377': 1, '46133': 1, '46669': 1, '46794': 1, '46845': 1, '46909': 1, '47300': 1, '47457': 1, '47587': 1, '47991': 1, '48162': 1, '48446': 1, '48671': 1}\n",
            "tragedi -> {'47935': 1}\n",
            "trai -> {'45177': 1, '46783': 1}\n",
            "trail -> {'45138': 1, '46621': 1}\n",
            "trailer -> {'45367': 1}\n",
            "train -> {'45073': 1, '45277': 1, '45301': 1, '45352': 1, '46991': 1, '47305': 1, '48159': 1, '48179': 1, '48345': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1, '48586': 1}\n",
            "traine -> {'47201': 1}\n",
            "trainer -> {'45068': 1, '46743': 1}\n",
            "tram -> {'46907': 1}\n",
            "tran -> {'48005': 1}\n",
            "transact -> {'44974': 1, '45794': 1, '46080': 1, '47237': 1, '47471': 1}\n",
            "transcrowdfund -> {'47115': 1}\n",
            "transfer -> {'47797': 1, '48169': 1}\n",
            "transform -> {'46327': 1}\n",
            "transgen -> {'47556': 1}\n",
            "transgend -> {'47930': 1}\n",
            "translat -> {'46815': 1}\n",
            "transmiss -> {'45724': 1, '46348': 1, '47347': 1, '48235': 1}\n",
            "transmit -> {'46995': 1, '47364': 1, '47625': 1, '47668': 1, '48677': 1}\n",
            "transmitt -> {'45074': 1}\n",
            "transpar -> {'46534': 1, '46706': 1, '46748': 1}\n",
            "transpo -> {'48504': 1}\n",
            "transport -> {'44993': 1, '45048': 1, '45753': 1, '45774': 1, '46162': 1, '46388': 1, '46572': 1, '46847': 1, '46969': 1, '47074': 1, '47343': 1, '47605': 1, '47743': 1, '48639': 1}\n",
            "trap -> {'46795': 1}\n",
            "trash -> {'45210': 1, '45635': 1, '47733': 1}\n",
            "traurig -> {'48726': 1}\n",
            "travel -> {'44968': 1, '45007': 1, '45011': 1, '45015': 1, '45016': 1, '45157': 1, '45164': 1, '45177': 1, '45246': 1, '45341': 1, '45450': 1, '45469': 1, '45497': 1, '45502': 1, '45564': 1, '45578': 1, '45590': 1, '45616': 1, '45677': 1, '45693': 1, '45696': 1, '45875': 1, '45907': 1, '45911': 1, '46013': 1, '46286': 1, '46328': 1, '46783': 1, '46847': 1, '46878': 1, '46915': 1, '46956': 1, '46978': 1, '46980': 1, '47045': 1, '47114': 1, '47144': 1, '47160': 1, '47227': 1, '47397': 1, '47550': 1, '47756': 1, '47924': 1, '48024': 1, '48088': 1, '48116': 1, '48181': 1, '48244': 1, '48326': 1, '48452': 1, '48492': 1, '48525': 1, '48685': 1}\n",
            "travelban -> {'46387': 1, '47452': 1}\n",
            "travelzoo -> {'46448': 1}\n",
            "treadmil -> {'47353': 1}\n",
            "treat -> {'45005': 1, '45628': 1, '46148': 1, '46244': 1, '46797': 1, '46984': 1, '47149': 1, '47640': 1, '48440': 1, '48581': 1, '48622': 1}\n",
            "treatment -> {'45472': 1, '45629': 1, '46313': 1, '46430': 1, '46498': 1, '46784': 1, '48609': 1, '48631': 1}\n",
            "trebl -> {'44960': 1}\n",
            "tree -> {'47568': 1}\n",
            "tremend -> {'47999': 1}\n",
            "trend -> {'44953': 1, '45203': 1, '45452': 1, '46001': 1, '46366': 1, '46742': 1, '47207': 1, '47518': 1, '48382': 1, '48426': 1, '48681': 1, '48728': 1}\n",
            "trendi -> {'47207': 1}\n",
            "treviso -> {'45855': 1}\n",
            "trevor -> {'45089': 1}\n",
            "treydwag2020 -> {'47034': 1}\n",
            "tri -> {'45363': 1, '45577': 1, '46442': 1, '46510': 1, '46717': 1, '47250': 1, '47534': 1, '47647': 1, '48060': 1}\n",
            "trial -> {'45227': 1, '48370': 1}\n",
            "tribelaw -> {'47705': 1}\n",
            "tribut -> {'47256': 1}\n",
            "trick -> {'45568': 1}\n",
            "trigger -> {'45709': 1, '46166': 1, '47246': 1, '47778': 1}\n",
            "trilion -> {'46370': 1}\n",
            "trillion -> {'45311': 1, '45576': 1, '45629': 1, '45648': 1, '46111': 1, '46947': 1, '47910': 1, '47975': 1, '48146': 1, '48510': 1}\n",
            "trip -> {'45196': 1, '45315': 1, '45443': 1, '45556': 1, '45607': 1, '45776': 1, '45858': 1, '46121': 1, '46190': 1, '46202': 1, '46431': 1, '46581': 1, '46768': 1, '46773': 1, '46810': 1, '46868': 1, '46872': 1, '47260': 1, '47441': 1, '47461': 1, '47464': 1, '47535': 1, '47823': 1, '47829': 1, '47966': 1, '48326': 1, '48441': 1, '48717': 1}\n",
            "tripl -> {'46250': 1, '46712': 1, '48357': 1}\n",
            "trish -> {'45414': 1}\n",
            "trishreg -> {'45414': 1}\n",
            "trivial -> {'47852': 1}\n",
            "troak -> {'48136': 1}\n",
            "troll -> {'47052': 1, '47765': 1}\n",
            "trollei -> {'45355': 1, '45412': 1, '45475': 1, '46641': 1, '47509': 1, '47704': 1, '47850': 1, '48170': 1, '48178': 1, '48490': 1}\n",
            "trolli -> {'45603': 1}\n",
            "trollingforgood -> {'45348': 1}\n",
            "trophi -> {'45188': 1, '46039': 1}\n",
            "troubl -> {'47490': 1, '47653': 1}\n",
            "trspartyonlin -> {'45197': 1}\n",
            "truck -> {'45677': 1, '45936': 1, '46322': 1, '47407': 1, '47519': 1, '48076': 1, '48623': 1}\n",
            "trucker -> {'45068': 1, '45266': 1, '46737': 1}\n",
            "truckload -> {'48305': 1}\n",
            "trudeau -> {'46156': 1, '47788': 1}\n",
            "true -> {'45618': 1, '45959': 1, '46374': 1, '46457': 1, '47094': 1, '47426': 1, '48147': 1, '48742': 1}\n",
            "truli -> {'46095': 1, '46762': 1, '47057': 1, '47407': 1}\n",
            "trump -> {'44967': 1, '44992': 1, '45020': 1, '45056': 1, '45083': 1, '45181': 1, '45349': 1, '45385': 1, '45393': 1, '45410': 1, '45431': 1, '45497': 1, '45521': 1, '45531': 1, '45538': 1, '45612': 1, '45629': 1, '45873': 1, '45910': 1, '46111': 1, '46144': 1, '46337': 1, '46412': 1, '46413': 1, '46547': 1, '46584': 1, '46655': 1, '46713': 1, '46786': 1, '46795': 1, '46906': 1, '46926': 1, '47265': 1, '47415': 1, '47641': 1, '47773': 1, '47838': 1, '48032': 1, '48060': 1, '48182': 1, '48185': 1, '48283': 1, '48554': 1, '48611': 1}\n",
            "trump2020 -> {'45410': 1, '45910': 1, '47050': 1, '47181': 1, '48032': 1}\n",
            "trump2020landslid -> {'47641': 1}\n",
            "trumpaddress -> {'45478': 1, '46547': 1}\n",
            "trumpcrash -> {'45771': 1}\n",
            "trumpdem -> {'45036': 1, '45037': 1, '45181': 1}\n",
            "trumpet -> {'46086': 1}\n",
            "trumpisafuckingidiot -> {'47694': 1}\n",
            "trumpisamoron -> {'45771': 1}\n",
            "trumpisanidiot -> {'45771': 1}\n",
            "trumpplagu -> {'47521': 1, '47950': 1, '48032': 1}\n",
            "trumppress -> {'46655': 1}\n",
            "trumppressconfer -> {'46450': 1, '47670': 1}\n",
            "trumpresign -> {'45393': 1}\n",
            "trumpspeech -> {'46655': 1}\n",
            "trumpsugar -> {'48148': 1}\n",
            "trumptrain -> {'47641': 1}\n",
            "trumpviru -> {'46260': 1, '46926': 1, '47641': 1, '48032': 1}\n",
            "trusselltrust -> {'45006': 1, '45062': 1, '47071': 1, '47472': 1, '48001': 1}\n",
            "trust -> {'45530': 1, '45586': 1, '45832': 1, '45970': 1, '45978': 1, '46338': 1, '46449': 1, '46655': 1, '46694': 1, '46752': 1, '47220': 1, '47507': 1, '47828': 1, '47873': 1, '47985': 1, '48681': 1}\n",
            "trusteddata -> {'45038': 1}\n",
            "truth -> {'47011': 1, '47807': 1}\n",
            "trvling -> {'45772': 1}\n",
            "trx -> {'47693': 1}\n",
            "try -> {'44964': 1, '45048': 1, '45067': 1, '45151': 1, '45394': 1, '45413': 1, '45442': 1, '45516': 1, '45532': 1, '45599': 1, '45664': 1, '45831': 1, '45853': 1, '45883': 1, '45915': 1, '45922': 1, '45952': 1, '45985': 1, '46059': 1, '46070': 1, '46190': 1, '46209': 1, '46259': 1, '46285': 1, '46380': 1, '46390': 1, '46427': 1, '46448': 1, '46463': 1, '46481': 1, '46515': 1, '46542': 1, '46577': 1, '46652': 1, '46740': 1, '46768': 1, '46810': 1, '46827': 1, '46882': 1, '46935': 1, '47014': 1, '47026': 1, '47033': 1, '47176': 1, '47178': 1, '47269': 1, '47340': 1, '47372': 1, '47382': 1, '47484': 1, '47563': 1, '47573': 1, '47579': 1, '47638': 1, '47650': 1, '47678': 1, '47712': 1, '47800': 1, '47986': 1, '48018': 1, '48054': 1, '48065': 1, '48070': 1, '48154': 1, '48193': 1, '48194': 1, '48195': 1, '48210': 1, '48238': 1, '48335': 1, '48371': 1, '48428': 1, '48437': 1, '48439': 1, '48515': 1, '48543': 1, '48576': 1, '48589': 1, '48622': 1, '48645': 1, '48666': 1, '48670': 1}\n",
            "ts -> {'45139': 1, '47313': 1, '47737': 1}\n",
            "tsla -> {'45478': 1}\n",
            "tst4vjhbu4 -> {'48747': 1}\n",
            "tti -> {'47913': 1}\n",
            "tu -> {'48749': 1}\n",
            "tube -> {'45301': 1}\n",
            "tuckercarlson -> {'47018': 1}\n",
            "tuecymhmvf -> {'48596': 1}\n",
            "tuesdai -> {'48022': 1, '48174': 1, '48187': 1, '48442': 1}\n",
            "tuition -> {'47129': 1}\n",
            "tuiuk -> {'46282': 1}\n",
            "tulkoff -> {'46986': 1}\n",
            "tullowoilplc -> {'46763': 1}\n",
            "tum -> {'48612': 1}\n",
            "tumbl -> {'45497': 1}\n",
            "tuna -> {'46392': 1, '46926': 1, '46985': 1, '47099': 1, '47383': 1, '47827': 1, '48066': 1}\n",
            "tune -> {'46545': 1, '46963': 1, '48047': 1}\n",
            "tunisia -> {'46007': 1}\n",
            "turd -> {'48245': 1}\n",
            "turkai -> {'47388': 1}\n",
            "turkei -> {'45327': 1, '45489': 1, '45887': 1, '46748': 1, '47321': 1, '47913': 1}\n",
            "turkish -> {'45084': 1}\n",
            "turmer -> {'45772': 1}\n",
            "turmoil -> {'45597': 1, '48401': 1}\n",
            "turn -> {'44954': 1, '44966': 1, '44973': 1, '44979': 1, '45118': 1, '45287': 1, '45672': 1, '45717': 1, '45795': 1, '45961': 1, '45990': 1, '46017': 1, '46264': 1, '46464': 1, '46613': 1, '46705': 1, '46936': 1, '47519': 1, '47694': 1, '48016': 1, '48065': 1, '48100': 1, '48362': 1, '48637': 1}\n",
            "tutapatana -> {'48638': 1}\n",
            "tuyhtvriog -> {'46219': 1}\n",
            "tv -> {'45009': 1, '45177': 1, '45780': 1, '45911': 1, '46040': 1, '46783': 1, '46840': 1, '47006': 1, '47130': 1, '47160': 1, '47428': 1, '47471': 1, '47497': 1, '47620': 1, '47767': 1, '47852': 1, '48061': 1, '48093': 1, '48379': 1, '48438': 1, '48603': 1}\n",
            "tvxv872zdj -> {'45407': 1}\n",
            "tw5ubx6kjz -> {'46011': 1}\n",
            "twat -> {'45255': 1}\n",
            "twatfk1q4f -> {'46087': 1}\n",
            "tweet -> {'45286': 1, '45681': 1, '45682': 1, '45916': 1, '45970': 1, '46077': 1, '46530': 1, '46548': 1, '46647': 1, '46814': 1, '47052': 1, '47208': 1, '47240': 1, '47545': 1, '47560': 1, '47731': 1, '47732': 1, '47951': 1, '48067': 1, '48317': 1, '48669': 1}\n",
            "twenti -> {'44961': 1}\n",
            "twice -> {'44960': 1, '45068': 1, '45120': 1, '45383': 1, '47224': 1, '48078': 1, '48137': 1}\n",
            "twin -> {'45076': 1, '45445': 1}\n",
            "twist -> {'46401': 1, '48015': 1}\n",
            "twistagirl1958 -> {'48148': 1}\n",
            "twitter -> {'44961': 1, '45932': 1, '46316': 1, '46507': 1, '48051': 1, '48251': 1, '48294': 1}\n",
            "twitteroftim -> {'47724': 1}\n",
            "twix -> {'45778': 1}\n",
            "twkyxrdfow -> {'45024': 1}\n",
            "twscaferva -> {'48216': 1}\n",
            "twvffnpock -> {'47770': 1}\n",
            "tx -> {'47868': 1, '48551': 1}\n",
            "txnid -> {'45239': 1}\n",
            "tylenol -> {'45351': 1, '45879': 1}\n",
            "type -> {'46049': 1, '46209': 1, '46634': 1, '46935': 1, '47196': 1, '47349': 1}\n",
            "typic -> {'45230': 1, '45915': 1, '45959': 1, '46687': 1, '46751': 1, '47410': 1, '48352': 1}\n",
            "typist -> {'47092': 1}\n",
            "tyrant -> {'45757': 1}\n",
            "tystaketodai -> {'46990': 1}\n",
            "tywfwq1nqz -> {'47633': 1}\n",
            "tzyj2kwjp7 -> {'45048': 1}\n",
            "tzz09xjz4l -> {'46173': 1}\n",
            "u2gaisnfxn -> {'45644': 1}\n",
            "u5my2w9plx -> {'47479': 1}\n",
            "u5pqobjdrf -> {'46364': 1}\n",
            "u6es4wiji -> {'47270': 1}\n",
            "u8eccfeoz -> {'45139': 1}\n",
            "u94eiqyvqf -> {'47640': 1}\n",
            "u9xo3i1hwh -> {'45745': 1}\n",
            "u9y3obxje7 -> {'46630': 1}\n",
            "uagpogjbql -> {'45782': 1}\n",
            "uaq3jyq7na -> {'46910': 1}\n",
            "uawxzqde9a -> {'46138': 1}\n",
            "ubc -> {'46737': 1, '47555': 1, '47930': 1}\n",
            "uber -> {'45065': 1, '45774': 1, '48480': 1, '48503': 1, '48595': 1}\n",
            "ubi -> {'47306': 1, '47874': 1}\n",
            "ubid -> {'46817': 1}\n",
            "ubiquit -> {'47826': 1}\n",
            "ubo -> {'45768': 1}\n",
            "ubpw7mr4eg -> {'48371': 1}\n",
            "ucceioy6qk -> {'48736': 1}\n",
            "uccoj2wrhl -> {'48352': 1}\n",
            "ucla -> {'47873': 1}\n",
            "ucsf -> {'46815': 1}\n",
            "ucv82rkrbt -> {'45292': 1}\n",
            "ucwh1g2dfo -> {'45510': 1}\n",
            "udchcod4r3 -> {'48391': 1}\n",
            "udi4pyuldh -> {'45064': 1}\n",
            "udisdvqux -> {'46318': 1}\n",
            "udt4ag5toz -> {'48531': 1}\n",
            "udumrdoyp9 -> {'46689': 1}\n",
            "uen7ui8szh -> {'47282': 1}\n",
            "uf -> {'44965': 1, '45047': 1, '47510': 1}\n",
            "ufazj8lsen -> {'46941': 1}\n",
            "ufkzra3hyj -> {'48270': 1}\n",
            "ug -> {'48528': 1}\n",
            "ugaj0xbhgz -> {'46480': 1}\n",
            "ugh -> {'45147': 1, '45286': 1, '47010': 1}\n",
            "ugli -> {'46486': 1}\n",
            "ugwmqbtgbj -> {'45310': 1}\n",
            "uh -> {'46241': 1}\n",
            "uhaul -> {'47738': 1}\n",
            "uhfhgmcewi -> {'45561': 1}\n",
            "uhfmqpzwat -> {'45113': 1}\n",
            "uhmm -> {'47588': 1}\n",
            "uhmtcadl78 -> {'48246': 1}\n",
            "uhurukenyatta -> {'45335': 1, '45343': 1}\n",
            "uhyd4dxigp -> {'48151': 1}\n",
            "ui -> {'44982': 1}\n",
            "uie -> {'46798': 1}\n",
            "uiyysvsc1x -> {'45820': 1}\n",
            "ujhbogcp2i -> {'48693': 1}\n",
            "ujimsf7jd4 -> {'45199': 1}\n",
            "ujwufaal3b -> {'45148': 1}\n",
            "uk -> {'44988': 1, '45043': 1, '45044': 1, '45062': 1, '45112': 1, '45126': 1, '45241': 1, '45438': 1, '45750': 1, '45822': 1, '45835': 1, '45895': 1, '45914': 1, '45941': 1, '45959': 1, '45982': 1, '46294': 1, '46468': 1, '46473': 1, '46590': 1, '47024': 1, '47044': 1, '47081': 1, '47118': 1, '47119': 1, '47120': 1, '47179': 1, '47423': 1, '47530': 1, '47554': 1, '47812': 1, '47871': 1, '47884': 1, '47920': 1, '47946': 1, '48024': 1, '48334': 1, '48380': 1, '48663': 1, '48712': 1}\n",
            "uk2i3tgwbb -> {'47904': 1}\n",
            "ukchang -> {'48563': 1}\n",
            "ukcoronaviru -> {'46294': 1, '46295': 1, '46642': 1, '47183': 1, '47244': 1, '47302': 1}\n",
            "ukrain -> {'47853': 1}\n",
            "ul -> {'47276': 1}\n",
            "uldw7iqpy0 -> {'46724': 1}\n",
            "ulricshannon -> {'48327': 1}\n",
            "ulta -> {'47885': 1}\n",
            "ultim -> {'46700': 1, '48357': 1}\n",
            "ultimatepoolservic -> {'47689': 1}\n",
            "ultraviolet -> {'47624': 1}\n",
            "um -> {'45960': 1, '46172': 1, '48422': 1}\n",
            "um0upy0c7j -> {'45165': 1}\n",
            "umchuancnl -> {'46474': 1}\n",
            "umm -> {'48415': 1}\n",
            "ums0tklb34 -> {'46983': 1}\n",
            "umw1d8brhh -> {'46057': 1}\n",
            "umwvgum0n5 -> {'46254': 1}\n",
            "un20xdxsjp -> {'48626': 1}\n",
            "un4paqviyg -> {'46041': 1}\n",
            "unabl -> {'45163': 1, '45222': 1, '45434': 1, '45628': 1, '46529': 1, '48005': 1, '48487': 1}\n",
            "unaccept -> {'45807': 1}\n",
            "unaffect -> {'47129': 1}\n",
            "unapprov -> {'47640': 1}\n",
            "unavail -> {'46781': 1, '47914': 1}\n",
            "unawar -> {'46894': 1}\n",
            "unbeliev -> {'44963': 1, '45429': 1, '46787': 1}\n",
            "unboth -> {'47482': 1}\n",
            "uncal -> {'47545': 1}\n",
            "uncertain -> {'45993': 1, '46169': 1, '47507': 1, '47713': 1, '47958': 1, '48314': 1, '48434': 1}\n",
            "uncertainti -> {'45024': 1, '45387': 1, '45423': 1, '46309': 1, '46632': 1, '46809': 1, '46928': 1, '47841': 1, '48282': 1, '48326': 1, '48540': 1, '48678': 1, '48705': 1}\n",
            "unchang -> {'47689': 1}\n",
            "unchart -> {'47529': 1}\n",
            "uncl -> {'47092': 1}\n",
            "unclear -> {'46748': 1}\n",
            "unconcern -> {'47044': 1}\n",
            "uncondit -> {'48319': 1}\n",
            "uncov -> {'46001': 1}\n",
            "uncqgoaigt -> {'45094': 1}\n",
            "uncut -> {'47145': 1}\n",
            "underestim -> {'45563': 1, '46288': 1}\n",
            "underground -> {'48191': 1}\n",
            "underinsur -> {'45756': 1}\n",
            "underli -> {'45516': 1, '48629': 1}\n",
            "undermin -> {'47800': 1, '48098': 1}\n",
            "understand -> {'45066': 1, '45103': 1, '45215': 1, '45350': 1, '45447': 1, '45454': 1, '45714': 1, '45918': 1, '46022': 1, '46102': 1, '46128': 1, '46327': 1, '46469': 1, '46484': 1, '46522': 1, '46552': 1, '46702': 1, '46733': 1, '46914': 1, '47057': 1, '47077': 1, '47283': 1, '47308': 1, '47507': 1, '47514': 1, '47582': 1, '47597': 1, '47757': 1, '47777': 1, '47825': 1, '47847': 1, '47922': 1, '48330': 1, '48413': 1, '48608': 1, '48610': 1, '48676': 1}\n",
            "underwai -> {'46375': 1, '46426': 1, '48376': 1}\n",
            "underwear -> {'47190': 1}\n",
            "undilut -> {'45884': 1}\n",
            "uneas -> {'47792': 1}\n",
            "uneduc -> {'46408': 1}\n",
            "uneizz7grh -> {'46313': 1}\n",
            "unelect -> {'45119': 1}\n",
            "unemploi -> {'45756': 1}\n",
            "unemploy -> {'44982': 1, '45258': 1, '45576': 1, '45629': 1, '45919': 1, '45955': 1, '46031': 1, '46268': 1, '46424': 1, '46489': 1, '46495': 1, '46574': 1, '46620': 1, '46709': 1, '47062': 1, '47064': 1, '47291': 1, '47584': 1, '48153': 1, '48264': 1, '48694': 1}\n",
            "uneth -> {'45360': 1, '48451': 1}\n",
            "unexpect -> {'46275': 1}\n",
            "unexpectedli -> {'45106': 1, '45379': 1, '45677': 1}\n",
            "unfair -> {'45268': 1}\n",
            "unfold -> {'45030': 1, '47198': 1}\n",
            "unforese -> {'48147': 1}\n",
            "unfortun -> {'45440': 1, '45521': 1, '46369': 1, '46456': 1, '47127': 1, '48025': 1, '48032': 1}\n",
            "unfriendli -> {'47476': 1}\n",
            "unhealthi -> {'47418': 1, '48086': 1, '48109': 1}\n",
            "unhumanright -> {'48327': 1}\n",
            "uni -> {'44989': 1}\n",
            "unibail -> {'48530': 1}\n",
            "unicorn -> {'47118': 1}\n",
            "unifiedcommerc -> {'45296': 1}\n",
            "unilater -> {'47114': 1}\n",
            "unilev -> {'47812': 1}\n",
            "uninsur -> {'45472': 1, '47990': 1}\n",
            "unintention -> {'45370': 1}\n",
            "uninterrupt -> {'48580': 1}\n",
            "union -> {'44989': 1, '45525': 1, '46222': 1, '46718': 1, '47871': 1, '48174': 1, '48432': 1, '48527': 1}\n",
            "uniqlo -> {'45111': 1}\n",
