Phonetic+BERT_v2.ipynb

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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AWOKNMPmZeXs",
        "outputId": "032fd42e-d084-47f5-fd3a-afa5eb904f28"
      },
      "source": [
        "!pip install transformers\n",
        "!pip install textdistance\n",
        "!pip install gspread\n",
        "!pip install Levenshtein\n",
        "!pip install sentencepiece"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting transformers\n",
            "  Downloading transformers-4.14.1-py3-none-any.whl (3.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 3.4 MB 23.8 MB/s \n",
            "\u001b[?25hCollecting huggingface-hub<1.0,>=0.1.0\n",
            "  Downloading huggingface_hub-0.2.1-py3-none-any.whl (61 kB)\n",
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            "\u001b[?25hCollecting tokenizers<0.11,>=0.10.1\n",
            "  Downloading tokenizers-0.10.3-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (3.3 MB)\n",
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            "\u001b[?25hRequirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.7/dist-packages (from transformers) (4.62.3)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers) (2019.12.20)\n",
            "Collecting sacremoses\n",
            "  Downloading sacremoses-0.0.46-py3-none-any.whl (895 kB)\n",
            "\u001b[K     |████████████████████████████████| 895 kB 39.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers) (3.4.0)\n",
            "Collecting pyyaml>=5.1\n",
            "  Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n",
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            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers) (1.1.0)\n",
            "Installing collected packages: pyyaml, tokenizers, sacremoses, huggingface-hub, transformers\n",
            "  Attempting uninstall: pyyaml\n",
            "    Found existing installation: PyYAML 3.13\n",
            "    Uninstalling PyYAML-3.13:\n",
            "      Successfully uninstalled PyYAML-3.13\n",
            "Successfully installed huggingface-hub-0.2.1 pyyaml-6.0 sacremoses-0.0.46 tokenizers-0.10.3 transformers-4.14.1\n",
            "Collecting textdistance\n",
            "  Downloading textdistance-4.2.2-py3-none-any.whl (28 kB)\n",
            "Installing collected packages: textdistance\n",
            "Successfully installed textdistance-4.2.2\n",
            "Requirement already satisfied: gspread in /usr/local/lib/python3.7/dist-packages (3.0.1)\n",
            "Requirement already satisfied: requests>=2.2.1 in /usr/local/lib/python3.7/dist-packages (from gspread) (2.23.0)\n",
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            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.2.1->gspread) (2021.10.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.2.1->gspread) (1.24.3)\n",
            "Collecting Levenshtein\n",
            "  Downloading Levenshtein-0.16.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (110 kB)\n",
            "\u001b[K     |████████████████████████████████| 110 kB 22.9 MB/s \n",
            "\u001b[?25hCollecting rapidfuzz<1.9,>=1.8.2\n",
            "  Downloading rapidfuzz-1.8.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (854 kB)\n",
            "\u001b[K     |████████████████████████████████| 854 kB 36.3 MB/s \n",
            "\u001b[?25hInstalling collected packages: rapidfuzz, Levenshtein\n",
            "Successfully installed Levenshtein-0.16.0 rapidfuzz-1.8.3\n",
            "Collecting sentencepiece\n",
            "  Downloading sentencepiece-0.1.96-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.2 MB 25.5 MB/s \n",
            "\u001b[?25hInstalling collected packages: sentencepiece\n",
            "Successfully installed sentencepiece-0.1.96\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoModelWithLMHead, AutoTokenizer\n",
        "import torch\n",
        "from transformers import AutoConfig, AutoModelForMaskedLM"
      ],
      "metadata": {
        "id": "X5YdB7xSZaDX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VuBhaEZUImpm",
        "outputId": "8c694e91-4b71-4169-8f1a-46783a1031d8"
      },
      "source": [
        "!pip3 install pickle5\n",
        "import pickle5 as pickle\n",
        "import pandas as pd\n",
        "import nltk\n",
        "import os\n",
        "from random import shuffle\n",
        "from random import randint\n",
        "import re\n",
        "import textdistance\n",
        "nltk.download('punkt')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pickle5\n",
            "  Downloading pickle5-0.0.12-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (256 kB)\n",
            "\u001b[?25l\r\u001b[K     |█▎                              | 10 kB 7.7 MB/s eta 0:00:01\r\u001b[K     |██▋                             | 20 kB 4.9 MB/s eta 0:00:01\r\u001b[K     |███▉                            | 30 kB 6.6 MB/s eta 0:00:01\r\u001b[K     |█████▏                          | 40 kB 7.3 MB/s eta 0:00:01\r\u001b[K     |██████▍                         | 51 kB 8.6 MB/s eta 0:00:01\r\u001b[K     |███████▊                        | 61 kB 9.9 MB/s eta 0:00:01\r\u001b[K     |█████████                       | 71 kB 11.1 MB/s eta 0:00:01\r\u001b[K     |██████████▎                     | 81 kB 11.9 MB/s eta 0:00:01\r\u001b[K     |███████████▌                    | 92 kB 12.3 MB/s eta 0:00:01\r\u001b[K     |████████████▉                   | 102 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |██████████████                  | 112 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |███████████████▍                | 122 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████▋               | 133 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |██████████████████              | 143 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |███████████████████▏            | 153 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████▌           | 163 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |█████████████████████▊          | 174 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |███████████████████████         | 184 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▎       | 194 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▋      | 204 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████▉     | 215 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▏   | 225 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████▍  | 235 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▊ | 245 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 256 kB 13.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 256 kB 13.3 MB/s \n",
            "\u001b[?25hInstalling collected packages: pickle5\n",
            "Successfully installed pickle5-0.0.12\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yVRLv5oRHmG8"
      },
      "source": [
        "def save_obj(obj, name):\n",
        "    with open(name + '.pkl', 'wb') as f:\n",
        "        pickle.dump(obj, f, pickle.HIGHEST_PROTOCOL)\n",
        "\n",
        "def load_obj(name ):\n",
        "    with open(name + '.pkl', 'rb') as f:\n",
        "        print(f)\n",
        "        return pickle.load(f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XZqYJceWKwS8",
        "outputId": "479c4926-ebbf-48da-a985-97147be7ff68"
      },
      "source": [
        "from transformers import AutoModelWithLMHead, AutoTokenizer\n",
        "import torch\n",
        "from transformers import AutoConfig, AutoModelForMaskedLM\n",
        "tokenizer = AutoTokenizer.from_pretrained(\"bert-large-cased\")\n",
        "model = AutoModelWithLMHead.from_pretrained(\"bert-large-cased\")\n",
        "model_name=\"BERTLarge\"\n",
        "repl_word= \" [MASK] \""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/models/auto/modeling_auto.py:746: FutureWarning: The class `AutoModelWithLMHead` is deprecated and will be removed in a future version. Please use `AutoModelForCausalLM` for causal language models, `AutoModelForMaskedLM` for masked language models and `AutoModelForSeq2SeqLM` for encoder-decoder models.\n",
            "  FutureWarning,\n",
            "Some weights of the model checkpoint at bert-large-cased were not used when initializing BertForMaskedLM: ['cls.seq_relationship.bias', 'cls.seq_relationship.weight']\n",
            "- This IS expected if you are initializing BertForMaskedLM from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing BertForMaskedLM from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
          ]
        }
      ]
    },
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        "outputId": "6fee11e5-a66f-49cd-9ba2-f0c2706580fa"
      },
      "source": [
        "from transformers import XLMTokenizer, XLMWithLMHeadModel\n",
        "tokenizer = XLMTokenizer.from_pretrained('xlm-mlm-en-2048')\n",
        "model = XLMWithLMHeadModel.from_pretrained('xlm-mlm-en-2048')\n",
        "model_name=\"XLM\"\n",
        "repl_word= \" <special1>\""
      ],
      "execution_count": null,
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            "text/plain": [
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            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
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              "version_major": 2
            },
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            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some weights of XLMWithLMHeadModel were not initialized from the model checkpoint at xlm-mlm-en-2048 and are newly initialized: ['transformer.position_ids']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
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        },
        "id": "Cnzi_mSJGdn6",
        "outputId": "35cee23c-a5dd-44c3-a6f4-b42fdb4eef84"
      },
      "source": [
        "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-cased\")\n",
        "model = AutoModelWithLMHead.from_pretrained(\"distilbert-base-cased\")\n",
        "model_name=\"DistilBERT\"\n",
        "repl_word= \" [MASK] \""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d12328cbc98d4332a631e69d75fa8e40",
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              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/29.0 [00:00<?, ?B/s]"
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          },
          "metadata": {}
        },
        {
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            },
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              "Downloading:   0%|          | 0.00/411 [00:00<?, ?B/s]"
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
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              "model_id": "89e12ace0c974397b35d5343ee03fcfc",
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          },
          "metadata": {}
        },
        {
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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/models/auto/modeling_auto.py:746: FutureWarning: The class `AutoModelWithLMHead` is deprecated and will be removed in a future version. Please use `AutoModelForCausalLM` for causal language models, `AutoModelForMaskedLM` for masked language models and `AutoModelForSeq2SeqLM` for encoder-decoder models.\n",
            "  FutureWarning,\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2cd9a949ab074ab8a671571552d37e69",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/251M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "07H_JjDgHB_o",
        "outputId": "55c3c785-4cce-4889-bf72-30463819059f"
      },
      "source": [
        "from transformers import XLNetTokenizer, XLNetLMHeadModel\n",
        "import torch\n",
        "!pip install sentencepiece\n",
        "import sentencepiece\n",
        "\n",
        "tokenizer = XLNetTokenizer.from_pretrained('xlnet-large-cased')\n",
        "model = XLNetLMHeadModel.from_pretrained('xlnet-large-cased')\n",
        "model_name=\"XLNet\"\n",
        "repl_word= \" <mask> \""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.7/dist-packages (0.1.96)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DUbsNPOSVfrI",
        "outputId": "3e5971ce-383f-42ee-96d1-a77317bda1e8"
      },
      "source": [
        "!export MYDIR=$HOME\n",
        "!git clone https://github.com/huggingface/transformers.git $MYDIR/transformers\n",
        "!mkdir -p $MYDIR/nvidia/megatron-bert-cased-345m\n",
        "!wget --content-disposition https://api.ngc.nvidia.com/v2/models/nvidia/megatron_bert_345m/versions/v0.1_cased/zip -O $MYDIR/nvidia/megatron-bert-cased-345m/checkpoint.zip\n",
        "!python3 $MYDIR/transformers/src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py $MYDIR/nvidia/megatron-bert-cased-345m/checkpoint.zip\n",
        "\n",
        "import os\n",
        "import torch\n",
        "\n",
        "from transformers import BertTokenizer, MegatronBertForMaskedLM\n",
        "\n",
        "# The tokenizer. Megatron was trained with standard tokenizer(s).\n",
        "tokenizer = BertTokenizer.from_pretrained('nvidia/megatron-bert-cased-345m')\n",
        "# The path to the config/checkpoint (see the conversion step above).\n",
        "#directory = os.path.join(os.environ['MYDIR'], 'nvidia/megatron-bert-cased-345m')\n",
        "directory= \"/nvidia/megatron-bert-cased-345m\"\n",
        "# Load the model from $MYDIR/nvidia/megatron-bert-cased-345m.\n",
        "model = MegatronBertForMaskedLM.from_pretrained(directory)\n",
        "model_name=\"Megatron\"\n",
        "repl_word= \" [MASK] \""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path '/transformers' already exists and is not an empty directory.\n",
            "--2021-12-16 00:00:43--  https://api.ngc.nvidia.com/v2/models/nvidia/megatron_bert_345m/versions/v0.1_cased/zip\n",
            "Resolving api.ngc.nvidia.com (api.ngc.nvidia.com)... 35.165.139.54, 52.38.144.30\n",
            "Connecting to api.ngc.nvidia.com (api.ngc.nvidia.com)|35.165.139.54|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 \n",
            "Location: https://prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com/org/nvidia/models/megatron_bert_345m/versions/v0.1_cased/files.zip?response-content-disposition=attachment%3B%20filename%3D%22files.zip%22&response-content-type=application%2Fzip&X-Amz-Security-Token=IQoJb3JpZ2luX2VjEJj%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJGMEQCIBNWOlcMogxM%2FlbaWY5UTxZOAsxvJANmXEidejY9dvAVAiAtylECWPVQWPtdMuMaa9u1tNqpBTKgpLlMWKSVVT3RTSqDBAiB%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAMaDDc4OTM2MzEzNTAyNyIMLSCO9Jax0%2BM6Cuh%2FKtcDOaK%2Bh5rG4UDBWpWVaoBxtYeP8BZZHivVrkfJxS0pRmDHcpPSwivztDv5YvEXE8%2FvPltSUPeoF4xTdlt1H4dg6OWbdXryGdvXnHgsZNa6iVHGESYV7tRndergppcFow8jlZ1J7P5sF%2Fp%2FWAmQ0b7Ls03b7zf4CFlg4DAsfkDAtGbFD1G6RZJDZoYKpKe3gIjlcjL7HpILZUyNegzHK4guudgjn%2FfHAUvhgLFMN9e2YCOdn19k7yEop2h3CUbI8Z%2FZmgvGCdKNWGVEIL%2FjrvTUAHowNKnoGCW%2FHu9KsYQdD6OqLDSLtZjWoyJfaZg6GQth3AFP9KJkJrWIYlL0MuwXQopk%2BzfoRE3IhwRoVTqFUhPve2ti7Z%2Bqqa2dSoc55Joce5RKpRwOX7fRsGoiN7B1irE2tfyplJYdvhsnz%2B3bO8%2F3HALbYt%2BpPP%2FaO2%2FnIz6g7F3WnZ5rz6baG5dbaq3LdapOcEaJXB2W1Jn0Ez3ocEqPxy%2F4iT0S5g%2BVdy0VSrKJ36y3Jd0rHkxqe6Ac6TpJfpzsakqw5g1dPg%2B91Pkv1gU%2FJJfkdTCCbx8IXJpzFZzjnnffJxDLEBCBJEO57bmL0%2BctKCqVi3ebP6d2cj9yBE%2Bs3ILCvslQMMPz6Y0GOqYB5ly2O3LJ%2BDH80SFxrVQVjj28HNAy7jtnw2Qdnti3H596fQEjaHSbE2wJgY5NpCph4xBgO7E%2BM2bESOS2y6cOGKbudyHfo77Sm5jloGdea%2B%2FtXxdLWmQAdvMen9nr8ZmnPLcV7nACVaoorAGagKeROfLZE%2FEXt%2FRDHVDYCDkdZg6fwxlr6%2Fu%2B2y8ZBcaq7IPL0NrQ4RGkjk2Ra2m7G8pxXGn34%2B1dnA%3D%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20211216T000043Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIA3PSNVSIZSZPXBYKE%2F20211216%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Signature=d8d0599306c4f48f7f8367a4d8fee3279dd43922ab97257361ffc890e932ab71 [following]\n",
            "--2021-12-16 00:00:43--  https://prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com/org/nvidia/models/megatron_bert_345m/versions/v0.1_cased/files.zip?response-content-disposition=attachment%3B%20filename%3D%22files.zip%22&response-content-type=application%2Fzip&X-Amz-Security-Token=IQoJb3JpZ2luX2VjEJj%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLXdlc3QtMiJGMEQCIBNWOlcMogxM%2FlbaWY5UTxZOAsxvJANmXEidejY9dvAVAiAtylECWPVQWPtdMuMaa9u1tNqpBTKgpLlMWKSVVT3RTSqDBAiB%2F%2F%2F%2F%2F%2F%2F%2F%2F%2F8BEAMaDDc4OTM2MzEzNTAyNyIMLSCO9Jax0%2BM6Cuh%2FKtcDOaK%2Bh5rG4UDBWpWVaoBxtYeP8BZZHivVrkfJxS0pRmDHcpPSwivztDv5YvEXE8%2FvPltSUPeoF4xTdlt1H4dg6OWbdXryGdvXnHgsZNa6iVHGESYV7tRndergppcFow8jlZ1J7P5sF%2Fp%2FWAmQ0b7Ls03b7zf4CFlg4DAsfkDAtGbFD1G6RZJDZoYKpKe3gIjlcjL7HpILZUyNegzHK4guudgjn%2FfHAUvhgLFMN9e2YCOdn19k7yEop2h3CUbI8Z%2FZmgvGCdKNWGVEIL%2FjrvTUAHowNKnoGCW%2FHu9KsYQdD6OqLDSLtZjWoyJfaZg6GQth3AFP9KJkJrWIYlL0MuwXQopk%2BzfoRE3IhwRoVTqFUhPve2ti7Z%2Bqqa2dSoc55Joce5RKpRwOX7fRsGoiN7B1irE2tfyplJYdvhsnz%2B3bO8%2F3HALbYt%2BpPP%2FaO2%2FnIz6g7F3WnZ5rz6baG5dbaq3LdapOcEaJXB2W1Jn0Ez3ocEqPxy%2F4iT0S5g%2BVdy0VSrKJ36y3Jd0rHkxqe6Ac6TpJfpzsakqw5g1dPg%2B91Pkv1gU%2FJJfkdTCCbx8IXJpzFZzjnnffJxDLEBCBJEO57bmL0%2BctKCqVi3ebP6d2cj9yBE%2Bs3ILCvslQMMPz6Y0GOqYB5ly2O3LJ%2BDH80SFxrVQVjj28HNAy7jtnw2Qdnti3H596fQEjaHSbE2wJgY5NpCph4xBgO7E%2BM2bESOS2y6cOGKbudyHfo77Sm5jloGdea%2B%2FtXxdLWmQAdvMen9nr8ZmnPLcV7nACVaoorAGagKeROfLZE%2FEXt%2FRDHVDYCDkdZg6fwxlr6%2Fu%2B2y8ZBcaq7IPL0NrQ4RGkjk2Ra2m7G8pxXGn34%2B1dnA%3D%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20211216T000043Z&X-Amz-SignedHeaders=host&X-Amz-Expires=3600&X-Amz-Credential=ASIA3PSNVSIZSZPXBYKE%2F20211216%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Signature=d8d0599306c4f48f7f8367a4d8fee3279dd43922ab97257361ffc890e932ab71\n",
            "Resolving prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com (prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com)... 52.218.228.177\n",
            "Connecting to prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com (prod-model-registry-ngc-bucket.s3.us-west-2.amazonaws.com)|52.218.228.177|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 617677665 (589M) [application/zip]\n",
            "Saving to: ‘/nvidia/megatron-bert-cased-345m/checkpoint.zip’\n",
            "\n",
            "/nvidia/megatron-be 100%[===================>] 589.06M  44.8MB/s    in 14s     \n",
            "\n",
            "2021-12-16 00:00:58 (43.3 MB/s) - ‘/nvidia/megatron-bert-cased-345m/checkpoint.zip’ saved [617677665/617677665]\n",
            "\n",
            "Extracting PyTorch state dictionary from \"/nvidia/megatron-bert-cased-345m/checkpoint.zip\"\n",
            "Converting\n",
            "Saving config to \"/nvidia/megatron-bert-cased-345m/config.json\"\n",
            "Saving checkpoint to \"/nvidia/megatron-bert-cased-345m/pytorch_model.bin\"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "404 Client Error: Not Found for url: https://huggingface.co/nvidia/megatron-bert-cased-345m/resolve/main/config.json\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5qnf0rKwJv5U",
        "outputId": "79a42200-896a-49df-eed8-815cafdf236c"
      },
      "source": [
        "print(len(tokenizer))\n",
        "vocabulary=[]\n",
        "for i in range(len(tokenizer)):\n",
        "  vocabulary.append(tokenizer.decode([i]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "28996\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(os.listdir('Phonetic'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5TlC0PjXNJ2A",
        "outputId": "7a17a162-4ca4-498e-b2bc-3f0c869bd617"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['slur_phonetic_candidates.pkl', 'slur_phonetic_video_candidates.pkl', 'slur_levenshtein_video_candidates.pkl', 'slur_lenvenstein_video_candidates_youtube.pkl', 'slur_phonetic_candidates_youtube.pkl', 'slur_phonetic_video_candidates_youtube.pkl', 'slur_phonetic_video_candidates_amazon.pkl', 'slur_phonetic_candidates_amazon.pkl', 'slur_phonetic_video_candidates_youtube_new.pkl', 'slur_phonetic_candidates_youtube_new.pkl']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D_uMGJbQ7yTi",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "88986455-fe43-443d-823a-55bda6352895"
      },
      "source": [
        "slur_phonetic_video_candidates_copy = load_obj('slur_phonetic_video_candidates_youtube_new')\n",
        "print((slur_phonetic_video_candidates_copy))\n",
        "\n",
        "#slur_phonetic_candidates_copy = load_obj('Phonetic/slur_phonetic_candidates_amazon')\n",
        "#print((slur_phonetic_candidates_copy))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<_io.BufferedReader name='slur_phonetic_video_candidates_youtube_new.pkl'>\n",
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'space', 'second', 'chase', 'guess', 'take']), 515.0: ('shag', 'shaggy', ['shag', 'bag', 'thank', 'back', 'tac', 'catch', 'think', 'sure', 'snack', 'shoe', 'forgot']), 524.0: ('shits', nan, ['shit', 'fit', 'sheep', 'sick', 'citi', 'chase', 'pick', 'ocean', 'show', 'push', 'bit']), 526.0: ('shitty', 'hehe', ['patti', 'shade', 'station', 'shape', 'sit', 'pretti', 'see', 'say', 'marti', 'sure', 'stylish']), 60.0: ('ass', nan, ['ass', \"i'll\", 'eat', 'act', 'els', \"it'll\", 'up', 'last', \"i'm\", 'noth', 'iraqi']), 87.0: ('bitch', nan, ['bitch', 'bit', 'base', 'get', 'big', 'bill', 'bite', 'good', 'miss', 'itch', 'build']), 97.0: ('booty', 'oonies', ['today', 'pooper', 'pete', 'dude', 'two', 'keep', 'beacon', 'key', 'parti', 'keith', 'zaki']), 170.0: ('crap', 'crab', ['crap', 'crab', 'crash', 'craft', 'climb', 'great', \"can't\", 'mark', 'crowd', 'clue', 'type']), 195.0: ('dammit', nan, ['dammit', 'bat', 'batman', 'tap', 'bit', 'remind', 'time', 'bad', 'type', 'depart', 'meet']), 231.0: ('dick', 'dig', ['dick', 'get', 'dig', 'bit', 'big', 'good', 'pig', 'sick', 'like', 'digger', 'magic']), 293.0: ('drug', 'Dracalaura', ['drug', 'draw', 'done', 'gun', 'that', 'strap', 'look', 'make', 'heart', 'second', 'like']), 299.0: ('drug', nan, ['drug', 'track', 'dress', 'brilliant', 'done', 'tri', 'break', 'that', 'nook', 'board', 'toward']), 329.0: ('hoes', 'house', ['use', 'whole', 'usual', 'who', 'whoa', 'hoe', 'high', 'hide', 'hit', 'hey', 'home']), 330.0: ('hoes', 'those', ['close', 'hoe', 'would', 'home', 'sure', 'hmm', 'somehow', 'half', 'uh-huh', 'wow', 'new']), 363.0: ('killing', nan, ['kill', 'click', 'sing', 'slick', 'thing', 'came', 'black', 'tale', 'cadillac', 'still', 'tic']), 372.0: ('kinky', nan, ['think', 'thing', 'thank', 'okay', 'see', 'get', 'quick', 'kind', 'hey', 'yeah', 'he']), 390.0: ('naked', nan, ['ugh', 'bug', 'edit', 'stuck', 'neck', 'chicken', 'pelican', 'make', 'that', 'net', 'skate']), 460.0: ('porn', 'corn', ['porn', 'corn', 'coupon', 'paw', 'store', 'drop', 'top', 'caught', 'door', 'put', 'tell']), 473.0: ('rape', nan, ['rape', 'yep', 'take', 'right', 'wait', 'nap', 'wake', 'let', 'race', 'look', 'met']), 475.0: ('raper', nan, ['raper', 'timber', 'super', 'better', 'lighter', 'wrap', 'rap', 'tape', 'type', 'armor', 'work']), 590.0: ('virgin', 'version', ['virgin', 'version', 'overnight', 'over', 'third', 'versus', 'ever', 'hover', 'either', 'birthday', 'closer']), 18.0: ('ass', 'ask', ['ass', \"i'll\", 'act', 'els', 'yes', \"i'm\", 'nice', 'exact', 'equip', 'thank', 'even']), 27.0: ('ass', 'ah', ['ass', 'ad', 'eat', 'eye', 'ear', 'els', 'art', 'ooh', 'yes', 'fast', 'alright']), 36.0: ('ass', 'maya', ['ass', 'eyesight', \"i'll\", 'add', \"i'd\", 'eye', 'ear', 'aw', 'glass', 'axon', 'class']), 69.0: ('bastard', 'bus', ['bastard', 'turn', 'back', 'butter', 'gas', 'backpack', 'might', 'bye', 'buy', 'learn', 'work']), 111.0: ('cocktail', nan, ['cocktail', 'popcorn', 'box', 'taco', 'chopstick', 'avocado', 'corn', 'broccoli', 'takeout', 'plate', 'lollipop']), 137.0: ('crap', 'craft', ['crap', 'great', 'cloth', 'pass', 'path', 'close', 'complement', 'back', 'bank', 'team', 'velcro']), 158.0: ('crap', 'crab', ['crap', 'park', 'crash', 'crush', 'cap', 'track', 'great', 'cat', \"can't\", 'grass', 'mark']), 165.0: ('crap', 'crack', ['crap', 'queen', 'apart', 'time', 'back', 'wrapper', 'got', 'eat', 'right', 'get', 'three']), 191.0: ('crotch', 'catch', ['crotch', 'cloth', 'noth', 'click', 'got', 'close', 'grub', 'gotcha', 'gosh', 'cat', 'gotta']), 291.0: ('dope', 'dough', ['dope', 'put', 'could', 'bone', 'hope', 'look', 'dick', 'goal', 'lip', 'top', 'tic']), 312.0: ('drunk', nan, ['drunk', 'drape', 'drop', 'brick', 'neck', 'brake', 'break', 'think', 'guard', 'lock', 'knock']), 319.0: ('fucked', nan, ['fuck', 'stuff', 'tough', 'fun', 'cup', 'connect', 'discuss', 'that', 'falcon', 'much', 'custom']), 371.0: ('kills', 'molecules', ['kill', 'kid', 'kit', 'click', 'slip', 'pick', 'get', 'build', 'gold', 'still', 'key']), 447.0: ('piss', nan, ['piss', 'sit', 'bit', 'fit', 'pin', 'page', 'pail', 'six', 'fix', 'citi', 'hiss']), 518.0: ('shit', nan, ['shit', 'fit', \"she'll\", 'shook', 'face', 'cheer', 'shot', 'six', 'skate', 'push', 'bit']), 537.0: ('slave', nan, ['slave', \"they'd\", 'slug', 'give', 'gave', 'safe', 'even', 'face', 'said', 'leg', 'swivel']), 538.0: ('slave', nan, ['slave', 'felt', 'give', \"they'll\", 'flair', 'wave', 'say', 'feed', 'never', 'start', 'free']), 549.0: ('spunky', nan, ['speak', 'see', 'sky', 'second', 'come', 'smile', 'say', 'scale', 'yeah', 'somehow', 'upbeat']), 589.0: ('virgin', nan, ['virgin', 'version', 'never', 'gingerbread', 'third', 'versus', 'flavor', 'cover', 'virtual', 'ever', 'silver']), 66.0: ('bastard', nan, ['bastard', 'best', 'turn', 'bath', 'better', 'bad', 'fast', 'turkey', 'blast', 'back', 'bag']), 172.0: ('crap', nan, ['crap', 'crab', 'tap', 'scribe', 'great', \"can't\", 'grass', 'part', 'cross', 'dark', 'app']), 194.0: ('crotch', nan, 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('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'take', 'kid', 'pink', 'like', 'break', 'day']), 247.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'trick', 'take', 'kid', 'pink', 'like', 'cake']), 364.0: ('killing', nan, ['kill', 'thing', 'bring', 'came', 'black', 'wing', 'still', 'tic', 'like', 'piglet', 'begin']), 381.0: ('liquor', 'like a', ['liquor', 'super', 'sir', 'mister', 'chill', 'better', 'birth', 'water', 'okay', 'let', 'go']), 497.0: ('sex', 'accept', ['sex', 'text', 'next', 'scale', 'set', 'check', 'test', 'desk', 'collect', 'detect', 'second']), 547.0: ('sperm', 'squirming', ['sperm', 'per', 'roman', 'super', 'summer', 'home', 'spin', 'open', 'person', 'duper', 'turn']), 567.0: ('twinkie', nan, ['key', 'week', 'way', 'tweet', 'keep', 'tray', 'sweet', 'tri', 'sneak', 'kira', 'think']), 593.0: ('virgin', nan, ['virgin', 'divers', 'never', 'scissor', 'ranger', 'whether', 'soldier', 'leader', 'girl', 'chain', 'first']), 52.0: ('ass', 'maya', ['ass', \"i'll\", 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'place', 'pyramid', 'kill']), 493.0: ('sex', 'accept', ['sex', 'text', 'next', 'set', 'check', 'test', 'desk', 'said', 'collect', 'detect', 'case']), 495.0: ('sex', nan, ['sex', 'next', 'set', 'check', 'connect', 'six', 'collect', 'space', 'second', 'guess', 'reflect']), 13.0: ('ass', 'yes', ['ass', 'ask', 'eighth', 'eve', \"i'll\", 'add', 'unless', 'eight', \"i'd\", 'hour', 'eye']), 96.0: ('booty', 'do you think', ['today', 'duper', 'beat', 'two', 'keep', 'bodi', 'feet', 'parti', 'shoot', 'food', 'group']), 178.0: ('crap', nan, ['crap', 'tap', 'wrap', 'club', 'crescent', 'great', 'click', 'cat', \"can't\", 'gap', 'cross']), 187.0: ('crappy', 'crampy', ['team', 'pretti', 'tri', 'pass', 'time', 'map', 'pair', 'buy', 'close', 'two', 'see']), 285.0: ('dope', 'adult', ['dope', 'job', 'code', 'put', 'soap', 'look', 'dog', 'go', 'drop', 'tip', 'top']), 286.0: ('dope', 'adult', ['dope', 'put', 'soap', 'look', 'dog', 'go', 'drop', 'bit', 'dark', 'get', 'today']), 303.0: ('drunk', 'draw and cut', ['drunk', 'dress', 'draw', 'like', 'front', 'back', 'second', 'card', 'make', 'bag', 'check']), 333.0: ('hookers', 'workers', ['hooker', 'hope', 'heard', 'cope', 'third', 'who', 'coppa', 'okay', 'could', 'host', 'war']), 426.0: ('penis', nan, ['nice', 'main', 'detail', 'need', 'eat', 'place', 'ninja', 'pgm', 'mirror', 'nap', 'comment']), 433.0: ('piss', 'put', ['piss', 'pilla', 'budget', 'get', 'tear', 'put', 'capon', 'yes', 'take', 'tail', 'ate']), 446.0: ('piss', nan, ['piss', 'sit', 'bit', 'fit', 'pin', 'case', 'six', 'place', 'clip', 'cape', 'get']), 9.0: ('ass', 'F', ['ass', 'add', 'ear', 'yes', 'hors', 'alright', \"i'm\", 'nice', 'egg', 'tat', 'except']), 22.0: ('ass', 'dressed', ['ass', 'ice', \"i'll\", 'eat', 'sat', 'yes', 'hors', 'sad', 'nice', 'abc', 'bath']), 28.0: ('ass', 'else', ['ass', 'ice', \"i'll\", 'eat', 'eye', 'els', 'yes', 'fast', 'attack', \"i'm\", 'nice']), 39.0: ('ass', 'acts', ['ass', \"i'm\", 'chief', 'thank', 'might', 'that', 'without', 'got', 'fix', 'go', 'lot']), 79.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'dick', 'bill', 'good', 'mid', 'paid', 'depend', 'visit']), 86.0: ('bitch', nan, ['bitch', 'bit', 'get', 'bait', 'digit', 'big', 'bite', 'good', 'miss', 'picnic', 'kid']), 112.0: ('cocktail', nan, ['cocktail', 'fox', 'pot', 'got', 'pop', 'stop', 'stoplight', 'collect', 'connect', 'cabin', 'rock']), 356.0: ('killing', nan, ['kill', 'thing', 'cake', 'black', 'tic', 'kid', 'like', 'begin', 'take', 'pillow', 'get']), 169.0: ('crap', 'raunchy', ['crap', 'cream', 'clip', 'chris', 'great', 'clog', 'pat', 'click', \"can't\", 'part', 'catch']), 221.0: ('dick', nan, ['dick', 'get', 'big', 'good', 'take', 'dish', 'like', 'lit', 'day', 'quick', 'look']), 297.0: ('drug', nan, ['drug', 'dragon', 'trick', 'dub', 'children', 'ugh', 'dress', 'draw', 'done', 'trust', 'tri']), 49.0: ('ass', \"that's\", ['ass', 'ask', \"i'll\", 'els', 'end', \"it'll\", 'impress', 'yes', 'laugh', 'alright', 'match']), 76.0: ('bastard', nan, ['bastard', 'best', 'turn', 'burn', 'bern', 'murder', 'bat', 'laughter', 'better', 'bad', 'lantern']), 92.0: ('booty', nan, ['pizza', 'shampoo', 'put', 'see', 'ador', 'move', 'play', 'could', 'open', 'toy', 'pulpit']), 154.0: ('crap', 'crayon', ['crap', 'cream', 'grape', 'cap', \"can't\", 'cloth', 'class', 'crayon', 'cute', 'rip', 'ipad']), 322.0: ('harem', 'arrow', ['harem', 'hmm', 'hey', 'he', 'where', 'hit', 'wear', 'run', 'huh', 'superhero', 'yes']), 399.0: ('naked', nan, ['make', 'that', 'luck', 'take', 'orbit', 'admit', 'what', 'cake', 'protect', 'made', 'robot']), 522.0: ('shits', 'its', ['shit', 'fit', 'chip', 'spaceship', 'ticket', 'switch', 'show', 'fake', 'fill', 'safe', 'shark']), 20.0: ('ass', 'ask', ['ass', 'ice', 'ask', 'add', 'ad', 'eat', 'glass', 'class', 'ish', \"it'll\", 'yes']), 30.0: ('ass', 'sure is', ['ass', \"i'll\", 'class', 'excel', 'yes', 'alright', 'item', \"i'm\", 'hatch', 'exact', 'miss']), 53.0: ('ass', 'us', ['ass', 'ice', \"i'll\", 'ad', 'add', 'age', 'eat', 'eye', 'accent', 'yes', 'alright']), 223.0: ('dick', '[Noises]', ['dick', 'get', 'bit', 'good', 'take', 'kid', 'like', 'cake', 'addict', 'detect', 'back']), 306.0: ('drunk', 'do you want', ['drunk', 'truck', 'track', 'luck', 'tank', 'break', 'think', 'gerald', 'knock', 'young', 'thank']), 428.0: ('pimp', 'pancakes', ['pimp', 'pick', 'chip', 'make', 'think', 'app', 'snake', 'game', 'bye', 'buy', 'back']), 445.0: ('piss', 'test', ['piss', 'miss', 'sit', 'pass', 'bit', 'tape', 'sandwich', 'place', 'paint', 'machin', 'get']), 91.0: ('booty', nan, ['today', 'two', 'tea', 'pretti', 'teeth', 'food', 'marti', 'super', 'eat', 'cool', 'sushi']), 106.0: ('bugger', nan, ['bugger', 'mega', 'done', 'order', 'guy', 'that', 'come', 'ninja', 'yuck', 'disgust', 'brau']), 162.0: ('crap', 'crab', ['crap', 'crab', 'click', 'cat', 'shark', 'crowl', 'cricket', 'camel', 'stark', 'pork', 'chip']), 168.0: ('crap', 'cap', ['crap', 'tap', 'cap', 'great', 'pat', 'part', 'pack', 'pass', 'keep', 'clean', 'back']), 348.0: ('killing', 'color', ['kill', 'click', 'thing', 'gilligan', 'skill', 'chang', 'kid', 'like', 'brick', 'eli', 'get']), 400.0: ('naked', nan, ['doug', 'jacob', 'ugh', 'that', 'luck', 'take', 'mutagen', 'next', 'nut', 'ninja', 'what']), 72.0: ('bastard', nan, ['bastard', 'master', 'matter', 'girl', 'turn', 'laughter', 'word', 'fast', 'mask', 'raptor', 'match']), 176.0: ('crap', 'grab', ['crap', 'cream', 'park', 'trip', 'bark', 'quit', 'great', 'click', \"can't\", 'treat', 'part']), 442.0: ('piss', 'please', ['piss', 'miss', 'pick', 'sit', 'chase', 'six', 'place', 'get', 'pull', 'buzz', 'push']), 10.0: ('ass', 'fast', ['ass', 'ask', \"i'll\", 'add', 'ate', 'eight', 'end', 'yes', 'fast', 'alright', 'last']), 37.0: ('ass', 'maya', ['ass', 'add', 'age', 'eat', 'eye', 'aim', 'yes', 'alright', 'last', 'mess', 'noth']), 385.0: ('liquor', 'flicker', ['liquor', 'finger', 'work', 'differ', 'skirt', 'like', 'fighter', 'lit', 'sir', 'ladder', 'mister']), 413.0: ('pansy', 'fish', ['bye', 'buy', 'pea', 'see', 'sea', 'mani', 'three', 'mimi', 'free', 'guy', 'enjoy']), 504.0: ('sexy', 'sixty', ['see', 'scare', 'stepney', 'kelli', 'said', 'tea', 'excel', 'santa', 'collect', 'toy', 'sky']), 555.0: ('tits', 'it', ['tit', 'tip', 'stick', 'get', 'bit', 'date', 'straight', 'pick', 'kitchen', \"it'll\", 'take']), 598.0: ('whiskey', nan, ['whiskey', 'kiwi', 'wine', 'monkey', 'tea', 'pizza', 'squid', 'sandwich', 'peach', 'spaghetti', 'kido']), 4.0: ('ass', 'small', ['ass', 'address', 'yes', \"i'm\", 'noth', 'exact', 'teeth', 'dress', 'tight', 'night', 'ava']), 228.0: ('dick', 'dig', ['dick', 'get', 'dig', 'chick', 'kick', 'bit', 'pick', 'big', 'good', 'pig', 'take']), 280.0: ('dope', 'adult', ['dope', 'job', 'scope', 'put', 'bowl', 'coke', 'look', 'open', 'goe', 'pose', 'top']), 511.0: ('sexy', nan, ['see', 'say', 'check', 'test', 'second', 'six', 'suggest', 'face', 'collect', 'toy', 'save']), 82.0: ('bitch', nan, ['bitch', 'get', 'diss', 'digit', 'big', 'pick', 'good', 'date', 'kid', 'build', 'give']), 361.0: ('killing', nan, ['kill', 'click', 'thing', 'came', 'technic', 'gear', 'game', 'like', 'take', 'play', 'get']), 384.0: ('liquor', 'look at', ['liquor', 'chill', 'water', 'okay', 'let', 'go', 'look', 'click', 'guy', 'get', 'keep']), 405.0: ('nipple', 'little', ['metal', 'tub', 'open', 'swim', 'titan', 'miss', 'mix', 'bit', 'slime', 'smile', 'ping']), 545.0: ('smut', nan, ['smut', 'tub', 'touch', 'helmet', 'stuck', 'submit', 'luck', 'second', 'come', 'admit', 'button']), 50.0: ('ass', '[Noises]', ['ass', \"i'll\", 'add', 'air', 'eight', 'catch', 'laugh', 'mice', 'alright', 'attack', \"i'm\"]), 509.0: ('sexy', nan, ['see', 'say', 'chelsea', 'spend', 'think', 'yeah', 'heck', 'scatter', 'salad', 'nix', 'school']), 109.0: ('cock', nan, ['cock', 'got', 'walk', 'stop', 'rock', 'car', 'cat', 'bop', 'calm', 'tag', 'cow']), 159.0: ('crap', 'grab', ['crap', 'grab', 'babb', 'back', 'car', 'screw', 'plant', 'right', 'free', 'set', 'knock']), 232.0: ('dick', nan, ['dick', 'get', 'jacket', 'bit', 'pick', 'big', 'good', 'take', 'lake', 'jack', 'rip']), 245.0: ('dick', nan, ['dick', 'get', 'kick', 'ticket', 'bit', 'stick', 'good', 'ding', 'take', 'kid', 'like']), 250.0: ('dick', nan, ['dick', 'get', 'bit', 'good', 'take', 'pink', 'like', 'pit', 'bait', 'day', 'quick']), 267.0: ('dildo', nan, ['dildo', 'window', 'go', 'goe', 'tornado', 'job', 'build', 'road', 'video', 'deer', 'destroy']), 374.0: ('kinky', nan, ['kiki', 'kick', 'pink', 'keep', 'think', 'tick', 'tic', 'thank', 'shi', 'cake', 'okay']), 602.0: ('whiskey', 'twisty', ['whiskey', 'way', 'away', \"we'll\", 'monkey', 'yeah', 'wait', 'well', 'twist', 'fee', 'weird']), 47.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'unless', 'hour', 'eat', 'eye', 'pass', 'els', 'end', 'yes']), 100.0: ('booty', nan, ['today', 'beat', 'dude', 'two', 'pizza', 'booz', 'tubular', 'keep', 'bodi', 'key', 'parti']), 102.0: ('booty', nan, ['today', 'oop', 'beat', 'peek', 'two', 'beaten', 'keep', 'parti', 'peel', 'hoop', 'bought']), 375.0: ('kumquat', nan, ['kumquat', 'trumpet', 'cannot', 'come', 'punk', 'walk', 'pocket', 'car', 'pumpkin', 'cockatoo', 'what']), 156.0: ('crap', 'correct', ['crap', 'ark', 'crew', 'pant', 'click', \"can't\", 'part', 'pack', 'ramp', 'secret', 'bat']), 307.0: ('drunk', 'job', ['drunk', 'drop', 'think', 'jump', 'drive', 'trap', 'parent', 'like', 'look', 'back', 'tri']), 383.0: ('liquor', 'licker', ['liquor', 'sticker', 'maker', 'work', 'differ', 'stir', 'like', 'super', 'layer', 'law', 'racer']), 528.0: ('shitty', 'he stays', ['ship', 'fish', 'fit', 'pretti', 'see', 'say', 'shed', 'sure', 'toy', 'retain', 'forti']), 597.0: ('whiskey', 'with hand soap', ['whiskey', 'way', 'wild', 'hey', 'one', 'sea', 'quiz', 'say', 'next', 'oxygen', 'exist']), 278.0: ('dope', nan, ['dope', 'notebook', 'put', 'bow', 'donut', 'bull', 'look', 'dog', 'open', 'joe', 'go']), 382.0: ('liquor', 'look at', ['liquor', 'turkey', 'jumper', 'like', 'fighter', 'chill', 'better', 'cigar', 'long', 'water', 'master']), 394.0: ('naked', nan, ['button', 'make', 'take', 'cannot', 'stick', 'chase', 'nice', 'like', 'okay', 'pit', 'write']), 325.0: ('hobo', nan, ['hobo', 'robo', 'job', 'bodi', 'combo', 'go', 'goe', 'bose', 'hope', 'hippo', 'robot']), 498.0: ('sex', 'snack', ['sex', 'next', 'expect', 'test', 'step', 'case', 'guess', 'skill', 'stage', 'sell', 'state']), 529.0: ('shitty', 'shedding', ['fish', 'cheetah', 'pretti', 'see', 'say', 'chicken', 'parti', 'seat', 'spit', 'feet', 'stay']), 84.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'pig', 'bite', 'good', 'jig', 'bail', 'beard', 'give']), 420.0: ('penis', 'finished', ['peach', 'nice', 'finish', 'mean', 'beach', 'beat', 'citi', 'beep', 'need', 'pizza', 'unit']), 101.0: ('booty', nan, ['boot', 'today', 'booth', 'dude', 'two', 'booz', 'keep', 'bodi', 'pretti', 'tattoo', 'jew']), 180.0: ('crap', nan, ['crap', 'wrap', 'quit', 'great', 'click', 'dark', 'class', 'comic', 'pad', 'kept', 'bat']), 224.0: ('dick', '[Illegible]', ['dick', 'get', 'big', 'good', 'like', 'rabbit', 'quick', 'look', 'bite', 'give', 'guy']), 476.0: ('rectum', nan, ['rectum', 'upset', 'spaghetti', 'test', 'protect', 'check', 'lesson', 'mcdonald', \"i'm\", 'forget', 'let']), 455.0: ('playboy', 'play mice', ['playboy', 'made', 'play', 'bed', 'game', 'paint', 'pall', 'good', 'gala', 'pleas', 'plane']), 487.0: ('sex', 'percent', ['sex', 'next', 'test', 'six', 'neck', 'tell', 'say', 'let', 'yes', 'left', 'contest']), 496.0: ('sex', 'set', ['sex', 'success', 'expect', 'collect', 'spectacular', 'take', 'direct', 'face', 'tell', 'send', 'say']), 78.0: ('bastard', 'buster', ['bastard', 'best', 'girl', 'burn', 'buster', 'present', 'bat', 'muster', 'heard', 'fast', 'back']), 249.0: ('dick', nan, ['dick', 'get', 'good', 'date', 'trick', 'take', 'like', 'day', 'quick', 'look', 'death']), 410.0: ('nude', 'news', ['nude', 'gone', 'student', 'today', 'wound', 'news', 'lot', 'seen', 'school', 'cool', 'absolut']), 454.0: ('pissed', nan, ['piss', 'best', 'trip', 'bypass', 'test', 'make', 'point', 'step', 'met', 'might', 'get']), 604.0: ('whore', nan, ['whore', 'whoa', 'hole', 'whole', 'wrong', 'home', 'want', 'new', 'hold', 'whoever', 'hair']), 222.0: ('dick', 'big', ['dick', 'get', 'like', 'dope', 'look', 'back', 'that', 'let', 'bye', 'put', 'okay']), 349.0: ('killing', '[Illegible]', ['kill', 'thing', 'gallo', 'game', 'chang', 'classic', 'like', 'lipstick', 'take', 'get', 'care']), 514.0: ('shag', nan, ['shag', 'shall', 'thank', 'think', 'ad', 'thing', 'subtract', 'check', 'like', 'three', 'there']), 15.0: ('ass', '[Illegible]', ['ass', 'ice', 'ask', \"i'll\", 'ad', 'grass', 'end', 'catch', 'yes', 'alright', 'match']), 149.0: ('crap', '[Noises]', ['crap', 'grab', 'cream', 'wrap', 'tab', 'scratch', \"can't\", 'scream', 'quick', 'shark', 'trash']), 296.0: ('drug', 'drop', ['drug', 'luck', 'dress', 'tri', 'bring', 'drove', 'that', 'sing', 'brand', 'think', 'ring']), 345.0: ('killing', nan, ['kill', 'click', 'ring', 'sing', 'thing', 'lake', 'came', 'calla', 'cake', 'film', 'swing']), 435.0: ('piss', 'put', ['piss', 'miss', 'picket', 'pick', 'base', 'bit', 'pinkish', 'mess', 'pie', 'paper', 'pig']), 179.0: ('crap', nan, ['crap', 'crab', 'grab', 'clamp', 'chris', 'tap', 'great', 'click', \"can't\", 'part', 'clear']), 586.0: ('virgin', 'version', ['virgin', 'version', 'never', 'name', 'nine', 'differ', 'vision', 'fun', 'target', 'good', 'video']), 212.0: ('dick', 'big', ['dick', 'get', 'bit', 'pick', 'big', 'good', 'ding', 'chip', 'take', 'like', 'snake']), 512.0: ('sexy', nan, ['see', 'say', 'check', 'test', 'second', 'task', 'said', 'case', 'jest', 'citi', 'safe']), 155.0: ('crap', 'crashed', ['crap', 'tab', 'trick', 'ramp', 'time', 'tree', 'tri', 'truck', 'car', 'got', 'propel']), 211.0: ('dick', 'day', ['dick', 'get', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'picnic', 'sick', 'chip']), 587.0: ('virgin', 'version', ['virgin', 'version', 'never', 'ever', 'distil', 'first', 'lid', 'differ', 'tom', 'still', 'hose']), 175.0: ('crap', 'crack', ['crap', 'clap', 'camp', 'wrap', 'club', 'tac', 'glad', 'pass', 'paperback', 'pop', 'back']), 373.0: ('kinky', 'take it out of', ['guy', 'jacket', 'thank', 'okay', 'see', 'kid', 'get', \"can't\", 'drink', 'yeah', 'mix']), 438.0: ('piss', 'test', ['piss', 'miss', 'pick', 'base', 'sit', 'bit', 'fit', 'tape', 'kitchen', 'sandwich', 'place']), 74.0: ('bastard', 'buster', ['bastard', 'best', 'turn', 'buster', 'better', 'bad', 'fast', 'back', 'spider', 'tractor', 'van']), 206.0: ('demon', nan, ['demon', 'bien', 'team', \"i'm\", 'money', 'deep', 'done', 'deal', 'number', 'need', 'come']), 480.0: ('rump', nan, ['rump', 'look', 'think', 'thank', 'snack', 'chip', 'like', 'take', 'right', 'took', 'roast']), 510.0: ('sexy', nan, ['see', 'accept', 'careless', 'seek', 'screw', 'take', 'state', 'yeah', 'best', 'maxim', 'easter']), 532.0: ('slave', '[Illegible]', ['slave', 'avail', 'even', 'level', 'chill', 'friend', 'still', 'smell', 'there', 'red', 'join']), 304.0: ('drunk', 'drinking', ['drunk', 'drink', 'think', 'like', 'look', 'back', 'tri', 'chuck', 'make', 'work', 'sit']), 268.0: ('dong', nan, ['dong', 'long', 'join', 'let', 'pong', 'think', 'collect', 'song', 'want', 'like', 'know']), 379.0: ('liquor', nan, ['liquor', 'cinco', 'meter', 'like', 'oka', 'carrillo', 'local', 'peter', 'till', 'lila', 'kill']), 104.0: ('bugger', 'bug', ['bugger', 'ladybug', 'stubborn', 'guy', 'that', 'never', 'ever', 'basket', 'mama', 'much', 'work']), 414.0: ('pansy', 'chimpanzee', ['panda', 'pea', 'pee', 'gee', 'sea', 'see', 'guinea', 'tee', 'tea', 'dee', 'key']), 387.0: ('marijuana', '[Illegible]', ['marijuana', 'one', 'wow', 'gonna', 'mani', 'myth', 'yeah', 'wet', 'visual', 'swear', 'walmart']), 324.0: ('hobo', nan, ['hobo', 'job', 'combo', 'goe', 'go', 'robot', 'whoa', 'who', 'though', 'boom', 'could']), 350.0: ('killing', 'coming', ['kill', 'click', 'thing', 'bring', 'black', 'still', 'like', 'take', 'get', 'case', 'kitchen']), 217.0: ('dick', 'sticker', ['dick', 'get', 'pick', 'big', 'stick', 'good', 'tip', 'bike', 'like', 'cake', 'depart']), 311.0: ('drunk', '[Illegible]', ['drunk', 'tank', 'think', 'drive', 'dream', 'jack', 'broke', 'look', 'tri', 'much', 'regular']), 441.0: ('piss', 'pis', ['piss', 'space', 'capitol', 'citi', 'cliff', 'pyramid', 'push', 'pisa', 'bush', 'petra', 'pope']), 273.0: ('dong', nan, ['dong', 'dog', 'door', 'stalk', 'take', 'let', 'drink', 'round', 'thank', 'rex', 'jump']), 344.0: ('killing', nan, ['kill', 'ring', 'like', 'gung', 'climb', 'take', 'get', 'break', 'tell', 'hang', 'make']), 594.0: ('virgin', 'colored in', ['virgin', 'never', 'ever', 'rather', 'mother', 'heard', 'word', 'present', 'plane', 'girl', 'digit']), 103.0: ('brothel', nan, ['brothel', 'often', 'olaf', 'press', 'father', 'hard', 'big', 'that', 'marshal', 'there', 'bigger']), 225.0: ('dick', 'see it', ['dick', 'get', 'bit', 'big', 'good', 'take', 'pink', 'like', 'day', 'look', 'dang']), 370.0: ('kills', nan, ['kill', 'calle', 'pick', 'get', 'build', 'still', 'key', 'catch', 'good', 'tip', 'okay']), 421.0: ('penis', 'piece', ['finish', 'teeth', 'mean', 'mess', 'keep', 'ponytail', 'sequin', 'need', 'pizza', 'eat', 'mine']), 600.0: ('whiskey', 'rescue', ['whiskey', \"we'll\", 'wire', 'yeah', 'one', 'keep', 'sky', 'next', 'lay', 'wheel', 'year']), 32.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'ad', 'eat', 'eye', 'els', 'yes', 'laugh', 'alright', 'match']), 239.0: ('dick', 'up next', ['dick', 'get', 'tic', 'good', 'date', 'sick', 'take', 'kid', 'like', 'cake', 'joke']), 486.0: ('sex', nan, ['sex', 'sec', 'chest', 'set', 'fetch', 'said', 'jess', 'ted', 'sell', 'guest', 'pet']), 490.0: ('sex', 'six', ['sex', 'next', 'set', 'check', 'expect', 'connect', 'six', 'collect', 'ski', 'neck', 'correct']), 99.0: ('booty', nan, ['boo', 'today', 'poor', 'beat', 'peek', 'two', 'cheat', 'keep', 'pretti', 'detail', 'suit']), 347.0: ('killing', nan, ['kill', 'thing', 'link', 'calm', 'kid', 'like', 'begin', 'play', 'get', 'plan', 'sick']), 218.0: ('dick', 'exercising', ['dick', 'get', 'big', 'good', 'take', 'like', 'look', 'click', 'back', 'give', 'sneak']), 332.0: ('hooker', nan, ['hooker', 'blocker', 'yahoo', 'work', 'okay', 'meter', 'flipper', 'go', 'goe', 'broke', 'high']), 269.0: ('dong', nan, ['dong', 'top', 'talk', 'doo', 'ball', 'deck', 'lot', 'door', 'gotten', 'long', 'loud']), 288.0: ('dope', 'adults', ['dope', 'book', 'job', 'notebook', 'rope', 'bodi', 'nope', 'put', 'bowl', 'could', 'bonus']), 166.0: ('crap', 'trap', ['crap', 'trap', 'scratch', \"can't\", 'catch', 'type', 'claw', 'prank', 'cute', 'rip', 'green']), 553.0: ('tit', 'tent', ['tit', 'kit', 'get', 'stick', 'kid', 'pick', 'take', 'type', 'great', 'let', 'chicken']), 16.0: ('ass', nan, ['ass', 'ice', \"i'll\", 'air', \"i'd\", 'hour', 'eat', 'grass', 'els', 'yes', 'hors']), 434.0: ('piss', nan, ['piss', 'pick', 'sit', 'dis', 'paint', 'get', 'type', 'meet', 'push', 'bus', 'nice']), 437.0: ('piss', 'put', ['piss', 'miss', 'pick', 'kit', 'bass', 'bit', 'pinkish', 'picnic', 'face', 'tape', 'classic']), 459.0: ('porn', 'corn', ['porn', 'corn', 'store', 'corner', 'drop', 'call', 'strong', 'boss', 'train', 'talk', 'boy']), 546.0: ('sperm', 'spiderman', ['sperm', 'open', 'turn', 'room', \"i'm\", 'spider-man', 'scope', 'scale', 'nope', 'mobil', 'spider']), 11.0: ('ass', nan, ['ass', 'ice', 'eye', \"i'm\", 'nice', 'miss', 'enough', 'thank', 'guess', 'peach', 'right']), 107.0: ('bugger', nan, ['bugger', 'cover', 'anger', 'gulp', 'shudder', 'murder', 'girl', 'rather', 'button', 'done', 'number']), 275.0: ('dope', nan, ['dope', 'book', 'put', 'took', 'bowl', 'doh', 'could', 'robot', 'look', 'goodnight', 'storybook']), 521.0: ('shits', nan, ['shit', 'finish', 'chip', 'share', 'tip', 'shirt', 'think', 'put', 'get', 'full', 'dick']), 606.0: ('whore', nan, ['whore', 'war', 'wall', 'whoa', 'whoo', 'floor', 'north', 'want', 'new', 'view', 'use']), 81.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'bath', 'bite', 'good', 'fidget', 'mis', 'depend', 'give']), 503.0: ('sexy', \"let's see\", ['see', 'test', 'toy', 'save', 'pretti', 'think', 'forget', 'yeah', 'thick', 'squirt', 'okay']), 343.0: ('killing', nan, ['kill', 'king', 'ring', 'sing', 'ding', 'thing', 'gal', 'til', 'came', 'swing', 'clear']), 502.0: ('sexy', nan, ['see', 'second', 'said', 'gee', 'toy', 'yesterday', 'rest', 'wesley', 'thing', 'think', 'yeah']), 171.0: ('crap', 'craft', ['crap', 'clock', 'camp', 'club', 'champ', 'great', 'cat', \"can't\", 'dark', 'campus', 'cloth']), 470.0: ('rape', nan, ['rape', 'take', 'step', 'right', 'write', 'wait', 'wake', 'make', 'let', 'look', 'hit']), 33.0: ('ass', 'maya', ['ass', 'ice', 'ask', \"i'll\", \"i'd\", 'class', 'excel', 'easel', \"i'm\", 'nice', 'classic']), 208.0: ('dick', nan, ['dick', 'get', 'tip', 'chip', 'trick', 'like', 'look', 'back', 'give', 'guy', 'think']), 378.0: ('liquor', nan, ['liquor', 'clicker', 'burger', 'like', 'carrillo', 'local', 'alber', 'kill', 'okinawa', 'sky', 'ella']), 365.0: ('killing', nan, ['kill', 'click', 'kim', 'thing', 'relic', 'gear', 'black', 'swing', 'tail', 'plastic', 'still']), 51.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'eight', \"i'd\", 'hour', 'eat', 'eye', 'act', 'assign', 'end']), 277.0: ('dope', 'adults', ['dope', 'rope', 'put', 'look', 'go', 'drop', 'today', 'okay', 'two', 'would', 'got']), 425.0: ('penis', 'cleans', ['miss', 'pete', 'pin', 'nice', 'team', 'teeth', 'mean', 'mess', 'near', 'citi', 'seen']), 215.0: ('dick', 'did', ['dick', 'get', 'kick', 'good', 'picnic', 'bike', 'like', 'skip', 'break', 'day', 'look']), 533.0: ('slave', nan, ['slave', 'say', 'never', 'dive', 'start', 'laugh', 'store', 'three', 'come', 'see', 'strata']), 238.0: ('dick', nan, ['dick', 'get', 'tic', 'pick', 'big', 'good', 'take', 'lip', 'like', 'topic', 'dope']), 471.0: ('rape', nan, ['rape', 'write', 'right', 'let', 'look', 'sweat', 'lot', 'eight', 'pick', 'straight', 'rebel']), 98.0: ('booty', nan, ['beecham', 'betti', 'cougar', 'malibu', 'equal', 'pray', 'prey', 'chelsea', 'davi', 'moga', 'ober']), 240.0: ('dick', 'giggling', ['dick', 'get', 'tic', 'big', 'sick', 'take', 'like', 'magic', 'day', 'look', 'tac']), 23.0: ('ass', 'mouth', ['ass', \"i'll\", 'inch', 'yes', \"i'm\", 'nice', 'emma', 'except', 'kiss', 'thank', 'emmi']), 501.0: ('sexually', 'accessories', ['sexual', 'see', 'stay', 'paw', 'sure', 'left', 'top', 'let', 'watch', 'take', 'extend']), 579.0: ('virgin', nan, ['virgin', 'overhead', 'ever', 'nova', 'word', 'novo', 'stain', 'burn', 'chain', 'jill', 'rosa']), 469.0: ('rape', 'ready', ['rape', 'right', 'let', 'race', 'look', 'hit', 'lot', 'space', 'rhyme', 'yes', 'like']), 173.0: ('crap', nan, ['crap', 'creep', 'crump', 'crime', 'croc', 'park', 'trip', 'crotch', 'tap', 'great', 'click']), 164.0: ('crap', 'crash', ['crap', 'trap', 'track', 'click', \"can't\", 'dark', 'catch', 'cop', 'keep', 'clean', 'truck']), 603.0: ('whiskey', nan, ['whiskey', 'citi', 'yeah', 'hey', 'one', 'see', 'keep', 'he', 'excel', 'petit', 'scan']), 7.0: ('ass', nan, ['ass', \"i'd\", 'glass', 'iran', 'yes', \"i'm\", 'nice', 'appear', 'addison', 'ago', 'dress']), 284.0: ('dope', 'adults', ['dope', 'job', 'notebook', 'bodi', 'put', 'bowl', 'could', 'hope', 'look', 'dog', 'open']), 506.0: ('sexy', \"let's see\", ['see', 'say', 'except', 'test', 'second', 'next', 'said', 'ask', 'guess', 'face', 'yes']), 439.0: ('piss', 'pretty', ['piss', 'pick', 'mrs', 'tit', 'face', 'safe', 'machin', 'mix', 'get', 'kid', 'nice']), 479.0: ('retarded', 'having convulsions', ['retard', 'need', 'yacht', 'treat', 'yard', 'start', 'hard', 'star', 'redesign', 'deal', 'parti']), 216.0: ('dick', 'stickers', ['dick', 'get', 'good', 'dis', 'like', 'magic', 'biggest', 'look', 'click', 'back', 'guy']), 423.0: ('penis', 'pay miss', ['miss', 'meet', 'nice', 'mean', 'seat', 'repeat', 'mate', 'cutest', 'near', 'citi', 'sit']), 407.0: ('nude', 'newt', ['nude', 'newt', 'dude', 'lose', 'bunni', 'need', 'root', 'soon', 'read', 'gone', 'loser']), 75.0: ('bastard', 'buster', ['bastard', 'master', 'pattern', 'saturn', 'blaster', 'best', 'girl', 'turn', 'buster', 'better', 'bad'])}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EcNZ-aGduVBu",
        "outputId": "805c5cad-da23-4c2b-9eb7-83f819586b55"
      },
      "source": [
        "print(slur_phonetic_video_candidates_copy)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{48.0: ('ass', 'maya', []), 80.0: ('bitch', nan, []), 114.0: ('cocktail', 'cop car', []), 122.0: ('crap', 'craft', []), 125.0: ('crap', 'craft', []), 127.0: ('crap', 'craft', []), 132.0: ('crap', 'craft', []), 135.0: ('crap', 'craft', []), 136.0: ('crap', 'craft', []), 138.0: ('crap', 'craft', []), 142.0: ('crap', 'craft', []), 146.0: ('crap', 'craft', []), 148.0: ('crap', 'crab', []), 160.0: ('crap', 'crab', []), 185.0: ('crappy', 'grumpy', []), 279.0: ('dope', 'adults', []), 298.0: ('drug', nan, []), 335.0: ('itch', nan, []), 337.0: ('itch', nan, []), 339.0: ('itch', nan, []), 342.0: ('killing', nan, []), 353.0: ('killing', nan, []), 357.0: ('killing', nan, []), 358.0: ('killing', nan, []), 366.0: ('killing', nan, []), 368.0: ('kills', nan, []), 389.0: ('naked', nan, []), 398.0: ('naked', nan, []), 401.0: ('naked', nan, []), 402.0: ('naked', nan, []), 403.0: ('naked', nan, []), 404.0: ('naked', nan, []), 411.0: ('nymph', nan, []), 466.0: ('racist', nan, []), 467.0: ('racist', nan, []), 468.0: ('racist', 'race this', []), 494.0: ('sex', nan, []), 500.0: ('sexual', nan, []), 584.0: ('virgin', 'version', []), 592.0: ('virgin', 'version', []), 599.0: ('whiskey', nan, []), 42.0: ('ass', 'as', []), 44.0: ('ass', 'as', []), 45.0: ('ass', 'as', []), 57.0: ('ass', 'as', []), 119.0: ('crap', 'crepe', []), 129.0: ('crap', 'bowls', []), 144.0: ('crap', 'craft', []), 200.0: ('demon', 'dinner', []), 202.0: ('demon', nan, []), 205.0: ('demon', nan, []), 395.0: ('naked', nan, []), 424.0: ('penis', nan, []), 463.0: ('porn', 'corn', []), 523.0: ('shits', 'fridges', []), 583.0: ('virgin', 'version', []), 588.0: ('virgin', 'version', []), 117.0: ('crap', 'craft', []), 118.0: ('crap', 'craft', []), 120.0: ('crap', 'craft', []), 124.0: ('crap', 'craft', []), 128.0: ('crap', 'craft', []), 134.0: ('crap', 'craft', []), 145.0: ('crap', 'craft', []), 186.0: ('crappy', 'crafty', []), 192.0: ('crotch', nan, []), 204.0: ('demon', nan, []), 274.0: ('dope', 'loop', []), 462.0: ('porn', 'pond', []), 472.0: ('rape', 'brave', []), 513.0: ('shag', 'shank', []), 535.0: ('slave', nan, []), 552.0: ('tit', 'tent', []), 40.0: ('ass', nan, []), 56.0: ('ass', nan, []), 77.0: ('bastard', 'buster', []), 94.0: ('booty', 'rosie', []), 121.0: ('crap', 'craft', []), 123.0: ('crap', 'craft', []), 126.0: ('crap', 'crepe', []), 131.0: ('crap', 'craft', []), 133.0: ('crap', 'craft', []), 139.0: ('crap', 'craft', []), 140.0: ('crap', 'crepe', []), 150.0: ('crap', 'crab', []), 188.0: ('crappy', 'crab', []), 230.0: ('dick', 'digly', []), 235.0: ('dick', nan, []), 276.0: ('dope', 'dough', []), 292.0: ('drug', 'draw', []), 300.0: ('drug', nan, []), 301.0: ('drug', nan, []), 376.0: ('kumquat', nan, []), 380.0: ('liquor', 'victor', []), 429.0: ('pimp', 'pens', []), 431.0: ('pimp', nan, []), 491.0: ('sex', 'set', []), 530.0: ('shitty', 'silly', []), 534.0: ('slave', 'sleigh', []), 536.0: ('slave', 'sleigh', []), 539.0: ('slave', 'sleigh', []), 540.0: ('slave', 'sleigh', []), 541.0: ('slave', 'sleigh', []), 542.0: ('slave', 'sleigh', []), 554.0: ('tit', nan, []), 580.0: ('virgin', nan, []), 2.0: ('arse', nan, []), 34.0: ('ass', 'maya', []), 41.0: ('ass', 'asked', []), 43.0: ('ass', nan, []), 46.0: ('ass', 'asked', []), 54.0: ('ass', 'asked', []), 58.0: ('ass', 'asked', []), 63.0: ('ass', 'asked', []), 141.0: ('crap', 'craft', []), 143.0: ('crap', 'craft', []), 151.0: ('crap', '[Illegible]', []), 203.0: ('demon', nan, []), 226.0: ('dick', nan, []), 236.0: ('dick', 'think', []), 237.0: ('dick', 'think', []), 309.0: ('drunk', \"Ryan's\", []), 328.0: ('hoes', 'hose', []), 369.0: ('kills', 'carols', []), 388.0: ('meth', nan, []), 397.0: ('naked', nan, []), 516.0: ('shag', nan, []), 550.0: ('spunky', nan, []), 585.0: ('virgin', 'version', []), 605.0: ('whore', nan, []), 35.0: ('ass', 'maya', []), 59.0: ('ass', nan, []), 62.0: ('ass', nan, []), 130.0: ('crap', 'craft', []), 147.0: ('crap', 'subscribe', []), 242.0: ('dick', nan, []), 270.0: ('dong', nan, []), 302.0: ('drunk', 'draw and cut', []), 315.0: ('fuck', nan, []), 316.0: ('fuck', nan, []), 317.0: ('fuck', nan, []), 318.0: ('fuck', nan, []), 321.0: ('goddamn', '[Illegible]', []), 354.0: ('killing', nan, []), 412.0: ('orgy', 'G.I Joe', []), 416.0: ('panties', 'that is', []), 430.0: ('pimp', nan, []), 444.0: ('piss', 'test', []), 519.0: ('shit', nan, []), 12.0: ('ass', 'has', []), 61.0: ('ass', nan, []), 67.0: ('bastard', 'after', []), 174.0: ('crap', nan, []), 189.0: ('crappy', 'crab', []), 193.0: ('crotch', nan, []), 233.0: ('dick', 'digly', []), 241.0: ('dick', 'digly', []), 248.0: ('dick', nan, []), 290.0: ('dope', nan, []), 326.0: ('hobo', 'combo', []), 406.0: ('nipple', 'sniffles', []), 417.0: ('penis', 'venus', []), 427.0: ('penises', 'venus', []), 432.0: ('pimp', nan, []), 461.0: ('porn', 'corn', []), 3.0: ('ass', 'pizzazz', []), 5.0: ('ass', 'slime', []), 83.0: ('bitch', nan, []), 90.0: ('bitchy', nan, []), 161.0: ('crap', 'crab', []), 271.0: ('dong', 'Quandong', []), 294.0: ('drug', nan, []), 310.0: ('drunk', nan, []), 474.0: ('raped', nan, []), 499.0: ('sex', nan, []), 515.0: ('shag', 'shaggy', []), 524.0: ('shits', nan, []), 526.0: ('shitty', 'hehe', []), 60.0: ('ass', nan, []), 87.0: ('bitch', nan, []), 97.0: ('booty', 'oonies', []), 170.0: ('crap', 'crab', []), 195.0: ('dammit', nan, []), 231.0: ('dick', 'dig', []), 293.0: ('drug', 'Dracalaura', []), 299.0: ('drug', nan, []), 329.0: ('hoes', 'house', []), 330.0: ('hoes', 'those', []), 363.0: ('killing', nan, []), 372.0: ('kinky', nan, []), 390.0: ('naked', nan, []), 460.0: ('porn', 'corn', []), 473.0: ('rape', nan, []), 475.0: ('raper', nan, []), 590.0: ('virgin', 'version', []), 18.0: ('ass', 'ask', []), 27.0: ('ass', 'ah', []), 36.0: ('ass', 'maya', []), 69.0: ('bastard', 'bus', []), 111.0: ('cocktail', nan, []), 137.0: ('crap', 'craft', []), 158.0: ('crap', 'crab', []), 165.0: ('crap', 'crack', []), 191.0: ('crotch', 'catch', []), 291.0: ('dope', 'dough', []), 312.0: ('drunk', nan, []), 319.0: ('fucked', nan, []), 371.0: ('kills', 'molecules', []), 447.0: ('piss', nan, []), 518.0: ('shit', nan, []), 537.0: ('slave', nan, []), 538.0: ('slave', nan, []), 549.0: ('spunky', nan, []), 589.0: ('virgin', nan, []), 66.0: ('bastard', nan, []), 172.0: ('crap', nan, []), 194.0: ('crotch', nan, []), 251.0: ('dick', nan, []), 313.0: ('fetish', nan, []), 320.0: ('fucked', nan, []), 367.0: ('killing', nan, []), 408.0: ('nude', 'new', []), 409.0: ('nude', 'new', []), 418.0: ('penis', 'pinkness', []), 436.0: ('piss', 'this', []), 452.0: ('pissed', 'this', []), 14.0: ('ass', 'guys', []), 71.0: ('bastard', 'buster', []), 177.0: ('crap', 'correct', []), 181.0: ('crap', 'crab', []), 244.0: ('dick', 'dig', []), 355.0: ('killing', 'cant let', []), 392.0: ('naked', 'it is', []), 450.0: ('pissed', 'pock', []), 453.0: ('pissed', nan, []), 485.0: ('scat', nan, []), 6.0: ('ass', 'hat', []), 31.0: ('ass', 'us', []), 64.0: ('ass', nan, []), 85.0: ('bitch', nan, []), 105.0: ('bugger', 'mcgursy', []), 115.0: ('condom', nan, []), 152.0: ('crap', nan, []), 209.0: ('dick', 'did', []), 234.0: ('dick', nan, []), 253.0: ('dick', nan, []), 305.0: ('drunk', nan, []), 314.0: ('flasher', 'flusher', []), 331.0: ('hooker', 'answer', []), 334.0: ('horny', 'orange', []), 360.0: ('killing', nan, []), 477.0: ('retard', nan, []), 478.0: ('retard', nan, []), 116.0: ('condom', 'combo', []), 196.0: ('dammit', nan, []), 252.0: ('dick', nan, []), 73.0: ('bastard', nan, []), 229.0: ('dick', nan, []), 246.0: ('dick', nan, []), 247.0: ('dick', nan, []), 364.0: ('killing', nan, []), 381.0: ('liquor', 'like a', []), 497.0: ('sex', 'accept', []), 547.0: ('sperm', 'squirming', []), 567.0: ('twinkie', nan, []), 593.0: ('virgin', nan, []), 52.0: ('ass', 'maya', []), 220.0: ('dick', 'does', []), 243.0: ('dick', nan, []), 308.0: ('drunk', nan, []), 336.0: ('itch', nan, []), 391.0: ('naked', nan, []), 396.0: ('naked', nan, []), 525.0: ('shitty', 'spinny', []), 548.0: ('sperm', nan, []), 1.0: ('aroused', 'monorail', []), 19.0: ('ass', 'round so', []), 95.0: ('booty', 'gooey', []), 113.0: ('cocktail', 'crocodile', []), 207.0: ('dick', 'good', []), 362.0: ('killing', nan, []), 527.0: ('shitty', 'shabam', []), 551.0: ('tit', 'it', []), 17.0: ('ass', nan, []), 26.0: ('ass', 'that', []), 184.0: ('crappy', 'crabby', []), 227.0: ('dick', nan, []), 282.0: ('dope', 'goat', []), 359.0: ('killing', nan, []), 449.0: ('pissed', 'peck', []), 481.0: ('rump', nan, []), 0.0: ('anus', 'uranus', []), 29.0: ('ass', 'ryan', []), 153.0: ('crap', nan, []), 190.0: ('crotch', 'crashing', []), 415.0: ('panties', nan, []), 440.0: ('piss', 'pick', []), 88.0: ('bitch', nan, []), 108.0: ('bullshit', 'bullet train', []), 448.0: ('piss', nan, []), 493.0: ('sex', 'accept', []), 495.0: ('sex', nan, []), 13.0: ('ass', 'yes', []), 96.0: ('booty', 'do you think', []), 178.0: ('crap', nan, []), 187.0: ('crappy', 'crampy', []), 285.0: ('dope', 'adult', []), 286.0: ('dope', 'adult', []), 303.0: ('drunk', 'draw and cut', []), 333.0: ('hookers', 'workers', []), 426.0: ('penis', nan, []), 433.0: ('piss', 'put', []), 446.0: ('piss', nan, []), 9.0: ('ass', 'F', []), 22.0: ('ass', 'dressed', []), 28.0: ('ass', 'else', []), 39.0: ('ass', 'acts', []), 79.0: ('bitch', nan, []), 86.0: ('bitch', nan, []), 112.0: ('cocktail', nan, []), 356.0: ('killing', nan, []), 169.0: ('crap', 'raunchy', []), 221.0: ('dick', nan, []), 297.0: ('drug', nan, []), 49.0: ('ass', \"that's\", []), 76.0: ('bastard', nan, []), 92.0: ('booty', nan, []), 154.0: ('crap', 'crayon', []), 322.0: ('harem', 'arrow', []), 399.0: ('naked', nan, []), 522.0: ('shits', 'its', []), 20.0: ('ass', 'ask', []), 30.0: ('ass', 'sure is', []), 53.0: ('ass', 'us', []), 223.0: ('dick', '[Noises]', []), 306.0: ('drunk', 'do you want', []), 428.0: ('pimp', 'pancakes', []), 445.0: ('piss', 'test', []), 91.0: ('booty', nan, []), 106.0: ('bugger', nan, []), 162.0: ('crap', 'crab', []), 168.0: ('crap', 'cap', []), 348.0: ('killing', 'color', []), 400.0: ('naked', nan, []), 72.0: ('bastard', nan, []), 176.0: ('crap', 'grab', []), 442.0: ('piss', 'please', []), 10.0: ('ass', 'fast', []), 37.0: ('ass', 'maya', []), 385.0: ('liquor', 'flicker', []), 413.0: ('pansy', 'fish', []), 504.0: ('sexy', 'sixty', []), 555.0: ('tits', 'it', []), 598.0: ('whiskey', nan, []), 4.0: ('ass', 'small', []), 228.0: ('dick', 'dig', []), 280.0: ('dope', 'adult', []), 511.0: ('sexy', nan, []), 82.0: ('bitch', nan, []), 361.0: ('killing', nan, []), 384.0: ('liquor', 'look at', []), 405.0: ('nipple', 'little', []), 545.0: ('smut', nan, []), 50.0: ('ass', '[Noises]', []), 509.0: ('sexy', nan, []), 109.0: ('cock', nan, []), 159.0: ('crap', 'grab', []), 232.0: ('dick', nan, []), 245.0: ('dick', nan, []), 250.0: ('dick', nan, []), 267.0: ('dildo', nan, []), 374.0: ('kinky', nan, []), 602.0: ('whiskey', 'twisty', []), 47.0: ('ass', 'maya', []), 100.0: ('booty', nan, []), 102.0: ('booty', nan, []), 375.0: ('kumquat', nan, []), 156.0: ('crap', 'correct', []), 307.0: ('drunk', 'job', []), 383.0: ('liquor', 'licker', []), 528.0: ('shitty', 'he stays', []), 597.0: ('whiskey', 'with hand soap', []), 278.0: ('dope', nan, []), 382.0: ('liquor', 'look at', []), 394.0: ('naked', nan, []), 325.0: ('hobo', nan, []), 498.0: ('sex', 'snack', []), 529.0: ('shitty', 'shedding', []), 84.0: ('bitch', nan, []), 420.0: ('penis', 'finished', []), 101.0: ('booty', nan, []), 180.0: ('crap', nan, []), 224.0: ('dick', '[Illegible]', []), 476.0: ('rectum', nan, []), 455.0: ('playboy', 'play mice', []), 487.0: ('sex', 'percent', []), 496.0: ('sex', 'set', []), 78.0: ('bastard', 'buster', []), 249.0: ('dick', nan, []), 410.0: ('nude', 'news', []), 454.0: ('pissed', nan, []), 604.0: ('whore', nan, []), 222.0: ('dick', 'big', []), 349.0: ('killing', '[Illegible]', []), 514.0: ('shag', nan, []), 15.0: ('ass', '[Illegible]', []), 149.0: ('crap', '[Noises]', []), 296.0: ('drug', 'drop', []), 345.0: ('killing', nan, []), 435.0: ('piss', 'put', []), 179.0: ('crap', nan, []), 586.0: ('virgin', 'version', []), 212.0: ('dick', 'big', []), 512.0: ('sexy', nan, []), 155.0: ('crap', 'crashed', []), 211.0: ('dick', 'day', []), 587.0: ('virgin', 'version', []), 175.0: ('crap', 'crack', []), 373.0: ('kinky', 'take it out of', []), 438.0: ('piss', 'test', []), 74.0: ('bastard', 'buster', []), 206.0: ('demon', nan, []), 480.0: ('rump', nan, []), 510.0: ('sexy', nan, []), 532.0: ('slave', '[Illegible]', []), 304.0: ('drunk', 'drinking', []), 268.0: ('dong', nan, []), 379.0: ('liquor', nan, []), 104.0: ('bugger', 'bug', []), 414.0: ('pansy', 'chimpanzee', []), 387.0: ('marijuana', '[Illegible]', []), 324.0: ('hobo', nan, []), 350.0: ('killing', 'coming', []), 217.0: ('dick', 'sticker', []), 311.0: ('drunk', '[Illegible]', []), 441.0: ('piss', 'pis', []), 273.0: ('dong', nan, []), 344.0: ('killing', nan, []), 594.0: ('virgin', 'colored in', []), 103.0: ('brothel', nan, []), 225.0: ('dick', 'see it', []), 370.0: ('kills', nan, []), 421.0: ('penis', 'piece', []), 600.0: ('whiskey', 'rescue', []), 32.0: ('ass', 'maya', []), 239.0: ('dick', 'up next', []), 486.0: ('sex', nan, []), 490.0: ('sex', 'six', []), 99.0: ('booty', nan, []), 347.0: ('killing', nan, []), 218.0: ('dick', 'exercising', []), 332.0: ('hooker', nan, []), 269.0: ('dong', nan, []), 288.0: ('dope', 'adults', []), 166.0: ('crap', 'trap', []), 553.0: ('tit', 'tent', []), 16.0: ('ass', nan, []), 434.0: ('piss', nan, []), 437.0: ('piss', 'put', []), 459.0: ('porn', 'corn', []), 546.0: ('sperm', 'spiderman', []), 11.0: ('ass', nan, []), 107.0: ('bugger', nan, []), 275.0: ('dope', nan, []), 521.0: ('shits', nan, []), 606.0: ('whore', nan, []), 81.0: ('bitch', nan, []), 503.0: ('sexy', \"let's see\", []), 343.0: ('killing', nan, []), 502.0: ('sexy', nan, []), 171.0: ('crap', 'craft', []), 470.0: ('rape', nan, []), 33.0: ('ass', 'maya', []), 208.0: ('dick', nan, []), 378.0: ('liquor', nan, []), 365.0: ('killing', nan, []), 51.0: ('ass', 'maya', []), 277.0: ('dope', 'adults', []), 425.0: ('penis', 'cleans', []), 215.0: ('dick', 'did', []), 533.0: ('slave', nan, []), 238.0: ('dick', nan, []), 471.0: ('rape', nan, []), 98.0: ('booty', nan, []), 240.0: ('dick', 'giggling', []), 23.0: ('ass', 'mouth', []), 501.0: ('sexually', 'accessories', []), 579.0: ('virgin', nan, []), 469.0: ('rape', 'ready', []), 173.0: ('crap', nan, []), 164.0: ('crap', 'crash', []), 603.0: ('whiskey', nan, []), 7.0: ('ass', nan, []), 284.0: ('dope', 'adults', []), 506.0: ('sexy', \"let's see\", []), 439.0: ('piss', 'pretty', []), 479.0: ('retarded', 'having convulsions', []), 216.0: ('dick', 'stickers', []), 423.0: ('penis', 'pay miss', []), 407.0: ('nude', 'newt', []), 75.0: ('bastard', 'buster', [])}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pJ-RJTQ3LBJN"
      },
      "source": [
        "df=pd.read_csv('YouTube_Data.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(slur_phonetic_video_candidates_copy))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7Fi7hUc-cEBL",
        "outputId": "69f75ab4-07de-4882-b85a-a75c50ba6f34"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "501\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jPx-2GGQKuVJ"
      },
      "source": [
        "def unique_words(x):\n",
        "  temp=[]\n",
        "  for i in x:\n",
        "    if i.lower() not in temp:\n",
        "      temp.append(i.lower())\n",
        "  return temp\n",
        "\n",
        "def top_cand(dict_, top_tokens):\n",
        "    top_candidates=list(dict_.keys())\n",
        "\n",
        "    if(len(top_candidates)<top_tokens):\n",
        "      top_tokens=len(top_candidates)\n",
        "\n",
        "    return [top_candidates[i] for i in range(top_tokens)]\n",
        "    #return [tokenizer.decode(top_candidates[i]) for i in range(top_tokens)]\n",
        "\n",
        "def remove_from_dict(diction, video_id, prim_cand):\n",
        "  to_be_removed=[]\n",
        "  matching_list=dict_matched_unique_words[video_id]\n",
        "  #print(matching_list)\n",
        "  for i in diction.keys():\n",
        "    if((i not in matching_list) and (i not in prim_cand)):\n",
        "      to_be_removed.append(i)\n",
        "\n",
        "  for i in to_be_removed:\n",
        "    diction.pop(i)\n",
        "\n",
        "  return diction\n",
        "\n",
        "def predict_prob(word_, mask_logits):\n",
        "      predict_token=tokenizer.encode(word_)\n",
        "      predict_token=predict_token[1]\n",
        "\n",
        "      return mask_logits[0, predict_token].item()\n",
        "\n",
        "def find_top(diction):\n",
        "  keys_=list(diction.keys())\n",
        "  values_=list(diction.values())\n",