            "uniqu -> {'45801': 1, '46922': 1}\n",
            "uniraq -> {'48327': 1}\n",
            "unit -> {'45998': 1, '47215': 1, '47435': 1, '47476': 1, '47559': 1, '47799': 1, '47857': 1, '47894': 1, '48181': 1, '48609': 1}\n",
            "unitedkingdom -> {'47207': 1}\n",
            "unitedst -> {'46769': 1, '46812': 1}\n",
            "univ -> {'45511': 1}\n",
            "univers -> {'45018': 1, '45075': 1, '45181': 1, '45264': 1, '45511': 1, '45646': 1, '46640': 1, '47797': 1, '48126': 1, '48371': 1, '48742': 1}\n",
            "unkl -> {'47240': 1}\n",
            "unknown -> {'45216': 1, '45887': 1, '48252': 1}\n",
            "unlead -> {'46403': 1}\n",
            "unleash -> {'47900': 1}\n",
            "unlik -> {'45406': 1, '46763': 1}\n",
            "unlimit -> {'46844': 1, '48346': 1, '48435': 1}\n",
            "unload -> {'46755': 1, '47490': 1}\n",
            "unmatch -> {'45732': 1}\n",
            "unnecessari -> {'45007': 1, '45657': 1, '45929': 1, '46180': 1, '46354': 1, '46532': 1, '47313': 1, '47423': 1, '48147': 1, '48296': 1}\n",
            "unnecessarili -> {'47123': 1}\n",
            "unopen -> {'46485': 1}\n",
            "unorthodox -> {'48447': 1}\n",
            "unpafrank -> {'46148': 1}\n",
            "unparallel -> {'47552': 1, '48496': 1}\n",
            "unpreced -> {'46262': 1, '48647': 1}\n",
            "unprepar -> {'47935': 1}\n",
            "unprepared -> {'48150': 1}\n",
            "unreal -> {'45803': 1, '45952': 1, '46467': 1, '48128': 1}\n",
            "unreason -> {'47362': 1}\n",
            "unreli -> {'45806': 1}\n",
            "unrkvotgfn -> {'48703': 1}\n",
            "unsaf -> {'46649': 1, '47797': 1}\n",
            "unscath -> {'47195': 1}\n",
            "unsettl -> {'46003': 1, '48716': 1}\n",
            "unsuccessfulli -> {'46273': 1}\n",
            "unsurprisingli -> {'48362': 1}\n",
            "until -> {'47928': 1}\n",
            "untold -> {'48161': 1}\n",
            "untouch -> {'46256': 1}\n",
            "untreat -> {'46976': 1}\n",
            "untvy8l2gc -> {'47892': 1}\n",
            "unugilczjg -> {'45387': 1}\n",
            "unusu -> {'45571': 1, '45589': 1, '48585': 1}\n",
            "unverifi -> {'45462': 1}\n",
            "unwarr -> {'48512': 1}\n",
            "unwel -> {'46999': 1}\n",
            "unwil -> {'46726': 1}\n",
            "uo -> {'45822': 1}\n",
            "uohvcepkio -> {'45425': 1}\n",
            "uom -> {'46331': 1}\n",
            "uouyufjryw -> {'45030': 1}\n",
            "uoyprqisvr -> {'47190': 1}\n",
            "up4t8cifff -> {'45478': 1}\n",
            "upayasv -> {'45093': 1}\n",
            "upcom -> {'45716': 1, '47116': 1}\n",
            "updat -> {'45030': 1, '45039': 1, '45104': 1, '45127': 1, '45161': 1, '45502': 1, '45581': 1, '45623': 1, '45633': 1, '45768': 1, '46138': 1, '46192': 1, '46221': 1, '46314': 1, '46358': 1, '46397': 1, '46447': 1, '46535': 1, '46616': 1, '46800': 1, '46821': 1, '46986': 1, '47003': 1, '47254': 1, '47289': 1, '47510': 1, '47797': 1, '47847': 1, '47904': 1, '48014': 1, '48030': 1, '48210': 1, '48274': 1, '48320': 1, '48347': 1, '48359': 1, '48360': 1, '48370': 1, '48421': 1, '48437': 1, '48452': 1, '48514': 1, '48557': 1, '48570': 1, '48580': 1, '48584': 1, '48585': 1, '48608': 1, '48679': 1}\n",
            "upgrad -> {'47317': 1}\n",
            "uplift -> {'45641': 1}\n",
            "upload -> {'48379': 1}\n",
            "upper -> {'46705': 1, '47952': 1, '48415': 1}\n",
            "uppsala -> {'48416': 1}\n",
            "upset -> {'46713': 1}\n",
            "upshot -> {'45859': 1}\n",
            "upsid -> {'46318': 1, '46378': 1, '46520': 1, '46745': 1, '47250': 1}\n",
            "upto -> {'45509': 1, '47722': 1}\n",
            "uq5uqhrxgn -> {'46861': 1}\n",
            "uqj21nisza -> {'46570': 1}\n",
            "ur -> {'45110': 1, '45112': 1, '45214': 1, '45220': 1, '45346': 1, '45633': 1, '45893': 1, '46043': 1, '46876': 1, '47072': 1, '47320': 1, '47402': 1, '47558': 1, '47989': 1, '48458': 1, '48465': 1, '48688': 1}\n",
            "urban -> {'47811': 1, '47830': 1, '48647': 1}\n",
            "urbanoutfitt -> {'48063': 1, '48493': 1, '48593': 1, '48594': 1}\n",
            "urbn -> {'48059': 1}\n",
            "urcqdfgvth -> {'47816': 1}\n",
            "urg -> {'45012': 1, '45294': 1, '45498': 1, '45506': 1, '46729': 1, '47234': 1, '47278': 1, '47631': 1, '47777': 1, '47797': 1, '47870': 1, '47886': 1, '47897': 1, '47979': 1, '47986': 1, '48020': 1, '48223': 1, '48332': 1, '48448': 1, '48491': 1, '48687': 1}\n",
            "urgenc -> {'45048': 1, '46855': 1, '46905': 1, '47390': 1, '48565': 1}\n",
            "urgent -> {'46927': 1, '47035': 1, '47115': 1, '47269': 1, '47834': 1, '47916': 1}\n",
            "uro4x6nutm -> {'46915': 1}\n",
            "urself -> {'47237': 1}\n",
            "us -> {'45119': 1, '45360': 1, '45401': 1, '45567': 1, '45598': 1, '45606': 1, '45772': 1, '46749': 1, '46784': 1, '46803': 1, '46815': 1, '46913': 1, '47028': 1, '47451': 1, '47472': 1, '47794': 1, '47875': 1, '48076': 1, '48140': 1, '48156': 1, '48196': 1, '48281': 1, '48616': 1, '48674': 1}\n",
            "usa -> {'44980': 1, '45008': 1, '45033': 1, '45354': 1, '45499': 1, '45617': 1, '45661': 1, '45700': 1, '45939': 1, '46040': 1, '46315': 1, '46458': 1, '46639': 1, '46803': 1, '47000': 1, '47157': 1, '47247': 1, '47969': 1, '48450': 1}\n",
            "usag -> {'45277': 1, '47941': 1}\n",
            "usatodai -> {'47264': 1}\n",
            "usda -> {'45522': 1, '45734': 1}\n",
            "usedgov -> {'47644': 1}\n",
            "uselections2020 -> {'45024': 1}\n",
            "useless -> {'45029': 1, '45137': 1, '46808': 1}\n",
            "useloom -> {'46067': 1}\n",
            "user -> {'45253': 1, '48007': 1, '48750': 1}\n",
            "usgdp -> {'48417': 1}\n",
            "usin -> {'45884': 1}\n",
            "usnationalguard -> {'47586': 1}\n",
            "usovjjggqa -> {'47669': 1}\n",
            "ussanct -> {'48106': 1}\n",
            "ust -> {'46032': 1}\n",
            "usual -> {'44979': 1, '45489': 1, '45646': 1, '45742': 1, '45976': 1, '46088': 1, '46442': 1, '46682': 1, '46797': 1, '46852': 1, '46965': 1, '47071': 1, '47174': 1, '47560': 1, '47652': 1, '47789': 1, '47796': 1, '47828': 1, '48357': 1, '48413': 1, '48414': 1, '48538': 1, '48552': 1, '48580': 1}\n",
            "utah -> {'46028': 1}\n",
            "util -> {'45143': 1, '45309': 1, '46309': 1, '46931': 1}\n",
            "utmost -> {'45048': 1}\n",
            "utoxz1qhaz -> {'45627': 1}\n",
            "utterli -> {'47820': 1, '47992': 1}\n",
            "utxynbxli -> {'46254': 1}\n",
            "uv -> {'46777': 1}\n",
            "uv1apq6ic8 -> {'47585': 1}\n",
            "uv6svlcwht -> {'45971': 1}\n",
            "uvic -> {'46737': 1, '47555': 1, '47930': 1}\n",
            "uvrh6qow5o -> {'47884': 1}\n",
            "uvxi -> {'45478': 1}\n",
            "uw1yhevbnw -> {'47460': 1}\n",
            "uwkiur4uhk -> {'46315': 1}\n",
            "uwlnakda6r -> {'45422': 1}\n",
            "uwroyegbbc -> {'48338': 1}\n",
            "uxzacfj6or -> {'48584': 1}\n",
            "uyfluahewk -> {'46890': 1}\n",
            "uyjgtkmyyv -> {'46502': 1}\n",
            "v079tnvob7 -> {'48595': 1}\n",
            "v0ixtkiodi -> {'46089': 1}\n",
            "v1sx24pk9a -> {'48035': 1}\n",
            "v1trbxxrcu -> {'46304': 1}\n",
            "v5wejrth8k -> {'46017': 1}\n",
            "v6skbm9hai -> {'47894': 1}\n",
            "v6tbe3ay7o -> {'46106': 1}\n",
            "v7gazmpsd -> {'48418': 1}\n",
            "v902r8knxa -> {'48200': 1}\n",
            "v9mmsakyp3 -> {'47684': 1}\n",
            "va -> {'45621': 1, '46927': 1, '47411': 1, '47442': 1}\n",
            "va07 -> {'47411': 1}\n",
            "vac -> {'47336': 1}\n",
            "vacant -> {'46930': 1}\n",
            "vacat -> {'45556': 1, '47504': 1, '47570': 1, '48129': 1, '48604': 1}\n",
            "vaccin -> {'45005': 1, '46438': 1, '46518': 1, '46790': 1, '47640': 1, '47741': 1, '48060': 1, '48370': 1, '48581': 1, '48721': 1}\n",
            "valenzuela -> {'47855': 1}\n",
            "valhalla -> {'48239': 1}\n",
            "valid -> {'47733': 1}\n",
            "vallei -> {'46192': 1, '46277': 1, '46949': 1, '48301': 1}\n",
            "valu -> {'45001': 1, '45014': 1, '45140': 1, '45627': 1, '45645': 1, '46060': 1, '46076': 1, '46326': 1, '46370': 1, '47189': 1, '47343': 1, '47561': 1, '47910': 1, '47921': 1, '48476': 1, '48682': 1}\n",
            "valuabl -> {'46739': 1, '47265': 1}\n",
            "van -> {'45219': 1, '45677': 1}\n",
            "vanakkam -> {'47745': 1}\n",
            "vancouv -> {'47555': 1, '48068': 1, '48202': 1, '48250': 1}\n",
            "vanier -> {'47238': 1}\n",
            "vaniti -> {'47080': 1}\n",
            "vantageanalysi -> {'47003': 1}\n",
            "varieti -> {'45661': 1, '45732': 1, '46379': 1, '47524': 1, '47525': 1, '48078': 1}\n",
            "vastli -> {'48191': 1}\n",
            "vbcdjegvd6 -> {'48112': 1}\n",
            "vc -> {'45495': 1}\n",
            "vdagt45iq1 -> {'47435': 1, '47436': 1}\n",
            "vdvag5pg5z -> {'46536': 1}\n",
            "vdwth1nnz3 -> {'45519': 1}\n",
            "ve -> {'44978': 1, '44988': 1, '45020': 1, '45034': 1, '45068': 1, '45144': 1, '45146': 1, '45180': 1, '45280': 1, '45281': 1, '45340': 1, '45355': 1, '45364': 1, '45368': 1, '45373': 1, '45427': 1, '45431': 1, '45448': 1, '45485': 1, '45514': 1, '45575': 1, '45703': 1, '45720': 1, '45765': 1, '45826': 1, '45838': 1, '45843': 1, '45862': 1, '45881': 1, '45976': 1, '45990': 1, '46001': 1, '46003': 1, '46038': 1, '46066': 1, '46074': 1, '46080': 1, '46132': 1, '46152': 1, '46157': 1, '46208': 1, '46213': 1, '46225': 1, '46276': 1, '46328': 1, '46401': 1, '46507': 1, '46520': 1, '46529': 1, '46644': 1, '46716': 1, '46724': 1, '46737': 1, '46755': 1, '46807': 1, '46819': 1, '46823': 1, '46867': 1, '46930': 1, '46948': 1, '47003': 1, '47011': 1, '47026': 1, '47051': 1, '47094': 1, '47101': 1, '47105': 1, '47110': 1, '47136': 1, '47205': 1, '47215': 1, '47216': 1, '47260': 1, '47311': 1, '47319': 1, '47355': 1, '47381': 1, '47383': 1, '47394': 1, '47442': 1, '47454': 1, '47474': 1, '47512': 1, '47536': 1, '47543': 1, '47548': 1, '47554': 1, '47560': 1, '47562': 1, '47563': 1, '47607': 1, '47641': 1, '47669': 1, '47678': 1, '47711': 1, '47823': 1, '47908': 1, '47938': 1, '47950': 1, '47958': 1, '47966': 1, '47971': 1, '47994': 1, '47998': 1, '48042': 1, '48064': 1, '48094': 1, '48154': 1, '48171': 1, '48192': 1, '48210': 1, '48319': 1, '48356': 1, '48383': 1, '48413': 1, '48414': 1, '48457': 1, '48513': 1, '48568': 1, '48719': 1, '48732': 1, '48739': 1}\n",
            "veal -> {'47026': 1}\n",
            "vecrxs3yik -> {'48189': 1}\n",
            "vector -> {'48235': 1}\n",
            "vecvdfghc5 -> {'48366': 1}\n",
            "veg -> {'46895': 1, '47526': 1}\n",
            "vega -> {'47297': 1}\n",
            "vegan -> {'46629': 1, '46660': 1, '47367': 1, '47414': 1, '47463': 1, '48712': 1}\n",
            "veget -> {'45449': 1, '45678': 1, '45986': 1, '46184': 1, '46617': 1, '46665': 1, '46905': 1, '46948': 1, '47417': 1, '47571': 1, '48162': 1, '48677': 1}\n",
            "vegetarian -> {'46629': 1, '46660': 1, '48229': 1}\n",
            "veggi -> {'45080': 1, '45089': 1, '46209': 1, '46642': 1}\n",
            "vegi -> {'47417': 1}\n",
            "vehicl -> {'46395': 1}\n",
            "vendor -> {'45827': 1, '46157': 1, '46664': 1, '46665': 1, '47138': 1, '47394': 1, '47552': 1, '47873': 1, '48304': 1}\n",
            "venezuela -> {'45076': 1, '47519': 1}\n",
            "venezuelan -> {'45709': 1}\n",
            "venmo -> {'45802': 1, '46881': 1, '47115': 1}\n",
            "ventil -> {'46557': 1}\n",
            "ventur -> {'45043': 1, '45059': 1, '47734': 1}\n",
            "venu -> {'47011': 1}\n",
            "vera -> {'45377': 1, '46765': 1}\n",
            "verbal -> {'47545': 1}\n",
            "verdict -> {'48292': 1}\n",
            "verg -> {'45719': 1, '46284': 1}\n",
            "verifi -> {'48114': 1, '48158': 1}\n",
            "verili -> {'48680': 1}\n",
            "verl -> {'48726': 1}\n",
            "vermont -> {'45575': 1}\n",
            "veronica -> {'47129': 1}\n",
            "version -> {'45226': 1, '45931': 1, '47127': 1, '47645': 1, '48031': 1, '48480': 1}\n",
            "vet -> {'44993': 1}\n",
            "veteran -> {'45266': 1, '46737': 1, '47881': 1}\n",
            "vfrcauhndd -> {'45116': 1}\n",
            "vfxxogwzkq -> {'45764': 1}\n",
            "vgf7vwccyj -> {'48677': 1}\n",
            "vgisdn7f5m -> {'45825': 1}\n",
            "vhme9azk3k -> {'47665': 1}\n",
            "vhnx1rjwtq -> {'48691': 1}\n",
            "viabl -> {'45154': 1}\n",
            "vial -> {'47435': 1}\n",
            "vibe -> {'48176': 1}\n",
            "vibrat -> {'46144': 1}\n",
            "vic -> {'48028': 1}\n",
            "vickymoorenew -> {'48703': 1}\n",
            "victim -> {'45474': 1, '46491': 1}\n",
            "victori -> {'45191': 1, '48239': 1}\n",
            "victoria -> {'45905': 1, '47555': 1}\n",
            "victorian -> {'47384': 1}\n",
            "video -> {'44976': 1, '45151': 1, '45277': 1, '45776': 1, '45839': 1, '45876': 1, '46067': 1, '46072': 1, '46483': 1, '46998': 1, '47116': 1, '47180': 1, '47191': 1, '47226': 1, '47375': 1, '47434': 1, '47471': 1, '48030': 1, '48193': 1, '48194': 1, '48195': 1, '48215': 1, '48379': 1, '48443': 1, '48586': 1, '48658': 1}\n",
            "videogam -> {'47778': 1}\n",
            "vietnam -> {'47113': 1}\n",
            "view -> {'45140': 1, '45984': 1, '47135': 1, '48171': 1, '48439': 1}\n",
            "viewer -> {'45070': 1}\n",
            "vigil -> {'45020': 1, '45041': 1, '45481': 1, '46837': 1, '47289': 1}\n",
            "vike -> {'47179': 1}\n",
            "vile -> {'48349': 1}\n",
            "villag -> {'47160': 1, '48023': 1, '48497': 1}\n",
            "vincentcrypt46 -> {'48184': 1}\n",
            "vineyard -> {'47978': 1}\n",
            "vintagebook -> {'45077': 1, '45078': 1}\n",
            "violat -> {'47632': 1}\n",
            "violenc -> {'46712': 1, '48635': 1}\n",
            "violent -> {'47951': 1}\n",
            "viral -> {'45796': 1, '45898': 1, '46805': 1, '48031': 1, '48317': 1}\n",
            "virgin -> {'46899': 1}\n",
            "virginia -> {'46162': 1}\n",
            "virologist -> {'46895': 1}\n",
            "virqnxgn6r -> {'46153': 1}\n",
            "virtual -> {'45093': 1, '45200': 1, '47226': 1}\n",
            "viru -> {'44980': 1, '44990': 1, '44997': 1, '45004': 1, '45008': 1, '45070': 1, '45154': 1, '45180': 1, '45182': 1, '45189': 1, '45248': 1, '45262': 1, '45305': 1, '45315': 1, '45336': 1, '45381': 1, '45396': 1, '45481': 1, '45529': 1, '45544': 1, '45565': 1, '45569': 1, '45570': 1, '45594': 1, '45626': 1, '45637': 1, '45677': 1, '45700': 1, '45773': 1, '45782': 1, '45811': 1, '45825': 1, '45836': 1, '45838': 1, '45887': 1, '45895': 1, '45939': 1, '45950': 1, '45962': 1, '46021': 1, '46063': 1, '46154': 1, '46161': 1, '46275': 1, '46302': 1, '46305': 1, '46312': 1, '46314': 1, '46317': 1, '46319': 1, '46332': 1, '46348': 1, '46362': 1, '46379': 1, '46383': 1, '46395': 1, '46409': 1, '46432': 1, '46481': 1, '46538': 1, '46565': 1, '46580': 1, '46595': 1, '46662': 1, '46667': 1, '46781': 1, '46804': 1, '46842': 1, '46845': 1, '46862': 1, '46869': 1, '46950': 1, '46956': 1, '46992': 1, '46995': 1, '47007': 1, '47009': 1, '47021': 1, '47030': 1, '47037': 1, '47090': 1, '47108': 1, '47153': 1, '47167': 1, '47208': 1, '47238': 1, '47298': 1, '47304': 1, '47324': 1, '47337': 1, '47405': 1, '47406': 1, '47424': 1, '47435': 1, '47464': 1, '47473': 1, '47500': 1, '47514': 1, '47523': 1, '47552': 1, '47625': 1, '47637': 1, '47665': 1, '47678': 1, '47720': 1, '47741': 1, '47773': 1, '47774': 1, '47808': 1, '47866': 1, '47879': 1, '47896': 1, '47925': 1, '47929': 1, '47937': 1, '47979': 1, '47984': 1, '47994': 1, '48002': 1, '48005': 1, '48018': 1, '48045': 1, '48061': 1, '48070': 1, '48167': 1, '48172': 1, '48183': 1, '48188': 1, '48231': 1, '48336': 1, '48350': 1, '48377': 1, '48405': 1, '48443': 1, '48458': 1, '48519': 1, '48565': 1, '48590': 1, '48592': 1, '48606': 1, '48616': 1, '48626': 1, '48637': 1, '48653': 1, '48682': 1, '48684': 1, '48685': 1, '48691': 1, '48707': 1, '48714': 1, '48722': 1, '48749': 1}\n",
            "virus -> {'44991': 1, '45177': 1, '46308': 1, '46783': 1, '47237': 1, '47756': 1}\n",
            "viruscontain -> {'45184': 1}\n",
            "viruscorona -> {'46337': 1, '46412': 1, '46413': 1, '46728': 1, '47838': 1}\n",
            "visa -> {'48226': 1}\n",
            "visibl -> {'48364': 1}\n",
            "vision -> {'45627': 1}\n",
            "visit -> {'44961': 1, '45375': 1, '45500': 1, '45578': 1, '45661': 1, '45841': 1, '46093': 1, '46192': 1, '46323': 1, '46565': 1, '46622': 1, '46811': 1, '46878': 1, '46938': 1, '46990': 1, '47226': 1, '47264': 1, '47321': 1, '47504': 1, '47632': 1, '47657': 1, '47761': 1, '47822': 1, '47843': 1, '47903': 1, '48055': 1, '48304': 1, '48305': 1, '48388': 1, '48581': 1, '48591': 1, '48649': 1, '48667': 1, '48677': 1}\n",
            "visitor -> {'46871': 1}\n",
            "vistamal -> {'48368': 1}\n",
            "visual -> {'45709': 1}\n",
            "vit -> {'45552': 1}\n",
            "vital -> {'45524': 1, '46190': 1, '47299': 1, '47578': 1}\n",
            "vitalfoodsuppli -> {'46488': 1}\n",
            "vitamin -> {'45104': 1, '45122': 1, '45195': 1, '45206': 1, '45932': 1, '45978': 1, '46378': 1, '46561': 1, '46592': 1, '46737': 1, '47555': 1, '47782': 1, '47930': 1, '48137': 1, '48163': 1, '48544': 1}\n",
            "viva -> {'47933': 1}\n",
            "vivaalcaladehenar -> {'47891': 1}\n",
            "vivaespa -> {'47891': 1}\n",
            "vivamadrid -> {'47891': 1}\n",
            "vix -> {'48417': 1}\n",
            "vjxffvijfq -> {'48367': 1}\n",
            "vl -> {'45298': 1}\n",
            "vladar -> {'47798': 1}\n",
            "vladsavov -> {'46982': 1}\n",
            "vlklz3m07v -> {'48398': 1}\n",
            "vllqgi3r16 -> {'48746': 1}\n",
            "vlog -> {'45810': 1}\n",
            "vlogger -> {'45790': 1}\n",
            "vmmbdf8pbe -> {'47554': 1}\n",
            "vmpd5tue1i -> {'48205': 1}\n",
            "vn3l74z1qp -> {'48516': 1, '48517': 1}\n",
            "vnbz2bdpf3 -> {'48622': 1}\n",
            "vod -> {'45298': 1}\n",
            "vodka -> {'46129': 1, '46684': 1, '46686': 1}\n",
            "vodmmdah6t -> {'48030': 1}\n",
            "vogu -> {'45698': 1}\n",
            "voic -> {'45230': 1, '46782': 1, '48180': 1}\n",
            "void -> {'45477': 1}\n",
            "voila -> {'46008': 1}\n",
            "volatil -> {'45968': 1, '46763': 1}\n",
            "voldemort -> {'48726': 1}\n",
            "volta -> {'47131': 1}\n",
            "volum -> {'45287': 1, '45936': 1, '47290': 1, '48449': 1, '48560': 1, '48658': 1}\n",
            "volunt -> {'46162': 1, '46841': 1, '46876': 1, '47233': 1, '47431': 1, '48318': 1, '48385': 1, '48405': 1, '48549': 1, '48551': 1, '48584': 1, '48747': 1}\n",
            "voluntari -> {'47497': 1}\n",
            "von -> {'48221': 1}\n",
            "vosntefuev -> {'46875': 1}\n",