        "  w1,v1=[], []\n",
        "\n",
        "  try:\n",
        "    for x in range(topk):\n",
        "      w1.append(keys_[x])\n",
        "      v1.append(values_[x])\n",
        "  except:\n",
        "    return (w1, v1)\n",
        "\n",
        "  return (w1, v1)\n",
        "\n",
        "def sort_di(dict_name):\n",
        "  keylist={k: v for k, v in sorted(dict_name.items(), key=lambda item: item[1], reverse=True)}\n",
        "  return keylist\n",
        "\n",
        "def form_candidate_set(candidate_list_full, mask_logits):\n",
        "  candidate_scores={}\n",
        "\n",
        "  for item in candidate_list_full:\n",
        "    try:\n",
        "      id=vocabulary.index(item)\n",
        "      candidate_scores[item]=mask_logits[0, id].item()\n",
        "    except:\n",
        "      continue\n",
        "\n",
        "  return candidate_scores"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nWWlVJiWI7CG"
      },
      "source": [
        "def print_results(df, type_, top_k_words, dictionary_phonetic):\n",
        "    count=0\n",
        "    n_count=0\n",
        "    cand_count=0\n",
        "    for i in range(len(df)):\n",
        "      try:\n",
        "          if((df['Does the audio contain a slur or not?'][i]!='No')):\n",
        "            continue\n",
        "          am=str(df[type_][i])\n",
        "          id_main=int(df['Id'][i])\n",
        "          vid_id=str(df['Link'][i])[32:43]\n",
        "\n",
        "          id_main=float(id_main)\n",
        "          ref=dictionary_phonetic[id_main]\n",
        "          word=ref[0]\n",
        "          actual_word=ref[1]\n",
        "          candidate_list=ref[2]\n",
        "\n",
        "          if((actual_word=='[Noises]') or (actual_word=='[Noise]')):\n",
        "            continue\n",
        "\n",
        "          res = am.replace(word, repl_word, 1)\n",
        "          input = tokenizer.encode(res, return_tensors=\"pt\")\n",
        "          mask_token_index = torch.where(input == tokenizer.mask_token_id)[1]\n",
        "          token_logits = model(input).logits\n",
        "          mask_token_logits = token_logits[0, mask_token_index, :]\n",
        "\n",
        "          #print(\"Amazon:\", res)\n",
        "          #print(\"Original: \", predict_prob(actual_word, mask_token_logits), actual_word)\n",
        "          #print(\"Slur: \", predict_prob(word, mask_token_logits), word)\n",
        "\n",
        "          count+=1\n",
        "          if(predict_prob(word, mask_token_logits)<=predict_prob(actual_word, mask_token_logits)):\n",
        "            n_count+=1\n",
        "\n",
        "          dict_= form_candidate_set(candidate_list, mask_token_logits)\n",
        "          #dict_= remove_from_dict(dict_, vid_id, primary_candidates)\n",
        "          dict_=sort_di(dict_)\n",
        "\n",
        "          candidate_list=top_cand(dict_, top_k_words)\n",
        "          #print(candidate_list)\n",
        "\n",
        "          scores.append(find_top(dict_))\n",
        "\n",
        "          ground_truth.append(actual_word)\n",
        "          video_ids_list.append(vid_id)\n",
        "          if(actual_word in candidate_list):\n",
        "            print(\"Present in top candidate list!\")\n",
        "            present.append('Present')\n",
        "            cand_count+=1\n",
        "          else:\n",
        "            present.append('Absent')\n",
        "\n",
        "          #print('\\n\\n\\n')\n",
        "      except Exception as e:\n",
        "       print(e)\n",
        "\n",
        "    print(\"Total: \", count)\n",
        "    print(\"Suggestions that had a greater probability than the slur word: \", n_count)\n",
        "    print(\"Ratio: \", n_count/count)\n",
        "    print(\"Candidate Test Success Count: \", cand_count)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9hKbe7pLRwzh",
        "outputId": "1680a7eb-ebf7-424c-b0c3-acc1611709cb"
      },
      "source": [
        "#For instances\n",
        "print(len(tokenizer))\n",
        "vocabulary=[]\n",
        "for i in range(len(tokenizer)):\n",
        "  vocabulary.append(tokenizer.decode([i]))\n",
        "\n",
        "transcript_type=\"YouTube\"\n",
        "scores=[]\n",
        "ground_truth=[]\n",
        "present=[]\n",
        "video_ids_list=[]\n",
        "topk=10\n",
        "print_results(df, transcript_type, topk, slur_phonetic_video_candidates_copy)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "32000\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "183.0\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "559.0\n",
            "560.0\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "558.0\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "386.0\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "596.0\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Present in top candidate list!\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "182.0\n",
            "Present in top candidate list!\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "197.0\n",
            "563.0\n",
            "Present in top candidate list!\n",
            "Input nan is not valid. Should be a string, a list/tuple of strings or a list/tuple of integers.\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Present in top candidate list!\n",
            "Total:  284\n",
            "Suggestions that had a greater probability than the slur word:  178\n",
            "Ratio:  0.6267605633802817\n",
            "Candidate Test Success Count:  61\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C5GrRhTRScIe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bb71a069-2ff2-4c1c-aea4-7c8f12b72605"
      },
      "source": [
        "print(model_name)\n",
        "print(transcript_type)\n",
        "list_entries=[]\n",
        "for i in range(len(scores)):\n",
        "  list_entries.append((video_ids_list[i], ground_truth[i], scores[i][0], scores[i][1], present[i]))\n",
        "\n",
        "df_to_save = pd.DataFrame(list_entries, columns =['Video Id', 'Ground Truth','Words','Scores', 'Present'])\n",
        "df_to_save.to_csv(\"Final Phonetic/P10_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "XLNet\n",
            "YouTube\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(list_entries)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YcZif4XpaVzw",
        "outputId": "fc6cdc1f-afb9-4daf-dc9e-9722f81ce33a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[('0Z9rIS4xNZ0', 'maya', ['ass', 'yes', 'nice', 'els', 'catch', 'attach', 'pass', 'add', 'eat'], [8.826105117797852, 7.989824295043945, 5.628525733947754, 3.462928295135498, 2.9055674076080322, 2.602252721786499, 1.7255363464355469, 1.041616439819336, 0.4423474669456482], 'Absent'), ('Fw1_1_yKZ78', 'cop car', ['pack', 'oxygen', 'stop', 'impact', 'calm', 'popular', 'call', 'fact', 'cocktail', 'com'], [7.493373870849609, 5.208467483520508, 4.286515235900879, 3.604975700378418, 3.060910940170288, 2.5365426540374756, 1.909615397453308, 1.6322119235992432, 1.5763847827911377, 0.864703893661499], 'Absent'), ('t1ioQ865tBs', 'craft', ['right', 'crap', 'heart', 'get', 'kid', 'craft', 'bit', 'cap', 'paint'], [9.157798767089844, 8.675230979919434, 7.625073432922363, 7.14301061630249, 5.873149871826172, 5.2650651931762695, 5.055180549621582, 1.9661893844604492, 1.9346249103546143], 'Present'), ('T1ysw09Gq0Q', 'craft', ['comment', 'tape', 'match', 'time', 'click', 'part', 'back', 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9.246753692626953, 7.8051042556762695, 6.8849945068359375, 6.424014568328857, 5.893640995025635, 4.926877498626709, 4.439011096954346, 4.150187969207764, 2.368572473526001], 'Present'), ('eiIBr_MueIo', 'craft', ['keep', 'craft', 'comment', 'back', 'pink', 'clue', 'fabric', 'crap', 'car', 'grass'], [9.24426555633545, 8.105916023254395, 7.302465438842773, 6.853540420532227, 5.942185878753662, 5.441965103149414, 5.15056037902832, 4.600664138793945, 4.390449523925781, 3.8505053520202637], 'Present'), ('irlvY_fyNtQ', 'craft', ['back', 'past', 'comment', 'type', 'craft', 'scrap', 'press', 'tip', 'crap'], [3.4287478923797607, 2.5611839294433594, 2.2827048301696777, 1.8610495328903198, 1.507821798324585, 1.2257815599441528, -1.106462001800537, -1.2589685916900635, -2.947226047515869], 'Present'), ('WnijkuQ83TA', 'craft', ['comment', 'back', 'twice', 'time', 'stretch', 'map', 'craft', 'crap', 'got', 'tip'], [9.501908302307129, 6.8427252769470215, 5.347007751464844, 4.398427486419678, 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('nEQ9fn1zrlk', 'test', ['get', 'pull', 'finish', 'push', 'miss', 'press', 'place', 'piss', 'traffic', 'fifth'], [13.04340648651123, 12.100008010864258, 10.9906587600708, 10.449139595031738, 8.987255096435547, 8.80578899383545, 7.064490795135498, 6.076611518859863, 4.162021160125732, 3.949805736541748], 'Absent'), ('IEVsHQI_C5A', 'has', ['eye', 'mass', 'ear', 'eat', 'eight', 'air', 'ass', 'art', 'ask', 'els'], [10.1497802734375, 9.500905990600586, 8.384584426879883, 7.07683801651001, 6.692418098449707, 6.49680233001709, 4.836437702178955, 4.435134410858154, 3.5143558979034424, 0.03937360644340515], 'Absent'), ('tJXfcvMvYyc', 'after', ['back', 'third', 'better', 'present', 'best', 'fast', 'faster', 'pass', 'match', 'bastard'], [8.899678230285645, 5.621690273284912, 4.699089050292969, 2.816662073135376, 2.5818305015563965, 1.9895358085632324, 1.625328540802002, 1.2654398679733276, 0.10809551179409027, -0.5724544525146484], 'Absent'), ('JA5nq4nhWTg', 'crab', ['time', 'tea', 'happier', 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'Absent'), ('KMaxffdXT-Q', 'oonies', ['two', 'today', 'dude', 'key', 'keep', 'pete', 'parti', 'keith', 'beacon'], [14.000984191894531, 9.467018127441406, 9.418877601623535, 4.6538920402526855, 4.233345985412598, 3.2325291633605957, 1.9587266445159912, 1.886316180229187, 1.0498476028442383], 'Absent'), ('GT5z2e31kD0', 'crab', ['crab', 'crowd', 'crash', 'type', 'great', 'clue', 'craft', 'crap', 'climb', 'mark'], [8.92000675201416, 8.146069526672363, 7.206826210021973, 5.777681827545166, 5.431979656219482, 4.573297500610352, 4.407783508300781, 4.397587299346924, 3.8564400672912598, 3.4329066276550293], 'Present'), ('gHZq2R7Fy3I', 'dig', ['big', 'like', 'good', 'get', 'magic', 'pig', 'dick', 'bit', 'sick', 'dig'], [15.55689811706543, 12.339851379394531, 9.617642402648926, 8.985780715942383, 7.611268997192383, 7.543079376220703, 6.760313987731934, 5.543844223022461, 5.520178318023682, 2.9961915016174316], 'Present'), ('KYCQVAqDQlY', 'Dracalaura', ['done', 'that', 'like', 'heart', 'gun', 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[5.851779937744141, 5.586643695831299, 4.6950364112854, 4.1285400390625, 4.014786243438721, 3.19620418548584, 2.629873275756836, 0.8298755884170532, 0.7211477756500244, -0.18650513887405396], 'Present'), ('B6Vaz9OUwfk', 'version', ['virgin', 'version', 'birthday', 'over', 'ever', 'third', 'closer', 'overnight', 'either', 'versus'], [13.505821228027344, 4.987159729003906, 4.855273246765137, 4.230682849884033, 4.1998772621154785, 3.64203143119812, 3.1789989471435547, 2.4492788314819336, 2.407036304473877, 2.3259997367858887], 'Present'), ('-09AwwaZMrI', 'ask', ['nice', 'even', 'ass', 'act', 'thank', 'exact', 'yes', 'els'], [8.151110649108887, 7.032504558563232, 6.789207458496094, 6.636263370513916, 6.1195220947265625, 5.822641372680664, 5.19605827331543, 2.109004259109497], 'Absent'), ('OrTiN3XEIoQ', 'ah', ['art', 'ass', 'eye', 'fast', 'eat', 'alright', 'yes', 'ear', 'els', 'ad'], [8.907815933227539, 8.186260223388672, 5.583170413970947, 5.003994941711426, 4.680428981781006, 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('TbtAgVBwGSU', 'guys', ['ass', 'eye', 'last', 'yes', 'class', 'ear', 'alright', 'rice', 'eat'], [9.384592056274414, 8.620403289794922, 7.849794387817383, 6.115728855133057, 6.024498462677002, 5.119327545166016, 3.792004108428955, 2.805041790008545, 2.4591519832611084], 'Absent'), ('CSbsAfOJEgs', 'buster', ['best', 'girl', 'buster', 'turn', 'desert', 'dirt', 'past', 'bastard', 'saturn', 'hurt'], [9.245844841003418, 8.141434669494629, 6.203183174133301, 5.10834264755249, 5.050842761993408, 3.796788215637207, 3.4755797386169434, 1.1731816530227661, 0.8175355195999146, 0.7691468000411987], 'Present'), ('BbD3GMvq6QA', 'correct', ['great', 'crap', 'credit', 'grab', 'club', 'click', 'app', 'quit', 'cloth', 'cart'], [11.90474796295166, 8.341142654418945, 7.066495895385742, 6.34930944442749, 6.017413139343262, 5.861313819885254, 5.7932000160217285, 5.778076648712158, 5.7736077308654785, 5.081186294555664], 'Absent'), ('7f1bTMZMYBo', 'crab', ['crab', 'shark', 'shrimp', 'great', 'crap', 'treat', 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[12.578120231628418, 10.33328628540039, 10.049225807189941, 9.82442855834961, 9.129746437072754, 6.9961771965026855, 6.241023063659668, 5.462645530700684, 4.6930694580078125, 4.329870223999023], 'Absent'), ('XjptBMt4JC8', 'pock', ['packet', 'skip', 'piss', 'pick', 'pipe', 'fish', 'sick', 'chip', 'pace'], [7.800084114074707, 7.505908489227295, 6.251101493835449, 6.115016460418701, 5.370928764343262, 4.687192440032959, 4.299332141876221, 3.3394503593444824, 1.5818699598312378], 'Absent'), ('RD8jj3W6byc', 'hat', ['act', 'ass', 'yes', 'math', 'nice', 'last', 'eat', 'art', 'ice', 'eight'], [11.650044441223145, 10.29997444152832, 10.159276008605957, 10.083961486816406, 9.647014617919922, 9.242742538452148, 8.965749740600586, 8.869565963745117, 8.778301239013672, 6.917513370513916], 'Absent'), ('pdhhQAlCbvs', 'us', ['air', 'alright', 'yes', 'evil', 'miss', 'ass', 'els', 'cash', 'press'], [8.026185035705566, 7.806803226470947, 7.3673505783081055, 6.668369293212891, 6.33426570892334, 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'answer', ['go', 'okay', 'whoa', 'who', 'hope', 'huh', 'work', 'water', 'folk', 'hooker'], [10.10352897644043, 8.004782676696777, 5.049926280975342, 4.772926330566406, 4.4275383949279785, 3.6489310264587402, 3.3968944549560547, 3.0167107582092285, -0.275634765625, -2.132966995239258], 'Absent'), ('lc2eKC5Oarw', 'orange', ['normal', 'hey', 'he', 'door', 'want', 'who', 'whoa', 'hope', 'barney', 'whoo'], [8.15589427947998, 7.770916938781738, 6.763575077056885, 6.10230016708374, 5.092475414276123, 4.501718521118164, 4.37092399597168, 3.3103504180908203, 3.215898275375366, 1.3957703113555908], 'Absent'), ('N12V9CJIoD4', 'combo', ['stop', 'captain', 'come', 'got', 'jump', 'cannon', 'kind', 'gonna', 'condom'], [9.943456649780273, 9.380166053771973, 8.400246620178223, 8.337835311889648, 6.247164726257324, 4.9894585609436035, 4.911593914031982, 3.8824682235717773, 3.470355987548828], 'Absent'), ('VQZUMKsA9do', 'like a', ['go', 'okay', 'better', 'water', 'mister', 'let', 'sir', 'chill', 'super', 'liquor'], [13.959567070007324, 9.221261978149414, 8.194653511047363, 8.051027297973633, 6.299973011016846, 6.246484279632568, 5.990607738494873, 5.578925609588623, 1.9641252756118774, 1.235642910003662], 'Absent'), ('bBKVYe559W8', 'accept', ['check', 'test', 'set', 'next', 'desk', 'text', 'scale', 'second', 'sex', 'collect'], [7.890176773071289, 4.7977986335754395, 3.946629524230957, 3.6263928413391113, 3.558128833770752, 3.473841428756714, 3.243241786956787, 3.2424046993255615, 0.6861157417297363, 0.10716471076011658], 'Absent'), ('jXHUsxiFJ7c', 'squirming', ['person', 'home', 'per', 'super', 'turn', 'sperm', 'spin', 'roman', 'summer', 'open'], [9.744172096252441, 5.540792942047119, 4.717414379119873, 4.439812183380127, 4.2918524742126465, 4.177025318145752, 3.9308371543884277, 3.4280498027801514, 2.7273194789886475, 1.164562463760376], 'Absent'), ('ebzXFO1Doy8', 'maya', ['ass', 'yes', 'nice', 'alright', 'either', 'air', 'fat', 'els', 'eat'], [8.68073844909668, 8.558799743652344, 8.377090454101562, 4.893746852874756, 3.0522022247314453, 1.9534854888916016, 0.42376911640167236, -0.17596635222434998, -0.7972025871276855], 'Absent'), ('jzsMA75C2WU', 'does', ['good', 'back', 'get', 'like', 'chicken', 'look', 'dick', 'click', 'give', 'take'], [6.9475297927856445, 6.596446990966797, 5.258871555328369, 4.831180095672607, 4.505781650543213, 3.192007064819336, 2.7906343936920166, 2.650723695755005, 2.4149575233459473, 1.492433786392212], 'Absent'), ('U9fOY0XlyAk', 'spinny', ['sure', 'shoe', 'show', 'peach', 'see', 'fit', 'chase', 'pick', 'parti'], [6.540568828582764, 6.468610763549805, 5.249965190887451, 4.862022399902344, 4.77709436416626, 4.328638076782227, 3.9893832206726074, 3.6701879501342773, -3.6368632316589355], 'Absent'), ('c7LTK9WAsfE', 'monorail', ['sure', 'right', 'alright', 'forget', 'ryan', 'also', 'around', 'world', 'donald'], [13.681975364685059, 10.5277681350708, 10.013022422790527, 9.144575119018555, 7.0288920402526855, 6.674415588378906, 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'Absent'), ('-hoAb0nKlhY', 'good', ['take', 'big', 'break', 'good', 'get', 'like', 'magic', 'dick', 'pink', 'pick'], [8.019962310791016, 7.5653910636901855, 6.420790672302246, 6.238775253295898, 5.887816905975342, 5.254988193511963, 4.563647270202637, 3.472661018371582, 3.397627115249634, 1.6940771341323853], 'Present'), ('9pHh5TtrlMU', 'shabam', ['see', 'three', 'yeah', 'mickey', 'gee', 'tear', 'state', 'chase', 'peek', 'feet'], [10.250263214111328, 9.982129096984863, 7.880758285522461, 4.2444963455200195, 3.9399962425231934, 3.634960174560547, 3.571054220199585, 2.810983419418335, 2.5326108932495117, 2.4361627101898193], 'Absent'), ('7GMo2dFP_wg', 'it', ['take', 'get', 'eat', 'still', 'let', 'pick', 'kid', 'piss', 'toilet', 'tit'], [10.355558395385742, 9.838805198669434, 8.430887222290039, 7.4231672286987305, 6.264646053314209, 5.81268835067749, 5.669315338134766, 3.5703442096710205, 3.211935520172119, 1.6423381567001343], 'Absent'), ('N10ysIxsS-I', 'that', ['right', 'last', 'fall', 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6.860878944396973, 6.467962265014648, 6.198312759399414, 5.781250953674316, 5.140061855316162, 4.969171524047852, 4.4754767417907715, 2.273794174194336, 1.5197831392288208], 'Absent'), ('JrBtNPnekUU', 'uranus', ['sun', 'son', 'anus', 'eight', 'venus', 'ice', 'onion', 'enough', 'ate'], [10.664060592651367, 7.134169578552246, 5.741525173187256, 4.7661638259887695, 4.440342903137207, 1.8135509490966797, 0.7675076723098755, 0.5876981616020203, 0.44813406467437744], 'Absent'), ('qSiTQBXN4_E', 'ryan', ['life', 'ass', 'egg', 'last', 'much', 'right', 'ear', 'nice', 'henri'], [14.284682273864746, 9.308591842651367, 8.165511131286621, 7.094723701477051, 7.015227317810059, 5.904130935668945, 5.024474620819092, 4.293334484100342, 2.678316831588745], 'Absent'), ('6_ofpRPZM2Q', 'crashing', ['heart', 'star', 'clock', 'fall', 'crash', 'part', 'far', 'apart'], [12.034844398498535, 8.60511589050293, 8.422357559204102, 7.980907917022705, 7.633362293243408, 7.046435356140137, 5.6400909423828125, 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('pYwYv24X2Vw', 'else', ['eye', 'eat', 'ass', 'attack', 'ice', 'nice', 'yes', 'fast', 'els'], [17.683012008666992, 14.76565933227539, 13.785669326782227, 12.98531723022461, 10.800666809082031, 9.872644424438477, 8.462130546569824, 7.216123580932617, 6.951976776123047], 'Absent'), ('HoHXEu08NQs', 'acts', ['lot', 'that', 'chief', 'got', 'ass', 'go', 'without', 'might', 'fix', 'thank'], [12.277116775512695, 11.062177658081055, 10.067939758300781, 9.644558906555176, 8.825838088989258, 7.992245197296143, 7.088055610656738, 6.58302116394043, 6.358455657958984, 6.118751049041748], 'Absent'), ('jXHUsxiFJ7c', 'raunchy', ['great', 'crap', 'part', 'click', 'chris', 'clip', 'catch', 'pat', 'cream'], [9.56466007232666, 8.969064712524414, 5.032445907592773, 4.143797874450684, 3.5568184852600098, 3.446455717086792, 2.8967061042785645, 2.131690740585327, 0.36550384759902954], 'Absent'), ('_cDncDWWX3w', \"that's\", ['yes', 'laugh', 'alright', 'ask', 'end', 'match', 'ass', 'impress', 'els'], [9.55431842803955, 7.7774858474731445, 5.004528045654297, 3.4863972663879395, 2.423227310180664, 2.253847360610962, -0.3607998490333557, -0.937001645565033, -3.3276870250701904], 'Absent'), ('TX9iC0q4GCg', 'crayon', ['crap', 'cute', 'class', 'cream', 'grape', 'cloth', 'cap', 'rip', 'ipad'], [9.28274917602539, 8.053597450256348, 7.017669677734375, 6.272324562072754, 5.247316837310791, 4.986213684082031, 2.546787738800049, 1.6535834074020386, 1.1182842254638672], 'Absent'), ('0vW_BIcj5Ws', 'arrow', ['he', 'yes', 'hey', 'run', 'where', 'huh', 'hit', 'wear', 'hmm', 'superhero'], [8.67258071899414, 7.014286994934082, 7.0065083503723145, 6.67942476272583, 6.555247783660889, 6.411423683166504, 6.3649139404296875, 5.412338733673096, 4.390490531921387, 2.5962259769439697], 'Absent'), ('pL9ey6CrCbo', 'its', ['shit', 'safe', 'show', 'fit', 'fake', 'switch', 'ticket', 'shark', 'fill', 'chip'], [11.197654724121094, 9.985589981079102, 8.911029815673828, 8.173845291137695, 7.6491193771362305, 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('XUcoMnjeyrY', 'crab', ['click', 'crab', 'shark', 'cat', 'camel', 'cricket', 'crap', 'pork', 'stark', 'chip'], [8.238533020019531, 7.842934608459473, 7.020956039428711, 4.917835712432861, 4.12761926651001, 3.235081434249878, 2.8448646068573, 1.6074963808059692, 1.5944041013717651, -0.35307085514068604], 'Present'), ('P-ai1PKyG74', 'cap', ['clean', 'pack', 'great', 'back', 'keep', 'part', 'pass', 'crap', 'cap', 'tap'], [8.847075462341309, 6.952904224395752, 6.829203128814697, 6.327450752258301, 5.895259857177734, 5.5633649826049805, 4.783303260803223, 2.395267963409424, 1.2093889713287354, 0.35859930515289307], 'Present'), ('UnY7O_0guOw', 'color', ['like', 'thing', 'get', 'kid', 'kill', 'click', 'brick', 'chang', 'skill', 'eli'], [10.099989891052246, 7.658574104309082, 7.307494163513184, 5.337153911590576, 4.79850959777832, 4.615492820739746, 3.4068992137908936, -0.6966571807861328, -1.0234954357147217, -3.8944389820098877], 'Absent'), ('3z3qJtEmFKg', 'grab', ['quit', 'treat', 'part', 'click', 'park', 'bark', 'great', 'trip', 'cream', 'crap'], [7.556502342224121, 6.453993320465088, 4.828945636749268, 4.825596809387207, 4.806833744049072, 4.621280670166016, 4.527370929718018, 3.65590238571167, 3.503221273422241, 3.49064302444458], 'Absent'), ('8ZatZHCNvsk', 'please', ['get', 'miss', 'pick', 'push', 'buzz', 'pull', 'sit', 'piss', 'place', 'six'], [12.270638465881348, 10.065801620483398, 9.218303680419922, 8.708527565002441, 8.643345832824707, 8.402860641479492, 8.164301872253418, 7.5723419189453125, 7.284201145172119, 6.241093158721924], 'Absent'), ('GuT85I5JDhE', 'fast', ['alright', 'yes', 'fast', 'ask', 'last', 'eight', 'end', 'add', 'ass', 'ate'], [9.13930892944336, 8.366372108459473, 4.491186141967773, 3.5258097648620605, 2.3678441047668457, 2.037527561187744, 1.3386071920394897, 1.1461178064346313, -0.2718629240989685, -1.5835938453674316], 'Present'), ('SjO4oYSkcIM', 'maya', ['eye', 'yes', 'alright', 'aim', 'mess', 'ass', 'last', 'age', 'add', 'eat'], [10.55960464477539, 9.327638626098633, 7.273256301879883, 6.6238627433776855, 5.926993370056152, 5.7544474601745605, 5.559926986694336, 4.96054744720459, 4.332778453826904, 4.051827907562256], 'Absent'), ('l25KyMlJDVM', 'flicker', ['like', 'mister', 'work', 'finger', 'sir', 'ladder', 'skirt', 'lit', 'liquor', 'fighter'], [12.693026542663574, 7.726075172424316, 6.593479156494141, 6.07985782623291, 5.955042839050293, 5.558108329772949, 5.460404872894287, 5.260898590087891, 4.726313591003418, 0.2599264979362488], 'Absent'), ('yVDmHcMKDbk', 'fish', ['guy', 'sea', 'free', 'three', 'see', 'buy', 'mimi', 'enjoy', 'bye', 'mani'], [10.647329330444336, 10.580167770385742, 9.847615242004395, 8.7144136428833, 8.59904956817627, 7.878660202026367, 7.055385589599609, 6.165988922119141, 5.591804504394531, 2.557856321334839], 'Absent'), ('8sgKld_uoW0', 'sixty', ['sky', 'see', 'said', 'toy', 'santa', 'collect', 'tea', 'scare', 'excel'], [5.781408309936523, 5.365447521209717, 5.2983503341674805, 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'Absent'), ('lQFsCgFbarw', 'buster', ['best', 'back', 'burn', 'heard', 'fast', 'bastard', 'girl', 'present', 'bat', 'buster'], [9.516711235046387, 8.939797401428223, 8.309456825256348, 8.198708534240723, 7.712070465087891, 7.221135139465332, 6.989466667175293, 6.978866100311279, 5.160177707672119, 3.693063259124756], 'Present'), ('Dzh7mykhm4o', 'news', ['today', 'gone', 'lot', 'seen', 'cool', 'news', 'school', 'wound', 'nude', 'student'], [7.466574668884277, 7.000739097595215, 5.143487930297852, 4.712560653686523, 4.597114086151123, 4.243462562561035, 3.8315815925598145, 2.991288185119629, 2.586771011352539, 2.35341477394104], 'Present'), ('MqDq4jMHQgg', 'big', ['dick', 'like', 'get', 'that', 'back', 'look', 'okay', 'put', 'let', 'bye'], [10.732227325439453, 8.318710327148438, 8.11949634552002, 7.9250359535217285, 7.013044357299805, 5.717778205871582, 5.513914585113525, 4.717601776123047, 3.651900291442871, 2.987049102783203], 'Absent'), ('02Pxmbruf6s', '[Illegible]', ['like', 'kill', 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'pig'], [9.11746883392334, 7.910069465637207, 5.293079853057861, 4.891439437866211, 4.078598499298096, 4.02115535736084, 2.566833734512329, 1.8935987949371338, 1.2693544626235962], 'Absent'), ('XPak3dkduMc', 'version', ['video', 'good', 'fun', 'version', 'name', 'virgin', 'never', 'vision', 'target', 'nine'], [10.784576416015625, 8.842604637145996, 8.495040893554688, 8.133444786071777, 7.968559265136719, 7.035985946655273, 6.8717217445373535, 6.626713275909424, 5.860142707824707, 5.538234710693359], 'Present'), ('SjfkV6NNafY', 'big', ['big', 'like', 'good', 'get', 'ding', 'dick', 'take', 'bit', 'chip', 'snake'], [11.508527755737305, 11.090044975280762, 10.577812194824219, 10.239688873291016, 8.73858642578125, 8.48831558227539, 7.959545612335205, 7.37290096282959, 6.782589912414551, 4.146369934082031], 'Present'), ('WFp12qz2-XU', 'crashed', ['got', 'tree', 'time', 'crap', 'tri', 'truck', 'car', 'trick', 'ramp', 'tab'], [6.8960862159729, 6.2280120849609375, 4.786470413208008, 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('7I2ZXN1HcI0', 'coming', ['like', 'get', 'take', 'still', 'kill', 'thing', 'case', 'click', 'black', 'bring'], [10.938278198242188, 10.72679328918457, 7.849639892578125, 7.5415520668029785, 7.00438117980957, 4.617811679840088, 4.5637688636779785, 4.2183403968811035, 3.3525962829589844, 3.2183871269226074], 'Absent'), ('aoqprO9vA6A', 'sticker', ['stick', 'pick', 'good', 'cake', 'like', 'big', 'get', 'dick', 'bike', 'tip'], [7.68998908996582, 7.478701591491699, 7.077127456665039, 6.699953556060791, 6.62517786026001, 6.041856288909912, 5.850834846496582, 5.349057674407959, 5.315165042877197, 4.6504974365234375], 'Absent'), ('kDCXqaYWn-U', 'pis', ['space', 'pope', 'pyramid', 'bush', 'capitol', 'push', 'cliff', 'piss'], [-2.1664059162139893, -3.7468385696411133, -4.561126708984375, -4.942174434661865, -5.666823387145996, -5.791853904724121, -6.735606670379639, -7.078781604766846], 'Absent'), ('iwzrdcHnfK0', 'colored in', ['word', 'present', 'ever', 'never', 'mother', 'rather', 'girl', 'heard', 'virgin', 'plane'], [10.110377311706543, 9.987157821655273, 9.649576187133789, 9.560769081115723, 8.746811866760254, 8.071549415588379, 8.02431869506836, 6.964853763580322, 3.4477667808532715, 3.231938362121582], 'Absent'), ('QOCxiUgftsc', 'see it', ['good', 'like', 'get', 'dick', 'day', 'big', 'look', 'pink', 'take', 'dang'], [9.770519256591797, 9.36327838897705, 9.358697891235352, 8.576948165893555, 8.071575164794922, 7.927839279174805, 7.768303871154785, 6.4128899574279785, 5.9833879470825195, 5.063572406768799], 'Absent'), ('7laGyyUwMMg', 'piece', ['mean', 'mess', 'pizza', 'keep', 'need', 'mine', 'teeth', 'finish', 'eat', 'ponytail'], [7.598011493682861, 7.2815117835998535, 5.068678855895996, 4.882108211517334, 3.9307146072387695, 3.8244917392730713, 3.239004611968994, 3.0021018981933594, 2.6781463623046875, 2.181316375732422], 'Absent'), ('jS2CGZsCzi8', 'rescue', ['sky', 'one', 'next', 'wheel', 'yeah', 'year', 'whiskey', 'keep', 'wire', 'lay'], [6.909797191619873, 5.915516376495361, 4.108675003051758, 3.082913398742676, 1.2506144046783447, 1.1606894731521606, 0.818077564239502, 0.360673189163208, -0.0712440013885498, -1.2770951986312866], 'Absent'), ('KYCoNj_rTCY', 'maya', ['eye', 'ass', 'add', 'laugh', 'match', 'yes', 'alright', 'eat', 'ad', 'els'], [14.207171440124512, 8.415169715881348, 7.830846786499023, 7.497946739196777, 7.121603965759277, 6.963571071624756, 3.875314235687256, 3.0668728351593018, 2.548746109008789, 0.5999634265899658], 'Absent'), ('2Fz6gbXyd4s', 'up next', ['kid', 'good', 'joke', 'dick', 'like', 'get', 'date', 'cake', 'sick', 'tic'], [12.335039138793945, 10.107992172241211, 7.65737771987915, 7.147995948791504, 6.680330276489258, 6.6113128662109375, 5.226423263549805, 4.971749305725098, 4.719599723815918, 4.467749118804932], 'Absent'), ('1a440Z4Z46g', 'six', ['check', 'sex', 'next', 'six', 'expect', 'correct', 'set', 'connect', 'ski', 'collect'], [7.4717936515808105, 7.015496730804443, 6.997043132781982, 6.683277130126953, 5.272961616516113, 5.09846305847168, 4.70753288269043, 4.56495475769043, 2.2308621406555176, 2.1866302490234375], 'Present'), ('b6vFlvKfLgk', 'exercising', ['like', 'get', 'good', 'sneak', 'look', 'big', 'back', 'take', 'give', 'dick'], [10.10110092163086, 9.687178611755371, 9.008272171020508, 8.004487037658691, 6.0157904624938965, 5.600249290466309, 5.146951675415039, 4.602533340454102, 4.110434532165527, 0.38947969675064087], 'Absent'), ('PKQ6B7r2TrI', 'adults', ['could', 'book', 'job', 'bowl', 'rope', 'put', 'notebook', 'bonus', 'nope'], [6.040735721588135, 5.892095565795898, 5.0699462890625, 3.9453368186950684, 2.8273773193359375, 2.7539021968841553, 1.9526653289794922, 1.6299811601638794, -0.531067967414856], 'Absent'), ('oOeec_CAHao', 'trap', ['trap', 'cute', 'type', 'crap', 'claw', 'catch', 'green', 'scratch', 'rip'], [10.974306106567383, 10.566139221191406, 10.115443229675293, 9.135002136230469, 8.660914421081543, 7.627360820770264, 7.62725305557251, 6.616559028625488, 4.023401260375977], 'Present'), ('lyHuqYKS6os', 'tent', ['kid', 'great', 'take', 'get', 'chicken', 'stick', 'let', 'pick', 'type', 'kit'], [8.831607818603516, 7.361257076263428, 6.776247024536133, 6.555772304534912, 6.091273784637451, 5.467116355895996, 5.115340232849121, 4.6690778732299805, 3.378052234649658, -0.06129729747772217], 'Absent'), ('Y50icU2x6b8', 'put', ['miss', 'pick', 'bit', 'piss', 'face', 'tape', 'bass', 'kit', 'classic', 'picnic'], [10.669391632080078, 7.853941440582275, 7.098790645599365, 6.905734539031982, 6.607276439666748, 6.214470386505127, 4.37955379486084, 4.3630757331848145, 1.771130084991455, -0.03820735216140747], 'Absent'), ('Rfr-7NgOMao', 'corn', ['boy', 'call', 'strong', 'boss', 'store', 'talk', 'drop', 'corn', 'corner', 'train'], [9.9271240234375, 7.106540203094482, 6.37311315536499, 5.695463180541992, 4.817158222198486, 4.112858772277832, 3.222968578338623, 2.9478607177734375, 2.7795090675354004, 2.4302022457122803], 'Present'), ('zX30aC4tNnA', 'spiderman', ['spider', 'spider-man', 'room', 'turn', 'sperm', 'scale', 'open', 'nope', 'scope'], [4.895861625671387, 3.792888641357422, 2.3197154998779297, 2.0778720378875732, 1.9598088264465332, 1.3530460596084595, 0.8290612101554871, 0.8209868669509888, 0.5043847560882568], 'Absent'), ('iFpoD7Dk8Do', \"let's see\", ['yeah', 'see', 'okay', 'toy', 'think', 'test', 'save', 'thick', 'forget'], [11.147454261779785, 11.07009506225586, 10.972479820251465, 10.143741607666016, 8.894220352172852, 8.398331642150879, 5.754510402679443, 5.621582508087158, 5.478434085845947], 'Absent'), ('VD7XbgV8iVY', 'craft', ['great', 'dark', 'club', 'crap', 'champ', 'clock', 'cat', 'campus', 'camp', 'cloth'], [5.818359851837158, 5.581767559051514, 5.210956573486328, 5.108675479888916, 4.170138835906982, 3.477368116378784, 3.459843158721924, 1.6184064149856567, 0.873123049736023, -1.7798994779586792], 'Absent'), ('oC_uFIpcZ0A', 'maya', ['ass', 'ask', 'class', 'nice', 'ice', 'classic', 'excel'], [8.805639266967773, 6.453184127807617, 5.181260585784912, 4.732488632202148, 4.09540319442749, 3.696908473968506, -5.159073829650879], 'Absent'), ('BfIMgGosmXA', 'maya', ['eye', 'ass', 'end', 'eight', 'act', 'eat', 'add', 'hour', 'assign'], [12.80334758758545, 12.087207794189453, 9.994890213012695, 5.740379333496094, 5.636716365814209, 4.165980339050293, 4.054301738739014, 3.566913366317749, -0.4834069013595581], 'Absent'), ('DMbOz7L22r0', 'adults', ['got', 'today', 'go', 'okay', 'would', 'look', 'two', 'rope', 'put', 'drop'], [10.760974884033203, 10.125964164733887, 8.35597038269043, 8.016921997070312, 6.898290634155273, 6.714193344116211, 6.125522136688232, 4.288552761077881, 4.264415264129639, 3.6762337684631348], 'Absent'), ('iuBkUo0N0mg', 'cleans', ['nice', 'mean', 'team', 'near', 'pete', 'mess', 'miss', 'seen', 'pin', 'teeth'], [7.855859756469727, 7.227661609649658, 3.8797249794006348, 3.7486705780029297, 3.5341756343841553, 3.2773866653442383, 2.508841037750244, 2.067737340927124, 0.38793498277664185, 0.2713080644607544], 'Absent'), ('-13iLf-uHRc', 'did', ['dick', 'good', 'like', 'get', 'day', 'look', 'bike', 'kick', 'picnic', 'break'], [7.330776691436768, 6.027389049530029, 5.392942905426025, 4.952686309814453, 4.776102066040039, 3.8407318592071533, 1.3557207584381104, 0.5847323536872864, -0.18664157390594482, -0.48644858598709106], 'Absent'), ('cdP9-IXtLH0', 'giggling', ['big', 'day', 'magic', 'like', 'dick', 'sick', 'get', 'look', 'take', 'tic'], [8.173943519592285, 7.751126766204834, 7.398502826690674, 5.121499061584473, 5.101043701171875, 5.047421932220459, 4.91743803024292, 3.895090341567993, 3.803164005279541, 0.9712169170379639], 'Absent'), ('kMeXHzdq3ok', 'mouth', ['ass', 'yes', 'inch', 'kiss', 'except', 'nice', 'emma', 'thank'], [12.613564491271973, 10.970070838928223, 8.93367862701416, 8.439842224121094, 6.568874835968018, 6.036432266235352, 5.807736396789551, 5.638942718505859], 'Absent'), ('E9JU2UQpbZM', 'accessories', ['left', 'see', 'top', 'sure', 'take', 'watch', 'let', 'stay', 'sexual', 'extend'], [7.845576763153076, 7.827811241149902, 5.526944160461426, 5.523197650909424, 5.373684406280518, 5.247767448425293, 4.4244489669799805, 3.7970287799835205, 3.5247721672058105, 2.3571484088897705], 'Absent'), ('vf5qF4Bnrv8', 'ready', ['right', 'look', 'hit', 'like', 'let', 'race', 'yes', 'space', 'lot', 'rhyme'], [9.208637237548828, 7.020079612731934, 5.835165500640869, 5.777070999145508, 5.628177165985107, 5.47485876083374, 4.477416038513184, 3.5794432163238525, 2.8322765827178955, 2.547039031982422], 'Absent'), ('KX9oB9RZ8j8', 'crash', ['crap', 'track', 'click', 'clean', 'catch', 'keep', 'truck', 'trap', 'dark', 'cop'], [5.725071907043457, 4.996330738067627, 4.612001419067383, 4.464266777038574, 4.421777725219727, 4.39335823059082, 4.3908772468566895, 3.085294246673584, 2.718993902206421, 1.0596320629119873], 'Absent'), ('0iGEQIVsGfk', 'adults', ['dog', 'job', 'could', 'bowl', 'look', 'hope', 'put', 'notebook', 'open'], [9.810667991638184, 8.075942993164062, 7.745633125305176, 6.906754493713379, 6.2986741065979, 6.267500400543213, 5.665888786315918, 3.4140594005584717, 1.5534905195236206], 'Absent'), ('xaSLGhtrKd4', \"let's see\", ['yes', 'said', 'say', 'see', 'next', 'face', 'second', 'guess', 'ask', 'test'], [10.737836837768555, 10.508877754211426, 10.395983695983887, 8.585946083068848, 7.8868184089660645, 7.371897220611572, 6.193146705627441, 6.05099630355835, 5.435883522033691, 4.92855978012085], 'Absent'), ('7GMo2dFP_wg', 'pretty', ['get', 'piss', 'nice', 'face', 'kid', 'safe', 'pick', 'mix', 'mrs', 'tit'], [14.718793869018555, 11.405601501464844, 9.13472843170166, 5.961794376373291, 4.912969589233398, 4.744958877563477, 3.6399435997009277, 2.9045143127441406, 2.3785464763641357, 1.1954236030578613], 'Absent'), ('3Ow_mF7EXG0', 'stickers', ['like', 'look', 'dick', 'get', 'good', 'back', 'guy', 'click', 'magic', 'biggest'], [11.431711196899414, 11.246064186096191, 7.653665542602539, 7.348517417907715, 6.566730499267578, 6.497766017913818, 6.437253475189209, 3.3592264652252197, 3.018242120742798, 1.2097876071929932], 'Absent'), ('ve4Hlrpj6I8', 'pay miss', ['nice', 'mean', 'miss', 'meet', 'seat', 'sit', 'near', 'mate', 'repeat'], [11.379948616027832, 8.135856628417969, 7.805340766906738, 7.130084991455078, 5.452713489532471, 4.040602684020996, 3.9689111709594727, 3.544412851333618, 1.5745093822479248], 'Absent'), ('IXqBm15EZYA', 'newt', ['need', 'root', 'gone', 'soon', 'dude', 'read', 'nude', 'lose', 'loser'], [8.579916954040527, 7.909567832946777, 6.871575355529785, 6.300341606140137, 5.908150672912598, 4.76491641998291, 4.464254856109619, 4.264097213745117, 3.4942471981048584], 'Absent'), ('uSO8GS1dIS8', 'buster', ['buster', 'master', 'bastard', 'girl', 'better', 'bad', 'best', 'turn', 'pattern', 'saturn'], [12.45614242553711, 9.685136795043945, 8.173495292663574, 7.920854568481445, 7.727229118347168, 6.911691188812256, 6.641361713409424, 4.824970245361328, 3.677189350128174, 3.228233814239502], 'Present')]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(df))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Jj1zl5i16f8",
        "outputId": "e6d8351e-5cb8-443e-e294-905b985cc45d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "591\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(len(list_entries))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hdnndgaqifqg",
        "outputId": "1a3b9a0a-0c2d-4e0f-be1e-0800065b4474"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "352\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RcWEWsKyFoi2"
      },
      "source": [
        "#Inferences"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hq04gBLIFqDZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "18744e9e-789e-4a4b-bc00-2e665f699000"
      },
      "source": [
        "import re\n",
        "def string_to_list(s):\n",
        "  s = re.sub(r'[^\\w\\s]','',s)\n",
        "  s= s.split()\n",
        "  return s\n",
        "\n",
        "final_addr=\"Final Phonetic/\"\n",
        "model_name=\"XLNet\"\n",
        "transcript_type=\"YouTube\"\n",
        "csvf=pd.read_csv(\"Final Phonetic/P10_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")\n",
        "count=0\n",
        "p_value=1\n",
        "video_ids_all, aw, sc, ground, pres=[], [], [], [], []\n",
        "print(len(csvf))\n",
        "\n",
        "for i in range(len(csvf)):\n",
        "  actual_words=string_to_list(csvf['Words'][i])\n",
        "  all_scores=string_to_list(csvf['Scores'][i])\n",
        "\n",
        "  aw.append(actual_words[:p_value])\n",
        "  sc.append(all_scores[:p_value])\n",
        "  ground.append(csvf['Ground Truth'][i])\n",
        "  video_ids_all.append(csvf['Video Id'][i])\n",
        "  #print(actual_words)\n",
        "  #print(str(csvf['Ground Truth'][i]))\n",
        "  if str(csvf['Ground Truth'][i]) in actual_words[:p_value]:\n",
        "    count+=1\n",
        "    pres.append('Present')\n",
        "  else:\n",
        "    pres.append('Absent')\n",
        "\n",
        "list_data=[]\n",
        "for i in range(len(aw)):\n",
        "  list_data.append((video_ids_all[i], ground[i], aw[i], sc[i], pres[i]))\n",
        "print(len(list_data))\n",
        "\n",
        "df_to_save = pd.DataFrame(list_data, columns =['Video Id', 'Ground Truth','Words','Scores', 'Present'])\n",
        "df_to_save.to_csv(final_addr+\"P\"+str(p_value)+\"_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "276\n",
            "276\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_to_save['Present'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-r5gHUBsi8Ra",
        "outputId": "2dc8f563-b32a-4498-bf7b-19538ca93ad7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Absent     275\n",
              "Present      1\n",
              "Name: Present, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "transcript_type=\"YouTube\"\n",
        "final_addr=\"Final Phonetic/\"\n",
        "model_names=[\"Megatron\", \"BERTLarge\", \"DistilBERT\", \"XLM\", \"XLNet\"]\n",
        "for model_name in model_names:\n",
        "  print('\\n\\nMODEL NAME', model_name)\n",
        "  csv_file=pd.read_csv(final_addr+\"P10_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")\n",
        "  print(csv_file['Present'].value_counts())\n",
        "  print((csv_file['Present'].value_counts()[1]/ (csv_file['Present'].value_counts()[0]+csv_file['Present'].value_counts()[1]-114))*100)\n",
        "\n",
        "  csv_file=pd.read_csv(final_addr+\"P5_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")\n",
        "  print((csv_file['Present'].value_counts()[1]/ (csv_file['Present'].value_counts()[0]+csv_file['Present'].value_counts()[1]-114))*100)\n",
        "  print(csv_file['Present'].value_counts())\n",
        "\n",
        "  csv_file=pd.read_csv(final_addr+\"P1_\"+transcript_type+\"_Phonetic_Video\"+model_name+\".csv\")\n",
        "  print((csv_file['Present'].value_counts()[1]/ (csv_file['Present'].value_counts()[0]+csv_file['Present'].value_counts()[1]-114))*100)\n",
        "  print(csv_file['Present'].value_counts())\n",
        "  break"
      ],
      "metadata": {
        "id": "jiO6nUStt0ZQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vvnrXnB7FvJu",
        "outputId": "19408e35-e817-456c-ef33-86b0ee5cad2c"
      },
      "source": [
        "print(len(aw))\n",
        "print(len(sc))\n",
        "print(len(ground))\n",
        "print(len(video_ids_all))\n",
        "print(len(pres))\n",
        "print(count)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "305\n",
            "305\n",
            "305\n",
            "305\n",
            "305\n",
            "10\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YSLUjWHRHmyc"
      },
      "source": [
        "list_data=[]\n",
        "for i in range(len(aw)):\n",
        "  list_data.append((video_ids_all[i], ground[i], aw[i], sc[i], pres[i]))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0cee6QDeHoRd"
      },
      "source": [
        "df_to_save = pd.DataFrame(list_data, columns =['Video Id', 'Ground Truth','Words','Scores', 'Present'])\n",
        "df_to_save.to_csv(\"Final Phonetic/P1_Amazon_Phonetic_Video_\"+model_name+\".csv\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4H1Dw_LS7mA6",
        "outputId": "a28d65fb-c322-438d-c2c8-822aaf6579ba"
      },
      "source": [
        "csv_file=pd.read_csv(\"Final Phonetic/P1_Amazon_Phonetic_Video_\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())\n",
        "\n",
        "csv_file=pd.read_csv(\"Final Phonetic/P5_Amazon_Phonetic_Video_\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())\n",
        "\n",
        "csv_file=pd.read_csv(\"Final Phonetic/P10_Amazon_Phonetic_Video\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Absent     295\n",
            "Present     10\n",
            "Name: Present, dtype: int64\n",
            "Absent     274\n",
            "Present     31\n",
            "Name: Present, dtype: int64\n",
            "Absent     237\n",
            "Present     68\n",
            "Name: Present, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xH6lfHHbK5v8"
      },
      "source": [
        "csv_file=pd.read_csv(\"Final Phonetic/P1_Amazon_Phonetic_Video_\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())\n",
        "\n",
        "csv_file=pd.read_csv(\"Final Phonetic/P5_Amazon_Phonetic_Video_\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())\n",
        "\n",
        "csv_file=pd.read_csv(\"Final Phonetic/P10_Amazon_Phonetic_Video\"+model_name+\".csv\")\n",
        "print(csv_file['Present'].value_counts())"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e7H9UqSMLK8B",
        "outputId": "b99cfb6c-88f2-407f-d557-307e55650d75"
      },
      "source": [
        "index=[12, 47, 70]\n",
        "denom=255\n",
        "for i in index:\n",
        "  print((i/denom)*250)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "11.76470588235294\n",
            "46.07843137254902\n",
            "68.62745098039217\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lhfAyjJb3zzO"
      },
      "source": [
        "#Generating embeddings"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ESaVvHAseCm2",
        "outputId": "e28eb508-81af-4b71-9daa-bcd63e810008"
      },
      "source": [
        "!pip install annoy"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: annoy in /usr/local/lib/python3.7/dist-packages (1.17.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o2BTWlkHeDfV",
        "outputId": "b35a5984-d247-41ff-bf64-74b25ace346a"
      },
      "source": [
        "!pip install spacy\n",
        "!python -m spacy download en_core_web_md"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: spacy in /usr/local/lib/python3.7/dist-packages (2.2.4)\n",
            "Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from spacy) (1.0.0)\n",
            "Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.7/dist-packages (from spacy) (1.1.3)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from spacy) (57.4.0)\n",
            "Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (0.8.2)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy) (3.0.6)\n",
            "Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (0.4.1)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (1.19.5)\n",
            "Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy) (1.0.5)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (1.0.6)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (4.62.3)\n",
            "Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (7.4.0)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy) (2.0.6)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.7/dist-packages (from spacy) (2.23.0)\n",
            "Requirement already satisfied: importlib-metadata>=0.20 in /usr/local/lib/python3.7/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy) (4.8.2)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy) (3.6.0)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy) (3.10.0.2)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy) (2021.10.8)\n",
            "Collecting en_core_web_md==2.2.5\n",
            "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_md-2.2.5/en_core_web_md-2.2.5.tar.gz (96.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 96.4 MB 38.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: spacy>=2.2.2 in /usr/local/lib/python3.7/dist-packages (from en_core_web_md==2.2.5) (2.2.4)\n",
            "Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (0.8.2)\n",
            "Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (1.1.3)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (57.4.0)\n",
            "Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (7.4.0)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (1.19.5)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (1.0.6)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (3.0.6)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (4.62.3)\n",
            "Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (1.0.0)\n",
            "Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (0.4.1)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (2.23.0)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (2.0.6)\n",
            "Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->en_core_web_md==2.2.5) (1.0.5)\n",
            "Requirement already satisfied: importlib-metadata>=0.20 in /usr/local/lib/python3.7/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_md==2.2.5) (4.8.2)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_md==2.2.5) (3.6.0)\n",
            "Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->en_core_web_md==2.2.5) (3.10.0.2)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_md==2.2.5) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_md==2.2.5) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_md==2.2.5) (2021.10.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->en_core_web_md==2.2.5) (1.24.3)\n",
            "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
            "You can now load the model via spacy.load('en_core_web_md')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5eLWELrvda8j",
        "outputId": "a7debd25-5c8e-467d-fbae-ed2b0c0263b0"
      },
      "source": [
        "from annoy import AnnoyIndex\n",
        "import numpy as np\n",
        "import spacy\n",
        "nlp = spacy.load('en_core_web_md')\n",
        "\n",
        "t = AnnoyIndex(50, metric=\"euclidean\")\n",
        "words = list()\n",
        "lookup = dict()\n",
        "for i, line in enumerate(open(\"cmudict-0.7b-simvecs.txt\", encoding=\"latin1\")):\n",
        "    word, vals_raw = line.split(\"  \")\n",
        "    word = word.lower().strip(\"(012)\")\n",
        "    vals = np.array([float(x) for x in vals_raw.split(\" \")])\n",
        "    t.add_item(i, vals)\n",
        "    words.append(word.lower())\n",
        "    lookup[word.lower()] = i\n",
        "t.build(100)\n",
        "\n",
        "from collections import Counter\n",
        "def nnslookup(t, nlp, words, vec, n=10):\n",
        "    res = t.get_nns_by_vector(vec, n)\n",
        "    batches = []\n",
        "    current_batch = []\n",
        "    last_vec = None\n",
        "    for item in res:\n",
        "        if last_vec is None or t.get_item_vector(item) == last_vec:\n",
        "            current_batch.append(item)\n",
        "            last_vec = t.get_item_vector(item)\n",
        "        else:\n",
        "            batches.append(current_batch[:])\n",
        "            current_batch = []\n",
        "            last_vec = None\n",
        "    if len(current_batch) > 0:\n",
        "        batches.append(current_batch[:])\n",
        "    output = []\n",
        "    for batch in batches:\n",
        "        output.append(sorted(batch, key=lambda x: nlp.vocab[words[x]].prob, reverse=True)[0])\n",
        "    return output\n",
        "\n",
        "[words[i] for i in nnslookup(t, nlp, words, t.get_item_vector(lookup[\"roads\"]))]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['roads', 'loads']"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rVEf3PdXhsNz",
        "outputId": "06728c2f-a234-4782-8c27-75a74e996691"
      },
      "source": [
        "t.get_item_vector(lookup[\"crap\"])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.8080800175666809,\n",
              " -0.014374000020325184,\n",
              " 0.14977000653743744,\n",
              " -0.999504029750824,\n",
              " -1.3457469940185547,\n",
              " 0.2390740066766739,\n",
              " 0.6868709921836853,\n",
              " 1.7858749628067017,\n",
              " -0.8685510158538818,\n",
              " 0.5820680260658264,\n",
              " -1.1356350183486938,\n",
              " 2.3793349266052246,\n",
              " 0.4118640124797821,\n",
              " -0.7582169771194458,\n",
              " 0.32601600885391235,\n",
              " -0.6928399801254272,\n",
              " 0.6264060139656067,\n",
              " 0.4591729938983917,\n",
              " 0.5408959984779358,\n",
              " 2.8999269008636475,\n",
              " -0.3776380121707916,\n",
              " -1.3736380338668823,\n",
              " -1.2105770111083984,\n",
              " 0.609673023223877,\n",
              " 0.08941099792718887,\n",
              " 1.4770619869232178,\n",
              " 0.5797470211982727,\n",
              " 1.5497980117797852,\n",
              " 1.8516789674758911,\n",
              " -1.1015160083770752,\n",
              " -1.533202052116394,\n",
              " -0.06067200005054474,\n",
              " -0.22278599441051483,\n",
              " -0.07051199674606323,\n",
              " -0.4126879870891571,\n",
              " -0.8890730142593384,\n",
              " -0.31485700607299805,\n",
              " -0.3767949938774109,\n",
              " -0.7573260068893433,\n",
              " -0.8842020034790039,\n",
              " 0.006010000128298998,\n",
              " 0.9273319840431213,\n",
              " -0.9748319983482361,\n",
              " 0.4726389944553375,\n",
              " 0.383774995803833,\n",
              " 0.4002879858016968,\n",
              " -3.151002883911133,\n",
              " 0.2812049984931946,\n",
              " 0.3911589980125427,\n",
              " -2.2556118965148926]"
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IojdW2zRoEaE"
      },
      "source": [
        "df=pd.read_csv('Amazon_Data.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EKHpL4DSoO_y"
      },
      "source": [
        "csvfile=pd.read_csv('CSV/Matched Transcripts.csv')\n",
        "\n",
        "videoId_transcripts={}\n",
        "for i in range(len(csvfile)):\n",
        "  id=csvfile['Video Id'][i]\n",
        "  script=csvfile['Amazon'][i]\n",
        "  videoId_transcripts[id]=script"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lyw-LdD8UD90",
        "outputId": "94c55cc5-ed1d-4ac1-a817-9b456b4572a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "eSFxZzyH5nM\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ruNn0pD0q-WU",
        "outputId": "bc7c596f-cae8-4124-c199-02dac19a416e"
      },
      "source": [
        "!pip install stemming"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting stemming\n",
            "  Downloading stemming-1.0.1.zip (13 kB)\n",
            "Building wheels for collected packages: stemming\n",
            "  Building wheel for stemming (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for stemming: filename=stemming-1.0.1-py3-none-any.whl size=11139 sha256=24288fc8a3da503992b1fe31fbdb6612be82fa04b89927225bd204bed1ccdab6\n",
            "  Stored in directory: /root/.cache/pip/wheels/6b/e5/e2/c52ebc0a5b53fd82b00cc385e57bb1c90bd50e5f54ddbc06d1\n",
            "Successfully built stemming\n",
            "Installing collected packages: stemming\n",
            "Successfully installed stemming-1.0.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O4_mzJ7JdjON"
      },
      "source": [
        "import Levenshtein\n",
        "import nltk\n",
        "nltk.download('stopwords')\n",
        "from nltk.corpus import stopwords\n",
        "from stemming.porter2 import stem\n",
        "\n",
        "# filtered_words = [word for word in word_list if word not in stopwords.words('english')]\n",
        "# print(Levenshtein.distance('Levenshtein', 'Lenvinsten'))\n",
        "\n",
        "# Find lenvenstein distance based candidates\n",
        "slur_lenvenstein_video_candidates = {}\n",
        "for slur_id, slur, correction, videoId in zip(df['Id'], df['Slur'], df['Actual Word'], df['Link']):\n",
        "    videoId=videoId[32:43]\n",
        "    if videoId in videoId_transcripts:\n",
        "        transcript = videoId_transcripts[videoId]\n",
        "\n",
        "        words_in_transcript = \" \".join(transcript).lower().replace('.', ' ').replace(',', ' ').split(' ')\n",
        "\n",
        "        filtered_words_in_transcript = [stem(word) for word in words_in_transcript if word not in stopwords.words('english')]\n",
        "#         print(len(filtered_words_in_transcript))\n",
        "\n",
        "        lenvenstein_candidates = []\n",
        "        for word in filtered_words_in_transcript:\n",
        "            if Levenshtein.distance(word, slur) < int(len(word)/2 + 1):\n",
        "                lenvenstein_candidates.append(word)\n",
        "\n",
        "        # get most similar words\n",
        "#         print(slur, correction, lenvenstein_candidates)\n",
        "        slur_lenvenstein_video_candidates[slur_id] = (slur, correction, lenvenstein_candidates, slur_id)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bd9xscQ6dnTU",
        "outputId": "5af2075e-6f20-4f1f-c28a-4843ecdc51cc"
      },
      "source": [
        "# Find phonetic distance based candidates\n",
        "slur_phonetic_candidates = {}\n",
        "count=0\n",
        "for slur_id, slur, correction, videoId in zip(df['Id'], df['Slur'], df['Actual Word'], df['Link']):\n",
        "    count+=1\n",
        "    if(count>=536):\n",
        "      break\n",
        "    videoId=videoId[32:43]\n",
        "    if videoId in videoId_transcripts:\n",
        "        try:\n",
        "            transcript = videoId_transcripts[videoId]\n",
        "\n",
        "            words_in_transcript = \" \".join(transcript).lower().replace('.', ' ').replace(',', ' ').split(' ')\n",
        "\n",
        "            filtered_words_in_transcript = [stem(word) for word in words_in_transcript if word not in stopwords.words('english')]\n",
        "\n",
        "            phonetically_similar_words = [words[i] for i in nnslookup(t, nlp, words, t.get_item_vector(lookup[slur]))]\n",
        "\n",
        "\n",
        "            slur_phonetic_candidates[slur_id] = (slur, correction, phonetically_similar_words, slur_id)\n",
        "\n",
        "        except Exception as ex:\n",
        "            print(ex)\n",
        "            continue"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'crapper'\n",
            "'shagging'\n",
            "'titty'\n",
            "'titty'\n",
            "'turd'\n",
            "'titties'\n",
            "'diddle'\n",
            "'titty'\n",
            "'jizz'\n",
            "'lowlife'\n",
            "'pooping'\n",
            "'turd'\n",
            "'turd'\n",
            "'weenie'\n",
            "'bitchin'\n",
            "'crapper'\n",
            "'diddle'\n",
            "'diddle'\n",
            "'shitcan'\n",
            "'damnit'\n",
            "'damnit'\n",
            "'diddle'\n",
            "'turd'\n",
            "'scallywag'\n",
            "'titties'\n",
            "'turd'\n",
            "'damnit'\n",
            "'turd'\n",
            "'diddle'\n",
            "'diddle'\n",
            "'diddle'\n",
            "'pooping'\n",
            "'diddle'\n",
            "'diddle'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_31Wma4v-UeH",
        "outputId": "3d970e6b-9b79-4a1f-a718-11b587a5e0e1"
      },
      "source": [
        "print(slur_phonetic_candidates)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{53: ('ass', 'maya', ['ass', 'alsace', 's'], 53), 218: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 218), 312: ('cocktail', 'copter', ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 312), 326: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 326), 360: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 360), 364: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 364), 366: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 366), 368: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 368), 371: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 371), 374: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 374), 375: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 375), 376: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 376), 379: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 379), 380: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 380), 395: ('crappy', 'grumpy', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 395), 599: ('dope', 'adult', ['dope', 'doepke', 'tobe', 'doke', 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'runaways', 'miyazawa', 'mehran'], 1719), 1721: ('masturbating', 'frustrating', ['masturbating', 'masturbate', 'masturbates', 'mastergate'], 1721), 1729: ('naked', 'neck', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1729), 1739: ('naked', 'neck', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1739), 1741: ('naked', 'neck', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1741), 1742: ('naked', 'neck', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1742), 1750: ('naked', 'neck', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1750), 1888: ('sex', 'socks', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1888), 1988: ('shit', 'junction', ['shit', 'shipp', 'tish', 'shiflet'], 1988), 2038: ('shit', 'sheesh', ['shit', 'shipp', 'tish', 'shiflet'], 2038), 2077: ('shit', 'sheesh', ['shit', 'shipp', 'tish', 'shiflet'], 2077), 2172: ('shit', 'check', ['shit', 'shipp', 'tish', 'shiflet'], 2172), 2246: ('spunk', '[Noise]', ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2246), 2251: ('spunky', 'spooky', ['spunky', 'chunky', 'stucki', 'stupski'], 2251), 2299: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 2299), 45: ('ass', 'as', ['ass', 'alsace', 's'], 45), 148: ('bitch', 'orbit', ['bitch', 'biss', 'pitch', 'ditch'], 148), 151: ('bitch', 'beach', ['bitch', 'biss', 'pitch', 'ditch'], 151), 161: ('bitch', 'beach', ['bitch', 'biss', 'pitch', 'ditch'], 161), 163: ('bitch', 'orbit', ['bitch', 'biss', 'pitch', 'ditch'], 163), 309: ('cock', 'caulk', ['cock', 'kopp', 'cot'], 309), 342: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 342), 387: ('crap', nan, ['crap', 'crabbe', 'crack'], 387), 398: ('cum', 'come', ['come', 'comeuppance', 'pun', 'tuckman'], 398), 528: ('dick', 'digly', ['dick', 'get', 'dip', 'tick'], 528), 588: ('dong', 'Quandong', ['dong', 'gaunt', 'dong', 'dog', 'ding-dong'], 588), 616: ('drug', 'truck', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 616), 678: ('drug', 'Dracalaura', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 678), 996: ('fucking', 'fork in the', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 996), 1020: ('fucking', 'the thing', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1020), 1024: ('fucking', 'fork in the', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1024), 1047: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1047), 1366: ('heroin', 'heroine', ['heroin', 'heroines', 'heroism', 'heroize', \"o'herron\"], 1366), 1638: ('killing', 'feeling', ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1638), 1725: ('meth', 'tidmouth', ['meth', 'meath', 'math', 'mais', 'miss'], 1725), 1788: ('piss', 'pick', ['piss', 'pitch', 'pyxis', 'bisset'], 1788), 1804: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 1804), 1940: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1940), 2303: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 2303), 245: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 245), 259: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 259), 276: ('bullshit', 'bowl', ['bullshit', 'bullish', 'bullishness', 'shiflet'], 276), 306: ('cock', 'hug', ['cock', 'kopp', 'cot'], 306), 307: ('cock', 'caught', ['cock', 'kopp', 'cot'], 307), 339: ('crap', 'grouch', ['crap', 'crabbe', 'crack'], 339), 340: ('crap', 'crowd', ['crap', 'crabbe', 'crack'], 340), 393: ('crappy', 'grampy', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 393), 556: ('dick', 'digly', ['dick', 'get', 'dip', 'tick'], 556), 569: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 569), 598: ('dope', 'dough', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 598), 653: ('drug', 'truck', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 653), 665: ('drug', 'jack', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 665), 671: ('drug', 'jack', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 671), 708: ('drunk', 'drums', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 708), 713: ('drunk', 'drop', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 713), 723: ('drunken', 'Dracalaura', ['drunken', 'drunkenness', 'duncan', 'conundrum', 'duncanson'], 723), 724: ('drunken', 'Dracalaura', ['drunken', 'drunkenness', 'duncan', 'conundrum', 'duncanson'], 724), 783: ('fag', 'bag', ['fag', 'fab', 'fact', 'fog'], 783), 851: ('fuck', 'bug', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 851), 955: ('fucked', 'book', ['fucked', 'fucks', 'sucked', 'chucked', 'shucked'], 955), 1006: ('fucking', 'Pokemon', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1006), 1016: ('fucking', 'fun yay', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1016), 1066: ('fucking', 'size look at', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1066), 1091: ('fucking', 'buccaneer', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1091), 1096: ('fucking', 'such a', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1096), 1375: ('incest', 'Sesame', ['incest', 'incensed', 'investnet', 'infests', 'incessant'], 1375), 1653: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1653), 1660: ('killing', 'challenge', ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1660), 1778: ('panties', 'pansies', ['panties', \"patty's\", 'candies', 'patsies', 'pansies'], 1778), 1854: ('rape', 'rain', ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1854), 1870: ('raper', nan, ['raper', 'ripper', 'rapper', 'lepper'], 1870), 1962: ('shit', 'shell', ['shit', 'shipp', 'tish', 'shiflet'], 1962), 2022: ('shit', 'ship', ['shit', 'shipp', 'tish', 'shiflet'], 2022), 2106: ('shit', 'yet', ['shit', 'shipp', 'tish', 'shiflet'], 2106), 2144: ('shit', 'sit', ['shit', 'shipp', 'tish', 'shiflet'], 2144), 2184: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2184), 2212: ('slave', 'sleigh', ['slave', 'veils', 'slavish', 'selvage'], 2212), 2220: ('slave', 'sleigh', ['slave', 'veils', 'slavish', 'selvage'], 2220), 2270: ('tit', 'tidmouth', ['tit', 'chittick', 'tipp', 'tippit', 'kit'], 2270), 2315: ('whiskey', 'Squish Deelish', ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 2315), 52: ('ass', 'Maya', ['ass', 'alsace', 's'], 52), 78: ('ass', 'Maya', ['ass', 'alsace', 's'], 78), 88: ('asshole', 'castle', ['asshole', 'arsehole', 'enholm', 'enroll', 'engholm'], 88), 240: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 240), 256: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 256), 257: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 257), 272: ('bullshit', 'bullet train', ['bullshit', 'bullish', 'bullishness', 'shiflet'], 272), 314: ('cocktail', nan, ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 314), 348: ('crap', 'crack', ['crap', 'crabbe', 'crack'], 348), 396: ('crappy', 'craft', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 396), 611: ('dope', 'dough', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 611), 709: ('drunk', 'drum', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 709), 884: ('fuck', 'that gives', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 884), 1372: ('hoes', nan, ['hose', 'yoes', 'hove', 'roes'], 1372), 1656: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1656), 1670: ('kills', 'molecules', ['kills', 'calles', 'gills', 'pills'], 1670), 1743: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1743), 2120: ('shit', 'sit', ['shit', 'shipp', 'tish', 'shiflet'], 2120), 2132: ('shit', 'six', ['shit', 'shipp', 'tish', 'shiflet'], 2132), 2195: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2195), 2228: ('slave', nan, ['slave', 'veils', 'slavish', 'selvage'], 2228), 2253: ('spunky', nan, ['spunky', 'chunky', 'stucki', 'stupski'], 2253), 2293: ('vaginal', 'magic this', ['vaginal', 'nigel', 'nitrogen', 'galvanizes', \"nevada's\"], 2293), 15: ('ass', 's', ['ass', 'alsace', 's'], 15), 65: ('ass', 'maya', ['ass', 'alsace', 's'], 65), 168: ('bitch', '[Noises]', ['bitch', 'biss', 'pitch', 'ditch'], 168), 172: ('bitch', '[Noises]', ['bitch', 'biss', 'pitch', 'ditch'], 172), 180: ('bitch', 'beach', ['bitch', 'biss', 'pitch', 'ditch'], 180), 236: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 236), 249: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 249), 