            "vostra -> {'46074': 1}\n",
            "vote -> {'44959': 1, '46109': 1, '46620': 1, '46909': 1, '47831': 1, '47990': 1, '48150': 1}\n",
            "voucher -> {'48023': 1, '48633': 1}\n",
            "vp -> {'45181': 1, '48182': 1, '48712': 1}\n",
            "vpnlaq4nsu -> {'45946': 1}\n",
            "vps79hxom5 -> {'45851': 1}\n",
            "vq -> {'45221': 1}\n",
            "vqy5eipsg5 -> {'47951': 1}\n",
            "vr -> {'45839': 1, '46621': 1}\n",
            "vrgf2hmtun -> {'48541': 1}\n",
            "vrsefbygu -> {'46963': 1}\n",
            "vt -> {'48174': 1}\n",
            "vt9v5obgzr -> {'47553': 1}\n",
            "vtteddybear -> {'47522': 1}\n",
            "vtyug5194a -> {'46307': 1}\n",
            "vubmu1qc7t -> {'48146': 1}\n",
            "vuc3s49d3o -> {'47154': 1}\n",
            "vufp0ggs2z -> {'46681': 1}\n",
            "vuhai4bwun -> {'48138': 1}\n",
            "vulner -> {'45255': 1, '45286': 1, '45375': 1, '45419': 1, '45434': 1, '45562': 1, '45628': 1, '45671': 1, '45734': 1, '45774': 1, '45799': 1, '45982': 1, '45989': 1, '46090': 1, '46253': 1, '46577': 1, '46782': 1, '46888': 1, '47360': 1, '47487': 1, '47593': 1, '47760': 1, '47783': 1, '47841': 1, '47848': 1, '47957': 1, '48000': 1, '48001': 1, '48058': 1, '48079': 1, '48198': 1, '48245': 1, '48291': 1, '48329': 1, '48389': 1, '48433': 1, '48553': 1}\n",
            "vuner -> {'45224': 1}\n",
            "vvhhxgjtmd -> {'48582': 1}\n",
            "vvmx0cnwp3 -> {'45776': 1}\n",
            "vvtpofzdyf -> {'46718': 1}\n",
            "vx7ib1ihip -> {'46323': 1}\n",
            "vxdefqsed3 -> {'45177': 1}\n",
            "vxzpbemgai -> {'45658': 1}\n",
            "vykoupit -> {'45298': 1}\n",
            "vzem76jbrb -> {'46573': 1}\n",
            "vznlulku5z -> {'45652': 1}\n",
            "vzvfduylkl -> {'47891': 1}\n",
            "vzzi5qpo4n -> {'46351': 1}\n",
            "w0jksleiib -> {'46737': 1}\n",
            "w1fraahdeu -> {'46151': 1}\n",
            "w2snohudxi -> {'45131': 1}\n",
            "w33pwnusc -> {'48397': 1}\n",
            "w4wl2oadkb -> {'46874': 1}\n",
            "w536xvbtul -> {'46831': 1}\n",
            "w6fsba3iek -> {'48202': 1}\n",
            "w7k4ejyeu6 -> {'47239': 1}\n",
            "w8r6yznxo6 -> {'47400': 1}\n",
            "w8szaoifzt -> {'48666': 1}\n",
            "wa -> {'45594': 1, '47559': 1}\n",
            "wacko -> {'48340': 1}\n",
            "wad -> {'46897': 1}\n",
            "waffl -> {'46792': 1}\n",
            "wag -> {'47080': 1}\n",
            "wage -> {'45003': 1, '45028': 1, '45042': 1, '45637': 1, '45657': 1, '45717': 1, '46488': 1, '46554': 1, '47343': 1, '47979': 1, '48097': 1}\n",
            "wagon -> {'45972': 1}\n",
            "wai -> {'44965': 1, '44992': 1, '44999': 1, '45013': 1, '45131': 1, '45157': 1, '45337': 1, '45400': 1, '45451': 1, '45465': 1, '45467': 1, '45628': 1, '45826': 1, '45861': 1, '45873': 1, '45961': 1, '45963': 1, '45990': 1, '46005': 1, '46026': 1, '46067': 1, '46094': 1, '46123': 1, '46131': 1, '46139': 1, '46158': 1, '46209': 1, '46225': 1, '46235': 1, '46276': 1, '46287': 1, '46294': 1, '46314': 1, '46353': 1, '46359': 1, '46432': 1, '46442': 1, '46445': 1, '46451': 1, '46491': 1, '46610': 1, '46687': 1, '46717': 1, '46755': 1, '46771': 1, '46817': 1, '46841': 1, '46848': 1, '46876': 1, '46889': 1, '46906': 1, '46934': 1, '47005': 1, '47049': 1, '47071': 1, '47090': 1, '47103': 1, '47176': 1, '47211': 1, '47216': 1, '47238': 1, '47258': 1, '47324': 1, '47325': 1, '47455': 1, '47463': 1, '47472': 1, '47480': 1, '47595': 1, '47610': 1, '47641': 1, '47721': 1, '47730': 1, '47756': 1, '47774': 1, '47850': 1, '47875': 1, '47917': 1, '47935': 1, '47985': 1, '48003': 1, '48025': 1, '48047': 1, '48048': 1, '48154': 1, '48171': 1, '48178': 1, '48273': 1, '48424': 1, '48440': 1, '48446': 1, '48448': 1, '48474': 1, '48502': 1, '48526': 1, '48576': 1, '48595': 1, '48642': 1, '48646': 1, '48669': 1, '48737': 1}\n",
            "wain -> {'46763': 1}\n",
            "wait -> {'44981': 1, '45081': 1, '45265': 1, '45349': 1, '45355': 1, '45421': 1, '45499': 1, '45694': 1, '45871': 1, '45894': 1, '45908': 1, '45917': 1, '46017': 1, '46042': 1, '46175': 1, '46231': 1, '46258': 1, '46341': 1, '46434': 1, '46562': 1, '46689': 1, '46698': 1, '46726': 1, '46745': 1, '46854': 1, '46900': 1, '46973': 1, '47052': 1, '47112': 1, '47115': 1, '47121': 1, '47130': 1, '47206': 1, '47233': 1, '47277': 1, '47292': 1, '47327': 1, '47332': 1, '47459': 1, '47581': 1, '47717': 1, '47722': 1, '47729': 1, '47790': 1, '47826': 1, '48203': 1, '48280': 1, '48448': 1, '48623': 1, '48635': 1, '48641': 1, '48685': 1, '48730': 1}\n",
            "waiter -> {'45065': 1, '48153': 1}\n",
            "waithash -> {'48362': 1}\n",
            "waitress -> {'45065': 1, '47556': 1}\n",
            "waitros -> {'45479': 1}\n",
            "waiv -> {'46981': 1}\n",
            "waiver -> {'47476': 1, '48492': 1}\n",
            "wajy11huii -> {'45127': 1}\n",
            "wake -> {'45515': 1, '45597': 1, '45961': 1, '46279': 1, '46665': 1, '46976': 1, '47282': 1, '47636': 1, '47714': 1, '47829': 1, '48012': 1}\n",
            "wakeup -> {'47400': 1}\n",
            "wal -> {'45676': 1, '48322': 1}\n",
            "wala -> {'45268': 1}\n",
            "wale -> {'46618': 1, '47739': 1}\n",
            "walgreen -> {'46801': 1}\n",
            "walk -> {'45138': 1, '45530': 1, '45700': 1, '45715': 1, '45759': 1, '46090': 1, '46103': 1, '46207': 1, '46304': 1, '46486': 1, '46702': 1, '46758': 1, '46855': 1, '47151': 1, '47322': 1, '47575': 1, '47650': 1, '47741': 1, '47822': 1, '47989': 1, '48126': 1, '48231': 1, '48302': 1, '48385': 1, '48475': 1, '48490': 1, '48504': 1, '48668': 1}\n",
            "walkingdead -> {'45579': 1, '45738': 1}\n",
            "wall -> {'45207': 1, '45648': 1, '46353': 1, '47103': 1, '48014': 1, '48343': 1}\n",
            "wallac -> {'45834': 1}\n",
            "wallbridg -> {'44975': 1}\n",
            "wallet -> {'45597': 1, '45839': 1}\n",
            "wallstreet -> {'46404': 1}\n",
            "wallstreetj -> {'45207': 1}\n",
            "walmart -> {'45184': 1, '45270': 1, '45741': 1, '45997': 1, '46296': 1, '46491': 1, '46521': 1, '46528': 1, '46537': 1, '46580': 1, '46714': 1, '46745': 1, '46777': 1, '46801': 1, '46852': 1, '46860': 1, '46951': 1, '47036': 1, '47190': 1, '47192': 1, '47371': 1, '47568': 1, '47613': 1, '47615': 1, '47622': 1, '47657': 1, '47715': 1, '47808': 1, '47869': 1, '47892': 1, '47913': 1, '47942': 1, '47968': 1, '47999': 1, '48029': 1, '48050': 1, '48087': 1, '48134': 1, '48152': 1, '48555': 1, '48578': 1, '48579': 1}\n",
            "walter -> {'45452': 1}\n",
            "walton -> {'48299': 1}\n",
            "wanbzmfujv -> {'46856': 1}\n",
            "wander -> {'45364': 1, '47442': 1}\n",
            "wanker -> {'45800': 1, '47398': 1}\n",
            "wankpuffin -> {'48321': 1}\n",
            "wanna -> {'45227': 1, '45426': 1, '45988': 1, '46070': 1, '46499': 1, '46662': 1, '47087': 1, '47608': 1, '47727': 1, '47774': 1, '48595': 1}\n",
            "want -> {'45006': 1, '45083': 1, '45196': 1, '45239': 1, '45264': 1, '45322': 1, '45338': 1, '45369': 1, '45372': 1, '45375': 1, '45448': 1, '45475': 1, '45521': 1, '45530': 1, '45534': 1, '45594': 1, '45624': 1, '45644': 1, '45656': 1, '45662': 1, '45679': 1, '45688': 1, '45691': 1, '45694': 1, '45697': 1, '45733': 1, '45770': 1, '45778': 1, '45830': 1, '45956': 1, '46027': 1, '46029': 1, '46037': 1, '46052': 1, '46112': 1, '46163': 1, '46167': 1, '46168': 1, '46171': 1, '46220': 1, '46261': 1, '46332': 1, '46343': 1, '46372': 1, '46381': 1, '46401': 1, '46485': 1, '46517': 1, '46606': 1, '46617': 1, '46682': 1, '46716': 1, '46747': 1, '46751': 1, '46773': 1, '46824': 1, '46840': 1, '46911': 1, '46928': 1, '46959': 1, '47006': 1, '47123': 1, '47140': 1, '47166': 1, '47207': 1, '47214': 1, '47225': 1, '47269': 1, '47283': 1, '47295': 1, '47308': 1, '47325': 1, '47359': 1, '47367': 1, '47372': 1, '47384': 1, '47389': 1, '47479': 1, '47518': 1, '47540': 1, '47593': 1, '47690': 1, '47735': 1, '47736': 1, '47780': 1, '47790': 1, '47814': 1, '47819': 1, '47842': 1, '47868': 1, '47877': 1, '47892': 1, '47955': 1, '47973': 1, '47982': 1, '48008': 1, '48048': 1, '48077': 1, '48101': 1, '48189': 1, '48220': 1, '48257': 1, '48259': 1, '48303': 1, '48304': 1, '48314': 1, '48326': 1, '48444': 1, '48492': 1, '48580': 1, '48611': 1, '48697': 1, '48723': 1}\n",
            "war -> {'45001': 1, '45295': 1, '45355': 1, '45475': 1, '45882': 1, '46481': 1, '46623': 1, '46712': 1, '47227': 1, '48334': 1, '48441': 1, '48740': 1}\n",
            "warbi -> {'47811': 1}\n",
            "ward -> {'47916': 1}\n",
            "warehous -> {'45252': 1, '46158': 1, '46866': 1, '46995': 1, '47438': 1, '48077': 1, '48149': 1, '48449': 1, '48473': 1, '48560': 1, '48580': 1, '48717': 1}\n",
            "wari -> {'48575': 1}\n",
            "warm -> {'48057': 1}\n",
            "warmth -> {'46711': 1, '47533': 1}\n",
            "warmupcomedian -> {'45740': 1}\n",
            "warn -> {'44975': 1, '45417': 1, '45423': 1, '45971': 1, '46130': 1, '46759': 1, '46968': 1, '47537': 1, '47596': 1, '47640': 1, '47924': 1, '48028': 1, '48397': 1, '48451': 1, '48483': 1, '48581': 1, '48636': 1, '48733': 1}\n",
            "warrior -> {'45155': 1}\n",
            "waseembadami -> {'48688': 1}\n",
            "wash -> {'45043': 1, '45045': 1, '45063': 1, '45104': 1, '45129': 1, '45150': 1, '45153': 1, '45154': 1, '45180': 1, '45194': 1, '45195': 1, '45284': 1, '45286': 1, '45297': 1, '45548': 1, '45555': 1, '45556': 1, '45579': 1, '45581': 1, '45598': 1, '45647': 1, '45674': 1, '45683': 1, '45748': 1, '45772': 1, '45787': 1, '45865': 1, '46300': 1, '46438': 1, '46484': 1, '46507': 1, '46592': 1, '46863': 1, '47037': 1, '47090': 1, '47095': 1, '47118': 1, '47119': 1, '47120': 1, '47150': 1, '47313': 1, '47320': 1, '47324': 1, '47544': 1, '47560': 1, '47580': 1, '47624': 1, '47630': 1, '47648': 1, '47696': 1, '47720': 1, '47845': 1, '47918': 1, '48100': 1, '48238': 1, '48478': 1, '48487': 1, '48513': 1, '48544': 1, '48677': 1, '48740': 1}\n",
            "washinghand -> {'45178': 1}\n",
            "washington -> {'48074': 1, '48309': 1}\n",
            "washingtonian -> {'46620': 1}\n",
            "washingtonpost -> {'45731': 1}\n",
            "washmyhand -> {'47596': 1}\n",
            "washyourbum -> {'47443': 1}\n",
            "washyourhand -> {'45129': 1, '45286': 1, '46224': 1, '46334': 1, '46402': 1, '46736': 1, '47708': 1}\n",
            "wasn -> {'46069': 1, '46231': 1, '46456': 1, '46724': 1, '46780': 1, '46936': 1, '46990': 1, '47091': 1, '47154': 1, '47485': 1, '47535': 1, '47587': 1, '48203': 1, '48213': 1, '48719': 1}\n",
            "wast -> {'45226': 1, '45493': 1, '45791': 1, '45975': 1, '46178': 1, '46543': 1, '47259': 1, '47423': 1, '47611': 1, '47784': 1, '48276': 1}\n",
            "wastag -> {'46637': 1}\n",
            "watch -> {'44967': 1, '44972': 1, '44976': 1, '45014': 1, '45064': 1, '45198': 1, '45229': 1, '45337': 1, '45503': 1, '45532': 1, '45723': 1, '45890': 1, '46072': 1, '46168': 1, '46379': 1, '46569': 1, '46623': 1, '46862': 1, '47139': 1, '47145': 1, '47163': 1, '47169': 1, '47206': 1, '47239': 1, '47620': 1, '47747': 1, '47752': 1, '47767': 1, '47892': 1, '47985': 1, '47989': 1, '48061': 1, '48443': 1, '48453': 1, '48597': 1, '48603': 1, '48748': 1}\n",
            "watchin -> {'47497': 1}\n",
            "water -> {'44978': 1, '44981': 1, '44990': 1, '45045': 1, '45068': 1, '45079': 1, '45099': 1, '45104': 1, '45128': 1, '45132': 1, '45134': 1, '45143': 1, '45148': 1, '45149': 1, '45151': 1, '45153': 1, '45194': 1, '45233': 1, '45246': 1, '45251': 1, '45262': 1, '45266': 1, '45289': 1, '45337': 1, '45371': 1, '45405': 1, '45447': 1, '45478': 1, '45506': 1, '45579': 1, '45598': 1, '45611': 1, '45645': 1, '45662': 1, '45694': 1, '45695': 1, '45789': 1, '45830': 1, '45843': 1, '45874': 1, '45917': 1, '45950': 1, '45952': 1, '45958': 1, '45978': 1, '46040': 1, '46075': 1, '46082': 1, '46119': 1, '46137': 1, '46181': 1, '46203': 1, '46246': 1, '46270': 1, '46317': 1, '46340': 1, '46394': 1, '46407': 1, '46449': 1, '46569': 1, '46581': 1, '46604': 1, '46639': 1, '46688': 1, '46702': 1, '46737': 1, '46772': 1, '46791': 1, '46815': 1, '46906': 1, '46921': 1, '46936': 1, '47035': 1, '47037': 1, '47102': 1, '47150': 1, '47157': 1, '47236': 1, '47247': 1, '47280': 1, '47288': 1, '47320': 1, '47324': 1, '47340': 1, '47406': 1, '47435': 1, '47439': 1, '47457': 1, '47466': 1, '47494': 1, '47514': 1, '47531': 1, '47555': 1, '47556': 1, '47617': 1, '47651': 1, '47664': 1, '47693': 1, '47719': 1, '47737': 1, '47751': 1, '47754': 1, '47756': 1, '47757': 1, '47781': 1, '47782': 1, '47792': 1, '47817': 1, '47821': 1, '47823': 1, '47930': 1, '47945': 1, '47948': 1, '48016': 1, '48057': 1, '48122': 1, '48137': 1, '48152': 1, '48165': 1, '48176': 1, '48276': 1, '48330': 1, '48374': 1, '48481': 1, '48499': 1, '48653': 1, '48677': 1}\n",
            "watermelon -> {'46101': 1}\n",
            "wave -> {'44987': 1, '45200': 1, '46166': 1, '46220': 1, '46293': 1, '47973': 1, '48530': 1}\n",
            "wavi -> {'48014': 1}\n",
            "wax -> {'45464': 1}\n",
            "wazwan -> {'45276': 1, '45317': 1, '45613': 1}\n",
            "wba -> {'47276': 1}\n",
            "wbzvdmr16z -> {'46776': 1}\n",
            "wcco -> {'48107': 1, '48232': 1}\n",
            "wd4gp0bcta -> {'45944': 1}\n",
            "wdgzzaik26 -> {'47677': 1}\n",
            "weak -> {'46021': 1, '47021': 1, '47184': 1, '48487': 1}\n",
            "weakend -> {'47931': 1}\n",
            "weakest -> {'44991': 1}\n",
            "wealth -> {'45961': 1, '47306': 1, '47929': 1}\n",
            "wealthi -> {'46115': 1, '48168': 1}\n",
            "weapon -> {'45099': 1, '45605': 1, '48208': 1}\n",
            "wear -> {'45063': 1, '45123': 1, '45195': 1, '45265': 1, '45470': 1, '45908': 1, '46132': 1, '46438': 1, '46486': 1, '46697': 1, '47060': 1, '47249': 1, '47415': 1, '47720': 1, '48102': 1, '48315': 1, '48336': 1, '48347': 1, '48416': 1, '48544': 1}\n",
            "weareheretohelp -> {'46080': 1}\n",
            "weareinthistogeth -> {'46841': 1}\n",
            "wearer -> {'48347': 1}\n",
            "weartv -> {'48549': 1}\n",
            "weather -> {'45893': 1, '47316': 1, '47390': 1, '47729': 1, '48165': 1}\n",
            "web -> {'45014': 1, '45741': 1, '46607': 1, '48162': 1}\n",
            "webchecin -> {'44968': 1}\n",
            "webinar -> {'44997': 1, '45030': 1, '45161': 1, '45162': 1}\n",
            "webpag -> {'48546': 1}\n",
            "websit -> {'45039': 1, '45162': 1, '45296': 1, '45578': 1, '45718': 1, '45721': 1, '46565': 1, '46744': 1, '47065': 1, '47123': 1, '47408': 1, '47763': 1, '47790': 1, '47836': 1, '47879': 1, '47924': 1, '48282': 1, '48388': 1, '48610': 1, '48667': 1, '48680': 1}\n",
            "wed -> {'45507': 1, '47011': 1, '48289': 1, '48597': 1}\n",
            "wedg -> {'45863': 1}\n",
            "wednesdai -> {'48083': 1, '48692': 1, '48725': 1}\n",
            "wednesdaythought -> {'45123': 1}\n",
            "weed -> {'48160': 1, '48574': 1}\n",
            "week -> {'44957': 1, '44971': 1, '45012': 1, '45027': 1, '45028': 1, '45091': 1, '45103': 1, '45108': 1, '45135': 1, '45138': 1, '45144': 1, '45191': 1, '45208': 1, '45214': 1, '45237': 1, '45279': 1, '45300': 1, '45311': 1, '45323': 1, '45364': 1, '45367': 1, '45370': 1, '45427': 1, '45433': 1, '45434': 1, '45464': 1, '45482': 1, '45488': 1, '45489': 1, '45493': 1, '45499': 1, '45501': 1, '45506': 1, '45511': 1, '45527': 1, '45544': 1, '45575': 1, '45646': 1, '45663': 1, '45694': 1, '45699': 1, '45701': 1, '45703': 1, '45712': 1, '45745': 1, '45752': 1, '45766': 1, '45789': 1, '45805': 1, '45831': 1, '45842': 1, '45843': 1, '45875': 1, '45909': 1, '45917': 1, '45922': 1, '45927': 1, '45936': 1, '45972': 1, '46001': 1, '46004': 1, '46012': 1, '46029': 1, '46039': 1, '46040': 1, '46074': 1, '46088': 1, '46096': 1, '46110': 1, '46128': 1, '46139': 1, '46218': 1, '46223': 1, '46233': 1, '46244': 1, '46252': 1, '46268': 1, '46282': 1, '46289': 1, '46296': 1, '46310': 1, '46319': 1, '46354': 1, '46397': 1, '46425': 1, '46477': 1, '46529': 1, '46543': 1, '46547': 1, '46548': 1, '46595': 1, '46606': 1, '46641': 1, '46729': 1, '46748': 1, '46753': 1, '46755': 1, '46761': 1, '46788': 1, '46827': 1, '46848': 1, '46852': 1, '46882': 1, '46884': 1, '46885': 1, '46953': 1, '46954': 1, '46971': 1, '46977': 1, '47001': 1, '47036': 1, '47066': 1, '47106': 1, '47107': 1, '47115': 1, '47143': 1, '47158': 1, '47179': 1, '47183': 1, '47194': 1, '47213': 1, '47225': 1, '47246': 1, '47247': 1, '47264': 1, '47285': 1, '47297': 1, '47327': 1, '47330': 1, '47365': 1, '47384': 1, '47387': 1, '47395': 1, '47398': 1, '47403': 1, '47413': 1, '47432': 1, '47444': 1, '47485': 1, '47503': 1, '47504': 1, '47537': 1, '47561': 1, '47596': 1, '47635': 1, '47641': 1, '47662': 1, '47670': 1, '47707': 1, '47710': 1, '47725': 1, '47749': 1, '47768': 1, '47778': 1, '47781': 1, '47790': 1, '47872': 1, '47917': 1, '47921': 1, '47946': 1, '47960': 1, '47966': 1, '47977': 1, '48022': 1, '48047': 1, '48053': 1, '48121': 1, '48139': 1, '48192': 1, '48202': 1, '48220': 1, '48253': 1, '48336': 1, '48342': 1, '48350': 1, '48382': 1, '48383': 1, '48386': 1, '48428': 1, '48434': 1, '48440': 1, '48441': 1, '48466': 1, '48471': 1, '48487': 1, '48503': 1, '48504': 1, '48510': 1, '48513': 1, '48580': 1, '48644': 1, '48691': 1, '48692': 1, '48722': 1}\n",
            "weekdai -> {'46794': 1}\n",
            "weekend -> {'45227': 1, '45704': 1, '45800': 1, '46113': 1, '46117': 1, '46430': 1, '46533': 1, '46679': 1, '47006': 1, '47071': 1, '47134': 1, '47376': 1, '47431': 1, '47497': 1, '47705': 1, '47729': 1, '47740': 1, '47904': 1, '48178': 1, '48257': 1, '48292': 1, '48456': 1, '48720': 1}\n",
            "weekli -> {'44970': 1, '45548': 1, '45674': 1, '46021': 1, '46542': 1, '46782': 1, '46814': 1, '46848': 1, '46868': 1, '47071': 1, '47650': 1, '47683': 1, '47826': 1, '48494': 1, '48642': 1}\n",
            "wefoodbank -> {'47529': 1}\n",
            "wegman -> {'44953': 1, '46415': 1, '46668': 1, '46949': 1, '48237': 1, '48519': 1}\n",
            "weho -> {'47698': 1}\n",
            "weigh -> {'45745': 1, '47919': 1}\n",
            "weight -> {'45597': 1, '46079': 1, '47031': 1, '47707': 1, '47767': 1}\n",
            "weird -> {'45280': 1, '45519': 1, '45908': 1, '46273': 1, '46756': 1, '47499': 1, '47913': 1, '48348': 1}\n",
            "weirdo -> {'45000': 1}\n",
            "wel -> {'48623': 1}\n",
            "welch -> {'47523': 1}\n",
            "welcom -> {'45337': 1, '45448': 1, '45531': 1, '46243': 1, '46629': 1, '47137': 1}\n",
            "welfar -> {'45230': 1, '46006': 1, '47432': 1}\n",