352: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 352), 537: ('dick', 'dense', ['dick', 'get', 'dip', 'tick'], 537), 596: ('dope', 'dough', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 596), 643: ('drug', 'truck', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 643), 692: ('drunk', 'could be', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 692), 817: ('fuck', 'fun', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 817), 889: ('fuck', 'that', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 889), 1713: ('marijuana', 'moana', ['marijuana', 'erawan', 'runaways', 'miyazawa', 'mehran'], 1713), 1720: ('masturbate', 'master peck', ['masturbate', 'masturbates', 'masturbating', 'mastergate'], 1720), 1726: ('meth', 'tidmouth', ['meth', 'meath', 'math', 'mais', 'miss'], 1726), 1772: ('orgies', 'Orbeez', ['orgies', 'alvidrez', 'aldys', 'abcs', \"peasey's\"], 1772), 1830: ('propaganda', nan, ['propaganda', 'propagandists', 'propagandistic', 'barbakow', 'cabinda'], 1830), 1938: ('sex', 'legs', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1938), 2026: ('shit', 'accomplished', ['shit', 'shipp', 'tish', 'shiflet'], 2026), 2037: ('shit', '[Noises]', ['shit', 'shipp', 'tish', 'shiflet'], 2037), 2111: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2111), 2126: ('shit', 'ship', ['shit', 'shipp', 'tish', 'shiflet'], 2126), 2182: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2182), 2183: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2183), 2192: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2192), 2271: ('tit', 'tidmouth', ['tit', 'chittick', 'tipp', 'tippit', 'kit'], 2271), 2295: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 2295), 60: ('ass', 'maya', ['ass', 'alsace', 's'], 60), 153: ('bitch', \"it's you uh\", ['bitch', 'biss', 'pitch', 'ditch'], 153), 233: ('bitchy', 'itchy', ['bitchy', 'bitty', 'bitsy', 'bitches', 'ditsy'], 233), 242: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 242), 253: ('booty', 'oops', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 253), 555: ('dick', 'dig', ['dick', 'get', 'dip', 'tick'], 555), 557: ('dick', 'music', ['dick', 'get', 'dip', 'tick'], 557), 681: ('drug', 'draw', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 681), 698: ('drunk', 'truck', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 698), 785: ('fuck', 'look', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 785), 797: ('fuck', 'fox', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 797), 927: ('fuck', 'pup', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 927), 992: ('fucking', 'falcon', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 992), 1010: ('fucking', 'yucky', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1010), 1025: ('fucking', 'look like a', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1025), 1036: ('fucking', 'buccaneer', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1036), 1039: ('fucking', 'buccaneer', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1039), 1044: ('fucking', 'buccaneer', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1044), 1654: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1654), 1691: ('kinky', 'cute', ['kinky', 'pinky', 'nicki'], 1691), 1754: ('naked', 'they can', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1754), 1808: ('pissed', 'pets', ['pissed', 'paste', 'kissed', 'pitts'], 1808), 1824: ('porno', 'for more', ['porno', 'tornow', 'porro', 'portnoy', 'porto'], 1824), 1825: ('porno', 'for more', ['porno', 'tornow', 'porro', 'portnoy', 'porto'], 1825), 1867: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1867), 1873: ('scat', nan, ['scat', 'tact', 'tax', 'sacked', 'stacks'], 1873), 1936: ('sex', 'suspects', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1936), 1946: ('sexy', 'looks', ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 1946), 1983: ('shit', 'ship', ['shit', 'shipp', 'tish', 'shiflet'], 1983), 2017: ('shit', 'his', ['shit', 'shipp', 'tish', 'shiflet'], 2017), 2020: ('shit', 'she', ['shit', 'shipp', 'tish', 'shiflet'], 2020), 2036: ('shit', 'shoot', ['shit', 'shipp', 'tish', 'shiflet'], 2036), 2069: ('shit', 'is', ['shit', 'shipp', 'tish', 'shiflet'], 2069), 2189: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2189), 2226: ('slave', 'sleigh', ['slave', 'veils', 'slavish', 'selvage'], 2226), 2250: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2250), 2298: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 2298), 58: ('ass', 'us', ['ass', 'alsace', 's'], 58), 79: ('ass', nan, ['ass', 'alsace', 's'], 79), 135: ('bastard', 'basket', ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 135), 209: ('bitch', 'big', ['bitch', 'biss', 'pitch', 'ditch'], 209), 262: ('booty', 'Booboocorns', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 262), 568: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 568), 585: ('dong', nan, ['dong', 'gaunt', 'dong', 'dog', 'ding-dong'], 585), 617: ('drug', 'frog', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 617), 687: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 687), 694: ('drunk', 'dropped', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 694), 716: ('drunk', 'trunk', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 716), 814: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 814), 1014: ('fucking', 'froggy', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1014), 1703: ('liquor', 'Lego', ['liquor', 'knicker', 'ricker', 'lacquer'], 1703), 1716: ('marijuana', 'now on', ['marijuana', 'erawan', 'runaways', 'miyazawa', 'mehran'], 1716), 1724: ('meth', 'Tidmouth', ['meth', 'meath', 'math', 'mais', 'miss'], 1724), 1744: ('naked', 'nick in', ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1744), 1766: ('negro', 'Nego', ['negro', 'lagrow', 'magro', 'milagro', 'nitro'], 1766), 1785: ('pimp', 'poop', ['pimp', 'pip', 'pink', 'schmitt'], 1785), 1899: ('sex', 'says', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1899), 1935: ('sex', 'snacks', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1935), 2139: ('shit', 'shoe', ['shit', 'shipp', 'tish', 'shiflet'], 2139), 2175: ('shit', 'chef', ['shit', 'shipp', 'tish', 'shiflet'], 2175), 2204: ('shits', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2204), 2219: ('slave', 'sled', ['slave', 'veils', 'slavish', 'selvage'], 2219), 2312: ('whiskey', 'whisk', ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 2312), 211: ('bitch', 'this', ['bitch', 'biss', 'pitch', 'ditch'], 211), 215: ('bitch', 'edge', ['bitch', 'biss', 'pitch', 'ditch'], 215), 237: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 237), 546: ('dick', 'it', ['dick', 'get', 'dip', 'tick'], 546), 600: ('dope', nan, ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 600), 703: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 703), 897: ('fuck', 'bok', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 897), 919: ('fuck', 'pack', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 919), 924: ('fuck', 'super cute', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 924), 929: ('fuck', 'walk', ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 929), 970: ('fuckers', 'that gives', ['fuckers', 'fuddruckers', 'suckered', \"zucker's\", 'circus'], 970), 998: ('fucking', '[Unclear]', ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 998), 1699: ('liquor', 'legos', ['liquor', 'knicker', 'ricker', 'lacquer'], 1699), 1702: ('liquor', nan, ['liquor', 'knicker', 'ricker', 'lacquer'], 1702), 1790: ('piss', 'heres', ['piss', 'pitch', 'pyxis', 'bisset'], 1790), 1835: ('pubic', 'pubic', ['pubic', 'kubik', 'hrubik', 'barbequed'], 1835), 1850: ('rape', 'hooray', ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1850), 2160: ('shit', 'fuchsia', ['shit', 'shipp', 'tish', 'shiflet'], 2160), 2210: ('slave', 'sleigh', ['slave', 'veils', 'slavish', 'selvage'], 2210), 0: ('anus', nan, ['anus', 'enos', 'anise', 'enough', 'amenaces'], 0), 61: ('ass', 'maya', ['ass', 'alsace', 's'], 61), 72: ('ass', 'us', ['ass', 'alsace', 's'], 72), 213: ('bitch', 'bench', ['bitch', 'biss', 'pitch', 'ditch'], 213), 263: ('bugger', nan, ['bugger', 'dugger', 'mugger', 'buchberger', 'bugeye'], 263), 345: ('crap', 'crash', ['crap', 'crabbe', 'crack'], 345), 373: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 373), 532: ('dick', \"digly's\", ['dick', 'get', 'dip', 'tick'], 532), 545: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 545), 622: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 622), 628: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 628), 808: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 808), 829: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 829), 1003: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1003), 1012: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1012), 1068: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1068), 1082: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1082), 1134: ('goddamn', nan, ['goddamn', 'goddammit', 'goddam', 'godding', 'god'], 1134), 1655: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1655), 1667: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 1667), 1690: ('kinky', nan, ['kinky', 'pinky', 'nicki'], 1690), 1758: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1758), 1807: ('pissed', nan, ['pissed', 'paste', 'kissed', 'pitts'], 1807), 1910: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1910), 1921: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1921), 1922: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1922), 1934: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1934), 2007: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2007), 2049: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2049), 2070: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2070), 2091: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2091), 2163: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2163), 2245: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2245), 14: ('ass', nan, ['ass', 'alsace', 's'], 14), 71: ('ass', nan, ['ass', 'alsace', 's'], 71), 86: ('asshole', nan, ['asshole', 'arsehole', 'enholm', 'enroll', 'engholm'], 86), 141: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 141), 179: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 179), 241: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 241), 541: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 541), 638: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 638), 655: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 655), 656: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 656), 670: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 670), 710: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 710), 715: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 715), 778: ('dyke', nan, ['dyke', 'tyke', 'bike', 'deitrich'], 778), 810: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 810), 967: ('fuckers', nan, ['fuckers', 'fuddruckers', 'suckered', \"zucker's\", 'circus'], 967), 1062: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1062), 1118: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1118), 1736: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1736), 1770: ('nude', nan, ['nude', 'renewed', 'renewed', 'canoed', 'rood'], 1770), 1821: ('porn', nan, ['porn', 'por', 'poured', 'corne'], 1821), 1842: ('racist', nan, ['racist', 'recessed', 'lyricist', 'races', 'lyricists'], 1842), 2086: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2086), 2118: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2118), 2178: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2178), 2242: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2242), 2243: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2243), 2248: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2248), 22: ('ass', nan, ['ass', 'alsace', 's'], 22), 70: ('ass', nan, ['ass', 'alsace', 's'], 70), 265: ('bugger', nan, ['bugger', 'dugger', 'mugger', 'buchberger', 'bugeye'], 265), 296: ('cock', nan, ['cock', 'kopp', 'cot'], 296), 385: ('crap', nan, ['crap', 'crabbe', 'crack'], 385), 1053: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1053), 1111: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1111), 1663: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1663), 1668: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 1668), 1718: ('marijuana', nan, ['marijuana', 'erawan', 'runaways', 'miyazawa', 'mehran'], 1718), 2117: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2117), 2162: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2162), 2314: ('whiskey', nan, ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 2314), 127: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 127), 169: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 169), 355: ('crap', nan, ['crap', 'crabbe', 'crack'], 355), 570: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 570), 854: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 854), 1094: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1094), 1117: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1117), 1123: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1123), 1126: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1126), 1630: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1630), 1676: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 1676), 1732: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1732), 1834: ('pubic', nan, ['pubic', 'kubik', 'hrubik', 'barbequed'], 1834), 1871: ('rump', nan, ['rump', 'lumpp', 'rumpf', 'trump', 'runk'], 1871), 2169: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2169), 2282: ('tramp', nan, ['tramp', 'trimpe', 'trant', 'krampe'], 2282), 2311: ('whiskey', nan, ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 2311), 2321: ('willy', nan, ['willy', 'whaley', 'wily'], 2321), 158: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 158), 160: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 160), 224: ('bitches', nan, ['bitches', 'ditches', 'bisig', 'bisset', 'ghitis'], 224), 235: ('bitchy', nan, ['bitchy', 'bitty', 'bitsy', 'bitches', 'ditsy'], 235), 603: ('dope', nan, ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 603), 989: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 989), 1124: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1124), 1765: ('negro', nan, ['negro', 'lagrow', 'magro', 'milagro', 'nitro'], 1765), 1970: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 1970), 2032: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2032), 2168: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2168), 2179: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2179), 35: ('ass', nan, ['ass', 'alsace', 's'], 35), 75: ('ass', nan, ['ass', 'alsace', 's'], 75), 77: ('ass', nan, ['ass', 'alsace', 's'], 77), 134: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 134), 152: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 152), 214: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 214), 229: ('bitching', nan, ['bitching', 'ditching', 'bisig', 'kitching', 'busick'], 229), 273: ('bullshit', nan, ['bullshit', 'bullish', 'bullishness', 'shiflet'], 273), 285: ('bullshit', nan, ['bullshit', 'bullish', 'bullishness', 'shiflet'], 285), 635: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 635), 931: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 931), 1858: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1858), 2021: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2021), 2272: ('tits', nan, ['tits', 'stitz', 'stitch', 'kits'], 2272), 2281: ('tramp', nan, ['tramp', 'trimpe', 'trant', 'krampe'], 2281), 2320: ('wigger', nan, ['wigger', 'wagar', 'schwaiger', 'swiger', 'yegor'], 2320), 184: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 184), 200: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 200), 282: ('bullshit', nan, ['bullshit', 'bullish', 'bullishness', 'shiflet'], 282), 642: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 642), 720: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 720), 932: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 932), 950: ('fucked', nan, ['fucked', 'fucks', 'sucked', 'chucked', 'shucked'], 950), 1138: ('goddamn', nan, ['goddamn', 'goddammit', 'goddam', 'godding', 'god'], 1138), 1615: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1615), 1898: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1898), 1939: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1939), 2053: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2053), 2133: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2133), 2176: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2176), 36: ('ass', nan, ['ass', 'alsace', 's'], 36), 605: ('dope', nan, ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 605), 667: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 667), 867: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 867), 1023: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1023), 1029: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1029), 1061: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1061), 1661: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1661), 1673: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 1673), 1688: ('kinky', nan, ['kinky', 'pinky', 'nicki'], 1688), 1840: ('racist', nan, ['racist', 'recessed', 'lyricist', 'races', 'lyricists'], 1840), 1848: ('racist', nan, ['racist', 'recessed', 'lyricist', 'races', 'lyricists'], 1848), 1874: ('scat', nan, ['scat', 'tact', 'tax', 'sacked', 'stacks'], 1874), 1907: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1907), 2081: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2081), 2125: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2125), 2152: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2152), 2187: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2187), 2223: ('slave', nan, ['slave', 'veils', 'slavish', 'selvage'], 2223), 2249: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2249), 2292: ('vaginal', nan, ['vaginal', 'nigel', 'nitrogen', 'galvanizes', \"nevada's\"], 2292), 43: ('ass', nan, ['ass', 'alsace', 's'], 43), 89: ('asshole', nan, ['asshole', 'arsehole', 'enholm', 'enroll', 'engholm'], 89), 201: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 201), 313: ('cocktail', nan, ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 313), 648: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 648), 664: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 664), 690: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 690), 873: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 873), 1004: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1004), 1022: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1022), 1038: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1038), 1072: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1072), 1645: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1645), 1696: ('libido', nan, ['libido', 'dible', 'deibler', 'dido', 'kibodeaux'], 1696), 1865: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1865), 1918: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1918), 2008: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2008), 2079: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2079), 2153: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2153), 2244: ('spunk', nan, ['spunk', 'schmuck', 'skunk', 'stunk', 'stumpe'], 2244), 2265: ('terrorist', nan, ['terrorist', \"terrorists'\", 'peronist', 'terraced', \"terence's\"], 2265), 2278: ('tramp', nan, ['tramp', 'trimpe', 'trant', 'krampe'], 2278), 2: ('arse', nan, ['arse', 'arth', 'ours'], 2), 145: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 145), 389: ('crappy', nan, ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 389), 677: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 677), 711: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 711), 938: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 938), 939: ('fucked', nan, ['fucked', 'fucks', 'sucked', 'chucked', 'shucked'], 939), 988: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 988), 1649: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1649), 1752: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 1752), 1841: ('racist', nan, ['racist', 'recessed', 'lyricist', 'races', 'lyricists'], 1841), 1856: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1856), 1857: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1857), 1891: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1891), 1950: ('shag', nan, ['shag', 'shack', 'shad', 'schapp'], 1950), 2180: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2180), 2268: ('terrorist', nan, ['terrorist', \"terrorists'\", 'peronist', 'terraced', \"terence's\"], 2268), 29: ('ass', nan, ['ass', 'alsace', 's'], 29), 93: ('assholes', nan, ['assholes', 'eichholz', 'unrolls', 'arsehole', 'uphold'], 93), 171: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 171), 193: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 193), 317: ('condom', nan, ['condom', 'condiment', 'tandem', 'condoms', 'comedy'], 317), 787: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 787), 921: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 921), 942: ('fucked', nan, ['fucked', 'fucks', 'sucked', 'chucked', 'shucked'], 942), 964: ('fucker', nan, ['fucker', 'sucker', 'huffaker', 'tucker', 'kucher'], 964), 1625: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1625), 1662: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1662), 1801: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 1801), 1895: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 1895), 1948: ('sexy', nan, ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 1948), 2068: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2068), 2167: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2167), 2231: ('slut', nan, ['slut', 'slutz', 'tullock', 'sultanate', 'nutlets'], 2231), 124: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 124), 647: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 647), 707: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 707), 722: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 722), 968: ('fuckers', nan, ['fuckers', 'fuddruckers', 'suckered', \"zucker's\", 'circus'], 968), 1142: ('gringo', nan, ['gringo', 'grego', 'dango', 'ringo', 'rengo'], 1142), 1869: ('raper', nan, ['raper', 'ripper', 'rapper', 'lepper'], 1869), 1993: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 1993), 1994: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 1994), 2034: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2034), 2138: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2138), 2164: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2164), 2208: ('shitting', nan, ['shitting', 'shaykin', 'shinnick', 'szczepanik', 'cetacean'], 2208), 2233: ('sluts', nan, ['sluts', 'stultz', 'stutz', 'lutz', 'slut'], 2233), 2302: ('virgin', nan, ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 2302), 566: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 566), 871: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 871), 902: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 902), 937: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 937), 1041: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1041), 1070: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1070), 1627: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 1627), 1767: ('negro', nan, ['negro', 'lagrow', 'magro', 'milagro', 'nitro'], 1767), 1851: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 1851), 2129: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2129), 2234: ('spank', nan, ['spank', 'spanked', 'stamped', 'spack', 'stahnke'], 2234), 2238: ('sperm', nan, ['sperm', 'sperms', 'spur', 'erps', 'sperber'], 2238), 2267: ('terrorist', nan, ['terrorist', \"terrorists'\", 'peronist', 'terraced', \"terence's\"], 2267), 40: ('ass', nan, ['ass', 'alsace', 's'], 40), 49: ('ass', nan, ['ass', 'alsace', 's'], 49), 170: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 170), 190: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 190), 688: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 688), 693: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 693), 856: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 856), 890: ('fuck', nan, ['fuck', 'suffolk', 'suck', 'futch', 'chuck'], 890), 1116: ('fucking', nan, ['fucking', 'chucking', 'tucking', 'fatiguing', 'suchanek'], 1116), 1698: ('liquor', nan, ['liquor', 'knicker', 'ricker', 'lacquer'], 1698), 1795: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 1795), 1868: ('raped', nan, ['raped', 'rapes', 'reps', 'rips', 'wrapped'], 1868), 2105: ('shit', nan, ['shit', 'shipp', 'tish', 'shiflet'], 2105), 87: ('asshole', nan, ['asshole', 'arsehole', 'enholm', 'enroll', 'engholm'], 87), 182: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 182), 206: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 206), 219: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 219)}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(slur_phonetic_candidates)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k20gsPrlFBkg",
        "outputId": "185f9e66-0bc3-4a78-c381-0ba3b7c7ed8a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{48.0: ('ass', 'maya', ['ass', 'alsace', 's'], 48.0), 80.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 80.0), 114.0: ('cocktail', 'cop car', ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 114.0), 122.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 122.0), 125.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 125.0), 127.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 127.0), 132.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 132.0), 135.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 135.0), 136.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 136.0), 138.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 138.0), 142.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 142.0), 146.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 146.0), 148.0: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 148.0), 160.0: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 160.0), 185.0: ('crappy', 'grumpy', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 185.0), 279.0: ('dope', 'adults', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 279.0), 298.0: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 298.0), 335.0: ('itch', nan, ['ich', 'h.', 'it', 'intis', 'oatis'], 335.0), 337.0: ('itch', nan, ['ich', 'h.', 'it', 'intis', 'oatis'], 337.0), 339.0: ('itch', nan, ['ich', 'h.', 'it', 'intis', 'oatis'], 339.0), 342.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 342.0), 353.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 353.0), 357.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 357.0), 358.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 358.0), 366.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 366.0), 368.0: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 368.0), 389.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 389.0), 398.0: ('naked', nan, ['naked', 'likud', 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'slasher', 'fresher'], 314.0), 331.0: ('hooker', 'answer', ['hooker', 'hawker', 'rooker', 'roecker', 'yurko'], 331.0), 334.0: ('horny', 'orange', ['horny', 'hori', 'horsey', 'whorley'], 334.0), 360.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 360.0), 477.0: ('retard', nan, ['retard', 'retard', 'retarded', 'ricciardi', 'restarted'], 477.0), 478.0: ('retard', nan, ['retard', 'retard', 'retarded', 'ricciardi', 'restarted'], 478.0), 116.0: ('condom', 'combo', ['condom', 'condiment', 'tandem', 'condoms', 'comedy'], 116.0), 196.0: ('dammit', nan, ['dammit', 'damitz', 'banet', 'dimmitt', 'banick'], 196.0), 252.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 252.0), 73.0: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 73.0), 229.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 229.0), 246.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 246.0), 247.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 247.0), 364.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 364.0), 381.0: ('liquor', 'like a', ['liquor', 'knicker', 'ricker', 'lacquer'], 381.0), 497.0: ('sex', 'accept', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 497.0), 547.0: ('sperm', 'squirming', ['sperm', 'sperms', 'spur', 'erps', 'sperber'], 547.0), 567.0: ('twinkie', nan, ['twinkie', 'zwicky', 'swanky', 'twinkies', 'tangqui'], 567.0), 593.0: ('virgin', nan, ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 593.0), 52.0: ('ass', 'maya', ['ass', 'alsace', 's'], 52.0), 220.0: ('dick', 'does', ['dick', 'get', 'dip', 'tick'], 220.0), 243.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 243.0), 308.0: ('drunk', nan, ['drunk', 'drank', 'runk', 'drink', 'brunke'], 308.0), 336.0: ('itch', nan, ['ich', 'h.', 'it', 'intis', 'oatis'], 336.0), 391.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 391.0), 396.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 396.0), 525.0: ('shitty', 'spinny', ['shitty', 'city', 'shippy', 'tichy'], 525.0), 548.0: ('sperm', nan, ['sperm', 'sperms', 'spur', 'erps', 'sperber'], 548.0), 1.0: ('aroused', 'monorail', ['aroused', 'theorized', 'unauthorized', 'around', 'arousal'], 1.0), 19.0: ('ass', 'round so', ['ass', 'alsace', 's'], 19.0), 95.0: ('booty', 'gooey', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 95.0), 113.0: ('cocktail', 'crocodile', ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 113.0), 207.0: ('dick', 'good', ['dick', 'get', 'dip', 'tick'], 207.0), 362.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 362.0), 527.0: ('shitty', 'shabam', ['shitty', 'city', 'shippy', 'tichy'], 527.0), 551.0: ('tit', 'it', ['tit', 'chittick', 'tipp', 'tippit', 'kit'], 551.0), 17.0: ('ass', nan, ['ass', 'alsace', 's'], 17.0), 26.0: ('ass', 'that', ['ass', 'alsace', 's'], 26.0), 184.0: ('crappy', 'crabby', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 184.0), 227.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 227.0), 282.0: ('dope', 'goat', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 282.0), 359.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 359.0), 449.0: ('pissed', 'peck', ['pissed', 'paste', 'kissed', 'pitts'], 449.0), 481.0: ('rump', nan, ['rump', 'lumpp', 'rumpf', 'trump', 'runk'], 481.0), 0.0: ('anus', 'uranus', ['anus', 'enos', 'anise', 'enough', 'amenaces'], 0.0), 29.0: ('ass', 'ryan', ['ass', 'alsace', 's'], 29.0), 153.0: ('crap', nan, ['crap', 'crabbe', 'crack'], 153.0), 190.0: ('crotch', 'crashing', ['crotch', 'crosswalk', 'kraatz', 'troche'], 190.0), 415.0: ('panties', nan, ['panties', \"patty's\", 'candies', 'patsies', 'pansies'], 415.0), 440.0: ('piss', 'pick', ['piss', 'pitch', 'pyxis', 'bisset'], 440.0), 88.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 88.0), 108.0: ('bullshit', 'bullet train', ['bullshit', 'bullish', 'bullishness', 'shiflet'], 108.0), 448.0: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 448.0), 493.0: ('sex', 'accept', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 493.0), 495.0: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 495.0), 13.0: ('ass', 'yes', ['ass', 'alsace', 's'], 13.0), 96.0: ('booty', 'do you think', ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 96.0), 178.0: ('crap', nan, ['crap', 'crabbe', 'crack'], 178.0), 187.0: ('crappy', 'crampy', ['crappy', 'scrappy', 'piercy', 'slaphappy', 'trippie'], 187.0), 285.0: ('dope', 'adult', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 285.0), 286.0: ('dope', 'adult', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 286.0), 303.0: ('drunk', 'draw and cut', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 303.0), 333.0: ('hookers', 'workers', ['hookers', 'cookers', 'walkers', 'hocus', 'rokos'], 333.0), 426.0: ('penis', nan, ['penis', 'creepiness', \"cincinnati's\", 'minich', 'thinness'], 426.0), 433.0: ('piss', 'put', ['piss', 'pitch', 'pyxis', 'bisset'], 433.0), 446.0: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 446.0), 9.0: ('ass', 'F', ['ass', 'alsace', 's'], 9.0), 22.0: ('ass', 'dressed', ['ass', 'alsace', 's'], 22.0), 28.0: ('ass', 'else', ['ass', 'alsace', 's'], 28.0), 39.0: ('ass', 'acts', ['ass', 'alsace', 's'], 39.0), 79.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 79.0), 86.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 86.0), 112.0: ('cocktail', nan, ['cocktail', 'capell', 'cockpit', 'silcox', 'cockpits'], 112.0), 356.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 356.0), 169.0: ('crap', 'raunchy', ['crap', 'crabbe', 'crack'], 169.0), 221.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 221.0), 297.0: ('drug', nan, ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 297.0), 49.0: ('ass', \"that's\", ['ass', 'alsace', 's'], 49.0), 76.0: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 76.0), 92.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 92.0), 154.0: ('crap', 'crayon', ['crap', 'crabbe', 'crack'], 154.0), 322.0: ('harem', 'arrow', ['harem', 'herriman', 'heron', 'herrmann'], 322.0), 399.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 399.0), 522.0: ('shits', 'its', ['shit', 'shipp', 'tish', 'shiflet'], 522.0), 20.0: ('ass', 'ask', ['ass', 'alsace', 's'], 20.0), 30.0: ('ass', 'sure is', ['ass', 'alsace', 's'], 30.0), 53.0: ('ass', 'us', ['ass', 'alsace', 's'], 53.0), 223.0: ('dick', '[Noises]', ['dick', 'get', 'dip', 'tick'], 223.0), 306.0: ('drunk', 'do you want', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 306.0), 428.0: ('pimp', 'pancakes', ['pimp', 'pip', 'pink', 'schmitt'], 428.0), 445.0: ('piss', 'test', ['piss', 'pitch', 'pyxis', 'bisset'], 445.0), 91.