            "well -> {'44988': 1, '44991': 1, '45058': 1, '45113': 1, '45250': 1, '45440': 1, '45593': 1, '45609': 1, '45610': 1, '45638': 1, '45679': 1, '45743': 1, '45757': 1, '45781': 1, '45809': 1, '45843': 1, '45941': 1, '45945': 1, '45979': 1, '46054': 1, '46066': 1, '46068': 1, '46072': 1, '46092': 1, '46102': 1, '46119': 1, '46148': 1, '46154': 1, '46156': 1, '46172': 1, '46176': 1, '46187': 1, '46216': 1, '46234': 1, '46235': 1, '46332': 1, '46359': 1, '46452': 1, '46482': 1, '46485': 1, '46533': 1, '46637': 1, '46658': 1, '46667': 1, '46690': 1, '46703': 1, '46711': 1, '46715': 1, '46724': 1, '46753': 1, '46819': 1, '46847': 1, '46876': 1, '46944': 1, '47056': 1, '47079': 1, '47190': 1, '47289': 1, '47330': 1, '47354': 1, '47356': 1, '47358': 1, '47400': 1, '47440': 1, '47441': 1, '47470': 1, '47475': 1, '47526': 1, '47541': 1, '47613': 1, '47734': 1, '47741': 1, '47776': 1, '47859': 1, '47879': 1, '47952': 1, '47967': 1, '48084': 1, '48156': 1, '48251': 1, '48268': 1, '48325': 1, '48371': 1, '48398': 1, '48428': 1, '48435': 1, '48459': 1, '48460': 1, '48461': 1, '48462': 1, '48463': 1, '48464': 1, '48479': 1, '48520': 1, '48541': 1, '48567': 1, '48572': 1, '48605': 1, '48663': 1, '48718': 1}\n",
            "wellb -> {'45685': 1, '47193': 1}\n",
            "welldoc -> {'46998': 1}\n",
            "welldon -> {'46399': 1}\n",
            "wellington -> {'48737': 1}\n",
            "wellston -> {'47990': 1}\n",
            "welp -> {'45351': 1, '45482': 1, '48468': 1}\n",
            "wendoure -> {'45545': 1}\n",
            "went -> {'44962': 1, '44966': 1, '45093': 1, '45169': 1, '45215': 1, '45314': 1, '45320': 1, '45353': 1, '45370': 1, '45401': 1, '45402': 1, '45404': 1, '45430': 1, '45432': 1, '45456': 1, '45460': 1, '45481': 1, '45528': 1, '45542': 1, '45559': 1, '45620': 1, '45672': 1, '45683': 1, '45715': 1, '45826': 1, '45854': 1, '45866': 1, '45874': 1, '45903': 1, '45913': 1, '45952': 1, '45954': 1, '45970': 1, '45983': 1, '46009': 1, '46026': 1, '46062': 1, '46074': 1, '46098': 1, '46101': 1, '46110': 1, '46168': 1, '46186': 1, '46210': 1, '46265': 1, '46297': 1, '46299': 1, '46301': 1, '46399': 1, '46404': 1, '46406': 1, '46410': 1, '46421': 1, '46429': 1, '46484': 1, '46511': 1, '46513': 1, '46520': 1, '46523': 1, '46566': 1, '46570': 1, '46575': 1, '46623': 1, '46630': 1, '46638': 1, '46641': 1, '46643': 1, '46670': 1, '46690': 1, '46691': 1, '46715': 1, '46721': 1, '46750': 1, '46848': 1, '46885': 1, '46891': 1, '46913': 1, '46921': 1, '46927': 1, '46950': 1, '46951': 1, '46977': 1, '46979': 1, '47030': 1, '47036': 1, '47079': 1, '47090': 1, '47103': 1, '47130': 1, '47223': 1, '47225': 1, '47247': 1, '47311': 1, '47348': 1, '47380': 1, '47526': 1, '47562': 1, '47568': 1, '47588': 1, '47613': 1, '47679': 1, '47683': 1, '47705': 1, '47716': 1, '47736': 1, '47759': 1, '47804': 1, '47809': 1, '47818': 1, '47911': 1, '47913': 1, '47956': 1, '47969': 1, '48065': 1, '48104': 1, '48197': 1, '48307': 1, '48323': 1, '48411': 1, '48416': 1, '48612': 1, '48645': 1, '48654': 1, '48717': 1, '48719': 1}\n",
            "wept -> {'46799': 1}\n",
            "wereallgonnadi -> {'45297': 1}\n",
            "weren -> {'45706': 1, '45750': 1, '46125': 1, '46757': 1, '46830': 1, '47081': 1}\n",
            "werescrew -> {'46244': 1}\n",
            "west -> {'45820': 1, '46738': 1, '47411': 1, '47949': 1, '48049': 1, '48428': 1}\n",
            "westdorset -> {'47917': 1}\n",
            "western -> {'47828': 1}\n",
            "westfield -> {'48530': 1}\n",
            "weston -> {'46206': 1}\n",
            "westwoodvillag -> {'47873': 1}\n",
            "westworld1974 -> {'48019': 1}\n",
            "wet -> {'46479': 1, '47390': 1, '47451': 1}\n",
            "wetmtyfyvo -> {'46309': 1}\n",
            "wetrynnasaveyal -> {'46050': 1}\n",
            "weve -> {'46167': 1}\n",
            "weytk7fxlr -> {'47706': 1}\n",
            "wezegjlycf -> {'46123': 1}\n",
            "wf8vkeqacv -> {'47972': 1}\n",
            "wffkfdcpmq -> {'45125': 1}\n",
            "wfh -> {'45856': 1, '45957': 1, '46197': 1, '47062': 1}\n",
            "wgdatgrzlj -> {'46348': 1}\n",
            "wgilmrnhvd -> {'45759': 1}\n",
            "wgkipc9yv5 -> {'47087': 1}\n",
            "wh -> {'45866': 1}\n",
            "what -> {'45518': 1}\n",
            "whatdivoc -> {'46589': 1}\n",
            "whateverhappen -> {'47397': 1}\n",
            "whatmeworri -> {'46216': 1}\n",
            "whatsapp -> {'44963': 1, '45288': 1, '45490': 1, '45597': 1, '47484': 1, '48294': 1}\n",
            "whatsreallygoingon -> {'46860': 1}\n",
            "whatsyourplanjo -> {'47990': 1}\n",
            "whcy9voluf -> {'45437': 1}\n",
            "wheat -> {'46173': 1, '46877': 1}\n",
            "wheel -> {'45683': 1, '46131': 1}\n",
            "whereami -> {'46004': 1}\n",
            "wherearethet -> {'45756': 1}\n",
            "wherearethetest -> {'45181': 1, '45756': 1}\n",
            "whereghanaeat -> {'48288': 1}\n",
            "wherethesoap -> {'45647': 1}\n",
            "whiskei -> {'46686': 1, '48197': 1}\n",
            "whisper -> {'45287': 1}\n",
            "whistl -> {'45064': 1}\n",
            "whistler -> {'48137': 1}\n",
            "whitak -> {'46427': 1}\n",
            "white -> {'46754': 1, '47435': 1, '48229': 1}\n",
            "whitehous -> {'45143': 1, '45927': 1, '46230': 1, '47659': 1, '47900': 1}\n",
            "whith -> {'46729': 1}\n",
            "who -> {'44992': 1, '44998': 1, '45006': 1, '45028': 1, '45034': 1, '45059': 1, '45090': 1, '45098': 1, '45107': 1, '45112': 1, '45118': 1, '45163': 1, '45169': 1, '45171': 1, '45214': 1, '45215': 1, '45217': 1, '45231': 1, '45255': 1, '45259': 1, '45284': 1, '45295': 1, '45346': 1, '45360': 1, '45366': 1, '45370': 1, '45383': 1, '45390': 1, '45412': 1, '45421': 1, '45434': 1, '45435': 1, '45442': 1, '45452': 1, '45524': 1, '45528': 1, '45550': 1, '45562': 1, '45564': 1, '45565': 1, '45588': 1, '45590': 1, '45592': 1, '45617': 1, '45637': 1, '45639': 1, '45643': 1, '45657': 1, '45670': 1, '45671': 1, '45679': 1, '45680': 1, '45693': 1, '45707': 1, '45717': 1, '45718': 1, '45729': 1, '45737': 1, '45739': 1, '45746': 1, '45753': 1, '45754': 1, '45755': 1, '45757': 1, '45758': 1, '45760': 1, '45763': 1, '45781': 1, '45784': 1, '45788': 1, '45790': 1, '45798': 1, '45810': 1, '45868': 1, '45873': 1, '45883': 1, '45890': 1, '45905': 1, '45939': 1, '45957': 1, '45970': 1, '45971': 1, '45994': 1, '46005': 1, '46007': 1, '46015': 1, '46024': 1, '46032': 1, '46037': 1, '46043': 1, '46046': 1, '46057': 1, '46081': 1, '46084': 1, '46103': 1, '46177': 1, '46179': 1, '46189': 1, '46193': 1, '46228': 1, '46248': 1, '46262': 1, '46276': 1, '46287': 1, '46288': 1, '46289': 1, '46301': 1, '46336': 1, '46359': 1, '46369': 1, '46371': 1, '46378': 1, '46409': 1, '46419': 1, '46455': 1, '46456': 1, '46460': 1, '46473': 1, '46488': 1, '46491': 1, '46506': 1, '46521': 1, '46545': 1, '46554': 1, '46555': 1, '46557': 1, '46577': 1, '46606': 1, '46646': 1, '46657': 1, '46671': 1, '46700': 1, '46752': 1, '46757': 1, '46766': 1, '46775': 1, '46778': 1, '46805': 1, '46807': 1, '46827': 1, '46835': 1, '46862': 1, '46872': 1, '46881': 1, '46894': 1, '46906': 1, '46919': 1, '46952': 1, '46954': 1, '47005': 1, '47009': 1, '47016': 1, '47017': 1, '47019': 1, '47045': 1, '47067': 1, '47068': 1, '47069': 1, '47072': 1, '47081': 1, '47127': 1, '47151': 1, '47156': 1, '47173': 1, '47177': 1, '47186': 1, '47201': 1, '47211': 1, '47213': 1, '47216': 1, '47218': 1, '47219': 1, '47228': 1, '47233': 1, '47267': 1, '47285': 1, '47295': 1, '47299': 1, '47357': 1, '47358': 1, '47360': 1, '47370': 1, '47388': 1, '47390': 1, '47394': 1, '47404': 1, '47407': 1, '47451': 1, '47470': 1, '47483': 1, '47485': 1, '47486': 1, '47487': 1, '47527': 1, '47530': 1, '47540': 1, '47549': 1, '47565': 1, '47567': 1, '47569': 1, '47593': 1, '47600': 1, '47603': 1, '47605': 1, '47607': 1, '47609': 1, '47639': 1, '47641': 1, '47657': 1, '47669': 1, '47672': 1, '47682': 1, '47688': 1, '47721': 1, '47737': 1, '47747': 1, '47774': 1, '47790': 1, '47797': 1, '47799': 1, '47805': 1, '47826': 1, '47831': 1, '47864': 1, '47875': 1, '47887': 1, '47917': 1, '47920': 1, '47957': 1, '47973': 1, '47984': 1, '47999': 1, '48000': 1, '48003': 1, '48005': 1, '48007': 1, '48017': 1, '48026': 1, '48039': 1, '48057': 1, '48066': 1, '48082': 1, '48085': 1, '48088': 1, '48107': 1, '48122': 1, '48129': 1, '48130': 1, '48131': 1, '48150': 1, '48155': 1, '48165': 1, '48170': 1, '48180': 1, '48188': 1, '48202': 1, '48220': 1, '48223': 1, '48238': 1, '48243': 1, '48245': 1, '48253': 1, '48258': 1, '48264': 1, '48272': 1, '48275': 1, '48286': 1, '48293': 1, '48358': 1, '48366': 1, '48378': 1, '48385': 1, '48395': 1, '48490': 1, '48512': 1, '48544': 1, '48545': 1, '48546': 1, '48573': 1, '48600': 1, '48606': 1, '48625': 1, '48643': 1, '48668': 1, '48740': 1}\n",
            "whoisaddison -> {'48318': 1}\n",
            "whole -> {'44979': 1, '45192': 1, '45580': 1, '45658': 1, '45935': 1, '46173': 1, '46235': 1, '46326': 1, '46591': 1, '46634': 1, '46718': 1, '46956': 1, '47030': 1, '47464': 1, '47585': 1, '47609': 1, '47630': 1, '47971': 1, '47976': 1, '48051': 1, '48086': 1, '48129': 1, '48165': 1, '48265': 1}\n",
            "wholefood -> {'45406': 1, '47968': 1, '48631': 1}\n",
            "wholeheartedli -> {'47044': 1}\n",
            "wholesal -> {'45896': 1, '46441': 1, '46539': 1, '46640': 1, '46762': 1, '47007': 1, '47434': 1}\n",
            "wholewheat -> {'46805': 1}\n",
            "whom -> {'46993': 1, '47355': 1}\n",
            "wi -> {'46366': 1, '47399': 1, '48603': 1}\n",
            "wide -> {'45731': 1, '47462': 1, '48561': 1}\n",
            "wider -> {'47625': 1}\n",
            "widespread -> {'46809': 1, '48381': 1, '48707': 1}\n",
            "wife -> {'45196': 1, '46964': 1, '46975': 1, '47019': 1, '47223': 1, '47353': 1, '47486': 1, '47576': 1, '48128': 1}\n",
            "wifei -> {'46297': 1, '47319': 1}\n",
            "wifi -> {'47394': 1}\n",
            "wigan -> {'48433': 1}\n",
            "wii -> {'45790': 1}\n",
            "wil -> {'45383': 1}\n",
            "wild -> {'45494': 1, '46113': 1}\n",
            "wilder -> {'48180': 1}\n",
            "wildli -> {'46386': 1, '46628': 1}\n",
            "wildn -> {'47560': 1}\n",
            "will -> {'44966': 1, '44971': 1, '44986': 1, '44989': 1, '44997': 1, '44999': 1, '45011': 1, '45013': 1, '45019': 1, '45026': 1, '45028': 1, '45029': 1, '45033': 1, '45046': 1, '45056': 1, '45057': 1, '45062': 1, '45069': 1, '45075': 1, '45076': 1, '45077': 1, '45078': 1, '45085': 1, '45086': 1, '45090': 1, '45112': 1, '45124': 1, '45138': 1, '45154': 1, '45155': 1, '45161': 1, '45163': 1, '45176': 1, '45208': 1, '45209': 1, '45214': 1, '45217': 1, '45218': 1, '45230': 1, '45239': 1, '45254': 1, '45260': 1, '45277': 1, '45278': 1, '45293': 1, '45302': 1, '45303': 1, '45306': 1, '45323': 1, '45328': 1, '45351': 1, '45361': 1, '45382': 1, '45387': 1, '45392': 1, '45393': 1, '45404': 1, '45414': 1, '45434': 1, '45438': 1, '45442': 1, '45449': 1, '45451': 1, '45466': 1, '45468': 1, '45469': 1, '45471': 1, '45490': 1, '45495': 1, '45499': 1, '45504': 1, '45520': 1, '45531': 1, '45536': 1, '45542': 1, '45543': 1, '45562': 1, '45564': 1, '45582': 1, '45594': 1, '45598': 1, '45611': 1, '45621': 1, '45636': 1, '45651': 1, '45657': 1, '45684': 1, '45689': 1, '45690': 1, '45694': 1, '45711': 1, '45716': 1, '45727': 1, '45730': 1, '45750': 1, '45757': 1, '45760': 1, '45777': 1, '45789': 1, '45795': 1, '45796': 1, '45799': 1, '45802': 1, '45810': 1, '45818': 1, '45823': 1, '45834': 1, '45839': 1, '45844': 1, '45867': 1, '45878': 1, '45879': 1, '45898': 1, '45909': 1, '45916': 1, '45922': 1, '45927': 1, '45932': 1, '45966': 1, '45971': 1, '45975': 1, '45979': 1, '45980': 1, '45991': 1, '45992': 1, '46004': 1, '46007': 1, '46016': 1, '46035': 1, '46040': 1, '46063': 1, '46069': 1, '46084': 1, '46089': 1, '46102': 1, '46104': 1, '46105': 1, '46106': 1, '46109': 1, '46111': 1, '46118': 1, '46123': 1, '46128': 1, '46130': 1, '46172': 1, '46188': 1, '46194': 1, '46225': 1, '46234': 1, '46235': 1, '46261': 1, '46264': 1, '46282': 1, '46301': 1, '46303': 1, '46314': 1, '46317': 1, '46326': 1, '46327': 1, '46330': 1, '46333': 1, '46389': 1, '46403': 1, '46407': 1, '46419': 1, '46435': 1, '46440': 1, '46466': 1, '46468': 1, '46486': 1, '46494': 1, '46506': 1, '46518': 1, '46521': 1, '46543': 1, '46548': 1, '46557': 1, '46568': 1, '46571': 1, '46590': 1, '46592': 1, '46593': 1, '46595': 1, '46603': 1, '46609': 1, '46612': 1, '46621': 1, '46624': 1, '46629': 1, '46637': 1, '46654': 1, '46659': 1, '46678': 1, '46682': 1, '46708': 1, '46719': 1, '46726': 1, '46742': 1, '46748': 1, '46761': 1, '46763': 1, '46767': 1, '46768': 1, '46784': 1, '46795': 1, '46804': 1, '46807': 1, '46815': 1, '46827': 1, '46830': 1, '46848': 1, '46856': 1, '46862': 1, '46889': 1, '46903': 1, '46924': 1, '46935': 1, '46942': 1, '46961': 1, '46965': 1, '46967': 1, '46982': 1, '46983': 1, '46986': 1, '46993': 1, '46995': 1, '47003': 1, '47009': 1, '47027': 1, '47040': 1, '47044': 1, '47045': 1, '47049': 1, '47070': 1, '47076': 1, '47085': 1, '47093': 1, '47096': 1, '47106': 1, '47107': 1, '47108': 1, '47129': 1, '47133': 1, '47138': 1, '47143': 1, '47154': 1, '47172': 1, '47180': 1, '47184': 1, '47186': 1, '47194': 1, '47198': 1, '47201': 1, '47214': 1, '47221': 1, '47227': 1, '47229': 1, '47235': 1, '47242': 1, '47246': 1, '47254': 1, '47258': 1, '47259': 1, '47278': 1, '47283': 1, '47289': 1, '47304': 1, '47307': 1, '47314': 1, '47320': 1, '47346': 1, '47366': 1, '47367': 1, '47369': 1, '47372': 1, '47373': 1, '47387': 1, '47406': 1, '47415': 1, '47420': 1, '47421': 1, '47423': 1, '47426': 1, '47440': 1, '47460': 1, '47464': 1, '47467': 1, '47474': 1, '47484': 1, '47485': 1, '47491': 1, '47493': 1, '47497': 1, '47537': 1, '47542': 1, '47543': 1, '47552': 1, '47556': 1, '47558': 1, '47561': 1, '47564': 1, '47571': 1, '47573': 1, '47580': 1, '47592': 1, '47594': 1, '47634': 1, '47636': 1, '47660': 1, '47666': 1, '47667': 1, '47674': 1, '47675': 1, '47677': 1, '47686': 1, '47690': 1, '47693': 1, '47698': 1, '47709': 1, '47722': 1, '47739': 1, '47745': 1, '47806': 1, '47817': 1, '47821': 1, '47847': 1, '47855': 1, '47856': 1, '47864': 1, '47866': 1, '47868': 1, '47884': 1, '47890': 1, '47892': 1, '47898': 1, '47900': 1, '47915': 1, '47934': 1, '47951': 1, '47963': 1, '47977': 1, '47978': 1, '47979': 1, '47987': 1, '47990': 1, '47994': 1, '48013': 1, '48014': 1, '48032': 1, '48037': 1, '48044': 1, '48053': 1, '48059': 1, '48081': 1, '48082': 1, '48083': 1, '48089': 1, '48093': 1, '48104': 1, '48114': 1, '48116': 1, '48118': 1, '48128': 1, '48132': 1, '48140': 1, '48152': 1, '48165': 1, '48167': 1, '48174': 1, '48185': 1, '48188': 1, '48190': 1, '48203': 1, '48206': 1, '48224': 1, '48229': 1, '48233': 1, '48239': 1, '48241': 1, '48244': 1, '48245': 1, '48247': 1, '48251': 1, '48256': 1, '48258': 1, '48269': 1, '48274': 1, '48279': 1, '48283': 1, '48297': 1, '48305': 1, '48339': 1, '48343': 1, '48358': 1, '48359': 1, '48360': 1, '48361': 1, '48371': 1, '48375': 1, '48394': 1, '48402': 1, '48415': 1, '48423': 1, '48432': 1, '48440': 1, '48442': 1, '48448': 1, '48478': 1, '48482': 1, '48484': 1, '48497': 1, '48500': 1, '48502': 1, '48503': 1, '48511': 1, '48514': 1, '48520': 1, '48528': 1, '48533': 1, '48542': 1, '48564': 1, '48570': 1, '48591': 1, '48600': 1, '48602': 1, '48608': 1, '48613': 1, '48617': 1, '48624': 1, '48632': 1, '48633': 1, '48635': 1, '48638': 1, '48639': 1, '48650': 1, '48670': 1, '48693': 1, '48702': 1, '48709': 1, '48725': 1, '48727': 1, '48729': 1, '48731': 1, '48744': 1, '48745': 1, '48747': 1}\n",
            "willd -> {'46114': 1}\n",
            "william -> {'45172': 1, '46978': 1}\n",
            "williamsburg -> {'48359': 1, '48360': 1}\n",
            "willingli -> {'45971': 1, '47410': 1}\n",
            "wimauma -> {'47613': 1, '47615': 1}\n",
            "wimpi -> {'46686': 1}\n",
            "win -> {'45491': 1, '46320': 1, '46752': 1, '47672': 1}\n",
            "winco -> {'46394': 1, '47297': 1}\n",
            "wincofood -> {'47297': 1}\n",
            "wind -> {'47548': 1}\n",
            "windfal -> {'46843': 1}\n",
            "window -> {'45715': 1, '46572': 1, '46751': 1, '47253': 1, '47497': 1, '48282': 1, '48430': 1}\n",
            "windsor -> {'45897': 1}\n",
            "windsorbrok -> {'47021': 1}\n",
            "wine -> {'45362': 1, '45408': 1, '45486': 1, '45598': 1, '45931': 1, '46879': 1, '46977': 1, '47061': 1, '47405': 1, '47526': 1, '47629': 1, '47682': 1, '48222': 1, '48582': 1}\n",
            "winfrei -> {'48551': 1}\n",
            "wing -> {'45663': 1, '46536': 1}\n",
            "winner -> {'46543': 1, '46661': 1, '48480': 1}\n",
            "winnipeg -> {'47668': 1}\n",
            "winter -> {'45491': 1, '48055': 1}\n",
            "wiodgxuqtq -> {'46512': 1}\n",
            "wiozhchpq4 -> {'47824': 1}\n",
            "wip5y4jpi -> {'47037': 1}\n",
            "wipe -> {'44990': 1, '45014': 1, '45040': 1, '45088': 1, '45178': 1, '45248': 1, '45270': 1, '45297': 1, '45494': 1, '45516': 1, '45542': 1, '45598': 1, '45636': 1, '45647': 1, '45720': 1, '45745': 1, '45770': 1, '45777': 1, '45794': 1, '45812': 1, '45843': 1, '45915': 1, '46076': 1, '46224': 1, '46243': 1, '46265': 1, '46273': 1, '46311': 1, '46316': 1, '46340': 1, '46374': 1, '46443': 1, '46479': 1, '46531': 1, '46583': 1, '46641': 1, '46687': 1, '46691': 1, '46740': 1, '46804': 1, '46843': 1, '46958': 1, '46990': 1, '47101': 1, '47321': 1, '47373': 1, '47397': 1, '47444': 1, '47451': 1, '47453': 1, '47466': 1, '47563': 1, '47567': 1, '47568': 1, '47593': 1, '47599': 1, '47721': 1, '47739': 1, '47945': 1, '47987': 1, '48086': 1, '48125': 1, '48206': 1, '48445': 1, '48554': 1}\n",
            "wipemedown -> {'47397': 1}\n",
            "wirelessli -> {'47364': 1}\n",
            "wise -> {'45144': 1, '45151': 1, '45411': 1, '46342': 1, '46548': 1, '46810': 1, '47222': 1, '47918': 1, '48478': 1}\n",
            "wiser -> {'47876': 1}\n",
            "wish -> {'44966': 1, '45080': 1, '45904': 1, '45936': 1, '46216': 1, '46262': 1, '46323': 1, '46393': 1, '46530': 1, '46733': 1, '46735': 1, '46850': 1, '47045': 1, '47268': 1, '47532': 1, '48237': 1, '48716': 1, '48734': 1}\n",
            "wishlist -> {'47383': 1, '47529': 1}\n",
            "wistatejourn -> {'46884': 1}\n",
            "wit -> {'45067': 1, '45237': 1, '45373': 1, '45413': 1, '45747': 1, '46540': 1, '46632': 1, '46913': 1, '46957': 1, '47426': 1, '48165': 1, '48381': 1}\n",
            "witch -> {'45035': 1}\n",
            "with5or6stal -> {'45335': 1}\n",
            "withdraw -> {'46748': 1}\n",
            "wither -> {'46156': 1}\n",
            "withstand -> {'46006': 1, '47423': 1}\n",
            "wiyggapyv -> {'47606': 1}\n",
            "wizo -> {'45845': 1}\n",
            "wjhl -> {'48695': 1}\n",
            "wjknvzqf8d -> {'45159': 1}\n",
            "wk -> {'45007': 1, '45694': 1}\n",
            "wkg4chkmqq -> {'46781': 1}\n",
            "wki0eix6xn -> {'47289': 1}\n",
            "wld -> {'45982': 1}\n",
            "wlhwiavhib -> {'45044': 1}\n",
            "wlojtvypog -> {'46313': 1}\n",
            "wlwvsoqxsc -> {'48255': 1}\n",
            "wm4b5agho -> {'48546': 1}\n",
            "wmjqh728uu -> {'47129': 1}\n",
            "wmt -> {'45052': 1, '48059': 1}\n",
            "wmujaq1ifh -> {'46697': 1}\n",
            "wnfi4wnhci -> {'47915': 1}\n",
            "wnqgdqadg1 -> {'47744': 1}\n",
            "wo1dyysxfr -> {'45840': 1}\n",
            "wogxp8soo -> {'45266': 1}\n",
            "woke -> {'45502': 1, '45703': 1, '45729': 1, '46016': 1}\n",
            "woman -> {'45087': 1, '45105': 1, '45706': 1, '45715': 1, '45986': 1, '46017': 1, '46374': 1, '46738': 1, '47230': 1, '47417': 1, '47635': 1, '47805': 1, '47907': 1, '48576': 1}\n",
            "women -> {'46246': 1, '46417': 1, '46740': 1, '47547': 1, '47682': 1, '48095': 1}\n",
            "womensnutritiongh -> {'48288': 1}\n",
            "won -> {'44992': 1, '45024': 1, '45035': 1, '45066': 1, '45160': 1, '45167': 1, '45212': 1, '45315': 1, '45351': 1, '45373': 1, '45531': 1, '45570': 1, '45596': 1, '45680': 1, '45731': 1, '45743': 1, '45748': 1, '45754': 1, '45784': 1, '45873': 1, '45883': 1, '45899': 1, '45915': 1, '45916': 1, '45996': 1, '46287': 1, '46299': 1, '46686': 1, '46736': 1, '46755': 1, '46792': 1, '46804': 1, '46807': 1, '47011': 1, '47115': 1, '47130': 1, '47166': 1, '47174': 1, '47177': 1, '47197': 1, '47211': 1, '47229': 1, '47254': 1, '47296': 1, '47300': 1, '47403': 1, '47406': 1, '47410': 1, '47491': 1, '47565': 1, '47645': 1, '47733': 1, '47808': 1, '47816': 1, '47947': 1, '48052': 1, '48058': 1, '48079': 1, '48081': 1, '48088': 1, '48171': 1, '48213': 1, '48269': 1, '48293': 1, '48354': 1, '48521': 1, '48600': 1, '48626': 1}\n",
            "wonder -> {'45208': 1, '45223': 1, '45307': 1, '45331': 1, '45376': 1, '45508': 1, '45599': 1, '45699': 1, '45724': 1, '45730': 1, '45791': 1, '45847': 1, '46084': 1, '46145': 1, '46153': 1, '46157': 1, '46279': 1, '46365': 1, '46420': 1, '46588': 1, '46995': 1, '47014': 1, '47459': 1, '47513': 1, '47590': 1, '47649': 1, '47728': 1, '47731': 1, '47890': 1, '48039': 1, '48135': 1, '48154': 1, '48236': 1, '48249': 1, '48252': 1, '48634': 1, '48718': 1}\n",
            "wondercon -> {'45827': 1}\n",
            "wondrou -> {'48674': 1}\n",
            "wont -> {'45890': 1, '46135': 1}\n",
            "woo -> {'47497': 1}\n",
            "wood -> {'46296': 1, '46693': 1}\n",
            "wooden -> {'48216': 1}\n",
            "woodi -> {'47503': 1}\n",
            "woodman -> {'47399': 1}\n",
            "wooli -> {'48284': 1, '48350': 1}\n",
            "woolworth -> {'44979': 1, '45163': 1, '47783': 1, '47785': 1, '47834': 1, '47947': 1, '48038': 1, '48213': 1, '48230': 1, '48446': 1}\n",
            "woord -> {'45950': 1}\n",
            "word -> {'45479': 1, '45525': 1, '45667': 1, '45796': 1, '46167': 1, '46290': 1, '46359': 1, '46486': 1, '47210': 1, '47234': 1, '47255': 1, '47347': 1, '47480': 1, '47510': 1, '47998': 1, '48175': 1, '48273': 1, '48424': 1, '48561': 1, '48614': 1}\n",
            "wore -> {'45739': 1, '46132': 1}\n",
            "work -> {'44991': 1, '45003': 1, '45020': 1, '45028': 1, '45039': 1, '45042': 1, '45063': 1, '45074': 1, '45077': 1, '45078': 1, '45083': 1, '45098': 1, '45104': 1, '45121': 1, '45128': 1, '45129': 1, '45142': 1, '45150': 1, '45171': 1, '45195': 1, '45216': 1, '45218': 1, '45260': 1, '45262': 1, '45267': 1, '45281': 1, '45340': 1, '45357': 1, '45385': 1, '45388': 1, '45463': 1, '45468': 1, '45480': 1, '45488': 1, '45494': 1, '45508': 1, '45534': 1, '45568': 1, '45572': 1, '45586': 1, '45644': 1, '45670': 1, '45680': 1, '45724': 1, '45755': 1, '45764': 1, '45775': 1, '45784': 1, '45785': 1, '45802': 1, '45808': 1, '45815': 1, '45823': 1, '45829': 1, '45831': 1, '45836': 1, '45839': 1, '45867': 1, '45885': 1, '45903': 1, '45929': 1, '45943': 1, '45948': 1, '45977': 1, '46005': 1, '46010': 1, '46015': 1, '46022': 1, '46037': 1, '46057': 1, '46058': 1, '46068': 1, '46079': 1, '46081': 1, '46091': 1, '46104': 1, '46107': 1, '46109': 1, '46117': 1, '46128': 1, '46141': 1, '46142': 1, '46152': 1, '46168': 1, '46171': 1, '46192': 1, '46224': 1, '46255': 1, '46277': 1, '46279': 1, '46292': 1, '46301': 1, '46360': 1, '46372': 1, '46388': 1, '46410': 1, '46444': 1, '46458': 1, '46459': 1, '46482': 1, '46498': 1, '46501': 1, '46505': 1, '46519': 1, '46530': 1, '46532': 1, '46538': 1, '46554': 1, '46566': 1, '46590': 1, '46628': 1, '46633': 1, '46638': 1, '46640': 1, '46667': 1, '46669': 1, '46715': 1, '46724': 1, '46751': 1, '46752': 1, '46761': 1, '46764': 1, '46766': 1, '46788': 1, '46797': 1, '46834': 1, '46845': 1, '46856': 1, '46879': 1, '46898': 1, '46909': 1, '46914': 1, '46919': 1, '46928': 1, '46959': 1, '46973': 1, '46997': 1, '47036': 1, '47040': 1, '47054': 1, '47056': 1, '47069': 1, '47094': 1, '47095': 1, '47096': 1, '47106': 1, '47107': 1, '47112': 1, '47120': 1, '47136': 1, '47160': 1, '47179': 1, '47182': 1, '47185': 1, '47199': 1, '47201': 1, '47214': 1, '47217': 1, '47223': 1, '47228': 1, '47229': 1, '47285': 1, '47292': 1, '47299': 1, '47319': 1, '47330': 1, '47342': 1, '47344': 1, '47360': 1, '47370': 1, '47396': 1, '47404': 1, '47407': 1, '47471': 1, '47504': 1, '47507': 1, '47511': 1, '47513': 1, '47515': 1, '47534': 1, '47536': 1, '47544': 1, '47567': 1, '47574': 1, '47587': 1, '47594': 1, '47609': 1, '47633': 1, '47649': 1, '47658': 1, '47681': 1, '47705': 1, '47707': 1, '47727': 1, '47737': 1, '47738': 1, '47743': 1, '47748': 1, '47774': 1, '47805': 1, '47808': 1, '47812': 1, '47820': 1, '47840': 1, '47854': 1, '47875': 1, '47905': 1, '47912': 1, '47920': 1, '47940': 1, '47955': 1, '47973': 1, '47984': 1, '48002': 1, '48005': 1, '48006': 1, '48008': 1, '48041': 1, '48060': 1, '48097': 1, '48103': 1, '48105': 1, '48114': 1, '48119': 1, '48133': 1, '48145': 1, '48151': 1, '48159': 1, '48166': 1, '48167': 1, '48182': 1, '48187': 1, '48188': 1, '48192': 1, '48243': 1, '48258': 1, '48263': 1, '48268': 1, '48292': 1, '48293': 1, '48305': 1, '48307': 1, '48308': 1, '48337': 1, '48354': 1, '48364': 1, '48367': 1, '48380': 1, '48389': 1, '48400': 1, '48407': 1, '48413': 1, '48414': 1, '48420': 1, '48425': 1, '48433': 1, '48435': 1, '48456': 1, '48457': 1, '48476': 1, '48488': 1, '48489': 1, '48526': 1, '48544': 1, '48545': 1, '48548': 1, '48551': 1, '48567': 1, '48589': 1, '48603': 1, '48630': 1, '48632': 1, '48657': 1, '48664': 1, '48674': 1, '48692': 1, '48700': 1, '48702': 1, '48717': 1, '48737': 1, '48744': 1}\n",
            "worker -> {'44956': 1, '44989': 1, '45019': 1, '45042': 1, '45120': 1, '45130': 1, '45136': 1, '45258': 1, '45424': 1, '45532': 1, '45586': 1, '45600': 1, '45616': 1, '45644': 1, '45719': 1, '45774': 1, '45936': 1, '45977': 1, '46024': 1, '46081': 1, '46130': 1, '46136': 1, '46224': 1, '46259': 1, '46301': 1, '46333': 1, '46392': 1, '46450': 1, '46452': 1, '46478': 1, '46501': 1, '46522': 1, '46526': 1, '46537': 1, '46558': 1, '46584': 1, '46609': 1, '46703': 1, '46714': 1, '46721': 1, '46726': 1, '46801': 1, '46818': 1, '46919': 1, '46959': 1, '46969': 1, '46995': 1, '47075': 1, '47208': 1, '47343': 1, '47506': 1, '47561': 1, '47567': 1, '47638': 1, '47658': 1, '47680': 1, '47705': 1, '47709': 1, '47805': 1, '47820': 1, '47854': 1, '48058': 1, '48059': 1, '48062': 1, '48119': 1, '48143': 1, '48224': 1, '48237': 1, '48263': 1, '48277': 1, '48308': 1, '48320': 1, '48356': 1, '48366': 1, '48395': 1, '48398': 1, '48447': 1, '48449': 1, '48473': 1, '48505': 1, '48517': 1, '48536': 1, '48540': 1, '48543': 1, '48560': 1, '48577': 1, '48590': 1, '48626': 1, '48630': 1, '48657': 1, '48694': 1, '48697': 1}\n",
            "workersfirst -> {'47343': 1}\n",
            "workflow -> {'46482': 1}\n",
            "workforc -> {'46085': 1, '47285': 1, '48053': 1, '48511': 1}\n",
            "workfromhom -> {'48240': 1, '48625': 1}\n",
            "workgivevoteblu -> {'47388': 1}\n",
            "workingfromhom -> {'48488': 1}\n",
            "workload -> {'46388': 1}\n",
            "workout -> {'46998': 1}\n",
            "workplac -> {'46997': 1, '47150': 1, '47513': 1}\n",
            "world -> {'45029': 1, '45044': 1, '45103': 1, '45202': 1, '45213': 1, '45233': 1, '45242': 1, '45313': 1, '45329': 1, '45344': 1, '45353': 1, '45354': 1, '45372': 1, '45404': 1, '45444': 1, '45449': 1, '45491': 1, '45541': 1, '45592': 1, '45599': 1, '45658': 1, '45693': 1, '45756': 1, '45882': 1, '45888': 1, '45935': 1, '45962': 1, '46007': 1, '46038': 1, '46047': 1, '46223': 1, '46270': 1, '46326': 1, '46336': 1, '46375': 1, '46387': 1, '46409': 1, '46497': 1, '46565': 1, '46624': 1, '46702': 1, '46809': 1, '46840': 1, '46847': 1, '46863': 1, '46956': 1, '46971': 1, '47025': 1, '47076': 1, '47114': 1, '47155': 1, '47180': 1, '47191': 1, '47343': 1, '47376': 1, '47417': 1, '47447': 1, '47507': 1, '47534': 1, '47559': 1, '47585': 1, '47693': 1, '47714': 1, '47723': 1, '47724': 1, '47730': 1, '47766': 1, '47976': 1, '48057': 1, '48061': 1, '48114': 1, '48163': 1, '48208': 1, '48270': 1, '48272': 1, '48334': 1, '48340': 1, '48358': 1, '48529': 1, '48597': 1, '48650': 1, '48653': 1, '48665': 1, '48723': 1, '48737': 1}\n",
            "worldhasgonemad -> {'48270': 1}\n",
            "worldsleepdai -> {'46845': 1}\n",
            "worldwarz -> {'45882': 1, '47418': 1}\n",
            "worldwid -> {'45015': 1, '46035': 1, '46165': 1, '46219': 1, '46668': 1, '47473': 1, '47910': 1, '48137': 1, '48496': 1}\n",
            "worri -> {'44961': 1, '45083': 1, '45158': 1, '45211': 1, '45238': 1, '45304': 1, '45305': 1, '45338': 1, '45484': 1, '45584': 1, '45643': 1, '45727': 1, '45730': 1, '45743': 1, '45755': 1, '45843': 1, '45892': 1, '46005': 1, '46105': 1, '46112': 1, '46146': 1, '46169': 1, '46186': 1, '46301': 1, '46339': 1, '46390': 1, '46463': 1, '46519': 1, '46552': 1, '46683': 1, '46719': 1, '46724': 1, '46873': 1, '46990': 1, '47040': 1, '47188': 1, '47212': 1, '47218': 1, '47245': 1, '47284': 1, '47304': 1, '47335': 1, '47359': 1, '47415': 1, '47464': 1, '47543': 1, '47621': 1, '47649': 1, '47654': 1, '47703': 1, '47737': 1, '47753': 1, '47768': 1, '47848': 1, '47850': 1, '47864': 1, '47871': 1, '47924': 1, '47988': 1, '48032': 1, '48071': 1, '48170': 1, '48174': 1, '48214': 1, '48283': 1, '48393': 1, '48481': 1, '48567': 1, '48627': 1, '48690': 1}\n",
            "worrisom -> {'45677': 1}\n",
            "wors -> {'45393': 1, '45431': 1, '45440': 1, '45521': 1, '45611': 1, '45883': 1, '46190': 1, '46193': 1, '46332': 1, '46432': 1, '46671': 1, '47092': 1, '47518': 1, '47656': 1, '47742': 1, '47751': 1, '47856': 1, '48149': 1, '48188': 1, '48218': 1, '48219': 1, '48377': 1, '48654': 1, '48708': 1}\n",
            "worsen -> {'45172': 1}\n",
            "worship -> {'45156': 1, '45218': 1}\n",
            "worst -> {'44988': 1, '45069': 1, '45350': 1, '45440': 1, '45692': 1, '45941': 1, '46117': 1, '46529': 1, '46815': 1, '46877': 1, '47219': 1, '47828': 1, '47842': 1, '47939': 1, '48169': 1, '48381': 1, '48503': 1, '48654': 1, '48749': 1}\n",
            "worstpresidentev -> {'46926': 1, '48046': 1}\n",
            "worth -> {'45028': 1, '45103': 1, '45105': 1, '45208': 1, '45291': 1, '45311': 1, '45600': 1, '45663': 1, '45683': 1, '45805': 1, '45918': 1, '46011': 1, '46125': 1, '46139': 1, '46671': 1, '46748': 1, '46920': 1, '47037': 1, '47129': 1, '47236': 1, '47259': 1, '47267': 1, '47481': 1, '47503': 1, '47556': 1, '47781': 1, '47803': 1, '47976': 1, '48011': 1, '48487': 1}\n",
            "wouldn -> {'45206': 1, '45333': 1, '45734': 1, '46161': 1, '46342': 1, '46374': 1, '46431': 1, '46497': 1, '46533': 1, '46735': 1, '46762': 1, '46814': 1, '47582': 1, '47690': 1, '47865': 1, '48080': 1, '48111': 1, '48184': 1, '48466': 1, '48486': 1, '48604': 1}\n",
            "wow -> {'45032': 1, '45314': 1, '45776': 1, '45949': 1, '45951': 1, '46317': 1, '46691': 1, '46898': 1, '47405': 1, '47751': 1, '47771': 1}\n",
            "wpli5p6bf7 -> {'45108': 1}\n",
            "wpunxcnzha -> {'48367': 1}\n",
            "wqruoxvkd -> {'45664': 1}\n",
            "wrap -> {'45897': 1, '46160': 1, '46279': 1, '46376': 1, '46380': 1, '46455': 1, '47052': 1, '47921': 1, '47949': 1, '48222': 1}\n",
            "wrcb -> {'47385': 1}\n",
            "wreak -> {'46201': 1, '46476': 1}\n",
            "wreck -> {'48552': 1}\n",
            "wrestl -> {'45455': 1, '47348': 1}\n",
            "wrestler -> {'44984': 1, '46826': 1}\n",
            "writ -> {'46434': 1}\n",
            "write -> {'45344': 1, '45635': 1, '46376': 1, '46682': 1, '46763': 1, '47184': 1, '47937': 1, '48378': 1}\n",
            "writealong -> {'47226': 1}\n",
            "writer -> {'45731': 1, '47937': 1}\n",
            "writing4pok -> {'48734': 1}\n",
            "writingcommun -> {'48561': 1}\n",
            "written -> {'47595': 1}\n",
            "wrmkwlhjku -> {'45058': 1}\n",
            "wrong -> {'44994': 1, '45313': 1, '45504': 1, '45582': 1, '45903': 1, '46267': 1, '46830': 1, '46979': 1, '47065': 1, '47156': 1, '47310': 1, '47453': 1, '47545': 1, '47597': 1, '47604': 1, '47923': 1, '47945': 1, '47959': 1, '48291': 1, '48509': 1}\n",
            "wrrfcv0yn8 -> {'47070': 1}\n",
            "wsdqlmkyqh -> {'47621': 1}\n",
            "wsj -> {'45429': 1}\n",
            "wspa7 -> {'48423': 1}\n",
            "wsqzjyewfr -> {'48594': 1}\n",
            "wsyx6 -> {'45031': 1}\n",
            "wtbrxdf4k6 -> {'48281': 1}\n",
            "wtf -> {'45843': 1, '45874': 1, '46009': 1, '46438': 1, '46468': 1, '46692': 1, '47171': 1, '47809': 1, '47818': 1, '47955': 1, '48309': 1}\n",
            "wth -> {'45137': 1, '46444': 1}\n",
            "wtp -> {'48206': 1}\n",
            "wuffral0nw -> {'45055': 1}\n",
            "wuflu -> {'45910': 1, '47662': 1}\n",
            "wuhan -> {'45969': 1, '46337': 1, '46413': 1, '46449': 1, '46534': 1, '47037': 1, '47524': 1, '47525': 1, '47992': 1, '48660': 1}\n",
            "wuhancoronaviru -> {'45082': 1, '45761': 1, '45969': 1, '46875': 1}\n",
            "wuhancoronaviu -> {'47498': 1, '48200': 1}\n",
            "wuhanviru -> {'45082': 1, '45249': 1, '45742': 1, '45916': 1, '45947': 1, '46387': 1, '46683': 1, '47523': 1, '47525': 1, '47670': 1, '47838': 1}\n",
            "wvmvjjncbg -> {'45232': 1}\n",
            "wvq8bb9ol -> {'44974': 1}\n",
            "ww2 -> {'45019': 1}\n",
            "ww8bk8fm7d -> {'48283': 1}\n",
            "wwi4ezpeuf -> {'46445': 1}\n",
            "wwj950 -> {'47904': 1}\n",
            "wwqydcrshu -> {'47838': 1}\n",
            "wwrj8x45hd -> {'47682': 1}\n",
            "www -> {'48417': 1}\n",
            "wyandott -> {'48733': 1}\n",
            "wyg96fgvzh -> {'47808': 1}\n",
            "wyhyb5ssuo -> {'48254': 1}\n",
            "wyksign0yo -> {'45943': 1}\n",
            "wym1fnmkpx -> {'45650': 1}\n",
            "wynn -> {'48411': 1}\n",
            "wyxsfotkap -> {'45338': 1}\n",
            "wz6ylbu2rl -> {'47528': 1}\n",
            "x0mw4emego -> {'46646': 1}\n",
            "x100v -> {'45050': 1}\n",
            "x3rpzxp2l8 -> {'45787': 1}\n",
            "x4hehthomn -> {'45133': 1}\n",
            "x4qcrn2jzg -> {'48484': 1}\n",
            "x5amdluucv -> {'46371': 1}\n",
            "x6dx5jljeh -> {'48743': 1}\n",
            "x7uh9lgtcp -> {'47014': 1}\n",
            "xa5xgbwg90 -> {'46180': 1}\n",
            "xabhx0em4q -> {'48737': 1}\n",
            "xair -> {'48609': 1}\n",
            "xb7omzrg6w -> {'45419': 1}\n",
            "xbaj1bfjhu -> {'45483': 1}\n",
            "xblfvwzn9h -> {'46271': 1}\n",
            "xbox -> {'46737': 1, '47375': 1}\n",
            "xboxon -> {'46840': 1}\n",
            "xboxsx -> {'48486': 1}\n",
            "xc9u5akohb -> {'47873': 1}\n",
            "xcpf1obhwk -> {'48678': 1}\n",
            "xd -> {'45482': 1}\n",
            "xd0jje7bo0 -> {'45391': 1}\n",
            "xf917gp8yq -> {'46321': 1}\n",
            "xhr0wjef7a -> {'45457': 1}\n",
            "xi -> {'45910': 1}\n",
            "xiaozhan -> {'45068': 1}\n",
            "ximph2v6yv -> {'48472': 1}\n",
            "xinhua -> {'45790': 1}\n",
            "xjl1ljgbbo -> {'47269': 1}\n",
            "xkrpnlipja -> {'45091': 1}\n",
            "xle -> {'45478': 1}\n",
            "xlm -> {'47693': 1}\n",
            "xlyqbdgckp -> {'46230': 1}\n",
            "xma -> {'47100': 1}\n",
            "xmkzkzvkku -> {'47318': 1}\n",
            "xmmvbo3zfv -> {'48386': 1}\n",
            "xmo3dojqhr -> {'48576': 1}\n",
            "xoxo -> {'47055': 1}\n",
            "xpkjeucpp6 -> {'48297': 1}\n",
            "xpvbd5654o -> {'46443': 1}\n",
            "xro3aeb3vl -> {'45872': 1}\n",
            "xrp -> {'45266': 1, '45932': 1, '47693': 1}\n",
            "xrpuela27l -> {'45757': 1}\n",
            "xrqwxccnnx -> {'47825': 1}\n",
            "xsflacuzkm -> {'45470': 1}\n",
            "xtqrvyqvaf -> {'48233': 1}\n",
            "xtra -> {'46390': 1}\n",
            "xtz -> {'45839': 1}\n",
            "xuunwj5c5 -> {'48089': 1}\n",
            "xuxeaqidyi -> {'48338': 1}\n",
            "xvtslktcyb -> {'46355': 1}\n",
            "xvu3urbduk -> {'48388': 1}\n",
            "xw1munn9wf -> {'45445': 1}\n",
            "xw7dytbqbb -> {'45533': 1}\n",
            "xxfihcbtwj -> {'45352': 1}\n",
            "xxlfum5ijf -> {'47868': 1}\n",
            "xxlwyk4tri -> {'47950': 1}\n",
            "xxrqtqypmj -> {'48584': 1}\n",
            "xylwu4osf3 -> {'48429': 1}\n",
            "xyvbnsfexa -> {'48750': 1}\n",
            "xyz -> {'47091': 1}\n",
            "xz1etr5isw -> {'45699': 1}\n",
            "xzfnz9vesa -> {'45193': 1}\n",
            "xzhhqlkaau -> {'46204': 1}\n",
            "y0plppn9ui -> {'47613': 1}\n",
            "y0qswzqplm -> {'47482': 1}\n",
            "y0v0h3ys6u -> {'46014': 1}\n",
            "y16uuppw9 -> {'46937': 1}\n",
            "y18kmnoi2x -> {'46646': 1}\n",
            "y1scrpamaf -> {'47113': 1}\n",
            "y1ztco2hcw -> {'46192': 1}\n",
            "y2k -> {'46119': 1}\n",
            "y3n -> {'47087': 1}\n",
            "y5isifbjoj -> {'48014': 1}\n",
            "y6hr38fudh -> {'47309': 1}\n",
            "y7cgio6jxb -> {'46456': 1}\n",
            "y9vyujxs49 -> {'47993': 1}\n",
            "ya -> {'45687': 1, '46362': 1, '46444': 1, '46662': 1, '47284': 1, '47570': 1, '48582': 1}\n",
            "ya2ldfinh6 -> {'45131': 1}\n",
            "yaetit2lrn -> {'45553': 1}\n",
            "yahoo -> {'44980': 1}\n",
            "yai -> {'45998': 1, '46444': 1}\n",
            "yall -> {'45663': 1, '45825': 1, '46043': 1, '46906': 1, '47366': 1, '47422': 1, '47539': 1}\n",
            "yankeepirate247 -> {'48148': 1}\n",
            "yap -> {'48185': 1}\n",
            "yard -> {'47577': 1}\n",
            "yashar -> {'47752': 1}\n",
            "yawnocallaghan -> {'47964': 1}\n",
            "yb2nrtwlfg -> {'45023': 1}\n",
            "yc0giuntum -> {'46723': 1}\n",
            "yck5zmfa4j -> {'45078': 1}\n",
            "yd5bany5rp -> {'45134': 1}\n",
            "ydkjcfcu8q -> {'46722': 1}\n",
            "ye -> {'45304': 1, '45368': 1, '45482': 1, '45666': 1, '45710': 1, '46332': 1, '46449': 1, '46620': 1, '46637': 1, '46810': 1, '47183': 1, '47208': 1, '47268': 1, '47361': 1, '47510': 1, '47713': 1, '47733': 1, '47788': 1, '48708': 1}\n",
            "yeah -> {'45720': 1, '45771': 1, '46455': 1, '46486': 1, '46814': 1, '47330': 1, '48025': 1, '48702': 1}\n",
            "year -> {'45029': 1, '45034': 1, '45072': 1, '45102': 1, '45103': 1, '45309': 1, '45511': 1, '45596': 1, '45635': 1, '45706': 1, '45772': 1, '45778': 1, '45790': 1, '45853': 1, '45907': 1, '45970': 1, '45986': 1, '46011': 1, '46122': 1, '46152': 1, '46261': 1, '46401': 1, '46422': 1, '46431': 1, '46475': 1, '46518': 1, '46830': 1, '46942': 1, '47054': 1, '47096': 1, '47236': 1, '47394': 1, '47415': 1, '47446': 1, '47681': 1, '47706': 1, '47781': 1, '47805': 1, '47928': 1, '47931': 1, '48003': 1, '48018': 1, '48035': 1, '48081': 1, '48172': 1, '48192': 1, '48267': 1, '48272': 1, '48356': 1, '48471': 1, '48482': 1, '48507': 1, '48546': 1, '48564': 1, '48585': 1, '48681': 1, '48719': 1}\n",