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 91.0), 106.0: ('bugger', nan, ['bugger', 'dugger', 'mugger', 'buchberger', 'bugeye'], 106.0), 162.0: ('crap', 'crab', ['crap', 'crabbe', 'crack'], 162.0), 168.0: ('crap', 'cap', ['crap', 'crabbe', 'crack'], 168.0), 348.0: ('killing', 'color', ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 348.0), 400.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 400.0), 72.0: ('bastard', nan, ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 72.0), 176.0: ('crap', 'grab', ['crap', 'crabbe', 'crack'], 176.0), 442.0: ('piss', 'please', ['piss', 'pitch', 'pyxis', 'bisset'], 442.0), 10.0: ('ass', 'fast', ['ass', 'alsace', 's'], 10.0), 37.0: ('ass', 'maya', ['ass', 'alsace', 's'], 37.0), 385.0: ('liquor', 'flicker', ['liquor', 'knicker', 'ricker', 'lacquer'], 385.0), 413.0: ('pansy', 'fish', ['pansy', 'tansy', 'ponzi', 'chimpanzee', 'manzi'], 413.0), 504.0: ('sexy', 'sixty', ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 504.0), 555.0: ('tits', 'it', ['tits', 'stitz', 'stitch', 'kits'], 555.0), 598.0: ('whiskey', nan, ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 598.0), 4.0: ('ass', 'small', ['ass', 'alsace', 's'], 4.0), 228.0: ('dick', 'dig', ['dick', 'get', 'dip', 'tick'], 228.0), 280.0: ('dope', 'adult', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 280.0), 511.0: ('sexy', nan, ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 511.0), 82.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 82.0), 361.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 361.0), 384.0: ('liquor', 'look at', ['liquor', 'knicker', 'ricker', 'lacquer'], 384.0), 405.0: ('nipple', 'little', ['nipple', 'ripple', 'nepl', 'dippel'], 405.0), 545.0: ('smut', nan, ['smut', 'schmuck', 'tums', 'chums', \"putnam's\"], 545.0), 50.0: ('ass', '[Noises]', ['ass', 'alsace', 's'], 50.0), 509.0: ('sexy', nan, ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 509.0), 109.0: ('cock', nan, ['cock', 'kopp', 'cot'], 109.0), 159.0: ('crap', 'grab', ['crap', 'crabbe', 'crack'], 159.0), 232.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 232.0), 245.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 245.0), 250.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 250.0), 267.0: ('dildo', nan, ['dildo', 'dedeaux', 'nedeau', 'rideaux', 'lindow'], 267.0), 374.0: ('kinky', nan, ['kinky', 'pinky', 'nicki'], 374.0), 602.0: ('whiskey', 'twisty', ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 602.0), 47.0: ('ass', 'maya', ['ass', 'alsace', 's'], 47.0), 100.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 100.0), 102.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 102.0), 375.0: ('kumquat', nan, ['kumquat', 'calmaquip', 'comtois', 'karpen', 'companywide'], 375.0), 156.0: ('crap', 'correct', ['crap', 'crabbe', 'crack'], 156.0), 307.0: ('drunk', 'job', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 307.0), 383.0: ('liquor', 'licker', ['liquor', 'knicker', 'ricker', 'lacquer'], 383.0), 528.0: ('shitty', 'he stays', ['shitty', 'city', 'shippy', 'tichy'], 528.0), 597.0: ('whiskey', 'with hand soap', ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 597.0), 278.0: ('dope', nan, ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 278.0), 382.0: ('liquor', 'look at', ['liquor', 'knicker', 'ricker', 'lacquer'], 382.0), 394.0: ('naked', nan, ['naked', 'likud', 'dedicated', 'mittag', 'domesticated'], 394.0), 325.0: ('hobo', nan, ['hobo', 'bobo', 'hoboes', 'rubbo', 'yobbo'], 325.0), 498.0: ('sex', 'snack', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 498.0), 529.0: ('shitty', 'shedding', ['shitty', 'city', 'shippy', 'tichy'], 529.0), 84.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 84.0), 420.0: ('penis', 'finished', ['penis', 'creepiness', \"cincinnati's\", 'minich', 'thinness'], 420.0), 101.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 101.0), 180.0: ('crap', nan, ['crap', 'crabbe', 'crack'], 180.0), 224.0: ('dick', '[Illegible]', ['dick', 'get', 'dip', 'tick'], 224.0), 476.0: ('rectum', nan, ['rectum', 'sextuplet', 'reckon', 'stethem', 'techsystem'], 476.0), 455.0: ('playboy', 'play mice', ['playboy', \"playboy's\", 'claybaugh', 'payday', 'mayday'], 455.0), 487.0: ('sex', 'percent', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 487.0), 496.0: ('sex', 'set', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 496.0), 78.0: ('bastard', 'buster', ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 78.0), 249.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 249.0), 410.0: ('nude', 'news', ['nude', 'renewed', 'renewed', 'canoed', 'rood'], 410.0), 454.0: ('pissed', nan, ['pissed', 'paste', 'kissed', 'pitts'], 454.0), 604.0: ('whore', nan, ['whore', 'your', 'horne'], 604.0), 222.0: ('dick', 'big', ['dick', 'get', 'dip', 'tick'], 222.0), 349.0: ('killing', '[Illegible]', ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 349.0), 514.0: ('shag', nan, ['shag', 'shack', 'shad', 'schapp'], 514.0), 15.0: ('ass', '[Illegible]', ['ass', 'alsace', 's'], 15.0), 149.0: ('crap', '[Noises]', ['crap', 'crabbe', 'crack'], 149.0), 296.0: ('drug', 'drop', ['drug', 'drugged', 'druggist', 'drubbed', 'drugs'], 296.0), 345.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 345.0), 435.0: ('piss', 'put', ['piss', 'pitch', 'pyxis', 'bisset'], 435.0), 179.0: ('crap', nan, ['crap', 'crabbe', 'crack'], 179.0), 586.0: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 586.0), 212.0: ('dick', 'big', ['dick', 'get', 'dip', 'tick'], 212.0), 512.0: ('sexy', nan, ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 512.0), 155.0: ('crap', 'crashed', ['crap', 'crabbe', 'crack'], 155.0), 211.0: ('dick', 'day', ['dick', 'get', 'dip', 'tick'], 211.0), 587.0: ('virgin', 'version', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 587.0), 175.0: ('crap', 'crack', ['crap', 'crabbe', 'crack'], 175.0), 373.0: ('kinky', 'take it out of', ['kinky', 'pinky', 'nicki'], 373.0), 438.0: ('piss', 'test', ['piss', 'pitch', 'pyxis', 'bisset'], 438.0), 74.0: ('bastard', 'buster', ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 74.0), 206.0: ('demon', 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'sticker', ['dick', 'get', 'dip', 'tick'], 217.0), 311.0: ('drunk', '[Illegible]', ['drunk', 'drank', 'runk', 'drink', 'brunke'], 311.0), 441.0: ('piss', 'pis', ['piss', 'pitch', 'pyxis', 'bisset'], 441.0), 273.0: ('dong', nan, ['dong', 'gaunt', 'dong', 'dog', 'ding-dong'], 273.0), 344.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 344.0), 594.0: ('virgin', 'colored in', ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 594.0), 103.0: ('brothel', nan, ['brothel', 'brasil', 'rossell', 'brussel'], 103.0), 225.0: ('dick', 'see it', ['dick', 'get', 'dip', 'tick'], 225.0), 370.0: ('kills', nan, ['kills', 'calles', 'gills', 'pills'], 370.0), 421.0: ('penis', 'piece', ['penis', 'creepiness', \"cincinnati's\", 'minich', 'thinness'], 421.0), 600.0: ('whiskey', 'rescue', ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 600.0), 32.0: ('ass', 'maya', ['ass', 'alsace', 's'], 32.0), 239.0: ('dick', 'up next', ['dick', 'get', 'dip', 'tick'], 239.0), 486.0: ('sex', nan, ['sex', 'cheques', 'sect', 'sects', 'sexed'], 486.0), 490.0: ('sex', 'six', ['sex', 'cheques', 'sect', 'sects', 'sexed'], 490.0), 99.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 99.0), 347.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 347.0), 218.0: ('dick', 'exercising', ['dick', 'get', 'dip', 'tick'], 218.0), 332.0: ('hooker', nan, ['hooker', 'hawker', 'rooker', 'roecker', 'yurko'], 332.0), 269.0: ('dong', nan, ['dong', 'gaunt', 'dong', 'dog', 'ding-dong'], 269.0), 288.0: ('dope', 'adults', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 288.0), 166.0: ('crap', 'trap', ['crap', 'crabbe', 'crack'], 166.0), 553.0: ('tit', 'tent', ['tit', 'chittick', 'tipp', 'tippit', 'kit'], 553.0), 16.0: ('ass', nan, ['ass', 'alsace', 's'], 16.0), 434.0: ('piss', nan, ['piss', 'pitch', 'pyxis', 'bisset'], 434.0), 437.0: ('piss', 'put', ['piss', 'pitch', 'pyxis', 'bisset'], 437.0), 459.0: ('porn', 'corn', ['porn', 'por', 'poured', 'corne'], 459.0), 546.0: ('sperm', 'spiderman', ['sperm', 'sperms', 'spur', 'erps', 'sperber'], 546.0), 11.0: ('ass', nan, ['ass', 'alsace', 's'], 11.0), 107.0: ('bugger', nan, ['bugger', 'dugger', 'mugger', 'buchberger', 'bugeye'], 107.0), 275.0: ('dope', nan, ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 275.0), 521.0: ('shits', nan, ['shit', 'shipp', 'tish', 'shiflet'], 521.0), 606.0: ('whore', nan, ['whore', 'your', 'horne'], 606.0), 81.0: ('bitch', nan, ['bitch', 'biss', 'pitch', 'ditch'], 81.0), 503.0: ('sexy', \"let's see\", ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 503.0), 343.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 343.0), 502.0: ('sexy', nan, ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 502.0), 171.0: ('crap', 'craft', ['crap', 'crabbe', 'crack'], 171.0), 470.0: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 470.0), 33.0: ('ass', 'maya', ['ass', 'alsace', 's'], 33.0), 208.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 208.0), 378.0: ('liquor', nan, ['liquor', 'knicker', 'ricker', 'lacquer'], 378.0), 365.0: ('killing', nan, ['killing', 'keeling', 'killin', 'kelling', 'caylin'], 365.0), 51.0: ('ass', 'maya', ['ass', 'alsace', 's'], 51.0), 277.0: ('dope', 'adults', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 277.0), 425.0: ('penis', 'cleans', ['penis', 'creepiness', \"cincinnati's\", 'minich', 'thinness'], 425.0), 215.0: ('dick', 'did', ['dick', 'get', 'dip', 'tick'], 215.0), 533.0: ('slave', nan, ['slave', 'veils', 'slavish', 'selvage'], 533.0), 238.0: ('dick', nan, ['dick', 'get', 'dip', 'tick'], 238.0), 471.0: ('rape', nan, ['rape', 'repp', 'ripp', 'yep', 'raitt'], 471.0), 98.0: ('booty', nan, ['booty', 'buchi', 'dupee', 'duty', 'gucci'], 98.0), 240.0: ('dick', 'giggling', ['dick', 'get', 'dip', 'tick'], 240.0), 23.0: ('ass', 'mouth', ['ass', 'alsace', 's'], 23.0), 501.0: ('sexually', 'accessories', ['sexually', 'sexual', 'intellectually', 'bisexual', 'metrosexual'], 501.0), 579.0: ('virgin', nan, ['virgin', 'virginian', 'verges', \"virginia's\", 'yeargin'], 579.0), 469.0: ('rape', 'ready', ['rape', 'repp', 'ripp', 'yep', 'raitt'], 469.0), 173.0: ('crap', nan, ['crap', 'crabbe', 'crack'], 173.0), 164.0: ('crap', 'crash', ['crap', 'crabbe', 'crack'], 164.0), 603.0: ('whiskey', nan, ['whiskey', 'whisky', 'witzke', 'wanniski', 'whipkey'], 603.0), 7.0: ('ass', nan, ['ass', 'alsace', 's'], 7.0), 284.0: ('dope', 'adults', ['dope', 'doepke', 'tobe', 'doke', 'rowboat'], 284.0), 506.0: ('sexy', \"let's see\", ['sexy', 'ciesielski', 'tessie', 'sex', 'sketching'], 506.0), 439.0: ('piss', 'pretty', ['piss', 'pitch', 'pyxis', 'bisset'], 439.0), 479.0: ('retarded', 'having convulsions', ['retarded', 'restarted', 'retarding', 'trotted', 'redrafted'], 479.0), 216.0: ('dick', 'stickers', ['dick', 'get', 'dip', 'tick'], 216.0), 423.0: ('penis', 'pay miss', ['penis', 'creepiness', \"cincinnati's\", 'minich', 'thinness'], 423.0), 407.0: ('nude', 'newt', ['nude', 'renewed', 'renewed', 'canoed', 'rood'], 407.0), 75.0: ('bastard', 'buster', ['bastard', 'bastards', 'bustard', 'astred', 'pestered'], 75.0)}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(videoId_transcripts['--7Q-kZYES8'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "68EbdBs_ZXcv",
        "outputId": "6d0880cf-3698-4c37-f30d-07876b3b2ac8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "hey guys i'm so excited because red cayenne is going to be featured in macy's thanksgiving day for rain as a giant balloon you can see red titan on thanksgiving day november 26th here on nbc between 9 00 a.m and 12 p.m in all time zones ready to see sneak peek let's go so ryan i just received the footage of red titan balloon being tested on balloon fest you want to check it out yeah all right whoa it's so big i can't wait to see amazing thanksgiving paper raid yeah i can't believe it's floating it's moving by the cart yeah you see how it's attached to the multiple cards yeah that's so cool what's going in a circle oh yeah i love him smiling look at that facial expression just like you wow i can't wait to watch this on thanksgiving day yeah on nbc it's nice swap old time zone in honor of thanksgiving we made a thankful treat we're gonna use three hand leaves and we're gonna write three things that we're thankful for there's so many things to be thankful for that's right let's get started well you know it's so much fun making handmade thank you letters but did you know red titan balloon was also handmade yeah roll the clip while we're writing down what we're thankful for hi i'm matt caprelian i manage the balloon studio here at macy's parade studio our balloon process starts when one of our artists does a sketch of a balloon from that sketch our artists will do a three-dimensional sculpt in the computer and that will be approved by the partner to make sure the balloon looks exactly like the character that we want to have in the parade after the digital model is made that model goes to our 3d printer which creates a physical 3d copy of that model that model gets painted and also used for patterning purposes once the patterns are made the balloon is cut by a machine out of pieces of fabric once all of our pattern pieces are cut each piece is sealed together by hand on a heat sealing machine by one of our technicians here in the parade studio something that's really interesting about our balloons is that they're divided up into sections called chambers once all these chambers are built they're sealed together carefully by our artists here in the parade studio after the entire balloon is assembled it will be painted by hand we use a flexible ink to coat the surface of our balloon once the balloon is painted it can be inflated and it's ready for flight there are many fun and exciting steps to making a larger-than-life character in our parade okay i'm ready to put my thankful hand on thankful treat first i'm thankful for having a loving family i'm thankful for spending every day with my lovely family i'm also thankful for my amazing family thank you guys i'm thankful for having two sisters i'm thankful for ryan's royal fans to always stay happy and rise up love you guys over here [Music] i'm thankful for my mom and dad thank you so much for taking care of me and my sisters and ryan and emma k thank you so much i'm thankful for having awesome fans without you guys red titan wouldn't be at macy's thanksgiving day parade i'm thankful for all my kids are staying healthy and happy i'm thankful for clean water and good health for my family what are you thankful for for now thank you for watching bye remember or stay happy and rise up bye and don't forget to check out macy's new thanksgiving day parade on nbc 9-12 in all time zones bye\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gHR9yqUydrqt"
      },
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "from scipy import spatial\n",
        "import numpy as np\n",
        "\n",
        "count=0\n",
        "slur_phonetic_video_candidates = {}\n",
        "for slur_id, slur, correction, videoId in zip(df['Id'], df['Slur'], df['Actual Word'], df['Link']):\n",
        "    count+=1\n",
        "    if(count>=536):\n",
        "      break\n",
        "    try:\n",
        "        videoId=videoId[32:43]\n",
        "        if videoId in videoId_transcripts:\n",
        "            transcript = videoId_transcripts[videoId]\n",
        "\n",
        "            words_in_transcript = transcript.lower().replace('.', ' ').replace(',', ' ').split(' ')\n",
        "\n",
        "            filtered_words_in_transcript = [stem(word) for word in words_in_transcript if word not in stopwords.words('english') and len(word)> 2]\n",
        "\n",
        "            slur_word_arr = np.asarray(t.get_item_vector(lookup[slur]))\n",
        "\n",
        "            filtered_words_in_transcript_with_phonetic_embedding = []\n",
        "            spatial_distances = []\n",
        "            for word in filtered_words_in_transcript:\n",
        "                try:\n",
        "                    if word not in filtered_words_in_transcript_with_phonetic_embedding:\n",
        "                        word_arr = np.array(t.get_item_vector(lookup[word]))\n",
        "                        spatial_distances.append(spatial.distance.cosine(slur_word_arr, word_arr))\n",
        "                        filtered_words_in_transcript_with_phonetic_embedding.append(word)\n",
        "\n",
        "                except Exception as ex:\n",
        "                  continue\n",
        "                  #print('Exception: ', ex)\n",
        "\n",
        "            sorted_index = np.argsort(spatial_distances)\n",
        "\n",
        "            i = 0\n",
        "            phonetic_candidates =  []\n",
        "            for index in sorted_index:\n",
        "                phonetic_candidates.append(filtered_words_in_transcript_with_phonetic_embedding[index])\n",
        "                i += 1\n",
        "\n",
        "                if i > 10:\n",
        "                    break\n",
        "\n",
        "#             print((slur, correction, phonetic_candidates))\n",
        "            slur_phonetic_video_candidates[slur_id] = (slur, correction, phonetic_candidates)\n",
        "\n",
        "    except Exception as ex:\n",
        "        continue\n",
        "        #print(ex, slur)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mgXkKLtgB1gz",
        "outputId": "3c65f1f9-749f-4dc9-a94c-c9751906c061"
      },
      "source": [
        "print(slur_phonetic_video_candidates)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{48.0: ('ass', 'maya', ['ass', 'attach', \"i'll\", 'add', 'eat', 'pass', 'els', 'catch', 'yes', \"i'm\", 'nice']), 80.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'built', 'good', 'beach', 'bench', 'rapid', 'build', 'buy']), 114.0: ('cocktail', 'cop car', ['cocktail', 'com', 'calm', 'oxygen', 'stop', 'fact', 'popular', 'collect', 'pack', 'impact', 'call']), 122.0: ('crap', 'craft', ['crap', 'craft', 'cap', 'clipper', 'glue', 'right', 'bit', 'heart', 'kid', 'paint', 'get']), 125.0: ('crap', 'craft', ['crap', 'craft', 'click', 'part', 'scrapbook', 'comment', 'keep', 'time', 'back', 'tape', 'match']), 127.0: ('crap', 'craft', ['crap', 'crack', 'craft', 'quit', 'secret', 'time', 'pop', 'screen', 'swap', 'cup', 'right']), 132.0: ('crap', 'craft', ['crap', 'grab', 'craft', 'click', 'graph', 'cloth', 'type', 'keep', 'tri', 'yet', 'kid']), 135.0: ('crap', 'craft', ['crap', 'crab', 'craft', 'part', 'type', 'tip', 'scrapbook', 'comment', 'time', 'comm', 'back']), 136.0: ('crap', 'craft', ['crap', 'craft', 'grass', 'clue', 'comment', 'keep', 'com', 'back', 'car', 'fabric', 'pink']), 138.0: ('crap', 'craft', ['crap', 'scrap', 'craft', 'type', 'tip', 'scrapbook', 'comment', 'back', 'past', 'press', 'glue']), 142.0: ('crap', 'craft', ['crap', 'craft', 'map', 'tip', 'comment', 'time', 'back', 'parti', 'got', 'stretch', 'twice']), 146.0: ('crap', 'craft', ['crap', 'craft', 'mark', 'comment', 'close', 'time', 'comm', 'back', 'press', 'tri', 'tape']), 148.0: ('crap', 'crab', ['crap', 'grab', 'wrap', 'great', \"can't\", 'quick', 'pack', 'ice-cream', 'green', 'close', 'yep']), 160.0: ('crap', 'crab', ['crap', 'crib', 'clock', 'cap', 'tram', 'cat', 'mark', 'cross', 'class', 'comp', 'stripe']), 185.0: ('crappy', 'grumpy', ['key', 'parti', 'keep', 'pretti', 'marti', 'grabber', 'tri', 'maxi', 'critter', 'time', 'cat']), 279.0: ('dope', 'adults', ['dope', 'job', 'put', 'could', 'hope', 'look', 'goe', 'go', 'dude', 'bog', 'bit']), 298.0: ('drug', nan, ['drug', 'track', 'luck', 'regard', 'bud', 'done', 'tri', 'card', 'bring', 'that', 'brand']), 335.0: ('itch', nan, ['itch', 'eat', \"i'd\", 'get', \"i'll\", 'ooh', 'yes', 'alright', \"i'm\", 'okay', 'sheet']), 337.0: ('itch', nan, ['itch', 'ouch', 'els', 'get', \"i'll\", 'mrs', 'late', \"i'm\", 'great', 'right', 'thank']), 339.0: ('itch', nan, ['itch', 'eat', \"it'll\", 'add', 'eye', 'act', 'equip', 'ear', 'end', 'axe', 'lit']), 342.0: ('killing', nan, ['kill', 'sing', 'get', 'music', 'yell', \"i'm\", 'warm', 'look', 'first', 'three', 'question']), 353.0: ('killing', nan, ['kill', 'click', 'thing', 'bring', 'skill', 'clear', 'game', 'tic', 'kid', 'like', 'trick']), 357.0: ('killing', nan, ['kill', 'king', 'thing', 'lake', 'bring', 'gang', 'came', 'plane', 'blame', 'gear', 'still']), 358.0: ('killing', nan, ['kill', 'thing', 'lake', 'bring', 'lili', 'came', 'skill', 'calm', 'blame', 'gear', 'clear']), 366.0: ('killing', nan, ['kill', 'click', 'sting', 'thing', 'guilt', 'kick', 'cake', 'chin', 'still', 'game', 'picnic']), 368.0: ('kills', nan, ['kill', 'pick', 'get', 'tail', 'sens', 'take', 'catch', 'good', 'slow', 'slug', 'slash']), 389.0: ('naked', nan, ['make', 'late', 'send', 'mean', 'tay', 'dog', 'right', 'wrong', 'tell', 'word', 'itch']), 398.0: ('naked', nan, ['bug', 'cut', 'product', 'make', 'that', 'take', 'next', 'cutter', 'collect', 'what', 'maker']), 401.0: ('naked', nan, ['bug', 'cub', 'hug', 'cut', 'target', 'second', 'button', 'contain', 'conduct', 'product', 'make']), 402.0: ('naked', nan, ['duck', 'spigot', 'hug', 'cut', 'neck', 'chicken', 'second', 'button', 'make', 'that', 'touch']), 403.0: ('naked', nan, ['makeup', 'tuck', 'cut', 'target', 'rocket', 'tub', 'stuck', 'neck', 'chicken', 'second', 'button']), 404.0: ('naked', nan, ['stuck', 'second', 'huck', 'make', 'that', 'reagan', 'take', 'next', 'nut', 'what', 'made']), 411.0: ('nymph', nan, ['nymph', 'name', 'romain', 'smell', 'snail', 'nice', 'guinea', 'male', 'rhyme', 'make', 'meet']), 466.0: ('racist', nan, ['racist', 'racism', 'say', 'test', 'think', 'ask', 'focus', 'respond', 'accept', 'thing', 'wrong']), 467.0: ('racist', nan, ['racist', 'racism', 'system', 'say', 'place', 'listen', 'less', 'least', 'serious', 'wish', 'think']), 468.0: ('racist', 'race this', ['racist', 'race', 'racetrack', 'face', 'yes', 'say', 'place', 'lift', 'west', 'miss', 'space']), 494.0: ('sex', nan, ['sex', 'protect', 'neck', 'excel', 'take', 'forget', 'spend', 'fact', 'let', 'stay', 'exact']), 500.0: ('sexual', nan, ['sexual', 'skull', 'thought', 'forget', 'actual', 'channel', 'form', 'forehead', 'guess', 'skin', 'top']), 584.0: ('virgin', 'version', ['virgin', 'version', 'versus', 'scissor', 'cover', 'leader', 'spin', 'spider', 'team', 'differ', 'done']), 592.0: ('virgin', 'version', ['virgin', 'version', 'ever', 'hover', 'either', 'birthday', 'first', 'differ', 'split', 'bean', 'still']), 599.0: ('whiskey', nan, ['whiskey', 'wale', 'wine', 'monkey', 'hockey', 'norway', 'tea', 'wheat', 'well', 'wild', 'pizza']), 42.0: ('ass', 'as', ['ass', 'ash', 'eat', 'ill', 'end', 'class', 'impress', 'even', 'night', \"they'll\", 'think']), 44.0: ('ass', 'as', ['ass', 'ice', 'ash', 'ouch', 'air', 'eat', 'pass', 'ill', 'glass', 'end', 'class']), 45.0: ('ass', 'as', ['ass', 'ask', 'ash', 'ate', 'eight', 'eat', 'ear', 'odd', 'ill', 'act', 'glass']), 57.0: ('ass', 'as', ['ass', 'ice', 'ask', 'ash', 'eat', 'grass', 'ill', 'oil', 'els', 'end', 'class']), 119.0: ('crap', 'crepe', ['crap', 'crab', 'crepe', 'crash', 'craft', 'quit', 'gap', 'type', 'comment', 'strip', 'apart']), 129.0: ('crap', 'bowls', ['crap', 'craft', 'clear', 'quick', 'comment', 'keep', 'art', 'glue', 'pet', 'price', 'cup']), 144.0: ('crap', 'craft', ['crap', 'craft', 'cap', 'clear', 'teapot', 'com', 'back', 'pot', 'tape', 'parti', 'glue']), 200.0: ('demon', 'dinner', ['demon', \"i'm\", 'mean', 'need', 'come', 'one', 'seen', 'dian', 'written', 'fun', 'much']), 202.0: ('demon', nan, ['demon', \"i'm\", 'onion', 'hmm', 'deal', 'run', 'month', 'need', 'beat', 'come', 'one']), 205.0: ('demon', nan, ['demon', \"i'm\", 'tedium', 'money', 'deed', 'hmm', 'madam', 'done', 'deal', 'run', 'number']), 395.0: ('naked', nan, ['ugh', 'cut', 'edit', 'neck', 'second', 'make', 'that', 'luck', 'touch', 'potato', 'take']), 424.0: ('penis', nan, ['miss', 'nice', 'mean', 'beach', 'peel', 'beat', 'mist', 'chemist', 'seen', 'keep', 'need']), 463.0: ('porn', 'corn', ['porn', 'corn', 'bomb', 'point', 'warn', 'store', 'corner', 'import', 'ball', 'pear', 'pair']), 523.0: ('shits', 'fridges', ['shit', 'sit', 'station', 'citi', 'sure', 'face', 'pick', 'stick', 'show', 'six', 'fill']), 583.0: ('virgin', 'version', ['virgin', 'version', 'never', 'third', 'versus', 'scissor', 'nevermind', 'girl', 'spin', 'folder', 'train']), 588.0: ('virgin', 'version', ['virgin', 'versus', 'scissor', 'nevermind', 'girl', 'min', 'first', 'name', 'loser', 'mean', 'begin']), 117.0: ('crap', 'craft', ['crap', 'craft', 'clipper', 'comment', 'frequent', 'time', 'clay', 'press', 'glue', 'lollipop', 'fahrenheit']), 118.0: ('crap', 'craft', ['crap', 'craft', 'great', 'pack', 'cute', 'comment', 'chip', 'clean', 'close', 'time', 'com']), 120.0: ('crap', 'craft', ['crap', 'craft', 'tip', 'trace', 'time', 'card', 'tri', 'bank', 'glue', 'fabric', 'cleo']), 124.0: ('crap', 'craft', ['crap', 'craft', 'wrap', 'comment', 'green', 'com', 'back', 'match', 'car', 'front', 'scarf']), 128.0: ('crap', 'craft', ['crap', 'craft', 'quit', 'pack', 'pass', 'close', 'time', 'com', 'back', 'glue', 'fabric']), 134.0: ('crap', 'craft', ['crap', 'crab', 'craft', 'click', 'part', 'scrapbook', 'comment', 'keep', 'time', 'back', 'tape']), 145.0: ('crap', 'craft', ['crap', 'craft', 'class', 'close', 'back', 'camera', 'glue', 'might', 'puppet', 'bit', 'attach']), 186.0: ('crappy', 'crafty', ['time', 'crowd', 'two', 'track', 'see', 'today', 'hey', 'care', 'three', 'hip', 'yeah']), 192.0: ('crotch', nan, ['crotch', 'croc', 'crack', 'part', 'card', 'far', 'start', 'shot', 'crete', 'clasp', 'star']), 204.0: ('demon', nan, ['demon', \"i'm\", 'money', 'hmm', 'run', 'number', 'need', 'payment', 'lean', 'seem', 'come']), 274.0: ('dope', 'loop', ['dope', 'dome', 'put', 'dough', 'coat', 'hope', 'look', 'boot', 'dog', 'goe', 'drop']), 462.0: ('porn', 'pond', ['porn', 'strong', 'warm', 'want', 'sure', 'straight', 'watch', 'tri', 'smoke', 'play', 'okay']), 472.0: ('rape', 'brave', ['rape', 'take', 'hate', 'step', 'right', 'wait', 'make', 'let', 'race', 'pet', 'look']), 513.0: ('shag', 'shank', ['shag', 'bad', 'phew', 'sing', \"can't\", 'like', 'sound', 'dig', 'say', 'ask', 'cello']), 535.0: ('slave', nan, ['slave', 'sleigh', 'given', 'give', 'fed', 'slash', 'even', 'snuck', 'said', 'flip', 'conveyor']), 552.0: ('tit', 'tent', ['tit', 'get', 'stick', 'take', 'great', 'let', 'tent', 'click', 'treat', 'right', 'booklet']), 40.0: ('ass', nan, ['ass', 'attach', \"i'll\", 'air', 'age', 'ill', 'act', 'els', 'end', \"it'll\", 'yes']), 56.0: ('ass', nan, ['ass', \"i'll\", 'hour', 'eye', 'ear', 'act', 'els', 'path', 'yes', 'alright', \"i'm\"]), 77.0: ('bastard', 'buster', ['bastard', 'dirt', 'master', 'faster', 'robert', 'buster', 'hurt', 'bad', 'fast', 'back', 'bandit']), 94.0: ('booty', 'rosie', ['today', 'poor', 'two', 'cooper', 'keep', 'yeti', 'rudi', 'ball', 'meet', 'defeat', 'team']), 121.0: ('crap', 'craft', ['crap', 'pant', 'click', 'cross', 'cloth', 'claw', 'keep', 'trace', 'apart', 'yep', 'screen']), 123.0: ('crap', 'craft', ['crap', 'craft', 'comment', 'keep', 'card', 'match', 'fabric', 'felt', 'thread', 'kid', 'forget']), 126.0: ('crap', 'crepe', ['crap', 'craft', 'strip', 'com', 'past', 'glue', 'height', 'attach', 'forget', 'start', 'carver']), 131.0: ('crap', 'craft', ['crap', 'craft', 'cap', 'trim', 'comment', 'keep', 'gray', 'grey', 'strip', 'screen', 'com']), 133.0: ('crap', 'craft', ['crap', 'craft', 'part', 'scrunch', 'tag', 'flat', 'glue', 'right', 'bit', 'flowerpot', 'attach']), 139.0: ('crap', 'craft', ['crap', 'clip', 'craft', 'cap', 'wrap', 'tab', 'great', 'part', 'mark', 'clear', 'cloth']), 140.0: ('crap', 'crepe', ['crap', 'crab', 'crepe', 'scrap', 'craft', 'tap', 'part', 'pass', 'green', 'press', 'tri']), 150.0: ('crap', 'crab', ['crap', 'cram', 'trap', 'cream', 'grape', 'clam', 'great', 'cat', \"can't\", 'crowd', 'crane']), 188.0: ('crappy', 'crab', ['keep', 'tea', 'pretti', 'happier', 'claw', 'happiest', 'time', 'teach', 'speak', 'bye', 'close']), 230.0: ('dick', 'digly', ['dick', 'get', 'dig', 'pick', 'big', 'good', 'tip', 'date', 'take', 'kid', 'jack']), 235.0: ('dick', nan, ['dick', 'get', 'ticket', 'bit', 'big', 'good', 'zip', 'gate', 'take', 'brick', 'like']), 276.0: ('dope', 'dough', ['dope', 'book', 'hope', 'get', 'got', 'type', 'tape', 'that', 'caught', 'printout', 'jacket']), 292.0: ('drug', 'draw', ['drug', 'garden', 'done', 'trim', 'cub', 'start', 'make', 'border', 'like', 'cut', 'cup']), 300.0: ('drug', nan, ['drug', 'rug', 'dress', 'tri', 'tree', 'bring', 'treat', 'jump', 'that', 'part', 'broke']), 301.0: ('drug', nan, ['drug', 'truck', 'dragon', 'drag', 'trick', 'luck', 'done', 'tri', 'tuck', 'tree', 'bring']), 376.0: ('kumquat', nan, ['kumquat', 'quint', 'apricot', 'tomato', 'current', 'watch', 'quan', 'white', 'kiwi', 'wine', 'star']), 380.0: ('liquor', 'victor', ['liquor', 'taker', 'tanker', 'lighter', 'work', 'berger', 'victor', 'like', 'number', 'racer', 'better']), 429.0: ('pimp', 'pens', ['pimp', 'pink', 'paint', 'tip', 'bit', 'make', 'tape', 'panic', 'pay', 'triplet', 'think']), 431.0: ('pimp', nan, ['pimp', 'pick', 'bit', 'make', 'trip', 'pin', 'shape', 'kidnap', 'think', 'mike', 'comment']), 491.0: ('sex', 'set', ['sex', 'connect', 'technic', 'take', 'let', 'yes', 'sweat', 'saw', 'toy', 'chang', 'lift']), 530.0: ('shitty', 'silly', ['shape', 'fit', 'see', 'say', 'sheldon', 'key', 'chill', 'hickey', 'teach', 'stay', 'toy']), 534.0: ('slave', 'sleigh', ['slave', 'sleigh', 'there', 'day', 'fine', 'made', 'bell', 'think', 'found', 'chime', 'letter']), 536.0: ('slave', 'sleigh', ['slave', 'live', 'save', 'sleigh', 'fill', 'slip', 'give', 'gave', 'villain', 'safe', 'left']), 539.0: ('slave', 'sleigh', ['slave', 'save', 'slay', 'sleigh', 'slip', 'give', \"they'll\", 'villain', 'sleep', 'safe', 'left']), 540.0: ('slave', 'sleigh', ['slave', 'save', 'sleigh', 'jail', 'give', 'gave', 'safe', 'slow', 'els', 'friend', 'flown']), 541.0: ('slave', 'sleigh', ['slave', 'save', 'sled', 'flavor', 'sleigh', 'flame', 'give', \"they'll\", 'sleep', 'safe', 'left']), 542.0: ('slave', 'sleigh', ['slave', 'save', 'flavor', 'sleigh', 'slip', \"they'll\", 'safe', 'left', 'even', 'lift', 'clever']), 554.0: ('tit', nan, ['tit', 'sit', 'great', 'kite', 'let', 'tea', 'repeat', 'pigeon', 'finch', 'spill', 'duck']), 580.0: ('virgin', nan, ['virgin', 'word', 'girl', 'ten', 'done', 'video', 'contain', 'pretti', 'day', 'ribbon', 'mom']), 2.0: ('arse', nan, ['arm', 'eye', 'part', 'cart', \"i'll\", 'air', \"it'll\", 'egg', \"i'm\", 'outward', 'harder']), 34.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'age', 'hour', 'pass', 'aw', 'els', 'yes', 'alright', 'last']), 41.0: ('ass', 'asked', ['ass', 'ice', 'ask', 'air', 'address', 'ear', 'ill', 'oil', 'els', 'end', 'catch']), 43.0: ('ass', nan, ['ass', \"i'll\", 'unless', 'eye', 'els', 'end', 'ooh', 'yes', 'alright', 'last', 'astronaut']), 46.0: ('ass', 'asked', ['ass', 'ice', 'ask', 'air', 'ate', 'address', 'eat', 'eye', 'pass', 'aw', 'oil']), 54.0: ('ass', 'asked', ['ass', 'ice', 'ask', 'ouch', 'east', 'air', 'address', 'eat', 'eye', 'pass', 'aw']), 58.0: ('ass', 'asked', ['ass', 'ice', 'ask', 'ouch', 'east', 'air', 'address', 'eat', 'eye', 'pass', 'aw']), 63.0: ('ass', 'asked', ['ass', 'ice', 'ask', 'east', 'air', 'address', 'eat', 'eye', 'pass', 'aw', 'els']), 141.0: ('crap', 'craft', ['crap', 'craft', 'part', 'secret', 'comment', 'green', 'keep', 'tape', 'print', 'glue', 'car']), 143.0: ('crap', 'craft', ['crap', 'craft', 'tip', 'comment', 'keep', 'back', 'glue', 'front', 'bit', 'attach', 'kid']), 151.0: ('crap', '[Illegible]', ['crap', 'crate', 'crash', 'track', 'great', \"can't\", 'class', 'crane', 'close', 'time', 'backward']), 203.0: ('demon', nan, ['demon', \"i'm\", 'done', 'run', 'month', 'mean', 'come', 'tantrum', 'one', 'happen', 'gremlin']), 226.0: ('dick', nan, ['dick', 'get', 'bit', 'good', 'trick', 'take', 'like', 'biggest', 'detect', 'day', 'quick']), 236.0: ('dick', 'think', ['dick', 'get', 'dip', 'dig', 'kick', 'bit', 'big', 'good', 'chip', 'trick', 'take']), 237.0: ('dick', 'think', ['dick', 'get', 'dig', 'bit', 'big', 'stick', 'good', 'date', 'trick', 'take', 'like']), 309.0: ('drunk', \"Ryan's\", ['drunk', 'truck', 'lunch', 'drop', 'lurk', 'break', 'brush', 'parent', 'thank', 'like', 'look']), 328.0: ('hoes', 'hose', ['hose', 'use', 'hole', 'hoe', 'move', 'home', 'hand', 'sure', 'roll', 'loos', 'hope']), 369.0: ('kills', 'carols', ['kill', 'cane', 'kitchen', 'get', 'collis', 'care', 'cave', 'taken', 'gear', 'take', 'catch']), 388.0: ('meth', nan, ['meth', 'mask', 'mit', 'main', 'theme', 'mean', 'much', 'yes', 'think', 'man', 'thank']), 397.0: ('naked', nan, ['chuck', 'make', 'that', 'cane', 'kate', 'what', 'maker', 'made', 'decor', 'much', 'let']), 516.0: ('shag', nan, ['shag', 'shock', 'shot', 'sash', 'jack', 'share', 'bag', 'slash', 'thank', 'fact', 'ship']), 550.0: ('spunky', nan, ['speak', 'kiki', 'key', 'see', 'sky', 'lay', 'second', 'pump', 'skill', 'encompass', 'come']), 585.0: ('virgin', 'version', ['virgin', 'version', 'overboard', 'neither', 'versus', 'flavor', 'germ', 'scissor', 'cover', 'ever', 'birthday']), 605.0: ('whore', nan, ['whore', 'warm', 'wall', 'whoa', 'whew', 'hole', 'wrong', 'whoo', 'huey', 'door', 'want']), 35.