            "yeast -> {'48008': 1, '48152': 1}\n",
            "yeezu -> {'48090': 1}\n",
            "yeg -> {'48399': 1}\n",
            "yejnpxcdig -> {'45659': 1}\n",
            "yell -> {'45715': 1, '45761': 1, '46703': 1, '46738': 1, '46950': 1, '47060': 1, '47424': 1, '47534': 1, '47536': 1}\n",
            "yellow -> {'48229': 1}\n",
            "yendo -> {'47336': 1}\n",
            "yep -> {'46042': 1, '48614': 1}\n",
            "yeqchlnqt1 -> {'48658': 1}\n",
            "yesbank -> {'46918': 1}\n",
            "yesterdai -> {'45067': 1, '45270': 1, '45275': 1, '45337': 1, '45361': 1, '45658': 1, '45900': 1, '46028': 1, '46036': 1, '46109': 1, '46121': 1, '46132': 1, '46265': 1, '46279': 1, '46358': 1, '46368': 1, '46382': 1, '46445': 1, '46504': 1, '46511': 1, '46529': 1, '46628': 1, '46629': 1, '46647': 1, '46750': 1, '47065': 1, '47141': 1, '47177': 1, '47210': 1, '47253': 1, '47448': 1, '47535': 1, '47557': 1, '47649': 1, '47795': 1, '47809': 1, '47944': 1, '47956': 1, '48612': 1, '48632': 1}\n",
            "yestheori -> {'47357': 1}\n",
            "yfb6vy4sk7 -> {'46803': 1}\n",
            "yfbtjbtzo1 -> {'48422': 1}\n",
            "yfc2b0tz04 -> {'45116': 1}\n",
            "yga8cugym -> {'48675': 1}\n",
            "ygbipbflmi -> {'44954': 1}\n",
            "ygcpte7f1l -> {'45032': 1}\n",
            "ygnouodtnt -> {'45696': 1}\n",
            "yh -> {'48688': 1}\n",
            "yher3sjvzc -> {'46361': 1}\n",
            "yi0yqcabqp -> {'45294': 1}\n",
            "yi1zhbce8w -> {'46711': 1}\n",
            "yiamumqgi -> {'47217': 1}\n",
            "yibo -> {'45068': 1}\n",
            "yidkel9m1a -> {'45059': 1}\n",
            "yield -> {'44986': 1, '46677': 1}\n",
            "yifvd0mwgf -> {'45645': 1}\n",
            "yike -> {'44979': 1, '45376': 1, '45452': 1, '48075': 1}\n",
            "yj2ypsckht -> {'45515': 1}\n",
            "yjphzuyuwf -> {'48721': 1}\n",
            "ykfapeyhbg -> {'47432': 1}\n",
            "ykimcitgrp -> {'47307': 1}\n",
            "ykjq4f0xet -> {'48113': 1}\n",
            "ylwqqdj1fy -> {'47132': 1}\n",
            "ymzn1c11jp -> {'48610': 1}\n",
            "ynrzffffxz -> {'48108': 1}\n",
            "yo -> {'46656': 1, '47130': 1, '47336': 1, '48574': 1}\n",
            "yodpiht5mc -> {'46982': 1}\n",
            "yoga -> {'46790': 1, '47989': 1}\n",
            "yogagirlmab -> {'48542': 1}\n",
            "yogrishiramdev -> {'46060': 1}\n",
            "yogurt -> {'45678': 1, '46716': 1}\n",
            "yoi -> {'48162': 1}\n",
            "yoi3fkt9uo -> {'45175': 1}\n",
            "york -> {'45004': 1, '46697': 1, '46768': 1, '46922': 1, '47467': 1, '48621': 1, '48698': 1}\n",
            "yorker -> {'44953': 1, '47849': 1, '48707': 1}\n",
            "yorkshiretea -> {'48441': 1}\n",
            "yoself -> {'45413': 1}\n",
            "young -> {'45400': 1, '45628': 1, '46738': 1, '46841': 1, '46914': 1, '47504': 1, '47534': 1, '47908': 1}\n",
            "younger -> {'45463': 1, '45588': 1, '46254': 1, '47277': 1}\n",
            "your -> {'46288': 1}\n",
            "youralberta -> {'48540': 1}\n",
            "yourenotdi -> {'46693': 1}\n",
            "youself -> {'46772': 1}\n",
            "youth -> {'46257': 1}\n",
            "youtheastsid -> {'45093': 1}\n",
            "youthministri -> {'45858': 1}\n",
            "youthwithyouep02 -> {'47230': 1}\n",
            "youtub -> {'45151': 1, '45932': 1, '46666': 1, '47083': 1, '47471': 1, '47749': 1, '48089': 1, '48157': 1, '48417': 1}\n",
            "youtubechannel -> {'48089': 1}\n",
            "youtubesubscrib -> {'48089': 1}\n",
            "yow6isq728 -> {'47049': 1}\n",
            "ypexeot79a -> {'47393': 1}\n",
            "yphl7lekqk -> {'47467': 1}\n",
            "ypny3nq32v -> {'48549': 1}\n",
            "ypoqvfenyj -> {'46397': 1}\n",
            "ypxshwexw -> {'46072': 1}\n",
            "yqks4ufyrw -> {'48175': 1}\n",
            "yqr -> {'48640': 1}\n",
            "yqvu7tiymh -> {'47118': 1}\n",
            "yr -> {'45833': 1, '47129': 1}\n",
            "yreegvw49c -> {'47953': 1}\n",
            "yrugjfnvlk -> {'47223': 1}\n",
            "ysdbldy4nq -> {'48122': 1}\n",
            "yt892bgnbu -> {'44996': 1}\n",
            "ytddewakwi -> {'47059': 1}\n",
            "ytznyikkpf -> {'48043': 1}\n",
            "yudlprupbi -> {'48497': 1}\n",
            "yug5cqyj1g -> {'47443': 1}\n",
            "yummi -> {'47713': 1, '48259': 1}\n",
            "yv1es6wljx -> {'45844': 1}\n",
            "yv2n0qz0p9 -> {'48467': 1}\n",
            "yvhj2ozyaq -> {'48190': 1}\n",
            "yvonne4tn -> {'47219': 1}\n",
            "yw37u3fmr9 -> {'47143': 1}\n",
            "yw8fz7fr1o -> {'46192': 1}\n",
            "yw9tv7q84x -> {'47624': 1}\n",
            "ywdqssjqaq -> {'48691': 1}\n",
            "ywzp192ccw -> {'48345': 1}\n",
            "yxcofl0bni -> {'44971': 1}\n",
            "yyc -> {'46102': 1, '48399': 1}\n",
            "yyimpmmv9w -> {'47408': 1}\n",
            "yyupcnzdxq -> {'45847': 1}\n",
            "yywrlnq20r -> {'47369': 1}\n",
            "yzf -> {'47528': 1}\n",
            "z0bel4o6dk -> {'44959': 1}\n",
            "z1pwso1ztx -> {'47137': 1}\n",
            "z3t1r2bgwz -> {'45133': 1}\n",
            "z47e6anjch -> {'48482': 1}\n",
            "z4jlgcn3hk -> {'48648': 1}\n",
            "z4spriu60t -> {'46701': 1}\n",
            "z4twhf1z6x -> {'47506': 1}\n",
            "z6ilcb6non -> {'47155': 1}\n",
            "z6viwjndwi -> {'48679': 1}\n",
            "z71kcpahv -> {'46999': 1}\n",
            "z8ixhpikff -> {'48506': 1}\n",
            "z9ili3yyxp -> {'46055': 1}\n",
            "z9vikmtz6b -> {'45449': 1}\n",
            "za4ubjzbk3 -> {'48630': 1}\n",
            "za9ewfr7u3 -> {'47523': 1}\n",
            "zachari -> {'47339': 1}\n",
            "zbcxgr5hjj -> {'46589': 1}\n",
            "zbl3c9qgl0 -> {'47079': 1}\n",
            "zc -> {'45298': 1}\n",
            "zce -> {'45298': 1}\n",
            "zcvoabap7j -> {'45896': 1}\n",
            "zd1jigzrqf -> {'48710': 1}\n",
            "zd4bmv6rtq -> {'45683': 1}\n",
            "zd99vp97vh -> {'48696': 1}\n",
            "zdkzar5p37 -> {'46111': 1}\n",
            "zdrxyg31d9 -> {'46870': 1}\n",
            "zdsoeuvtgp -> {'46174': 1}\n",
            "zealand -> {'47155': 1}\n",
            "zec5so88wv -> {'46221': 1}\n",
            "zefiwaimnc -> {'45140': 1}\n",
            "zehr -> {'45640': 1}\n",
            "zejzpeusmi -> {'46268': 1}\n",
            "zeke -> {'46621': 1}\n",
            "zekkrzwg7i -> {'47903': 1}\n",
            "zen -> {'45708': 1}\n",
            "zero -> {'45273': 1, '45281': 1, '46015': 1, '46152': 1, '48281': 1, '48308': 1, '48471': 1}\n",
            "zfbh16fobv -> {'48447': 1}\n",
            "zhqnnzip93 -> {'45942': 1}\n",
            "zhsppsc1gu -> {'48205': 1}\n",
            "zhwpwlh0z9 -> {'48577': 1}\n",
            "zhznp0zmpd -> {'46145': 1}\n",
            "zihhlcj2nh -> {'48049': 1}\n",
            "zimbabwean -> {'47565': 1}\n",
            "zinc -> {'45978': 1, '46737': 1, '47555': 1, '47930': 1}\n",
            "zionist -> {'45264': 1}\n",
            "zip -> {'47318': 1}\n",
            "zirnel -> {'48247': 1}\n",
            "zjbswgxcvv -> {'45515': 1}\n",
            "zjvd2hmq6c -> {'48107': 1}\n",
            "zlki8h52la -> {'45284': 1}\n",
            "zlp5zlgr3v -> {'47194': 1}\n",
            "zm6lufkjij -> {'47053': 1}\n",
            "zmay75x2e7 -> {'46434': 1}\n",
            "zmlaymwfrw -> {'47206': 1}\n",
            "znate7z0b7 -> {'48484': 1}\n",
            "znhwem7k6p -> {'45216': 1}\n",
            "znipyhqzvb -> {'46637': 1}\n",
            "znoxt1itf5 -> {'46150': 1}\n",
            "zoelucaspro -> {'44984': 1}\n",
            "zombi -> {'45349': 1, '45579': 1, '45624': 1, '46659': 1, '46747': 1, '46789': 1, '46811': 1, '46870': 1, '46907': 1, '47514': 1, '47662': 1, '48135': 1, '48471': 1}\n",
            "zombieapocalyps -> {'46811': 1, '46870': 1, '46907': 1, '46945': 1}\n",
            "zombieland -> {'47503': 1}\n",
            "zoo -> {'46222': 1}\n",
            "zoom -> {'47065': 1, '48453': 1}\n",
            "zovpu2lhav -> {'45707': 1}\n",
            "zpgw1s49tx -> {'46734': 1}\n",
            "zqvy5dcyel -> {'45709': 1}\n",
            "zrckwdqnyv -> {'45698': 1}\n",
            "zrxbqckhbu -> {'48497': 1}\n",
            "zsgwwxe1n -> {'46552': 1}\n",
            "zsjz77vwtk -> {'47540': 1}\n",
            "zsl -> {'47992': 1}\n",
            "zt9usq5pkc -> {'46206': 1}\n",
            "zupenua3br -> {'48493': 1}\n",
            "zuv4t1akdz -> {'48551': 1}\n",
            "zv4e4k4xb -> {'48046': 1}\n",
            "zvgyyhwmiv -> {'47648': 1}\n",
            "zvhfolpaoc -> {'47791': 1}\n",
            "zxcc8eu4ss -> {'46388': 1}\n",
            "zxyynovd3g -> {'47476': 1}\n",
            "zypisfi -> {'48019': 1}\n",
            "zz2bbenuhc -> {'45744': 1}\n",
            "zzjkrn6lej -> {'46229': 1}\n",
            "zzon5cs9bb -> {'48040': 1}\n",
            "zzpjz2kdft -> {'47359': 1}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Query Processing\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "PZoYIW05EmRY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "retr = pt.BatchRetrieve(index, controls = {\"wmodel\": \"TF_IDF\"})\n",
        "\n",
        "retr.setControl(\"wmodel\", \"TF_IDF\")\n",
        "retr.setControls({\"wmodel\": \"TF_IDF\"})"
      ],
      "metadata": {
        "id": "IosXrigBEJoi"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "query = \"news\""
      ],
      "metadata": {
        "id": "ZunPKq7HePnd"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "query_processed = preprocess(query)"
      ],
      "metadata": {
        "id": "DkaN3hW2fD--"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "top_relevant = retr.search(query_processed)\n",
        "top_relevant"
      ],
      "metadata": {
        "id": "yGeIBrCXaVLz",
        "outputId": "cd990aee-52b2-4769-9159-bf90a0c4741c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        }
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    qid  docid  docno  rank     score query\n",
              "0     1   3668  48621     0  3.846565  news\n",
              "1     1   1744  46697     1  3.764830  news\n",
              "2     1    620  45573     2  3.751160  news\n",
              "3     1   1610  46563     3  3.542579  news\n",
              "4     1   3283  48236     4  3.542579  news\n",
              "..   ..    ...    ...   ...       ...   ...\n",
              "140   1   1007  45960   140  2.023568  news\n",
              "141   1     27  44980   141  1.991934  news\n",
              "142   1   2481  47434   142  1.961274  news\n",
              "143   1   3032  47985   143  1.961274  news\n",
              "144   1   2918  47871   144  1.931544  news\n",
              "\n",
              "[145 rows x 6 columns]"
            ],
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              "      <td>3.751160</td>\n",
              "      <td>news</td>\n",
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              "      <td>3.542579</td>\n",
              "      <td>news</td>\n",
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              "      <td>2.023568</td>\n",
              "      <td>news</td>\n",
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              "      <td>1.991934</td>\n",
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              "      <td>1.961274</td>\n",
              "      <td>news</td>\n",
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              "    <tr>\n",
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              "      <td>1</td>\n",
              "      <td>3032</td>\n",
              "      <td>47985</td>\n",
              "      <td>143</td>\n",
              "      <td>1.961274</td>\n",
              "      <td>news</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>1</td>\n",
              "      <td>2918</td>\n",
              "      <td>47871</td>\n",
              "      <td>144</td>\n",
              "      <td>1.931544</td>\n",
              "      <td>news</td>\n",
              "    </tr>\n",
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              "      const buttonEl =\n",
              "        document.querySelector('#df-f1058435-fe9d-44ba-bd3a-c953bfeefcb0 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f1058435-fe9d-44ba-bd3a-c953bfeefcb0');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-f2a8c337-7ae5-46a7-95f8-5a4a18190dca\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f2a8c337-7ae5-46a7-95f8-5a4a18190dca')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f2a8c337-7ae5-46a7-95f8-5a4a18190dca button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_db9eb4cc-4a17-4b5d-913f-d0bbc84d9b0d\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('top_relevant')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_db9eb4cc-4a17-4b5d-913f-d0bbc84d9b0d button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('top_relevant');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "top_relevant",
              "summary": "{\n  \"name\": \"top_relevant\",\n  \"rows\": 145,\n  \"fields\": [\n    {\n      \"column\": \"qid\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"docid\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1187,\n        \"min\": 0,\n        \"max\": 3789,\n        \"num_unique_values\": 145,\n        \"samples\": [\n          878\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"docno\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 145,\n        \"samples\": [\n          \"45831\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"rank\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 42,\n        \"min\": 0,\n        \"max\": 144,\n        \"num_unique_values\": 145,\n        \"samples\": [\n          69\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3994427105026145,\n        \"min\": 1.9315437164082787,\n        \"max\": 3.8465646102490942,\n        \"num_unique_values\": 41,\n        \"samples\": [\n          2.550028895453877\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"query\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"news\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import pyterrier as pt\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.stem import PorterStemmer\n",
        "import re\n",
        "import os\n",
        "pd.set_option('display.max_colwidth', 150)"
      ],
      "metadata": {
        "id": "9qUAmJbSBg5s"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Query Expansion\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "EhP1udcREuIK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# \"rewrite\" function from PyTerrier will be used to expand queries specifying RM3 as the model\n",
        "# fb_docs ==> no. expansion documents\n",
        "# fb_terms ==> no. expansion terms\n",
        "\n",
        "rm3_expander = pt.rewrite.RM3(index,fb_terms=10, fb_docs=10)\n",
        "\n",
        "rm3_qe = top_relevant >> rm3_expander\n",
        "expanded_query = rm3_qe.search(query).iloc[0][\"query\"]\n",
        "\n",
        "expanded_query"
      ],
      "metadata": {
        "id": "5FbfBVpjEyqt",
        "outputId": "ac6d8127-3548-4b19-c5a5-82e2026512ed",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        }
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-24-5d3045f7207e>:7: DeprecationWarning: Coercion of a dataframe into a transformer is deprecated; use a pt.Transformer.from_df() instead\n",
            "  rm3_qe = top_relevant >> rm3_expander\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'applypipeline:off diet^0.022654090 new^0.785868526 time^0.017619848 realdonaldtrump^0.022654090 record^0.031715728 great^0.022654090 aisl^0.017619848 york^0.033905622 don^0.022654090 wonder^0.022654090'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Just print the expanded query with term scores\n",
        "for s in expanded_query.split()[1:]:\n",
        "  print(s)\n",
        "\n",
        "print(\"\\n\" + query)"
      ],
      "metadata": {
        "id": "eJ0RZcifA8r3",
        "outputId": "7caa3420-9903-45dc-9425-72eee1effe86",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "diet^0.022654090\n",
            "new^0.785868526\n",
            "time^0.017619848\n",
            "realdonaldtrump^0.022654090\n",
            "record^0.031715728\n",
            "great^0.022654090\n",
            "aisl^0.017619848\n",
            "york^0.033905622\n",
            "don^0.022654090\n",
            "wonder^0.022654090\n",
            "\n",
            "news\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from flair.data import Sentence\n",
        "from flair.embeddings import WordEmbeddings\n",
        "\n",
        "# initialize embedding by specifying which model we want to use\n",
        "glove_embedding = WordEmbeddings('glove')\n",
        "import tensorflow as tf\n",
        "import tensorflow_hub as hub\n",
        "import numpy as np\n",
        "\n",
        "#load the ELMo model\n",
        "elmo = hub.load(\"https://tfhub.dev/google/elmo/3\")\n"
      ],
      "metadata": {
        "id": "tkcwXWBzbKNb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d19236b2-0d8c-438e-b49e-e71c2bdb9422"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-11 11:21:47,835 https://flair.informatik.hu-berlin.de/resources/embeddings/token/glove.gensim.vectors.npy not found in cache, downloading to /tmp/tmpy5rdpldr\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 153M/153M [00:07<00:00, 21.4MB/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-11 11:21:55,916 copying /tmp/tmpy5rdpldr to cache at /root/.flair/embeddings/glove.gensim.vectors.npy\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-11 11:21:56,405 removing temp file /tmp/tmpy5rdpldr\n",
            "2024-05-11 11:21:56,912 https://flair.informatik.hu-berlin.de/resources/embeddings/token/glove.gensim not found in cache, downloading to /tmp/tmp3_1fmmk7\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 20.5M/20.5M [00:01<00:00, 13.0MB/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-11 11:21:59,046 copying /tmp/tmp3_1fmmk7 to cache at /root/.flair/embeddings/glove.gensim\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2024-05-11 11:21:59,120 removing temp file /tmp/tmp3_1fmmk7\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "6DR8x9Wt5Hq0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from flair.data import Sentence\n",
        "results_list = top_relevant.to_dict('records')\n",
        "\n",
        "original_tweets = df[df[\"docno\"].isin([result[\"docno\"] for result in results_list])][\"OriginalTweet\"].tolist()\n",
        "\n",
        "for i, result in enumerate(results_list):\n",
        "  result[\"original_tweet\"] = original_tweets[i]\n",
        "\n",
        "glove_sentence = Sentence(result[\"original_tweet\"])\n",
        "\n",
        "print(glove_sentence)\n",
        "print(glove_sentence.tokens)\n",