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'eye', 'pass', 'ear', 'act', 'els', 'mass', 'inch', 'excel']), 59.0: ('ass', nan, ['ass', 'ask', 'attach', \"i'll\", 'eight', \"i'd\", 'owl', 'glass', 'mass', 'end', 'ooh']), 62.0: ('ass', nan, ['ass', 'ace', 'etch', \"i'll\", 'air', 'latch', 'eye', 'els', 'class', 'isaac', 'inch']), 130.0: ('crap', 'craft', ['crap', 'clip', 'craft', 'comment', 'keep', 'press', 'glue', 'con', 'kid', 'forget', 'paper']), 147.0: ('crap', 'subscribe', ['crap', 'tread', 'back', 'right', 'thank', 'feet', 'come', 'child', 'irina', 'let', 'like']), 242.0: ('dick', nan, ['dick', 'get', 'bit', 'good', 'derek', 'take', 'jack', 'like', 'day', 'junk', 'quick']), 270.0: ('dong', nan, ['dong', 'eggnog', 'top', 'talk', 'ball', 'deck', 'lot', 'door', 'lank', 'long', 'loud']), 302.0: ('drunk', 'draw and cut', ['drunk', 'draw', 'back', 'wrap', 'make', 'thick', 'cardboard', 'broken', 'salt', 'control', 'top']), 315.0: ('fuck', nan, ['fuck', 'puff', 'stuck', 'cut', 'putt', 'pup', 'that', 'fun', 'muffin', 'much', 'pump']), 316.0: ('fuck', nan, ['fuck', 'shut', 'cut', 'that', 'fun', 'much', 'function', 'truck', 'stomach', 'pivot', 'nut']), 317.0: ('fuck', nan, ['fuck', 'stuff', 'shut', 'cut', 'that', 'fun', 'much', 'buck', 'enough', 'come', 'what']), 318.0: ('fuck', nan, ['fuck', 'tuft', 'stuck', 'difficult', 'suffer', 'that', 'safari', 'fun', 'rough', 'cover', 'affirm']), 321.0: ('goddamn', '[Illegible]', ['goddamn', 'got', 'gonna', 'doll', 'chang', 'guy', 'camera', 'magic', 'first', 'buy', 'channel']), 354.0: ('killing', nan, ['kill', 'click', 'thing', 'lake', 'bring', 'came', 'skin', 'clear', 'kit', 'game', 'tic']), 412.0: ('orgy', 'G.I Joe', ['parti', 'enjoy', 'see', 'keyboard', 'buy', 'guy', 'visa', 'today', 'pretti', 'review', \"i'm\"]), 416.0: ('panties', 'that is', [\"can't\", 'heat', 'class', 'pencil', 'feel', 'sandal', 'onto', 'cool', 'present', 'use', 'find']), 430.0: ('pimp', nan, ['pimp', 'bit', 'cape', 'clip', 'think', 'comment', 'equip', 'kick', 'batman', 'thank', 'back']), 444.0: ('piss', 'test', ['piss', 'miss', 'fifth', 'place', 'smith', 'get', 'pull', 'finish', 'push', 'traffic', 'press']), 519.0: ('shit', nan, ['shit', 'shape', 'sit', 'finish', 'citi', 'sure', 'chill', 'face', 'stick', 'tilt', 'shot']), 12.0: ('ass', 'has', ['ass', 'ask', 'air', 'eight', 'eat', 'eye', 'ear', 'els', 'mass', 'art', \"it'll\"]), 61.0: ('ass', nan, ['ass', \"i'll\", 'add', 'ail', 'els', 'end', 'art', 'accent', 'aim', 'laugh', 'fast']), 67.0: ('bastard', 'after', ['bastard', 'faster', 'best', 'present', 'better', 'fast', 'booster', 'match', 'pass', 'back', 'third']), 174.0: ('crap', nan, ['crap', 'tap', 'remark', 'great', 'pant', 'click', \"can't\", 'part', 'mark', 'cloth', 'crane']), 189.0: ('crappy', 'crab', ['keep', 'tea', 'pretti', 'happier', 'happiest', 'crow', 'time', 'teach', 'cat', 'depart', 'speak']), 193.0: ('crotch', nan, ['crotch', 'croc', 'park', 'shark', 'crap', 'bras', 'cross', 'crocker', 'noth', 'crump', 'creep']), 233.0: ('dick', 'digly', ['dick', 'get', 'dig', 'bit', 'pick', 'big', 'good', 'take', 'jack', 'like', 'rabbit']), 241.0: ('dick', 'digly', ['dick', 'get', 'dig', 'pick', 'big', 'good', 'take', 'jack', 'like', 'bid', 'leak']), 248.0: ('dick', nan, ['dick', 'get', 'kick', 'bit', 'good', 'ding', 'gate', 'take', 'brick', 'lip', 'begin']), 290.0: ('dope', nan, ['dope', 'job', 'nope', 'put', 'took', 'bowl', 'soap', 'hope', 'dip', 'look', 'total']), 326.0: ('hobo', 'combo', ['hobo', 'job', 'combo', 'whoa', 'would', 'though', 'whoop', 'hey', 'use', 'new', 'enjoy']), 406.0: ('nipple', 'sniffles', ['time', 'dip', 'happen', 'button', 'victim', 'symptom', 'remind', 'swim', 'miss', 'might', 'bit']), 417.0: ('penis', 'venus', ['mini', 'sit', 'protein', 'pan', 'pass', 'need', 'mannequin', 'paint', 'pet', 'bead', 'pant']), 427.0: ('penises', 'venus', ['penis', 'finish', 'scissor', 'place', 'chain', 'seen', 'basic', 'pass', 'cheap', 'say', 'case']), 432.0: ('pimp', nan, ['pimp', 'pink', 'temp', 'kip', 'tip', 'bit', 'rip', 'make', 'spit', 'point', 'spent']), 461.0: ('porn', 'corn', ['porn', 'corn', 'coupon', 'store', 'put', 'boy', 'mall', 'wrong', 'home', 'toy', 'two']), 3.0: ('ass', 'pizzazz', ['ass', 'attach', 'excess', \"i'll\", 'add', 'eye', 'pass', 'inch', \"i'm\", 'nice', 'ipod']), 5.0: ('ass', 'slime', ['ass', 'ice', \"i'll\", 'alright', \"i'm\", 'slice', 'guess', 'even', 'dash', 'anyon', 'right']), 83.0: ('bitch', nan, ['bitch', 'bit', 'get', 'pic', 'tip', 'good', 'build', 'visit', 'made', \"they'd\", 'sit']), 90.0: ('bitchy', nan, ['bit', 'dip', 'mikey', 'day', 'big', 'get', 'boy', 'see', 'pretti', 'bodi', 'good']), 161.0: ('crap', 'crab', ['crap', 'cat', \"can't\", 'shark', 'rat', 'parrot', 'ram', 'sheep', 'chipmunk', 'jack', 'thank']), 271.0: ('dong', 'Quandong', ['dong', 'let', 'date', 'thank', 'fake', 'egg', 'root', 'zoo', 'mango', \"ain't\", 'chair']), 294.0: ('drug', nan, ['drug', 'done', 'art', 'start', 'ring', 'make', 'touch', 'take', 'laura', 'earring', 'right']), 310.0: ('drunk', nan, ['drunk', 'jump', 'drive', 'look', 'tri', 'run', 'ground', 'driver', 'let', 'get', 'right']), 474.0: ('raped', nan, ['rape', 'rip', 'sport', 'splat', 'wait', 'take', 'late', 'report', 'raft', 'right', 'spot']), 499.0: ('sex', nan, ['sex', 'next', 'set', 'connect', 'six', 'said', 'space', 'second', 'chase', 'guess', 'take']), 515.0: ('shag', 'shaggy', ['shag', 'bag', 'thank', 'back', 'tac', 'catch', 'think', 'sure', 'snack', 'shoe', 'forgot']), 524.0: ('shits', nan, ['shit', 'fit', 'sheep', 'sick', 'citi', 'chase', 'pick', 'ocean', 'show', 'push', 'bit']), 526.0: ('shitty', 'hehe', ['patti', 'shade', 'station', 'shape', 'sit', 'pretti', 'see', 'say', 'marti', 'sure', 'stylish']), 60.0: ('ass', nan, ['ass', \"i'll\", 'eat', 'act', 'els', \"it'll\", 'up', 'last', \"i'm\", 'noth', 'iraqi']), 87.0: ('bitch', nan, ['bitch', 'bit', 'base', 'get', 'big', 'bill', 'bite', 'good', 'miss', 'itch', 'build']), 97.0: ('booty', 'oonies', ['today', 'pooper', 'pete', 'dude', 'two', 'keep', 'beacon', 'key', 'parti', 'keith', 'zaki']), 170.0: ('crap', 'crab', ['crap', 'crab', 'crash', 'craft', 'climb', 'great', \"can't\", 'mark', 'crowd', 'clue', 'type']), 195.0: ('dammit', nan, ['dammit', 'bat', 'batman', 'tap', 'bit', 'remind', 'time', 'bad', 'type', 'depart', 'meet']), 231.0: ('dick', 'dig', ['dick', 'get', 'dig', 'bit', 'big', 'good', 'pig', 'sick', 'like', 'digger', 'magic']), 293.0: ('drug', 'Dracalaura', ['drug', 'draw', 'done', 'gun', 'that', 'strap', 'look', 'make', 'heart', 'second', 'like']), 299.0: ('drug', nan, ['drug', 'track', 'dress', 'brilliant', 'done', 'tri', 'break', 'that', 'nook', 'board', 'toward']), 329.0: ('hoes', 'house', ['use', 'whole', 'usual', 'who', 'whoa', 'hoe', 'high', 'hide', 'hit', 'hey', 'home']), 330.0: ('hoes', 'those', ['close', 'hoe', 'would', 'home', 'sure', 'hmm', 'somehow', 'half', 'uh-huh', 'wow', 'new']), 363.0: ('killing', nan, ['kill', 'click', 'sing', 'slick', 'thing', 'came', 'black', 'tale', 'cadillac', 'still', 'tic']), 372.0: ('kinky', nan, ['think', 'thing', 'thank', 'okay', 'see', 'get', 'quick', 'kind', 'hey', 'yeah', 'he']), 390.0: ('naked', nan, ['ugh', 'bug', 'edit', 'stuck', 'neck', 'chicken', 'pelican', 'make', 'that', 'net', 'skate']), 460.0: ('porn', 'corn', ['porn', 'corn', 'coupon', 'paw', 'store', 'drop', 'top', 'caught', 'door', 'put', 'tell']), 473.0: ('rape', nan, ['rape', 'yep', 'take', 'right', 'wait', 'nap', 'wake', 'let', 'race', 'look', 'met']), 475.0: ('raper', nan, ['raper', 'timber', 'super', 'better', 'lighter', 'wrap', 'rap', 'tape', 'type', 'armor', 'work']), 590.0: ('virgin', 'version', ['virgin', 'version', 'overnight', 'over', 'third', 'versus', 'ever', 'hover', 'either', 'birthday', 'closer']), 18.0: ('ass', 'ask', ['ass', \"i'll\", 'act', 'els', 'yes', \"i'm\", 'nice', 'exact', 'equip', 'thank', 'even']), 27.0: ('ass', 'ah', ['ass', 'ad', 'eat', 'eye', 'ear', 'els', 'art', 'ooh', 'yes', 'fast', 'alright']), 36.0: ('ass', 'maya', ['ass', 'eyesight', \"i'll\", 'add', \"i'd\", 'eye', 'ear', 'aw', 'glass', 'axon', 'class']), 69.0: ('bastard', 'bus', ['bastard', 'turn', 'back', 'butter', 'gas', 'backpack', 'might', 'bye', 'buy', 'learn', 'work']), 111.0: ('cocktail', nan, ['cocktail', 'popcorn', 'box', 'taco', 'chopstick', 'avocado', 'corn', 'broccoli', 'takeout', 'plate', 'lollipop']), 137.0: ('crap', 'craft', ['crap', 'great', 'cloth', 'pass', 'path', 'close', 'complement', 'back', 'bank', 'team', 'velcro']), 158.0: ('crap', 'crab', ['crap', 'park', 'crash', 'crush', 'cap', 'track', 'great', 'cat', \"can't\", 'grass', 'mark']), 165.0: ('crap', 'crack', ['crap', 'queen', 'apart', 'time', 'back', 'wrapper', 'got', 'eat', 'right', 'get', 'three']), 191.0: ('crotch', 'catch', ['crotch', 'cloth', 'noth', 'click', 'got', 'close', 'grub', 'gotcha', 'gosh', 'cat', 'gotta']), 291.0: ('dope', 'dough', ['dope', 'put', 'could', 'bone', 'hope', 'look', 'dick', 'goal', 'lip', 'top', 'tic']), 312.0: ('drunk', nan, ['drunk', 'drape', 'drop', 'brick', 'neck', 'brake', 'break', 'think', 'guard', 'lock', 'knock']), 319.0: ('fucked', nan, ['fuck', 'stuff', 'tough', 'fun', 'cup', 'connect', 'discuss', 'that', 'falcon', 'much', 'custom']), 371.0: ('kills', 'molecules', ['kill', 'kid', 'kit', 'click', 'slip', 'pick', 'get', 'build', 'gold', 'still', 'key']), 447.0: ('piss', nan, ['piss', 'sit', 'bit', 'fit', 'pin', 'page', 'pail', 'six', 'fix', 'citi', 'hiss']), 518.0: ('shit', nan, ['shit', 'fit', \"she'll\", 'shook', 'face', 'cheer', 'shot', 'six', 'skate', 'push', 'bit']), 537.0: ('slave', nan, ['slave', \"they'd\", 'slug', 'give', 'gave', 'safe', 'even', 'face', 'said', 'leg', 'swivel']), 538.0: ('slave', nan, ['slave', 'felt', 'give', \"they'll\", 'flair', 'wave', 'say', 'feed', 'never', 'start', 'free']), 549.0: ('spunky', nan, ['speak', 'see', 'sky', 'second', 'come', 'smile', 'say', 'scale', 'yeah', 'somehow', 'upbeat']), 589.0: ('virgin', nan, ['virgin', 'version', 'never', 'gingerbread', 'third', 'versus', 'flavor', 'cover', 'virtual', 'ever', 'silver']), 66.0: ('bastard', nan, ['bastard', 'best', 'turn', 'bath', 'better', 'bad', 'fast', 'turkey', 'blast', 'back', 'bag']), 172.0: ('crap', nan, ['crap', 'crab', 'tap', 'scribe', 'great', \"can't\", 'grass', 'part', 'cross', 'dark', 'app']), 194.0: ('crotch', nan, ['crotch', 'croc', 'dark', 'far', 'start', 'hot', 'art', 'rod', 'noth', 'glad', 'scarecrow']), 251.0: ('dick', nan, ['dick', 'get', 'bit', 'pick', 'big', 'good', 'kit', 'sick', 'take', 'kid', 'lip']), 313.0: ('fetish', nan, ['fetish', 'fit', 'set', 'sit', 'take', 'fell', 'philip', 'phillip', 'check', 'say', 'said']), 320.0: ('fucked', nan, ['fuck', 'function', 'shut', 'cut', 'fun', 'that', 'much', 'stomach', 'pivot', 'must', 'scratch']), 367.0: ('killing', nan, ['kill', 'click', 'killer', 'thing', 'bring', 'chill', 'black', 'tail', 'classic', 'like', 'leg']), 408.0: ('nude', 'new', ['nude', 'need', 'tonight', 'soon', 'gone', 'room', 'sunni', 'long', 'kneel', 'today', 'nice']), 409.0: ('nude', 'new', ['nude', 'lose', 'tool', 'need', 'root', 'tonight', 'soon', 'read', 'gone', 'room', 'sunni']), 418.0: ('penis', 'pinkness', ['cheat', 'beat', 'pan', 'meal', 'need', 'pizza', 'eat', 'man', 'mine', 'minus', 'plain']), 436.0: ('piss', 'this', ['piss', 'miss', 'mrs', 'bit', 'chase', 'six', 'fix', 'tape', 'match', 'get', 'kid']), 452.0: ('pissed', 'this', ['piss', 'pick', 'stick', 'bit', 'ghost', 'trip', 'six', 'fish', 'ticket', 'tic', 'test']), 14.0: ('ass', 'guys', ['ass', \"i'll\", 'eat', 'eye', 'ear', 'class', 'yes', 'recess', 'alright', 'last', 'rice']), 71.0: ('bastard', 'buster', ['bastard', 'dirt', 'past', 'saturn', 'best', 'girl', 'turn', 'buster', 'desert', 'hurt', 'undersea']), 177.0: ('crap', 'correct', ['crap', 'grab', 'club', 'quit', 'credit', 'great', 'cart', 'click', \"can't\", 'cloth', 'app']), 181.0: ('crap', 'crab', ['crap', 'crab', 'clam', 'critter', 'great', 'treat', 'flap', 'dark', 'tank', 'shrimp', 'shark']), 244.0: ('dick', 'dig', ['dick', 'get', 'dig', 'chick', 'kick', 'pick', 'big', 'gate', 'sick', 'take', 'like']), 355.0: ('killing', 'cant let', ['kill', 'click', 'thing', 'flake', 'bring', 'calm', 'gear', 'still', 'tic', 'like', 'trick']), 392.0: ('naked', 'it is', ['second', 'product', 'make', 'that', 'moga', 'take', 'next', 'difficult', 'what', 'made', 'pain']), 450.0: ('pissed', 'pock', ['piss', 'pace', 'chip', 'pick', 'pipe', 'packet', 'fish', 'sick', 'goldfish', 'skip', 'pinkish']), 453.0: ('pissed', nan, ['piss', 'piston', 'miss', 'best', 'bit', 'plastic', 'space', 'sit', 'fit', 'chick', 'mate']), 485.0: ('scat', nan, ['scat', 'chat', 'cat', 'sack', 'catch', 'sat', 'scratch', 'sky', 'sad', 'exact', 'pad']), 6.0: ('ass', 'hat', ['ass', 'ice', 'eight', 'eat', 'act', 'art', 'yes', 'math', 'last', \"i'm\", 'nice']), 31.0: ('ass', 'us', ['ass', \"i'll\", 'air', 'els', 'yes', 'alright', \"i'm\", 'miss', 'cash', 'evil', 'press']), 64.0: ('ass', nan, ['ass', 'attach', 'yes', 'laugh', 'fast', 'outward', 'alright', 'attack', 'last', 'nice', 'fat']), 85.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'pick', 'tip', 'bill', 'good', 'bike', 'bat', 'pipe']), 105.0: ('bugger', 'mcgursy', ['bugger', 'buzz', 'pub', 'bunt', 'done', 'guy', 'that', 'gigolo', 'come', 'bao', 'ever']), 115.0: ('condom', nan, ['condom', 'gonna', 'come', \"can't\", 'got', 'done', 'pumpkin', 'stop', 'chang', 'cafe', 'cool']), 152.0: ('crap', nan, ['crap', 'park', 'crash', 'track', 'climb', 'great', \"can't\", 'treat', 'tank', 'catch', 'trick']), 209.0: ('dick', 'did', ['dick', 'get', 'pick', 'big', 'good', 'take', 'look', 'click', 'took', 'guy', 'sit']), 234.0: ('dick', nan, ['dick', 'get', 'good', 'date', 'take', 'jack', 'deck', 'like', 'break', 'day', 'quick']), 253.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'take', 'deck', 'like', 'snake', 'day', 'look']), 305.0: ('drunk', nan, ['drunk', 'drop', 'think', 'lock', 'thank', 'like', 'look', 'much', 'make', 'check', 'work']), 314.0: ('flasher', 'flusher', ['flasher', 'flash', 'flesh', 'flush', 'question', 'vision', 'sure', 'shake', 'smash', 'shack', 'per']), 331.0: ('hooker', 'answer', ['hooker', 'water', 'whoa', 'hope', 'who', 'work', 'huh', 'folk', 'okay', 'okey-dokey', 'go']), 334.0: ('horny', 'orange', ['hornet', 'who', 'whoo', 'whoa', 'he', 'want', 'hey', 'hope', 'barney', 'door', 'normal']), 360.0: ('killing', nan, ['kill', 'ching', 'kilt', 'click', 'thing', 'skill', 'cake', 'like', 'tim', 'take', 'play']), 477.0: ('retard', nan, ['retard', 'tier', 'start', 'parti', 'yarn', 'part', 'need', 'todd', 'dream', 'real', 'heartburn']), 478.0: ('retard', nan, ['retard', 'rock', 'start', 'wrap', 'rap', 'part', 'need', 'tattoo', 'tweet', 'guard', 'sweet']), 116.0: ('condom', 'combo', ['condom', 'gonna', 'come', 'cannon', \"can't\", 'got', 'combo', 'kind', 'captain', 'jump', 'stop']), 196.0: ('dammit', nan, ['dammit', 'damn', 'bat', 'batman', 'tap', 'might', 'bit', 'remind', 'bite', 'time', 'bad']), 252.0: ('dick', nan, ['dick', 'get', 'bit', 'stick', 'good', 'gate', 'take', 'brick', 'kid', 'like', 'brake']), 73.0: ('bastard', nan, ['bastard', 'yesterday', 'best', 'girl', 'curtain', 'stir', 'back', 'lobster', 'buttercup', 'bust', 'last']), 229.0: ('dick', nan, ['dick', 'get', 'bit', 'good', 'date', 'take', 'like', 'joke', 'break', 'knit', 'day']), 246.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'take', 'kid', 'pink', 'like', 'break', 'day']), 247.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'trick', 'take', 'kid', 'pink', 'like', 'cake']), 364.0: ('killing', nan, ['kill', 'thing', 'bring', 'came', 'black', 'wing', 'still', 'tic', 'like', 'piglet', 'begin']), 381.0: ('liquor', 'like a', ['liquor', 'super', 'sir', 'mister', 'chill', 'better', 'birth', 'water', 'okay', 'let', 'go']), 497.0: ('sex', 'accept', ['sex', 'text', 'next', 'scale', 'set', 'check', 'test', 'desk', 'collect', 'detect', 'second']), 547.0: ('sperm', 'squirming', ['sperm', 'per', 'roman', 'super', 'summer', 'home', 'spin', 'open', 'person', 'duper', 'turn']), 567.0: ('twinkie', nan, ['key', 'week', 'way', 'tweet', 'keep', 'tray', 'sweet', 'tri', 'sneak', 'kira', 'think']), 593.0: ('virgin', nan, ['virgin', 'divers', 'never', 'scissor', 'ranger', 'whether', 'soldier', 'leader', 'girl', 'chain', 'first']), 52.0: ('ass', 'maya', ['ass', \"i'll\", 'air', 'eat', 'els', 'yes', 'alright', \"i'm\", 'either', 'nice', 'fat']), 220.0: ('dick', 'does', ['dick', 'get', 'good', 'take', 'like', 'knit', 'look', 'click', 'back', 'give', 'chicken']), 243.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'good', 'take', 'brick', 'tactic', 'rip', 'like', 'disc']), 308.0: ('drunk', nan, ['drunk', 'luck', 'drop', 'dump', 'think', 'lock', 'trap', 'thank', 'like', 'look', 'front']), 336.0: ('itch', nan, ['itch', \"i'd\", 'get', 'nice', 'dip', 'yes', 'switch', \"i'm\", 'rate', 'elm', 'think']), 391.0: ('naked', nan, ['touch', 'skin', 'sing', 'let', 'leg', 'need', 'come', 'fix', 'like', 'thought', 'know']), 396.0: ('naked', nan, ['ugh', 'cut', 'edit', 'stuck', 'connect', 'neck', 'second', 'make', 'that', 'luck', 'touch']), 525.0: ('shitty', 'spinny', ['fit', 'see', 'parti', 'marti', 'sure', 'show', 'peach', 'shoe', \"it'll\", 'chase', 'pick']), 548.0: ('sperm', nan, ['sperm', 'chopper', 'home', 'moment', 'almost', 'snowman', 'faster', 'come', 'ding', 'time', 'ring']), 1.0: ('aroused', 'monorail', ['around', 'monorail', 'ryan', 'alright', 'donald', 'right', 'world', 'also', 'forget', \"i'm\", 'sure']), 19.0: ('ass', 'round so', ['ass', 'ice', \"i'll\", 'eight', 'eye', 'catch', 'yes', 'alright', 'last', 'enter', \"i'm\"]), 95.0: ('booty', 'gooey', ['today', 'dude', 'pizza', 'gooey', 'cool', 'boat', 'heat', 'put', 'see', 'boy', 'weekend']), 113.0: ('cocktail', 'crocodile', ['cocktail', 'car', 'got', 'shock', 'forgot', 'octopus', 'collect', 'tac', 'particular', 'still', 'next']), 207.0: ('dick', 'good', ['dick', 'get', 'pick', 'big', 'good', 'take', 'pink', 'like', 'sidekick', 'break', 'magic']), 362.0: ('killing', nan, ['kill', 'king', 'click', 'killer', 'thing', 'gala', 'calm', 'clack', 'film', 'string', 'skin']), 527.0: ('shitty', 'shabam', ['see', 'mickey', 'feet', 'marti', 'gee', 'tear', 'chase', 'state', 'three', 'yeah', 'peek']), 551.0: ('tit', 'it', ['tit', 'get', 'kid', 'pick', 'take', 'piss', 'let', 'eat', 'still', 'technic', 'toilet']), 17.0: ('ass', nan, ['ass', 'catch', 'ooh', 'yes', 'fast', 'match', \"i'm\", 'nice', 'noth', 'egg', 'across']), 26.0: ('ass', 'that', ['ass', 'eight', 'eat', 'last', \"i'm\", 'nice', 'apart', 'other', 'right', 'there', 'fall']), 184.0: ('crappy', 'crabby', ['keep', 'peek', 'time', 'tree', 'clue', 'beach', 'squeak', 'see', 'today', 'care', 'he']), 227.0: ('dick', nan, ['dick', 'get', 'bit', 'big', 'stick', 'good', 'bitch', 'take', 'pink', 'jing', 'like']), 282.0: ('dope', 'goat', ['dope', 'job', 'dome', 'put', 'bow', 'could', 'dip', 'look', 'doubt', 'open', 'thoma']), 359.0: ('killing', nan, ['kill', 'king', 'click', 'ding', 'thing', 'limb', 'came', 'skill', 'hing', 'calm', 'gear']), 449.0: ('pissed', 'peck', ['piss', 'pick', 'miss', 'tip', 'best', 'bit', 'pipe', 'ghost', 'sister', 'packet', 'sick']), 481.0: ('rump', nan, ['rump', 'like', 'what', 'right', 'roast', 'much', 'back', 'round', 'least', 'yes', 'thought']), 0.0: ('anus', 'uranus', ['anus', 'enough', 'aaronson', 'venus', 'onion', 'ice', 'uranus', 'ate', 'eight', 'son', 'sun']), 29.0: ('ass', 'ryan', ['ass', 'ear', \"ain't\", 'last', \"i'm\", 'nice', 'egg', 'henri', 'life', 'right', 'much']), 153.0: ('crap', nan, ['crap', 'crash', 'cap', 'track', 'climb', 'great', \"can't\", 'part', 'cross', 'climber', 'tank']), 190.0: ('crotch', 'crashing', ['crotch', 'crash', 'clock', 'part', 'far', 'heart', 'noth', 'improv', 'star', 'apart', 'fall']), 415.0: ('panties', nan, ['meet', 'pleas', 'need', 'nice', 'team', 'seen', 'secret', 'keyboard', 'read', 'pen', 'paint']), 440.0: ('piss', 'pick', ['piss', 'miss', 'pick', 'base', 'ship', 'mess', 'paper', 'pig', 'mix', 'get', 'kid']), 88.0: ('bitch', nan, ['bitch', 'base', 'get', 'big', 'good', 'bin', 'build', 'pink', 'pivot', 'bigger', 'sit']), 108.0: ('bullshit', 'bullet train', ['bullshit', 'bull', 'boat', 'bullet', 'shape', 'bit', 'bash', 'ball', 'wish', 'fresh', 'shake']), 448.0: ('piss', nan, ['piss', 'pick', 'base', 'pass', 'bit', 'piston', 'pay', 'tape', 'place', 'pyramid', 'kill']), 493.0: ('sex', 'accept', ['sex', 'text', 'next', 'set', 'check', 'test', 'desk', 'said', 'collect', 'detect', 'case']), 495.0: ('sex', nan, ['sex', 'next', 'set', 'check', 'connect', 'six', 'collect', 'space', 'second', 'guess', 'reflect']), 13.0: ('ass', 'yes', ['ass', 'ask', 'eighth', 'eve', \"i'll\", 'add', 'unless', 'eight', \"i'd\", 'hour', 'eye']), 96.0: ('booty', 'do you think', ['today', 'duper', 'beat', 'two', 'keep', 'bodi', 'feet', 'parti', 'shoot', 'food', 'group']), 178.0: ('crap', nan, ['crap', 'tap', 'wrap', 'club', 'crescent', 'great', 'click', 'cat', \"can't\", 'gap', 'cross']), 187.0: ('crappy', 'crampy', ['team', 'pretti', 'tri', 'pass', 'time', 'map', 'pair', 'buy', 'close', 'two', 'see']), 285.0: ('dope', 'adult', ['dope', 'job', 'code', 'put', 'soap', 'look', 'dog', 'go', 'drop', 'tip', 'top']), 286.0: ('dope', 'adult', ['dope', 'put', 'soap', 'look', 'dog', 'go', 'drop', 'bit', 'dark', 'get', 'today']), 303.0: ('drunk', 'draw and cut', ['drunk', 'dress', 'draw', 'like', 'front', 'back', 'second', 'card', 'make', 'bag', 'check']), 333.0: ('hookers', 'workers', ['hooker', 'hope', 'heard', 'cope', 'third', 'who', 'coppa', 'okay', 'could', 'host', 'war']), 426.0: ('penis', nan, ['nice', 'main', 'detail', 'need', 'eat', 'place', 'ninja', 'pgm', 'mirror', 'nap', 'comment']), 433.0: ('piss', 'put', ['piss', 'pilla', 'budget', 'get', 'tear', 'put', 'capon', 'yes', 'take', 'tail', 'ate']), 446.0: ('piss', nan, ['piss', 'sit', 'bit', 'fit', 'pin', 'case', 'six', 'place', 'clip', 'cape', 'get']), 9.0: ('ass', 'F', ['ass', 'add', 'ear', 'yes', 'hors', 'alright', \"i'm\", 'nice', 'egg', 'tat', 'except']), 22.0: ('ass', 'dressed', ['ass', 'ice', \"i'll\", 'eat', 'sat', 'yes', 'hors', 'sad', 'nice', 'abc', 'bath']), 28.0: ('ass', 'else', ['ass', 'ice', \"i'll\", 'eat', 'eye', 'els', 'yes', 'fast', 'attack', \"i'm\", 'nice']), 39.0: ('ass', 'acts', ['ass', \"i'm\", 'chief', 'thank', 'might', 'that', 'without', 'got', 'fix', 'go', 'lot']), 79.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'dick', 'bill', 'good', 'mid', 'paid', 'depend', 'visit']), 86.0: ('bitch', nan, ['bitch', 'bit', 'get', 'bait', 'digit', 'big', 'bite', 'good', 'miss', 'picnic', 'kid']), 112.0: ('cocktail', nan, ['cocktail', 'fox', 'pot', 'got', 'pop', 'stop', 'stoplight', 'collect', 'connect', 'cabin', 'rock']), 356.0: ('killing', nan, ['kill', 'thing', 'cake', 'black', 'tic', 'kid', 'like', 'begin', 'take', 'pillow', 'get']), 169.0: ('crap', 'raunchy', ['crap', 'cream', 'clip', 'chris', 'great', 'clog', 'pat', 'click', \"can't\", 'part', 'catch']), 221.0: ('dick', nan, ['dick', 'get', 'big', 'good', 'take', 'dish', 'like', 'lit', 'day', 'quick', 'look']), 297.0: ('drug', nan, ['drug', 'dragon', 'trick', 'dub', 'children', 'ugh', 'dress', 'draw', 'done', 'trust', 'tri']), 49.0: ('ass', \"that's\", ['ass', 'ask', \"i'll\", 'els', 'end', \"it'll\", 'impress', 'yes', 'laugh', 'alright', 'match']), 76.0: ('bastard', nan, ['bastard', 'best', 'turn', 'burn', 'bern', 'murder', 'bat', 'laughter', 'better', 'bad', 'lantern']), 92.0: ('booty', nan, ['pizza', 'shampoo', 'put', 'see', 'ador', 'move', 'play', 'could', 'open', 'toy', 'pulpit']), 154.0: ('crap', 'crayon', ['crap', 'cream', 'grape', 'cap', \"can't\", 'cloth', 'class', 'crayon', 'cute', 'rip', 'ipad']), 322.0: ('harem', 'arrow', ['harem', 'hmm', 'hey', 'he', 'where', 'hit', 'wear', 'run', 'huh', 'superhero', 'yes']), 399.0: ('naked', nan, ['make', 'that', 'luck', 'take', 'orbit', 'admit', 'what', 'cake', 'protect', 'made', 'robot']), 522.0: ('shits', 'its', ['shit', 'fit', 'chip', 'spaceship', 'ticket', 'switch', 'show', 'fake', 'fill', 'safe', 'shark']), 20.0: ('ass', 'ask', ['ass', 'ice', 'ask', 'add', 'ad', 'eat', 'glass', 'class', 'ish', \"it'll\", 'yes']), 30.0: ('ass', 'sure is', ['ass', \"i'll\", 'class', 'excel', 'yes', 'alright', 'item', \"i'm\", 'hatch', 'exact', 'miss']), 53.0: ('ass', 'us', ['ass', 'ice', \"i'll\", 'ad', 'add', 'age', 'eat', 'eye', 'accent', 'yes', 'alright']), 223.0: ('dick', '[Noises]', ['dick', 'get', 'bit', 'good', 'take', 'kid', 'like', 'cake', 'addict', 'detect', 'back']), 306.0: ('drunk', 'do you want', ['drunk', 'truck', 'track', 'luck', 'tank', 'break', 'think', 'gerald', 'knock', 'young', 'thank']), 428.0: ('pimp', 'pancakes', ['pimp', 'pick', 'chip', 'make', 'think', 'app', 'snake', 'game', 'bye', 'buy', 'back']), 445.0: ('piss', 'test', ['piss', 'miss', 'sit', 'pass', 'bit', 'tape', 'sandwich', 'place', 'paint', 'machin', 'get']), 91.0: ('booty', nan, ['today', 'two', 'tea', 'pretti', 'teeth', 'food', 'marti', 'super', 'eat', 'cool', 'sushi']), 106.0: ('bugger', nan, ['bugger', 'mega', 'done', 'order', 'guy', 'that', 'come', 'ninja', 'yuck', 'disgust', 'brau']), 162.0: ('crap', 'crab', ['crap', 'crab', 'click', 'cat', 'shark', 'crowl', 'cricket', 'camel', 'stark', 'pork', 'chip']), 168.0: ('crap', 'cap', ['crap', 'tap', 'cap', 'great', 'pat', 'part', 'pack', 'pass', 'keep', 'clean', 'back']), 348.0: ('killing', 'color', ['kill', 'click', 'thing', 'gilligan', 'skill', 'chang', 'kid', 'like', 'brick', 'eli', 'get']), 400.0: ('naked', nan, ['doug', 'jacob', 'ugh', 'that', 'luck', 'take', 'mutagen', 'next', 'nut', 'ninja', 'what']), 72.0: ('bastard', nan, ['bastard', 'master', 'matter', 'girl', 'turn', 'laughter', 'word', 'fast', 'mask', 'raptor', 'match']), 176.0: ('crap', 'grab', ['crap', 'cream', 'park', 'trip', 'bark', 'quit', 'great', 'click', \"can't\", 'treat', 'part']), 442.0: ('piss', 'please', ['piss', 'miss', 'pick', 'sit', 'chase', 'six', 'place', 'get', 'pull', 'buzz', 'push']), 10.0: ('ass', 'fast', ['ass', 'ask', \"i'll\", 'add', 'ate', 'eight', 'end', 'yes', 'fast', 'alright', 'last']), 37.0: ('ass', 'maya', ['ass', 'add', 'age', 'eat', 'eye', 'aim', 'yes', 'alright', 'last', 'mess', 'noth']), 385.0: ('liquor', 'flicker', ['liquor', 'finger', 'work', 'differ', 'skirt', 'like', 'fighter', 'lit', 'sir', 'ladder', 'mister']), 413.0: ('pansy', 'fish', ['bye', 'buy', 'pea', 'see', 'sea', 'mani', 'three', 'mimi', 'free', 'guy', 'enjoy']), 504.0: ('sexy', 'sixty', ['see', 'scare', 'stepney', 'kelli', 'said', 'tea', 'excel', 'santa', 'collect', 'toy', 'sky']), 555.0: ('tits', 'it', ['tit', 'tip', 'stick', 'get', 'bit', 'date', 'straight', 'pick', 'kitchen', \"it'll\", 'take']), 598.0: ('whiskey', nan, ['whiskey', 'kiwi', 'wine', 'monkey', 'tea', 'pizza', 'squid', 'sandwich', 'peach', 'spaghetti', 'kido']), 4.0: ('ass', 'small', ['ass', 'address', 'yes', \"i'm\", 'noth', 'exact', 'teeth', 'dress', 'tight', 'night', 'ava']), 228.0: ('dick', 'dig', ['dick', 'get', 'dig', 'chick', 'kick', 'bit', 'pick', 'big', 'good', 'pig', 'take']), 280.0: ('dope', 'adult', ['dope', 'job', 'scope', 'put', 'bowl', 'coke', 'look', 'open', 'goe', 'pose', 'top']), 511.0: ('sexy', nan, ['see', 'say', 'check', 'test', 'second', 'six', 'suggest', 'face', 'collect', 'toy', 'save']), 82.0: ('bitch', nan, ['bitch', 'get', 'diss', 'digit', 'big', 'pick', 'good', 'date', 'kid', 'build', 'give']), 361.0: ('killing', nan, ['kill', 'click', 'thing', 'came', 'technic', 'gear', 'game', 'like', 'take', 'play', 'get']), 384.0: ('liquor', 'look at', ['liquor', 'chill', 'water', 'okay', 'let', 'go', 'look', 'click', 'guy', 'get', 'keep']), 405.0: ('nipple', 'little', ['metal', 'tub', 'open', 'swim', 'titan', 'miss', 'mix', 'bit', 'slime', 'smile', 'ping']), 545.0: ('smut', nan, ['smut', 'tub', 'touch', 'helmet', 'stuck', 'submit', 'luck', 'second', 'come', 'admit', 'button']), 50.0: ('ass', '[Noises]', ['ass', \"i'll\", 'add', 'air', 'eight', 'catch', 'laugh', 'mice', 'alright', 'attack', \"i'm\"]), 509.0: ('sexy', nan, ['see', 'say', 'chelsea', 'spend', 'think', 'yeah', 'heck', 'scatter', 'salad', 'nix', 'school']), 109.0: ('cock', nan, ['cock', 'got', 'walk', 'stop', 'rock', 'car', 'cat', 'bop', 'calm', 'tag', 'cow']), 159.0: ('crap', 'grab', ['crap', 'grab', 'babb', 'back', 'car', 'screw', 'plant', 'right', 'free', 'set', 'knock']), 232.0: ('dick', nan, ['dick', 'get', 'jacket', 'bit', 'pick', 'big', 'good', 'take', 'lake', 'jack', 'rip']), 245.0: ('dick', nan, ['dick', 'get', 'kick', 'ticket', 'bit', 'stick', 'good', 'ding', 'take', 'kid', 'like']), 250.0: ('dick', nan, ['dick', 'get', 'bit', 'good', 'take', 'pink', 'like', 'pit', 'bait', 'day', 'quick']), 267.0: ('dildo', nan, ['dildo', 'window', 'go', 'goe', 'tornado', 'job', 'build', 'road', 'video', 'deer', 'destroy']), 374.0: ('kinky', nan, ['kiki', 'kick', 'pink', 'keep', 'think', 'tick', 'tic', 'thank', 'shi', 'cake', 'okay']), 602.0: ('whiskey', 'twisty', ['whiskey', 'way', 'away', \"we'll\", 'monkey', 'yeah', 'wait', 'well', 'twist', 'fee', 'weird']), 47.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'unless', 'hour', 'eat', 'eye', 'pass', 'els', 'end', 'yes']), 100.0: ('booty', nan, ['today', 'beat', 'dude', 'two', 'pizza', 'booz', 'tubular', 'keep', 'bodi', 'key', 'parti']), 102.0: ('booty', nan, ['today', 'oop', 'beat', 'peek', 'two', 'beaten', 'keep', 'parti', 'peel', 'hoop', 'bought']), 375.0: ('kumquat', nan, ['kumquat', 'trumpet', 'cannot', 'come', 'punk', 'walk', 'pocket', 'car', 'pumpkin', 'cockatoo', 'what']), 156.0: ('crap', 'correct', ['crap', 'ark', 'crew', 'pant', 'click', \"can't\", 'part', 'pack', 'ramp', 'secret', 'bat']), 307.0: ('drunk', 'job', ['drunk', 'drop', 'think', 'jump', 'drive', 'trap', 'parent', 'like', 'look', 'back', 'tri']), 383.0: ('liquor', 'licker', ['liquor', 'sticker', 'maker', 'work', 'differ', 'stir', 'like', 'super', 'layer', 'law', 'racer']), 528.0: ('shitty', 'he stays', ['ship', 'fish', 'fit', 'pretti', 'see', 'say', 'shed', 'sure', 'toy', 'retain', 'forti']), 597.0: ('whiskey', 'with hand soap', ['whiskey', 'way', 'wild', 'hey', 'one', 'sea', 'quiz', 'say', 'next', 'oxygen', 'exist']), 278.0: ('dope', nan, ['dope', 'notebook', 'put', 'bow', 'donut', 'bull', 'look', 'dog', 'open', 'joe', 'go']), 382.0: ('liquor', 'look at', ['liquor', 'turkey', 'jumper', 'like', 'fighter', 'chill', 'better', 'cigar', 'long', 'water', 'master']), 394.0: ('naked', nan, ['button', 'make', 'take', 'cannot', 'stick', 'chase', 'nice', 'like', 'okay', 'pit', 'write']), 325.0: ('hobo', nan, ['hobo', 'robo', 'job', 'bodi', 'combo', 'go', 'goe', 'bose', 'hope', 'hippo', 'robot']), 498.0: ('sex', 'snack', ['sex', 'next', 'expect', 'test', 'step', 'case', 'guess', 'skill', 'stage', 'sell', 'state']), 529.0: ('shitty', 'shedding', ['fish', 'cheetah', 'pretti', 'see', 'say', 'chicken', 'parti', 'seat', 'spit', 'feet', 'stay']), 84.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'pig', 'bite', 'good', 'jig', 'bail', 'beard', 'give']), 420.0: ('penis', 'finished', ['peach', 'nice', 'finish', 'mean', 'beach', 'beat', 'citi', 'beep', 'need', 'pizza', 'unit']), 101.0: ('booty', nan, ['boot', 'today', 'booth', 'dude', 'two', 'booz', 'keep', 'bodi', 'pretti', 'tattoo', 'jew']), 180.0: ('crap', nan, ['crap', 'wrap', 'quit', 'great', 'click', 'dark', 'class', 'comic', 'pad', 'kept', 'bat']), 224.0: ('dick', '[Illegible]', ['dick', 'get', 'big', 'good', 'like', 'rabbit', 'quick', 'look', 'bite', 'give', 'guy']), 476.0: ('rectum', nan, ['rectum', 'upset', 'spaghetti', 'test', 'protect', 'check', 'lesson', 'mcdonald', \"i'm\", 'forget', 'let']), 455.0: ('playboy', 'play mice', ['playboy', 'made', 'play', 'bed', 'game', 'paint', 'pall', 'good', 'gala', 'pleas', 'plane']), 487.0: ('sex', 'percent', ['sex', 'next', 'test', 'six', 'neck', 'tell', 'say', 'let', 'yes', 'left', 'contest']), 496.0: ('sex', 'set', ['sex', 'success', 'expect', 'collect', 'spectacular', 'take', 'direct', 'face', 'tell', 'send', 'say']), 78.0: ('bastard', 'buster', ['bastard', 'best', 'girl', 'burn', 'buster', 'present', 'bat', 'muster', 'heard', 'fast', 'back']), 249.0: ('dick', nan, ['dick', 'get', 'good', 'date', 'trick', 'take', 'like', 'day', 'quick', 'look', 'death']), 410.0: ('nude', 'news', ['nude', 'gone', 'student', 'today', 'wound', 'news', 'lot', 'seen', 'school', 'cool', 'absolut']), 454.0: ('pissed', nan, ['piss', 'best', 'trip', 'bypass', 'test', 'make', 'point', 'step', 'met', 'might', 'get']), 604.0: ('whore', nan, ['whore', 'whoa', 'hole', 'whole', 'wrong', 'home', 'want', 'new', 'hold', 'whoever', 'hair']), 222.0: ('dick', 'big', ['dick', 'get', 'like', 'dope', 'look', 'back', 'that', 'let', 'bye', 'put', 'okay']), 349.0: ('killing', '[Illegible]', ['kill', 'thing', 'gallo', 'game', 'chang', 'classic', 'like', 'lipstick', 'take', 'get', 'care']), 514.0: ('shag', nan, ['shag', 'shall', 'thank', 'think', 'ad', 'thing', 'subtract', 'check', 'like', 'three', 'there']), 15.0: ('ass', '[Illegible]', ['ass', 'ice', 'ask', \"i'll\", 'ad', 'grass', 'end', 'catch', 'yes', 'alright', 'match']), 149.0: ('crap', '[Noises]', ['crap', 'grab', 'cream', 'wrap', 'tab', 'scratch', \"can't\", 'scream', 'quick', 'shark', 'trash']), 296.0: ('drug', 'drop', ['drug', 'luck', 'dress', 'tri', 'bring', 'drove', 'that', 'sing', 'brand', 'think', 'ring']), 345.0: ('killing', nan, ['kill', 'click', 'ring', 'sing', 'thing', 'lake', 'came', 'calla', 'cake', 'film', 'swing']), 435.0: ('piss', 'put', ['piss', 'miss', 'picket', 'pick', 'base', 'bit', 'pinkish', 'mess', 'pie', 'paper', 'pig']), 179.0: ('crap', nan, ['crap', 'crab', 'grab', 'clamp', 'chris', 'tap', 'great', 'click', \"can't\", 'part', 'clear']), 586.0: ('virgin', 'version', ['virgin', 'version', 'never', 'name', 'nine', 'differ', 'vision', 'fun', 'target', 'good', 'video']), 212.0: ('dick', 'big', ['dick', 'get', 'bit', 'pick', 'big', 'good', 'ding', 'chip', 'take', 'like', 'snake']), 512.0: ('sexy', nan, ['see', 'say', 'check', 'test', 'second', 'task', 'said', 'case', 'jest', 'citi', 'safe']), 155.0: ('crap', 'crashed', ['crap', 'tab', 'trick', 'ramp', 'time', 'tree', 'tri', 'truck', 'car', 'got', 'propel']), 211.0: ('dick', 'day', ['dick', 'get', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'picnic', 'sick', 'chip']), 587.0: ('virgin', 'version', ['virgin', 'version', 'never', 'ever', 'distil', 'first', 'lid', 'differ', 'tom', 'still', 'hose']), 175.0: ('crap', 'crack', ['crap', 'clap', 'camp', 'wrap', 'club', 'tac', 'glad', 'pass', 'paperback', 'pop', 'back']), 373.0: ('kinky', 'take it out of', ['guy', 'jacket', 'thank', 'okay', 'see', 'kid', 'get', \"can't\", 'drink', 'yeah', 'mix']), 438.0: ('piss', 'test', ['piss', 'miss', 'pick', 'base', 'sit', 'bit', 'fit', 'tape', 'kitchen', 'sandwich', 'place']), 74.0: ('bastard', 'buster', ['bastard', 'best', 'turn', 'buster', 'better', 'bad', 'fast', 'back', 'spider', 'tractor', 'van']), 206.0: ('demon', nan, ['demon', 'bien', 'team', \"i'm\", 'money', 'deep', 'done', 'deal', 'number', 'need', 'come']), 480.0: ('rump', nan, ['rump', 'look', 'think', 'thank', 'snack', 'chip', 'like', 'take', 'right', 'took', 'roast']), 510.0: ('sexy', nan, ['see', 'accept', 'careless', 'seek', 'screw', 'take', 'state', 'yeah', 'best', 'maxim', 'easter']), 532.0: ('slave', '[Illegible]', ['slave', 'avail', 'even', 'level', 'chill', 'friend', 'still', 'smell', 'there', 'red', 'join']), 304.0: ('drunk', 'drinking', ['drunk', 'drink', 'think', 'like', 'look', 'back', 'tri', 'chuck', 'make', 'work', 'sit']), 268.0: ('dong', nan, ['dong', 'long', 'join', 'let', 'pong', 'think', 'collect', 'song', 'want', 'like', 'know']), 379.0: ('liquor', nan, ['liquor', 'cinco', 'meter', 'like', 'oka', 'carrillo', 'local', 'peter', 'till', 'lila', 'kill']), 104.0: ('bugger', 'bug', ['bugger', 'ladybug', 'stubborn', 'guy', 'that', 'never', 'ever', 'basket', 'mama', 'much', 'work']), 414.0: ('pansy', 'chimpanzee', ['panda', 'pea', 'pee', 'gee', 'sea', 'see', 'guinea', 'tee', 'tea', 'dee', 'key']), 387.0: ('marijuana', '[Illegible]', ['marijuana', 'one', 'wow', 'gonna', 'mani', 'myth', 'yeah', 'wet', 'visual', 'swear', 'walmart']), 324.0: ('hobo', nan, ['hobo', 'job', 'combo', 'goe', 'go', 'robot', 'whoa', 'who', 'though', 'boom', 'could']), 350.0: ('killing', 'coming', ['kill', 'click', 'thing', 'bring', 'black', 'still', 'like', 'take', 'get', 'case', 'kitchen']), 217.0: ('dick', 'sticker', ['dick', 'get', 'pick', 'big', 'stick', 'good', 'tip', 'bike', 'like', 'cake', 'depart']), 311.0: ('drunk', '[Illegible]', ['drunk', 'tank', 'think', 'drive', 'dream', 'jack', 'broke', 'look', 'tri', 'much', 'regular']), 441.0: ('piss', 'pis', ['piss', 'space', 'capitol', 'citi', 'cliff', 'pyramid', 'push', 'pisa', 'bush', 'petra', 'pope']), 273.0: ('dong', nan, ['dong', 'dog', 'door', 'stalk', 'take', 'let', 'drink', 'round', 'thank', 'rex', 'jump']), 344.0: ('killing', nan, ['kill', 'ring', 'like', 'gung', 'climb', 'take', 'get', 'break', 'tell', 'hang', 'make']), 594.0: ('virgin', 'colored in', ['virgin', 'never', 'ever', 'rather', 'mother', 'heard', 'word', 'present', 'plane', 'girl', 'digit']), 103.0: ('brothel', nan, ['brothel', 'often', 'olaf', 'press', 'father', 'hard', 'big', 'that', 'marshal', 'there', 'bigger']), 225.0: ('dick', 'see it', ['dick', 'get', 'bit', 'big', 'good', 'take', 'pink', 'like', 'day', 'look', 'dang']), 370.0: ('kills', nan, ['kill', 'calle', 'pick', 'get', 'build', 'still', 'key', 'catch', 'good', 'tip', 'okay']), 421.0: ('penis', 'piece', ['finish', 'teeth', 'mean', 'mess', 'keep', 'ponytail', 'sequin', 'need', 'pizza', 'eat', 'mine']), 600.0: ('whiskey', 'rescue', ['whiskey', \"we'll\", 'wire', 'yeah', 'one', 'keep', 'sky', 'next', 'lay', 'wheel', 'year']), 32.