        "\n",
        "print(glove_sentence[0])\n"
      ],
      "metadata": {
        "id": "eay8xh5_b9_n",
        "outputId": "f533ab9d-26fd-4ed1-fc42-fe78407a4f0b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sentence[46]: \"@calebmealer @thebradfordfile @realDonaldTrump Very true. China has done a great job. Of more than 80,000 people infected in China, over 67,000 have recovered according to data compiled by Johns Hopkins University. There were 40 new confirmed cases of cor\"\n",
            "[Token[0]: \"@\", Token[1]: \"calebmealer\", Token[2]: \"@\", Token[3]: \"thebradfordfile\", Token[4]: \"@\", Token[5]: \"realDonaldTrump\", Token[6]: \"Very\", Token[7]: \"true\", Token[8]: \".\", Token[9]: \"China\", Token[10]: \"has\", Token[11]: \"done\", Token[12]: \"a\", Token[13]: \"great\", Token[14]: \"job\", Token[15]: \".\", Token[16]: \"Of\", Token[17]: \"more\", Token[18]: \"than\", Token[19]: \"80,000\", Token[20]: \"people\", Token[21]: \"infected\", Token[22]: \"in\", Token[23]: \"China\", Token[24]: \",\", Token[25]: \"over\", Token[26]: \"67,000\", Token[27]: \"have\", Token[28]: \"recovered\", Token[29]: \"according\", Token[30]: \"to\", Token[31]: \"data\", Token[32]: \"compiled\", Token[33]: \"by\", Token[34]: \"Johns\", Token[35]: \"Hopkins\", Token[36]: \"University\", Token[37]: \".\", Token[38]: \"There\", Token[39]: \"were\", Token[40]: \"40\", Token[41]: \"new\", Token[42]: \"confirmed\", Token[43]: \"cases\", Token[44]: \"of\", Token[45]: \"cor\"]\n",
            "Token[0]: \"@\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results_list = top_relevant.to_dict('records')\n",
        "\n",
        "original_tweets = df[df[\"docno\"].isin([result[\"docno\"] for result in results_list])][\"OriginalTweet\"].tolist()\n",
        "\n",
        "def cosine_similarity(v1, v2):\n",
        "    dot_product = np.dot(v1, v2)\n",
        "    norm_v1 = np.linalg.norm(v1)\n",
        "    norm_v2 = np.linalg.norm(v2)\n",
        "    return dot_product / (norm_v1 * norm_v2)\n",
        "\n",
        "for i, result in enumerate(results_list):\n",
        "    result[\"original_tweet\"] = original_tweets[i]\n",
        "    query = \"news\"\n",
        "    embeddings = elmo.signatures[\"default\"](tf.constant([result[\"original_tweet\"], query], dtype=tf.string))\n",
        "    elmo_embeddings = embeddings[\"elmo\"]\n",
        "\n",
        "    original_tweet_embedding = np.mean(elmo_embeddings.numpy()[0], axis=0)\n",
        "    query_embedding = np.mean(elmo_embeddings.numpy()[1], axis=0)\n",
        "\n",
        "    similarity_score = cosine_similarity(query_embedding, original_tweet_embedding)\n",
        "    print(\"Cosine similarity between query and original tweet {}: {}\".format(i+1, similarity_score))\n"
      ],
      "metadata": {
        "id": "fbXRZoBj78oe",
        "outputId": "ddf404ac-c229-437d-bf24-b88d232e802d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cosine similarity between query and original tweet 1: 0.1166110560297966\n",
            "Cosine similarity between query and original tweet 2: 0.13804949820041656\n",
            "Cosine similarity between query and original tweet 3: 0.10410646349191666\n",
            "Cosine similarity between query and original tweet 4: 0.11352421343326569\n",
            "Cosine similarity between query and original tweet 5: 0.12363936752080917\n",
            "Cosine similarity between query and original tweet 6: 0.15321706235408783\n",
            "Cosine similarity between query and original tweet 7: 0.1795482188463211\n",
            "Cosine similarity between query and original tweet 8: 0.1324227899312973\n",
            "Cosine similarity between query and original tweet 9: 0.1456533521413803\n",
            "Cosine similarity between query and original tweet 10: 0.05282832309603691\n",
            "Cosine similarity between query and original tweet 11: 0.11978495866060257\n",
            "Cosine similarity between query and original tweet 12: 0.07799799740314484\n",
            "Cosine similarity between query and original tweet 13: 0.05694893002510071\n",
            "Cosine similarity between query and original tweet 14: 0.11183015257120132\n",
            "Cosine similarity between query and original tweet 15: 0.1641642451286316\n",
            "Cosine similarity between query and original tweet 16: 0.1559356302022934\n",
            "Cosine similarity between query and original tweet 17: 0.0705353319644928\n",
            "Cosine similarity between query and original tweet 18: 0.11477106809616089\n",
            "Cosine similarity between query and original tweet 19: 0.04040709510445595\n",
            "Cosine similarity between query and original tweet 20: 0.12349005043506622\n",
            "Cosine similarity between query and original tweet 21: 0.12279066443443298\n",
            "Cosine similarity between query and original tweet 22: 0.08387869596481323\n",
            "Cosine similarity between query and original tweet 23: 0.10924731940031052\n",
            "Cosine similarity between query and original tweet 24: 0.10249954462051392\n",
            "Cosine similarity between query and original tweet 25: 0.12105711549520493\n",
            "Cosine similarity between query and original tweet 26: 0.3419438600540161\n",
            "Cosine similarity between query and original tweet 27: 0.10593883693218231\n",
            "Cosine similarity between query and original tweet 28: 0.10985543578863144\n",
            "Cosine similarity between query and original tweet 29: 0.15738360583782196\n",
            "Cosine similarity between query and original tweet 30: 0.14408482611179352\n",
            "Cosine similarity between query and original tweet 31: 0.0915280357003212\n",
            "Cosine similarity between query and original tweet 32: 0.14683890342712402\n",
            "Cosine similarity between query and original tweet 33: 0.11576163023710251\n",
            "Cosine similarity between query and original tweet 34: 0.13133279979228973\n",
            "Cosine similarity between query and original tweet 35: 0.10007695853710175\n",
            "Cosine similarity between query and original tweet 36: 0.06691387295722961\n",
            "Cosine similarity between query and original tweet 37: 0.07974907010793686\n",
            "Cosine similarity between query and original tweet 38: 0.19008508324623108\n",
            "Cosine similarity between query and original tweet 39: 0.0926019549369812\n",
            "Cosine similarity between query and original tweet 40: 0.10609373450279236\n",
            "Cosine similarity between query and original tweet 41: 0.1812465786933899\n",
            "Cosine similarity between query and original tweet 42: 0.12871253490447998\n",
            "Cosine similarity between query and original tweet 43: 0.08721786737442017\n",
            "Cosine similarity between query and original tweet 44: 0.11441697180271149\n",
            "Cosine similarity between query and original tweet 45: 0.1218738928437233\n",
            "Cosine similarity between query and original tweet 46: 0.16221991181373596\n",
            "Cosine similarity between query and original tweet 47: 0.1239737793803215\n",
            "Cosine similarity between query and original tweet 48: 0.0753752589225769\n",
            "Cosine similarity between query and original tweet 49: 0.14409422874450684\n",
            "Cosine similarity between query and original tweet 50: 0.06784875690937042\n",
            "Cosine similarity between query and original tweet 51: 0.09812865406274796\n",
            "Cosine similarity between query and original tweet 52: 0.0936679020524025\n",
            "Cosine similarity between query and original tweet 53: 0.13138841092586517\n",
            "Cosine similarity between query and original tweet 54: 0.10629311203956604\n",
            "Cosine similarity between query and original tweet 55: 0.1276443749666214\n",
            "Cosine similarity between query and original tweet 56: 0.15518946945667267\n",
            "Cosine similarity between query and original tweet 57: 0.16670869290828705\n",
            "Cosine similarity between query and original tweet 58: 0.13747964799404144\n",
            "Cosine similarity between query and original tweet 59: 0.10338140279054642\n",
            "Cosine similarity between query and original tweet 60: 0.15580202639102936\n",
            "Cosine similarity between query and original tweet 61: 0.06751075387001038\n",
            "Cosine similarity between query and original tweet 62: 0.10469397902488708\n",
            "Cosine similarity between query and original tweet 63: 0.11019475758075714\n",
            "Cosine similarity between query and original tweet 64: 0.08050177991390228\n",
            "Cosine similarity between query and original tweet 65: 0.11664880812168121\n",
            "Cosine similarity between query and original tweet 66: 0.25259190797805786\n",
            "Cosine similarity between query and original tweet 67: 0.10107240825891495\n",
            "Cosine similarity between query and original tweet 68: 0.277732789516449\n",
            "Cosine similarity between query and original tweet 69: 0.09405848383903503\n",
            "Cosine similarity between query and original tweet 70: 0.07866715639829636\n",
            "Cosine similarity between query and original tweet 71: 0.11414074897766113\n",
            "Cosine similarity between query and original tweet 72: 0.14765845239162445\n",
            "Cosine similarity between query and original tweet 73: 0.10465669631958008\n",
            "Cosine similarity between query and original tweet 74: 0.14396168291568756\n",
            "Cosine similarity between query and original tweet 75: 0.09617218375205994\n",
            "Cosine similarity between query and original tweet 76: 0.09507031738758087\n",
            "Cosine similarity between query and original tweet 77: 0.10806687921285629\n",
            "Cosine similarity between query and original tweet 78: 0.1133723184466362\n",
            "Cosine similarity between query and original tweet 79: 0.12227358669042587\n",
            "Cosine similarity between query and original tweet 80: 0.15756988525390625\n",
            "Cosine similarity between query and original tweet 81: 0.11483759433031082\n",
            "Cosine similarity between query and original tweet 82: 0.07112130522727966\n",
            "Cosine similarity between query and original tweet 83: 0.16123662889003754\n",
            "Cosine similarity between query and original tweet 84: 0.06988672912120819\n",
            "Cosine similarity between query and original tweet 85: 0.11156606674194336\n",
            "Cosine similarity between query and original tweet 86: 0.10127372294664383\n",
            "Cosine similarity between query and original tweet 87: 0.14136791229248047\n",
            "Cosine similarity between query and original tweet 88: 0.08468244969844818\n",
            "Cosine similarity between query and original tweet 89: 0.10079220682382584\n",
            "Cosine similarity between query and original tweet 90: 0.0998091921210289\n",
            "Cosine similarity between query and original tweet 91: 0.09351438283920288\n",
            "Cosine similarity between query and original tweet 92: 0.11215747892856598\n",
            "Cosine similarity between query and original tweet 93: 0.1132689118385315\n",
            "Cosine similarity between query and original tweet 94: 0.09520935267210007\n",
            "Cosine similarity between query and original tweet 95: 0.12432415783405304\n",
            "Cosine similarity between query and original tweet 96: 0.0990135446190834\n",
            "Cosine similarity between query and original tweet 97: 0.10373357683420181\n",
            "Cosine similarity between query and original tweet 98: 0.15291161835193634\n",
            "Cosine similarity between query and original tweet 99: 0.051601946353912354\n",
            "Cosine similarity between query and original tweet 100: 0.043682824820280075\n",
            "Cosine similarity between query and original tweet 101: 0.09096590429544449\n",
            "Cosine similarity between query and original tweet 102: 0.1095944419503212\n",
            "Cosine similarity between query and original tweet 103: 0.08442933857440948\n",
            "Cosine similarity between query and original tweet 104: 0.11027811467647552\n",
            "Cosine similarity between query and original tweet 105: 0.0942845419049263\n",
            "Cosine similarity between query and original tweet 106: 0.07338089495897293\n",
            "Cosine similarity between query and original tweet 107: 0.08821561932563782\n",
            "Cosine similarity between query and original tweet 108: 0.17759962379932404\n",
            "Cosine similarity between query and original tweet 109: 0.17580488324165344\n",
            "Cosine similarity between query and original tweet 110: 0.12396568804979324\n",
            "Cosine similarity between query and original tweet 111: 0.062137406319379807\n",
            "Cosine similarity between query and original tweet 112: 0.08917402476072311\n",
            "Cosine similarity between query and original tweet 113: 0.14136531949043274\n",
            "Cosine similarity between query and original tweet 114: 0.08761824667453766\n",
            "Cosine similarity between query and original tweet 115: 0.08458995819091797\n",
            "Cosine similarity between query and original tweet 116: 0.06271142512559891\n",
            "Cosine similarity between query and original tweet 117: 0.08667248487472534\n",
            "Cosine similarity between query and original tweet 118: 0.18197423219680786\n",
            "Cosine similarity between query and original tweet 119: 0.049659956246614456\n",
            "Cosine similarity between query and original tweet 120: 0.18818892538547516\n",
            "Cosine similarity between query and original tweet 121: 0.08712774515151978\n",
            "Cosine similarity between query and original tweet 122: 0.25032371282577515\n",
            "Cosine similarity between query and original tweet 123: 0.14956849813461304\n",
            "Cosine similarity between query and original tweet 124: 0.11831031739711761\n",
            "Cosine similarity between query and original tweet 125: 0.12796378135681152\n",
            "Cosine similarity between query and original tweet 126: 0.08698098361492157\n",
            "Cosine similarity between query and original tweet 127: 0.16303901374340057\n",
            "Cosine similarity between query and original tweet 128: 0.10737012326717377\n",
            "Cosine similarity between query and original tweet 129: 0.060627710074186325\n",
            "Cosine similarity between query and original tweet 130: 0.15383709967136383\n",
            "Cosine similarity between query and original tweet 131: 0.06942350417375565\n",
            "Cosine similarity between query and original tweet 132: 0.13009414076805115\n",
            "Cosine similarity between query and original tweet 133: 0.10514091700315475\n",
            "Cosine similarity between query and original tweet 134: 0.08548294752836227\n",
            "Cosine similarity between query and original tweet 135: 0.10810935497283936\n",
            "Cosine similarity between query and original tweet 136: 0.1087285652756691\n",
            "Cosine similarity between query and original tweet 137: 0.24599118530750275\n",
            "Cosine similarity between query and original tweet 138: 0.19622962176799774\n",
            "Cosine similarity between query and original tweet 139: 0.10271088778972626\n",
            "Cosine similarity between query and original tweet 140: 0.14333555102348328\n",
            "Cosine similarity between query and original tweet 141: 0.212837815284729\n",
            "Cosine similarity between query and original tweet 142: 0.1537822037935257\n",
            "Cosine similarity between query and original tweet 143: 0.10894995927810669\n",
            "Cosine similarity between query and original tweet 144: 0.10037354379892349\n",
            "Cosine similarity between query and original tweet 145: 0.09668740630149841\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "4nRNddTXgMgI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# User interface\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "ywzsMfW2gTMS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Attached in another file"
      ],
      "metadata": {
        "id": "UqbATsGQMQal"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Evaluation\n",
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "_0B0aXlQgeF5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import pyterrier as pt\n",
        "\n",
        "retr = pt.BatchRetrieve(index, controls={\"wmodel\": \"TF_IDF\"})\n",
        "\n",
        "custom_queries = [\n",
        "    {\"qid\": 1, \"query\": \"news\"},\n",
        "    {\"qid\": 2, \"query\": \"trending news\"},\n",
        "    {\"qid\": 3, \"query\": \"Trends\"}\n",
        "]\n",
        "\n",
        "custom_topics = pd.DataFrame(custom_queries)\n",
        "\n",
        "res = retr.transform(custom_topics)\n",
        "\n",
        "custom_qrels = [\n",
        "    {\"qid\": 1, \"docid\": 3668, \"docno\": 48621, \"label\": 1},  # relevant for query 1\n",
        "    {\"qid\": 1, \"docid\": 1744, \"docno\": 46697, \"label\": 0},  # non-relevant for q1\n",
        "    {\"qid\": 1, \"docid\": 620, \"docno\": 45573, \"label\": 1},   # relevantfor q1\n",
        "    {\"qid\": 1, \"docid\": 1610, \"docno\": 46563, \"label\": 0}, # non-relevant for q1\n",
        "    {\"qid\": 2, \"docno\": 1234,\"docno\": 45573, \"label\": 1},  # relevant for query 2\n",
        "    {\"qid\": 2, \"docno\": 5678,\"docno\": 45573, \"label\": 0},  # non-relevant for query 2\n",
        "     {\"qid\": 3, \"docno\": 5679,\"docno\": 45979, \"label\": 0},  # non-relevant for query 3\n",
        "    {\"qid\": 3, \"docno\": 5689,\"docno\": 47553, \"label\": 2},  # non-relevant for query 3\n",
        "]\n",
        "\n",
        "custom_qrels_df = pd.DataFrame(custom_qrels)\n",
        "\n",
        "custom_qrels_df['qid'] = custom_qrels_df['qid'].astype(str)\n",
        "custom_qrels_df['docno'] = custom_qrels_df['docno'].astype(str)\n",
        "\n",
        "evaluation = pt.Evaluate(res, custom_qrels_df, metrics=[\"map\", \"recall\", \"P\"], perquery=True)\n",
        "evaluation"
      ],
      "metadata": {
        "id": "Lxi7aMhQJjq-",
        "outputId": "620fde1b-333a-4978-eb81-3cdcaadc1800",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "defaultdict(dict,\n",
              "            {'1': {'map': 0.8333333333333333,\n",
              "              'P@5': 0.4,\n",
              "              'P@10': 0.2,\n",
              "              'P@15': 0.13333333333333333,\n",
              "              'P@20': 0.1,\n",
              "              'P@30': 0.06666666666666667,\n",
              "              'P@100': 0.02,\n",
              "              'P@200': 0.01,\n",
              "              'P@500': 0.004,\n",
              "              'P@1000': 0.002,\n",
              "              'R@5': 1.0,\n",
              "              'R@10': 1.0,\n",
              "              'R@15': 1.0,\n",
              "              'R@20': 1.0,\n",
              "              'R@30': 1.0,\n",
              "              'R@100': 1.0,\n",
              "              'R@200': 1.0,\n",
              "              'R@500': 1.0,\n",
              "              'R@1000': 1.0},\n",
              "             '2': {'map': 0.0,\n",
              "              'P@5': 0.0,\n",
              "              'P@10': 0.0,\n",
              "              'P@15': 0.0,\n",
              "              'P@20': 0.0,\n",
              "              'P@30': 0.0,\n",
              "              'P@100': 0.0,\n",
              "              'P@200': 0.0,\n",
              "              'P@500': 0.0,\n",
              "              'P@1000': 0.0,\n",
              "              'R@5': 0.0,\n",
              "              'R@10': 0.0,\n",
              "              'R@15': 0.0,\n",
              "              'R@20': 0.0,\n",
              "              'R@30': 0.0,\n",
              "              'R@100': 0.0,\n",
              "              'R@200': 0.0,\n",
              "              'R@500': 0.0,\n",
              "              'R@1000': 0.0},\n",
              "             '3': {'map': 0.0,\n",
              "              'P@5': 0.0,\n",
              "              'P@10': 0.0,\n",
              "              'P@15': 0.0,\n",
              "              'P@20': 0.0,\n",
              "              'P@30': 0.0,\n",
              "              'P@100': 0.0,\n",
              "              'P@200': 0.0,\n",
              "              'P@500': 0.0,\n",
              "              'P@1000': 0.0,\n",
              "              'R@5': 0.0,\n",
              "              'R@10': 0.0,\n",
              "              'R@15': 0.0,\n",
              "              'R@20': 0.0,\n",
              "              'R@30': 0.0,\n",
              "              'R@100': 0.0,\n",
              "              'R@200': 0.0,\n",
              "              'R@500': 0.0,\n",
              "              'R@1000': 0.0}})"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Evaluation Results:\")\n",
        "print(\"---------------------\")\n",
        "\n",
        "for query_id, query_eval in evaluation.items():\n",
        "    print(f\"Query {query_id}:\")\n",
        "    print(f\"  MAP: {query_eval['map']}\")\n",
        "\n",
        "    if 'recall' in query_eval:\n",
        "        print(f\"  Recall: {query_eval['recall']}\")\n",
        "    else:\n",
        "        print(\"  Recall: Recall is undefined (No relevant documents retrieved)\")\n",
        "\n",
        "    if 'P' in query_eval:\n",
        "        print(f\"  Precision: {query_eval['P']}\")\n",
        "    else:\n",
        "        print(\"  Precision: Precision is undefined (No documents retrieved)\")\n",
        "\n",
        "    print(\"---------------------\")\n",
        "\n",
        "num_queries = len(evaluation)\n",
        "total_map = sum(query_eval[\"map\"] for query_eval in evaluation.values())\n",
        "total_recall = sum(query_eval.get(\"recall\", 0) for query_eval in evaluation.values())\n",
        "total_precision = sum(query_eval.get(\"P\", 0) for query_eval in evaluation.values())\n",
        "\n",
        "mean_map = total_map / num_queries\n",
        "mean_recall = total_recall / num_queries\n",
        "mean_precision = total_precision / num_queries\n",
        "\n",
        "print(\"Overall Evaluation Metrics:\")\n",
        "print(f\"Mean Average Precision (MAP): {mean_map}\")\n",
        "print(f\"Mean Recall: {mean_recall}\")\n",
        "print(f\"Mean Precision: {mean_precision}\")\n"
      ],
      "metadata": {
        "id": "UO1NQlhJhOBt",
        "outputId": "de741d68-9661-4811-c955-689b43f8a910",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Evaluation Results:\n",
            "---------------------\n",
            "Query 1:\n",
            "  MAP: 0.8333333333333333\n",
            "  Recall: Recall is undefined (No relevant documents retrieved)\n",
            "  Precision: Precision is undefined (No documents retrieved)\n",
            "---------------------\n",
            "Query 2:\n",
            "  MAP: 0.0\n",
            "  Recall: Recall is undefined (No relevant documents retrieved)\n",
            "  Precision: Precision is undefined (No documents retrieved)\n",
            "---------------------\n",
            "Query 3:\n",
            "  MAP: 0.0\n",
            "  Recall: Recall is undefined (No relevant documents retrieved)\n",
            "  Precision: Precision is undefined (No documents retrieved)\n",
            "---------------------\n",
            "Overall Evaluation Metrics:\n",
            "Mean Average Precision (MAP): 0.27777777777777773\n",
            "Mean Recall: 0.0\n",
            "Mean Precision: 0.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Mono Bert"
      ],
      "metadata": {
        "id": "cPhLgQtp1B5d"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#install the transformer library\n",
        "!pip install transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ITTuGP5dp_02",
        "outputId": "545966ef-af8f-4ecb-ccf6-00abbbb91a68"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.40.2)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.14.0)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.20.3)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.25.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (24.0)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2023.12.25)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n",
            "Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.19.1)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.3)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.4)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers) (2023.6.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers) (4.11.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (1.26.18)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.2.2)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --ignore-installed blinker\n"
      ],
      "metadata": {
        "id": "cFCeQpomKVPx",
        "outputId": "a13f156e-bc2f-49b1-bcf1-196c6763d4e9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting blinker\n",
            "  Using cached blinker-1.8.2-py3-none-any.whl (9.5 kB)\n",
            "Installing collected packages: blinker\n",
            "Successfully installed blinker-1.8.2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install git+https://github.com/experimaestro/experimaestro-ir.git --quiet"
      ],
      "metadata": {
        "id": "l1nqFid-KVWg",
        "outputId": "1014b75a-5907-41b6-8512-8b46d162bbf0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for experimaestro-ir (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import re\n",
        "from tqdm import tqdm\n"
      ],
      "metadata": {
        "id": "Qgw2cja8NIC9"
      },
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pip install --upgrade urllib3 pyopenssl\n"
      ],
      "metadata": {
        "id": "aboJ90tMUlPy",
        "outputId": "fb9a32da-d684-483b-c07a-e0ee41f49748",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (1.26.18)\n",
            "Collecting urllib3\n",
            "  Using cached urllib3-2.2.1-py3-none-any.whl (121 kB)\n",
            "Requirement already satisfied: pyopenssl in /usr/local/lib/python3.10/dist-packages (24.1.0)\n",
            "Requirement already satisfied: cryptography<43,>=41.0.5 in /usr/local/lib/python3.10/dist-packages (from pyopenssl) (42.0.7)\n",
            "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography<43,>=41.0.5->pyopenssl) (1.16.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography<43,>=41.0.5->pyopenssl) (2.22)\n",
            "Installing collected packages: urllib3\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 1.26.18\n",
            "    Uninstalling urllib3-1.26.18:\n",
            "      Successfully uninstalled urllib3-1.26.18\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "flair 0.13.1 requires urllib3<2.0.0,>=1.0.0, but you have urllib3 2.2.1 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed urllib3-2.2.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from xpmir.models import AutoModel\n",
        "\n",
        "model = AutoModel.load_from_hf_hub(\"xpmir/monot5\", as_instance=True)"
      ],
      "metadata": {
        "id": "Lm-hOw7oJBYf",
        "outputId": "1b4c459d-a13a-4936-e409-0012d20944c8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "top_relevant_documents = top_relevant[\"docno\"].tolist()\n",
        "\n",
        "from xpmir.models import AutoModel\n",
        "\n",
        "model = AutoModel.load_from_hf_hub(\"xpmir/monot5\", as_instance=True)\n",
        "output = model.rsv(\"new\", top_relevant_documents)\n",
        "\n",
        "data = [(list(obj.document.items.values())[0].text, obj.score) for obj in output]\n",
        "reviews_result_v2 = pd.DataFrame(data, columns=['document', \"score\"]).sort_values(by=\"score\", ascending=False)"
      ],
      "metadata": {
        "id": "C6YdX0kNREas"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Bert Rank"
      ],
      "metadata": {
        "id": "W1DONA3seDWl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "reviews_result_v2.sort_values(by=\"score\", ascending=False)"
      ],
      "metadata": {
        "id": "SrsbuRGJWpRy",
        "outputId": "7d1017b4-155a-450b-863e-019fd54ae555",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        }
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    document      score\n",
              "3      46563  -6.827623\n",
              "135    45810 -13.300322\n",
              "57     45200 -13.796281\n",
              "16     48737 -13.926958\n",
              "74     48144 -14.729674\n",
              "..       ...        ...\n",
              "118    48691 -25.073536\n",
              "37     46125 -25.415375\n",
              "11     46475 -25.537989\n",
              "141    44980 -26.098375\n",
              "65     47432 -26.209356\n",
              "\n",
              "[145 rows x 2 columns]"
            ],
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"reviews_result_v2\",\n  \"rows\": 145,\n  \"fields\": [\n    {\n      \"column\": \"document\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 145,\n        \"samples\": [\n          \"48707\",\n          \"48691\",\n          \"45675\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.123500329073807,\n        \"min\": -26.2093563079834,\n        \"max\": -6.827622890472412,\n        \"num_unique_values\": 145,\n        \"samples\": [\n          -19.721433639526367,\n          -25.073535919189453,\n          -17.550460815429688\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "GLKSVV9EYPLX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Duo Bert"
      ],
      "metadata": {
        "id": "4E5F6LDCp8mT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import re\n",
        "from tqdm import tqdm\n",
        "\n",
        "pd.set_option('display.max_colwidth', 150)"
      ],
      "metadata": {
        "id": "AXIOtlGiqWEH"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Source : https://huggingface.co/Gabe86m/duobert"
      ],
      "metadata": {
        "id": "_z3pDsAcuk6T"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Load model directly\n",
        "from transformers import AutoTokenizer, AutoModelForTokenClassification\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"Gabe86m/duobert\")\n",
        "model = AutoModelForTokenClassification.from_pretrained(\"Gabe86m/duobert\")"
      ],
      "metadata": {
        "id": "FuSbnfpnq0VG"
      },
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = [(list(obj.document.items.values())[0].text, obj.score) for obj in output]\n",
        "reviews_result_v2 = pd.DataFrame(data, columns=['document', \"score\"]).sort_values(by=\"score\", ascending=False)"
      ],
      "metadata": {
        "id": "SG_IrMe0YeH0"
      },
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "reviews_result_v2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "22HGEDicrJ0l",
        "outputId": "cefc4d43-6730-40b8-a162-a239f923fab2"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    document      score\n",
              "22     46451  -7.976253\n",
              "101    45186 -13.716109\n",
              "49     46700 -13.757555\n",
              "131    47838 -13.793721\n",
              "92     47849 -14.997024\n",
              "..       ...        ...\n",
              "132    48561 -25.982441\n",
              "116    47517 -26.100409\n",
              "79     45536 -26.143843\n",
              "115    47471 -26.619396\n",
              "34     46297 -29.779203\n",
              "\n",
              "[145 rows x 2 columns]"
            ],
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              "      <th>101</th>\n",
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              "      <td>46700</td>\n",
              "      <td>-13.757555</td>\n",
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              "      <th>131</th>\n",
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              "      <th>92</th>\n",
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              "      <td>48561</td>\n",
              "      <td>-25.982441</td>\n",
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              "      <td>47517</td>\n",
              "      <td>-26.100409</td>\n",
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              "      <td>45536</td>\n",
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              "      <td>-26.619396</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>46297</td>\n",
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              "    </tr>\n",
              "  </tbody>\n",
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              "<p>145 rows × 2 columns</p>\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "\n",
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              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
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              "\n",
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              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "</div>\n",
              "\n",
              "  <div id=\"id_cb70a5ce-1de1-4ab3-a947-82d023f671a8\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
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              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('reviews_result_v2')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('reviews_result_v2');\n",
              "      }\n",
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              "\n",
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              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "reviews_result_v2",
              "summary": "{\n  \"name\": \"reviews_result_v2\",\n  \"rows\": 145,\n  \"fields\": [\n    {\n      \"column\": \"document\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 145,\n        \"samples\": [\n          \"47155\",\n          \"48561\",\n          \"45121\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.036115783256629,\n        \"min\": -29.779203414916992,\n        \"max\": -7.976252555847168,\n        \"num_unique_values\": 145,\n        \"samples\": [\n          -20.845142364501953,\n          -25.982440948486328,\n          -18.42125701904297\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Bert Rank"
      ],
      "metadata": {
        "id": "H72TxuzOuECP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "reviews_result_v2.sort_values(by=\"score\", ascending=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "lGpx4oxSrzvA",
        "outputId": "6a518cc7-6d67-415a-9703-e7d10342a489"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    document      score\n",
              "22     46451  -7.976253\n",
              "101    45186 -13.716109\n",
              "49     46700 -13.757555\n",
              "131    47838 -13.793721\n",
              "92     47849 -14.997024\n",
              "..       ...        ...\n",
              "132    48561 -25.982441\n",
              "116    47517 -26.100409\n",
              "79     45536 -26.143843\n",
              "115    47471 -26.619396\n",
              "34     46297 -29.779203\n",
              "\n",
              "[145 rows x 2 columns]"
            ],
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              "    .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>document</th>\n",
              "      <th>score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>46451</td>\n",
              "      <td>-7.976253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>45186</td>\n",
              "      <td>-13.716109</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>46700</td>\n",
              "      <td>-13.757555</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>47838</td>\n",
              "      <td>-13.793721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>47849</td>\n",
              "      <td>-14.997024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>48561</td>\n",
              "      <td>-25.982441</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>47517</td>\n",
              "      <td>-26.100409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>45536</td>\n",
              "      <td>-26.143843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>47471</td>\n",
              "      <td>-26.619396</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>46297</td>\n",
              "      <td>-29.779203</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>145 rows × 2 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-96086d21-1069-432e-965e-6afb2b045e9a')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-96086d21-1069-432e-965e-6afb2b045e9a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-96086d21-1069-432e-965e-6afb2b045e9a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e5cec759-c6ae-4e60-8261-4c4d7887a903\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e5cec759-c6ae-4e60-8261-4c4d7887a903')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e5cec759-c6ae-4e60-8261-4c4d7887a903 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"reviews_result_v2\",\n  \"rows\": 145,\n  \"fields\": [\n    {\n      \"column\": \"document\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 145,\n        \"samples\": [\n          \"47155\",\n          \"48561\",\n          \"45121\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.036115783256629,\n        \"min\": -29.779203414916992,\n        \"max\": -7.976252555847168,\n        \"num_unique_values\": 145,\n        \"samples\": [\n          -20.845142364501953,\n          -25.982440948486328,\n          -18.42125701904297\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 74
        }
      ]
    }
  ]
}