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'ad', 'eat', 'eye', 'els', 'yes', 'laugh', 'alright', 'match']), 239.0: ('dick', 'up next', ['dick', 'get', 'tic', 'good', 'date', 'sick', 'take', 'kid', 'like', 'cake', 'joke']), 486.0: ('sex', nan, ['sex', 'sec', 'chest', 'set', 'fetch', 'said', 'jess', 'ted', 'sell', 'guest', 'pet']), 490.0: ('sex', 'six', ['sex', 'next', 'set', 'check', 'expect', 'connect', 'six', 'collect', 'ski', 'neck', 'correct']), 99.0: ('booty', nan, ['boo', 'today', 'poor', 'beat', 'peek', 'two', 'cheat', 'keep', 'pretti', 'detail', 'suit']), 347.0: ('killing', nan, ['kill', 'thing', 'link', 'calm', 'kid', 'like', 'begin', 'play', 'get', 'plan', 'sick']), 218.0: ('dick', 'exercising', ['dick', 'get', 'big', 'good', 'take', 'like', 'look', 'click', 'back', 'give', 'sneak']), 332.0: ('hooker', nan, ['hooker', 'blocker', 'yahoo', 'work', 'okay', 'meter', 'flipper', 'go', 'goe', 'broke', 'high']), 269.0: ('dong', nan, ['dong', 'top', 'talk', 'doo', 'ball', 'deck', 'lot', 'door', 'gotten', 'long', 'loud']), 288.0: ('dope', 'adults', ['dope', 'book', 'job', 'notebook', 'rope', 'bodi', 'nope', 'put', 'bowl', 'could', 'bonus']), 166.0: ('crap', 'trap', ['crap', 'trap', 'scratch', \"can't\", 'catch', 'type', 'claw', 'prank', 'cute', 'rip', 'green']), 553.0: ('tit', 'tent', ['tit', 'kit', 'get', 'stick', 'kid', 'pick', 'take', 'type', 'great', 'let', 'chicken']), 16.0: ('ass', nan, ['ass', 'ice', \"i'll\", 'air', \"i'd\", 'hour', 'eat', 'grass', 'els', 'yes', 'hors']), 434.0: ('piss', nan, ['piss', 'pick', 'sit', 'dis', 'paint', 'get', 'type', 'meet', 'push', 'bus', 'nice']), 437.0: ('piss', 'put', ['piss', 'miss', 'pick', 'kit', 'bass', 'bit', 'pinkish', 'picnic', 'face', 'tape', 'classic']), 459.0: ('porn', 'corn', ['porn', 'corn', 'store', 'corner', 'drop', 'call', 'strong', 'boss', 'train', 'talk', 'boy']), 546.0: ('sperm', 'spiderman', ['sperm', 'open', 'turn', 'room', \"i'm\", 'spider-man', 'scope', 'scale', 'nope', 'mobil', 'spider']), 11.0: ('ass', nan, ['ass', 'ice', 'eye', \"i'm\", 'nice', 'miss', 'enough', 'thank', 'guess', 'peach', 'right']), 107.0: ('bugger', nan, ['bugger', 'cover', 'anger', 'gulp', 'shudder', 'murder', 'girl', 'rather', 'button', 'done', 'number']), 275.0: ('dope', nan, ['dope', 'book', 'put', 'took', 'bowl', 'doh', 'could', 'robot', 'look', 'goodnight', 'storybook']), 521.0: ('shits', nan, ['shit', 'finish', 'chip', 'share', 'tip', 'shirt', 'think', 'put', 'get', 'full', 'dick']), 606.0: ('whore', nan, ['whore', 'war', 'wall', 'whoa', 'whoo', 'floor', 'north', 'want', 'new', 'view', 'use']), 81.0: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'bath', 'bite', 'good', 'fidget', 'mis', 'depend', 'give']), 503.0: ('sexy', \"let's see\", ['see', 'test', 'toy', 'save', 'pretti', 'think', 'forget', 'yeah', 'thick', 'squirt', 'okay']), 343.0: ('killing', nan, ['kill', 'king', 'ring', 'sing', 'ding', 'thing', 'gal', 'til', 'came', 'swing', 'clear']), 502.0: ('sexy', nan, ['see', 'second', 'said', 'gee', 'toy', 'yesterday', 'rest', 'wesley', 'thing', 'think', 'yeah']), 171.0: ('crap', 'craft', ['crap', 'clock', 'camp', 'club', 'champ', 'great', 'cat', \"can't\", 'dark', 'campus', 'cloth']), 470.0: ('rape', nan, ['rape', 'take', 'step', 'right', 'write', 'wait', 'wake', 'make', 'let', 'look', 'hit']), 33.0: ('ass', 'maya', ['ass', 'ice', 'ask', \"i'll\", \"i'd\", 'class', 'excel', 'easel', \"i'm\", 'nice', 'classic']), 208.0: ('dick', nan, ['dick', 'get', 'tip', 'chip', 'trick', 'like', 'look', 'back', 'give', 'guy', 'think']), 378.0: ('liquor', nan, ['liquor', 'clicker', 'burger', 'like', 'carrillo', 'local', 'alber', 'kill', 'okinawa', 'sky', 'ella']), 365.0: ('killing', nan, ['kill', 'click', 'kim', 'thing', 'relic', 'gear', 'black', 'swing', 'tail', 'plastic', 'still']), 51.0: ('ass', 'maya', ['ass', \"i'll\", 'add', 'eight', \"i'd\", 'hour', 'eat', 'eye', 'act', 'assign', 'end']), 277.0: ('dope', 'adults', ['dope', 'rope', 'put', 'look', 'go', 'drop', 'today', 'okay', 'two', 'would', 'got']), 425.0: ('penis', 'cleans', ['miss', 'pete', 'pin', 'nice', 'team', 'teeth', 'mean', 'mess', 'near', 'citi', 'seen']), 215.0: ('dick', 'did', ['dick', 'get', 'kick', 'good', 'picnic', 'bike', 'like', 'skip', 'break', 'day', 'look']), 533.0: ('slave', nan, ['slave', 'say', 'never', 'dive', 'start', 'laugh', 'store', 'three', 'come', 'see', 'strata']), 238.0: ('dick', nan, ['dick', 'get', 'tic', 'pick', 'big', 'good', 'take', 'lip', 'like', 'topic', 'dope']), 471.0: ('rape', nan, ['rape', 'write', 'right', 'let', 'look', 'sweat', 'lot', 'eight', 'pick', 'straight', 'rebel']), 98.0: ('booty', nan, ['beecham', 'betti', 'cougar', 'malibu', 'equal', 'pray', 'prey', 'chelsea', 'davi', 'moga', 'ober']), 240.0: ('dick', 'giggling', ['dick', 'get', 'tic', 'big', 'sick', 'take', 'like', 'magic', 'day', 'look', 'tac']), 23.0: ('ass', 'mouth', ['ass', \"i'll\", 'inch', 'yes', \"i'm\", 'nice', 'emma', 'except', 'kiss', 'thank', 'emmi']), 501.0: ('sexually', 'accessories', ['sexual', 'see', 'stay', 'paw', 'sure', 'left', 'top', 'let', 'watch', 'take', 'extend']), 579.0: ('virgin', nan, ['virgin', 'overhead', 'ever', 'nova', 'word', 'novo', 'stain', 'burn', 'chain', 'jill', 'rosa']), 469.0: ('rape', 'ready', ['rape', 'right', 'let', 'race', 'look', 'hit', 'lot', 'space', 'rhyme', 'yes', 'like']), 173.0: ('crap', nan, ['crap', 'creep', 'crump', 'crime', 'croc', 'park', 'trip', 'crotch', 'tap', 'great', 'click']), 164.0: ('crap', 'crash', ['crap', 'trap', 'track', 'click', \"can't\", 'dark', 'catch', 'cop', 'keep', 'clean', 'truck']), 603.0: ('whiskey', nan, ['whiskey', 'citi', 'yeah', 'hey', 'one', 'see', 'keep', 'he', 'excel', 'petit', 'scan']), 7.0: ('ass', nan, ['ass', \"i'd\", 'glass', 'iran', 'yes', \"i'm\", 'nice', 'appear', 'addison', 'ago', 'dress']), 284.0: ('dope', 'adults', ['dope', 'job', 'notebook', 'bodi', 'put', 'bowl', 'could', 'hope', 'look', 'dog', 'open']), 506.0: ('sexy', \"let's see\", ['see', 'say', 'except', 'test', 'second', 'next', 'said', 'ask', 'guess', 'face', 'yes']), 439.0: ('piss', 'pretty', ['piss', 'pick', 'mrs', 'tit', 'face', 'safe', 'machin', 'mix', 'get', 'kid', 'nice']), 479.0: ('retarded', 'having convulsions', ['retard', 'need', 'yacht', 'treat', 'yard', 'start', 'hard', 'star', 'redesign', 'deal', 'parti']), 216.0: ('dick', 'stickers', ['dick', 'get', 'good', 'dis', 'like', 'magic', 'biggest', 'look', 'click', 'back', 'guy']), 423.0: ('penis', 'pay miss', ['miss', 'meet', 'nice', 'mean', 'seat', 'repeat', 'mate', 'cutest', 'near', 'citi', 'sit']), 407.0: ('nude', 'newt', ['nude', 'newt', 'dude', 'lose', 'bunni', 'need', 'root', 'soon', 'read', 'gone', 'loser']), 75.0: ('bastard', 'buster', ['bastard', 'master', 'pattern', 'saturn', 'blaster', 'best', 'girl', 'turn', 'buster', 'better', 'bad'])}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(slur_phonetic_video_candidates)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H-mGb3bwFEtB",
        "outputId": "5ac83e9c-229c-4530-b8f1-70f7a24f61ba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{53: ('ass', 'maya', ['ass', 'attach', \"i'll\", 'ad', 'add', 'pass', 'els', 'catch', 'yes', 'up', 'alright']), 218: ('bitch', nan, ['bitch', 'bit', 'get', 'big', 'pick', 'built', 'good', 'bench', 'rapid', 'build', 'buy']), 312: ('cocktail', 'copter', ['cocktail', 'com', 'oxygen', 'stop', 'column', 'fact', 'popular', 'collect', 'pack', 'impact', 'call']), 326: ('crap', 'crab', ['crap', 'crab', 'clock', 'camp', 'cap', 'tram', 'cat', 'mark', 'cross', 'class', 'catch']), 360: ('crap', 'crab', ['crap', 'grab', 'cream', 'wrap', 'tab', 'great', \"can't\", 'part', 'tank', 'quick', 'trick']), 364: ('crap', 'craft', ['crap', 'craft', 'clue', 'type', 'tip', 'scrapbook', 'threat', 'com', 'back', 'past', 'press']), 366: ('crap', 'craft', ['crap', 'craft', 'scratch', 'tip', 'comment', 'time', 'com', 'back', 'print', 'parti', 'got']), 368: ('crap', 'craft', ['crap', 'craft', 'mark', 'clue', 'comment', 'close', 'time', 'com', 'back', 'press', 'tri']), 371: ('crap', 'craft', ['crap', 'grab', 'scrap', 'craft', 'click', 'cross', 'type', 'keep', 'tri', 'yet', 'kid']), 374: ('crap', 'craft', ['crap', 'crab', 'crash', 'craft', 'part', 'type', 'scrapbook', 'comment', 'task', 'time', 'pop']), 375: ('crap', 'craft', ['crap', 'craft', 'grass', 'campus', 'comment', 'keep', 'com', 'back', 'glue', 'car', 'fabric']), 376: ('crap', 'craft', ['crap', 'craft', 'clipper', 'com', 'court', 'glue', 'dracula', 'right', 'bit', 'heart', 'kid']), 379: ('crap', 'craft', ['crap', 'craft', 'wrap', 'comment', 'green', 'com', 'back', 'kit', 'match', 'car', 'front']), 380: ('crap', 'craft', ['crap', 'crash', 'craft', 'click', 'part', 'scrapbook', 'comment', 'keep', 'time', 'com', 'back']), 395: ('crappy', 'grumpy', ['key', 'keep', 'pretti', 'marti', 'grabber', 'maxi', 'time', 'bam', 'cat', 'happen', 'two']), 599: ('dope', 'adult', ['dope', 'job', 'bodi', 'put', 'hope', 'look', 'goe', 'go', 'doi', 'drop', 'dot']), 685: ('drug', nan, ['drug', 'track', 'luck', 'regard', 'bud', 'done', 'tri', 'bring', 'trap', 'that', 'brand']), 1376: ('itch', nan, ['itch', 'eat', 'rich', \"i'd\", 'get', \"i'll\", \"i'm\", 'okay', 'sheet', 'much', 'right']), 1377: ('itch', nan, ['itch', 'eat', 'age', 'add', 'eye', 'act', 'equip', 'ear', 'end', 'axe', 'lit']), 1378: ('itch', nan, ['itch', 'els', 'get', \"i'll\", 'late', \"i'm\", 'great', 'okay', 'what', 'look', 'right']), 1616: ('killing', nan, ['kill', 'king', 'cane', 'thing', 'lake', 'bring', 'lili', 'came', 'skill', 'calm', 'blame']), 1629: ('killing', nan, ['kill', 'king', 'sting', 'thing', 'lake', 'bring', 'gang', 'came', 'cake', 'plane', 'blame']), 1652: ('killing', nan, ['kill', 'get', 'tell', 'music', 'guess', \"i'm\", 'warm', 'hold', 'hmm', 'three', 'know']), 1657: ('killing', nan, ['kill', 'king', 'click', 'thing', 'bring', 'skill', 'pill', 'snake', 'clear', 'game', 'tic']), 1665: ('killing', nan, ['kill', 'click', 'ding', 'thing', 'kick', 'cake', 'string', 'still', 'game', 'kid', 'like']), 1669: ('kills', nan, ['kill', 'kid', 'click', 'slip', 'pick', 'get', 'kind', 'tale', 'tail', 'sens', 'stick']), 1730: ('naked', nan, ['duck', 'hug', 'cut', 'neck', 'chicken', 'second', 'button', 'make', 'that', 'touch', 'take']), 1735: ('naked', nan, ['makeup', 'nagel', 'cut', 'target', 'rocket', 'tub', 'stuck', 'neck', 'chicken', 'second', 'button']), 1753: ('naked', nan, ['make', 'what', 'late', 'send', 'mean', 'medina', 'okay', 'tay', 'dog', 'right', 'wrong']), 1760: ('naked', nan, ['tug', 'bug', 'cub', 'hug', 'cut', 'target', 'edit', 'butt', 'second', 'button', 'contain']), 1761: ('naked', nan, ['bug', 'cut', 'butt', 'product', 'make', 'that', 'take', 'next', 'cutter', 'collect', 'what']), 1764: ('naked', nan, ['stuck', 'second', 'make', 'that', 'reagan', 'take', 'next', 'what', 'made', 'late', 'set']), 1771: ('nymph', nan, ['nymph', 'name', 'nip', 'romain', 'smell', 'snail', 'nice', 'guinea', 'male', 'rhyme', 'make']), 1843: ('racist', 'race is', ['racist', 'race', 'racetrack', 'face', 'yes', 'say', 'place', 'lift', 'miss', 'razor', 'space']), 1844: ('racist', nan, ['racist', 'racism', 'system', 'say', 'place', 'listen', 'less', 'least', 'serious', 'wish', 'think']), 1847: ('racist', nan, ['racist', 'racism', 'say', 'test', 'think', 'ask', 'focus', 'respond', 'accept', 'confess', 'thing']), 1916: ('sex', nan, ['sex', 'six', 'protect', 'neck', 'excel', 'take', 'forget', 'spend', 'fact', 'let', 'stay']), 1943: ('sexual', nan, ['sexual', 'skull', 'thought', 'forget', 'actual', 'channel', 'form', 'forehead', 'guess', 'skin', 'gerald']), 2301: ('virgin', 'version', ['virgin', 'version', 'ever', 'hover', 'either', 'fever', 'burst', 'gather', 'leader', 'first', 'differ']), 2309: ('whiskey', nan, ['whiskey', 'kiwi', 'yeti', 'wale', 'wine', 'monkey', 'hockey', 'norway', 'yeah', 'wheat', 'well']), 46: ('ass', 'ask', ['ass', 'air', 'eye', 'either', 'thank', 'bus', 'right', 'mhm', 'open', 'okay', 'feet']), 329: ('crap', 'crab', ['crap', 'cream', 'grape', 'cracker', 'part', 'cross', 'shrimp', 'fork', 'tropic', 'green', 'carrot']), 367: ('crap', 'craft', ['crap', 'craft', 'cap', 'clear', 'teapot', 'com', 'court', 'back', 'card', 'pot', 'tape']), 369: ('crap', 'craft', ['crap', 'part', 'cloth', 'cute', 'green', 'close', 'camera', 'closer', 'glue', 'pink', 'front']), 384: ('crap', 'craft', ['crap', 'crab', 'crepe', 'crash', 'craft', 'kraft', 'quit', 'gap', 'clue', 'type', 'comment']), 518: ('demon', 'dinner', ['demon', 'mhm', \"i'm\", 'mean', 'need', 'come', 'one', 'time', 'seen', 'gonna', 'tab']), 523: ('demon', nan, ['demon', 'mhm', \"i'm\", 'money', 'hmm', 'done', 'deal', 'run', 'gum', 'number', 'jeep']), 524: ('demon', nan, ['demon', 'mhm', \"i'm\", 'onion', 'nina', 'deal', 'run', 'month', 'mean', 'need', 'beat']), 601: ('dope', 'done', ['dope', 'put', 'pogo', 'took', 'bowl', 'could', 'donat', 'robot', 'look', 'boot', 'total']), 691: ('drunk', 'trunk', ['drunk', 'trunk', 'trick', 'track', 'luck', 'think', 'jump', 'trap', 'rock', 'thank', 'like']), 695: ('drunk', 'trunk', ['drunk', 'trunk', 'junk', 'track', 'luck', 'dump', 'dress', 'think', 'jump', 'lock', 'trap']), 841: ('fuck', 'duck', ['fuck', 'tough', 'stuff', 'shut', 'stuck', 'that', 'fun', 'much', 'truck', 'duck', 'exit']), 1365: ('heroin', 'heroine', ['heroin', 'heroic', 'hair', 'hero', 'hey', 'harold', 'happen', 'hate', 'hurri', 'health', 'hmm']), 1367: ('heroin', 'heroine', ['heroin', 'heroic', 'hair', 'hero', 'herrick', 'hey', 'owen', 'hear', 'head', 'whole', 'happen']), 1368: ('heroin', 'heroine', ['heroin', 'heroic', 'hair', 'hero', 'herrick', 'hey', 'hear', 'here', 'radio', 'head', 'whole']), 1740: ('naked', nan, ['doug', 'duck', 'tuck', 'cut', 'edit', 'neck', 'second', 'make', 'that', 'cup', 'drug']), 1783: ('penis', nan, ['nice', 'mean', 'mess', 'peel', 'beat', 'chemist', 'seen', 'keep', 'need', 'paint', 'ninja']), 1860: ('rape', 'rake', ['rape', 'write', 'right', 'make', 'look', 'pick', 'jump', 'like', 'drop', 'back', 'much']), 2090: ('shit', 'shirt', ['shit', 'sit', 'chip', 'think', 'space', 'get', 'that', 'street', 'perfect', 'make', 'what']), 2092: ('shit', 'sit', ['shit', 'sure', 'show', 'fill', 'goldfish', 'think', 'spirit', 'quit', 'still', 'get', 'that']), 2284: ('tramp', nan, ['tramp', 'trap', 'snap', 'truck', 'remind', \"can't\", 'comment', 'pump', 'jump', 'rambo', 'grab']), 2294: ('virgin', 'version', ['virgin', 'version', 'never', 'third', 'versus', 'cover', 'present', 'girl', 'first', 'name', 'loser']), 2297: ('virgin', 'version', ['virgin', 'version', 'never', 'third', 'versus', 'scissor', 'cover', 'virtual', 'present', 'girl', 'spin']), 76: ('ass', 'ah', ['ass', 'ask', 'air', 'eye', 'app', 'math', 'astronaut', \"i'm\", 'nice', 'nothin', 'cat']), 205: ('bitch', 'beach', ['bitch', 'bit', 'get', 'big', 'pick', 'good', 'beach', 'made', 'kick', 'put', 'bus']), 216: ('bitch', 'beach', ['bitch', 'bit', 'get', 'basic', 'bye', 'made', 'sit', 'put', 'back', 'pant', 'plastic']), 217: ('bitch', nan, ['bitch', 'bit', 'get', 'dick', 'built', 'bill', 'good', 'biggest', 'bet', 'bed', 'pivot']), 221: ('bitches', 'benches', ['bitch', 'magic', 'give', 'good', 'get', 'big', 'save', 'geez', 'resist', 'oxygen', 'quiz']), 311: ('cock', 'cut', ['cock', 'com', 'card', 'back', 'dot', 'scarf', 'bottom', 'caught', 'scar', 'black', 'discard']), 336: ('crap', 'craft', ['crap', 'time', 'tree', 'glass', 'glove', 'got', 'scarf', 'jump', 'beach', 'swim', 'summer']), 344: ('crap', 'trash', ['crap', 'grab', 'track', 'critter', 'click', \"can't\", 'comic', 'glad', 'green', 'keep', 'yep']), 377: ('crap', 'craft', ['crap', 'scrap', 'craft', 'mark', 'tip', 'scrapbook', 'strip', 'com', 'back', 'glue', 'front']), 382: ('crap', 'craft', ['crap', 'crack', 'clip', 'quit', 'cross', 'secret', 'cop', 'time', 'screen', 'swap', 'right']), 386: ('crap', nan, ['crap', 'grab', 'clip', 'tap', 'track', 'greet', 'quit', 'great', 'cart', 'click', \"can't\"]), 522: ('demon', nan, ['demon', 'none', 'mhm', \"i'm\", 'money', 'hmm', 'run', 'gum', 'number', 'mean', 'need']), 550: ('dick', 'dent', ['dick', 'get', 'dip', 'bit', 'pick', 'big', 'stick', 'good', 'zip', 'take', 'thick']), 564: ('dick', nan, ['dick', 'get', 'jacket', 'bit', 'pick', 'big', 'good', 'kit', 'sick', 'take', 'kid']), 696: ('drunk', 'trunk', ['drunk', 'truck', 'think', 'jump', 'drive', 'thank', 'look', 'back', 'tri', 'run', 'giant']), 926: ('fuck', 'full', ['fuck', 'stuff', 'cup', 'that', 'fun', 'much', 'truck', 'chapin', 'tub', 'tonka', 'patrol']), 930: ('fuck', 'fun', ['fuck', 'pup', 'that', 'fun', 'much', 'come', 'what', 'thank', 'find', 'feed', 'think']), 1128: ('fucks', 'bugs', ['fuck', 'fund', 'that', 'attract', 'score', 'come', 'find', 'buck', 'feel', 'sun', 'perfect']), 1671: ('kills', nan, ['kill', 'kid', 'cricket', 'pig', 'get', 'build', 'gold', 'chile', 'take', 'conic', 'pakistan']), 1787: ('pimp', nan, ['pimp', 'pink', 'pit', 'bit', 'make', 'yep', 'point', 'bank', 'came', 'think', 'tap']), 1792: ('piss', 'pose', ['piss', 'pace', 'sip', 'pick', 'sit', 'bit', 'case', 'picnic', 'focus', 'fix', 'sick']), 1863: ('rape', 'rain', ['rape', 'bit', 'went', 'spout', 'came', 'rain', 'huh', 'stat', 'big', 'mhm', 'spider']), 1964: ('shit', 'shed', ['shit', 'station', 'shed', 'shall', 'fifth', 'philip', 'shut', 'pick', 'show', 'hit', 'fix']), 1973: ('shit', 'shed', ['shit', 'shape', 'sit', 'shipment', 'station', 'shed', 'pinkish', 'shall', 'fifth', 'wish', 'citi']), 1991: ('shit', 'shed', ['shit', 'ship', 'shape', 'fit', 'fisher', 'shed', 'wish', 'philip', 'face', 'skip', 'six']), 2060: ('shit', \"she's\", ['shit', 'mission', 'pick', 'show', 'safe', 'tight', 'secret', 'bucket', 'get', 'click', 'let']), 2065: ('shit', 'shed', ['shit', 'station', 'shed', 'shack', 'wish', 'sure', 'face', 'shaft', 'switch', 'chase', 'safe']), 2115: ('shit', 'sit', ['shit', 'wish', 'sure', 'spanish', 'show', 'fill', 'kiss', 'question', 'goldfish', 'think', 'spirit']), 2128: ('shit', 'shed', ['shit', 'sit', 'shell', 'shed', 'sure', 'pick', 'show', 'bit', 'take', 'feet', 'hate']), 2232: ('slut', nan, ['slut', 'front', 'ton', 'stuff', 'slid', 'flip', 'flap', 'slim', 'sled', 'slide', 'swap']), 37: ('ass', nan, ['ass', \"i'll\", 'eat', 'grass', \"ain't\", 'ooh', 'yes', 'rice', \"i'm\", 'nice', 'egg']), 149: ('bitch', 'fish', ['bitch', 'get', 'big', 'pick', 'bath', 'good', 'miss', 'date', 'kid', 'beef', 'pink']), 239: ('booty', 'oops', ['today', 'poor', 'oop', 'keep', 'soup', 'jeep', 'teacher', 'cheater', 'ball', 'eat', 'cool']), 250: ('booty', nan, ['today', 'tiki', 'suki', 'poor', 'beat', 'scoop', 'two', 'beach', 'keep', 'coup', 'jeep']), 258: ('booty', nan, ['poor', 'peter', 'keep', 'deep', 'teeth', 'jeep', 'cheater', 'feet', 'ball', 'seat', 'super']), 266: ('bugger', 'vlogger', ['bugger', 'cover', 'other', 'girl', 'bus', 'dozen', 'guy', 'that', 'kurd', 'come', 'never']), 363: ('crap', 'crab', ['crap', 'crab', 'cramp', 'trap', 'cream', 'grape', 'cap', 'greet', 'grant', 'great', 'cat']), 370: ('crap', 'craft', ['crap', 'craft', 'cap', 'great', 'clue', 'stripe', 'trim', 'comment', 'threat', 'keep', 'gray']), 372: ('crap', 'craft', ['crap', 'crop', 'clip', 'craft', 'part', 'type', 'tip', 'scrapbook', 'threat', 'keep', 'screen']), 378: ('crap', 'craft', ['crap', 'cramp', 'comment', 'threat', 'keep', 'com', 'bank', 'kit', 'fabric', 'khan', 'felt']), 381: ('crap', 'craft', ['crap', 'crash', 'craft', 'comment', 'keep', 'strip', 'com', 'tape', 'kit', 'glue', 'car']), 567: ('dick', nan, ['dick', 'get', 'ticket', 'bit', 'big', 'good', 'gate', 'take', 'brick', 'like', 'detect']), 587: ('dong', nan, ['dong', 'lot', 'long', 'look', 'knock', 'jump', 'got', 'gonna', 'said', \"can't\", 'boy']), 597: ('dope', 'dough', ['dope', 'job', 'put', 'could', 'look', 'coach', 'total', 'go', 'drop', 'dude', 'dirk']), 676: ('drug', 'draw', ['drug', 'dragon', 'done', 'trace', 'start', 'chick', 'think', 'ring', 'look', 'make', 'second']), 680: ('drug', 'draft', ['drug', 'card', 'dust', 'art', 'artwork', 'start', 'stripe', 'instruct', 'look', 'make', 'heart']), 684: ('drug', nan, ['drug', 'rug', 'dress', 'tri', 'tree', 'bring', 'greek', 'treat', 'jump', 'that', 'kinda']), 821: ('fuck', 'fox', ['fuck', 'stuff', 'that', 'fun', 'much', 'truck', 'cover', 'nut', 'franc', 'profession', 'nervous']), 836: ('fuck', 'look', ['fuck', 'stuff', 'stuck', 'cut', 'touch', 'that', 'fun', 'rocket', 'much', 'truck', 'convert']), 880: ('fuck', 'look', ['fuck', 'stuff', 'that', 'fun', 'much', 'truck', 'convert', 'cover', 'nut', 'enough', 'come']), 1078: ('fucking', 'looking', ['fuck', 'thing', 'fun', 'stuff', 'cup', 'cut', 'come', 'chang', 'pick', 'game', 'geico']), 1127: ('fucks', 'bugs', ['fuck', 'skunk', 'fun', 'much', 'next', 'fact', 'that', 'velvet', 'five', 'skin', 'mix']), 1143: ('gringo', nan, ['gringo', 'go', 'goe', 'bingo', 'though', 'green', 'bring', 'great', 'brand', 'sanction', 'dog']), 1666: ('kills', 'kells', ['kill', 'pail', 'get', 'came', 'gold', 'chicken', 'take', 'catch', 'good', 'okay', 'quick']), 1784: ('penises', 'Venus', ['penis', 'place', 'seen', 'basic', 'pass', 'case', 'see', 'close', 'keep', 'thing', 'mannequin']), 1930: ('sex', 'sacks', ['sex', 'next', 'scare', 'check', 'expect', 'six', 'step', 'guess', 'chair', 'sell', 'take']), 1969: ('shit', 'sug', ['shit', 'sit', 'finish', 'spaceship', 'tip', 'sick', 'spit', 'wish', 'sure', 'fresh', 'shook']), 2190: ('shit', nan, ['shit', 'fit', 'shield', 'mission', 'citi', 'sure', 'face', 'pick', 'stick', 'show', 'shot']), 2213: ('slave', 'sleigh', ['slave', 'live', 'save', 'sleigh', 'give', \"they'll\", 'villain', 'sleep', 'safe', 'left', 'lay']), 2216: ('slave', 'sleigh', ['slave', 'save', 'flavor', 'sleigh', 'slip', \"they'll\", 'safe', 'left', 'even', 'lift', 'clever']), 2218: ('slave', 'sleigh', ['slave', 'save', 'sleigh', 'fail', 'jail', 'fill', 'give', \"they'll\", 'gave', 'sleep', 'five']), 2221: ('slave', 'sleigh', ['slave', 'save', 'sleigh', 'dave', 'fell', 'slime', 'slip', 'give', 'gave', 'villain', 'sleep']), 2240: ('spunk', nan, ['spunk', 'pump', 'stuck', 'compass', 'fuck', 'bump', 'encompass', 'sprinkler', 'skull', 'thank', 'come']), 2241: ('spunk', nan, ['spunk', 'pump', 'compass', 'fuck', 'bump', 'encompass', 'buck', 'trunk', 'skull', 'thank', 'come']), 2269: ('tit', nan, ['tit', 'kit', 'cystic', 'eight', 'great', 'kite', 'let', 'zip', 'right', 'set', 'repeat']), 2305: ('virgin', nan, ['virgin', 'third', 'girl', 'done', 'sim', 'video', 'contain', 'pretti', 'day', 'ribbon', 'mom']), 38: ('ass', 'S', ['ass', 'yes', \"i'm\", 'saskatchewan', 'sandwich', 'okay', 'think', 'let', 'next', 'word', 'find']), 56: ('ass', 'adds', ['ass', \"i'll\", 'ad', 'eight', \"i'd\", 'els', 'catch', 'yes', 'laugh', \"i'm\", 'nice']), 57: ('ass', nan, ['ass', \"i'll\", 'add', 'ad', 'air', 'ann', \"i'd\", 'age', 'eat', 'pass', 'oil']), 164: ('bitch', 'orbit shh', ['bitch', 'get', 'big', 'pick', 'dick', 'built', 'dish', 'good', 'pinch', 'picnic', 'matic']), 191: ('bitch', 'bin', ['bitch', 'get', 'big', 'pick', 'tip', 'good', 'depart', 'bin', 'begin', 'belt', 'boat']), 192: ('bitch', 'bet', ['bitch', 'bit', 'get', 'big', 'pick', 'built', 'good', 'kid', 'pink', 'made', 'match']), 197: ('bitch', 'pitch', ['bitch', 'get', 'big', 'good', 'bake', 'ticket', 'beef', 'give', 'made', 'mess', 'meet']), 244: ('booty', 'Bootsie', ['boot', 'today', 'poor', 'boom', 'key', 'thief', 'bone', 'dog', 'see', 'boy', 'downtown']), 247: ('booty', 'birdy', ['today', 'two', 'cute', 'ador', 'cutest', 'high', 'yeah', 'nice', \"i'll\", 'way', 'huh']), 292: ('cock', 'cockadoodledo', ['cock', 'peacock', 'clock', 'flock', 'hawk', 'black', 'caw', 'thank', 'call', 'duck', 'color']), 316: ('coitus', 'Toyitis', ['coitus', 'cotton', 'could', 'cook', 'top', 'take', 'chalk', 'call', 'cake', 'toy', 'case']), 365: ('crap', 'craft', ['crap', 'craft', 'part', 'tart', 'secret', 'comment', 'green', 'keep', 'pop', 'com', 'card']), 383: ('crap', 'craft', ['crap', 'scrap', 'craft', 'cap', 'pipe', 'pack', 'type', 'clean', 'close', 'calf', 'com']), 525: ('demon', nan, ['demon', 'mhm', \"i'm\", 'done', 'run', 'steam', 'mean', 'seem', 'lung', 'come', 'tantrum']), 526: ('dick', 'digly', ['dick', 'get', 'bit', 'big', 'good', 'date', 'chip', 'trick', 'take', 'pink', 'like']), 527: ('dick', 'digly', ['dick', 'get', 'dig', 'gig', 'bit', 'big', 'good', 'pig', 'sick', 'chip', 'trick']), 534: ('dick', 'digly', ['dick', 'get', 'dig', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'sick', 'trick']), 535: ('dick', 'digly', ['dick', 'get', 'dig', 'kick', 'gig', 'bit', 'pick', 'big', 'stick', 'good', 'sick']), 538: ('dick', 'digly', ['dick', 'get', 'dig', 'gig', 'bit', 'pick', 'big', 'stick', 'good', 'pig', 'sick']), 544: ('dick', 'digly', ['dick', 'get', 'dig', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'sick', 'trick']), 552: ('dick', 'digly', ['dick', 'get', 'dig', 'gig', 'pick', 'big', 'stick', 'good', 'tip', 'sick', 'take']), 565: ('dick', nan, ['dick', 'get', 'bit', 'good', 'bitch', 'trick', 'like', 'biggest', 'detect', 'day', 'quick']), 649: ('drug', 'drum', ['drug', 'drunk', 'truck', 'drum', 'guard', 'dream', 'drop', 'track', 'done', 'tri', 'card']), 672: ('drug', 'job', ['drug', 'drink', 'rub', 'children', 'done', 'tri', 'bracelet', 'stuck', 'that', 'gum', 'young']), 705: ('drunk', 'strong', ['drunk', 'drag', 'luck', 'dragon', 'think', 'jump', 'lock', 'thank', 'draw', 'like', 'look']), 882: ('fuck', 'box', ['fuck', 'second', 'flip', 'robot', 'snake', 'flat', 'like', 'fast', 'make', 'drink', 'quiet']), 962: ('fucked', 'popped', ['fuck', 'fun', 'that', 'pocket', 'screen', 'next', 'fall', 'follow', 'come', 'need', 'still']), 1049: ('fucking', 'pumpkins', ['fuck', 'thing', 'pumpkin', 'come', 'bring', 'make', 'think', 'that', 'like', 'okay', 'thank']), 1621: ('killing', 'getting', ['kill', 'king', 'click', 'bring', 'coin', 'snake', 'kid', 'like', 'trick', 'take', 'play']), 1692: ('kinky', nan, ['pink', 'keep', 'cheek', 'think', 'guy', 'sharkey', 'keel', 'thing', 'pick', 'thank', 'okay']), 1695: ('libido', 'little', ['libido', 'bye', 'time', 'type', 'video', 'download', 'logo', 'side', 'go', 'snap', 'bit']), 1701: ('liquor', 'lick of', ['liquor', 'later', 'perfect', 'like', 'teacher', 'still', 'summer', 'buster', 'okay', 'let', 'go']), 1745: ('naked', nan, ['nick', 'make', 'that', 'take', 'cane', 'what', 'maker', 'made', 'cannot', 'name', 'decor']), 1746: ('naked', 'neck-to-neck', ['taken', 'stuck', 'second', 'that', 'take', 'next', 'aggress', 'what', 'late', 'set', 'damascus']), 1781: ('panties', nan, ['batman', 'patti', 'meet', 'match', 'beast', 'teen', 'past', 'feet', 'need', 'nice', 'team']), 1803: ('piss', 'pets', ['piss', 'pick', 'pass', 'chase', 'mess', 'pez', 'pink', 'get', 'ping', 'switch', 'finish']), 1822: ('porn', 'rainbow corn', ['porn', 'corn', 'born', 'core', 'unicorn', 'horn', 'point', 'corner', 'pen', 'top', 'call']), 1872: ('rump', 'rubbed', ['rump', 'jump', 'lunch', 'look', 'run', 'ink', 'rob', 'thank', 'smart', 'joke', 'wrote']), 1892: ('sex', 'set', ['sex', 'set', 'check', 'section', 'case', 'jet', 'take', 'less', 'direct', 'let', 'yes']), 1900: ('sex', 'set', ['sex', 'forget', 'face', 'tell', 'let', 'exact', 'fell', 'talk', 'toy', 'egg', 'speed']), 1941: ('sex', nan, ['sex', 'test', 'guess', 'take', 'forget', 'tell', 'let', 'script', 'doctor', 'thank', 'self']), 1949: ('shag', nan, ['shag', 'shock', 'shot', 'jack', 'bag', 'slash', 'thank', 'fact', 'ship', 'back', 'fabric']), 1975: ('shit', 'set', ['shit', 'sure', 'fix', 'take', 'bitch', 'set', 'kid', 'still', 'get', 'might', 'let']), 2071: ('shit', 'said', ['shit', 'sit', 'fit', 'shine', 'shi', 'picket', 'sure', 'shut', 'pick', 'stick', 'ocean']), 2194: ('shit', nan, ['shit', 'sit', 'shake', 'shell', 'sure', 'show', 'fight', 'bit', 'take', 'fin', 'kick']), 2252: ('spunky', nan, ['speak', 'kiki', 'see', 'sky', 'beacon', 'lay', 'second', 'fee', 'pump', 'skill', 'encompass']), 2283: ('tramp', nan, ['tramp', 'track', 'tank', \"can't\", 'command', 'tri', 'comment', 'jump', 'grab', 'part', 'struck']), 2300: ('virgin', nan, ['virgin', 'divers', 'version', 'never', 'sever', 'leather', 'rather', 'mother', 'father', 'first', 'name']), 42: ('ass', 'kinder egg', ['ass', 'eat', 'act', 'oil', 'catch', 'ooh', 'yes', 'fast', \"i'm\", 'nice', 'egg']), 67: ('ass', 'Maya', ['ass', 'ice', \"i'll\", 'ad', \"i'd\", 'eye', 'pass', 'ear', 'act', 'glass', 'els']), 69: ('ass', 'as', ['ass', 'ice', 'ask', 'eyesight', \"i'll\", 'add', 'ad', 'eat', 'aid', 'art', 'catch']), 82: ('asses', 'as is', ['ass', 'other', 'ask', 'origin', 'that', 'enough', 'attach', 'pass', \"i'll\", 'end', 'must']), 84: ('asses', nan, ['ass', 'posit', 'closet', 'that', 'actual', \"i'll\", 'exact', 'classic', 'must', 'ago', 'elbow']), 246: ('booty', 'djibouti', ['djibouti', 'barbuda', 'juba', 'bucharest', 'two', 'tegucigalpa', 'maputo', 'bujumbura', 'quito', 'baku', 'budapest']), 310: ('cock', 'cut', ['cock', 'pocket', 'lock', 'back', 'bag', 'thank', 'top', 'look', 'cute', 'cut', 'champ']), 341: ('crap', nan, ['crap', 'quack', 'clock', 'quit', 'great', \"can't\", 'tank', 'quick', 'shark', 'type', 'tampa']), 548: ('dick', 'digly', ['dick', 'get', 'dig', 'chick', 'kick', 'pick', 'big', 'good', 'date', 'bitch', 'sick']), 586: ('dong', nan, ['dong', 'top', 'talk', 'ball', 'deck', 'lot', 'door', 'long', 'loud', 'bond', 'take']), 589: ('dong', nan, ['dong', 'top', 'talk', 'ball', 'lot', 'door', 'long', 'loud', 'take', 'load', 'could']), 614: ('dope', 'playdoh', ['dope', 'job', 'bodi', 'put', 'boop', 'look', 'goodnight', 'go', 'hippo', 'tow', 'push']), 636: ('drug', 'door', ['drug', 'drink', 'trick', 'dream', 'drop', 'luck', 'brick', 'strike', 'done', 'tri', 'trip']), 674: ('drug', 'Draculaura', ['drug', 'part', 'make', 'like', 'basic', 'guy', 'laura', 'scissor', 'book', 'sofa', 'lot']), 675: ('drug', 'Draculaura', ['drug', 'draw', 'done', 'string', 'strip', 'that', 'part', 'link', 'look', 'make', 'border']), 679: ('drug', 'Draculaura', ['drug', 'bunk', 'cardboard', 'discard', 'laguna', 'start', 'look', 'make', 'heart', 'like', 'cut']), 682: ('drug', 'Draculaura', ['drug', 'drink', 'dress', 'trip', 'that', 'brush', 'rog', 'start', 'think', 'julia', 'make']), 683: ('drug', 'Draculaura', ['drug', 'drop', 'draw', 'tri', 'trip', 'gun', 'trace', 'harden', 'strip', 'that', 'drawn']), 721: ('drunk', 'round cut', ['drunk', 'draw', 'back', 'wrap', 'make', 'thick', 'cardboard', \"can't\", 'broken', 'salt', 'yeah']), 782: ('fag', 'bag', ['fag', 'thank', 'pack', 'find', 'fan', 'pact', 'back', 'shop', 'snack', 'think', 'fashion']), 1092: ('fucking', 'pluck me', ['fuck', 'come', 'biggest', 'bring', 'chang', 'pick', 'kitchen', 'pink', 'stick', 'make', 'breakfast']), 1658: ('killing', nan, ['kill', 'kin', 'click', 'thing', 'lake', 'bring', 'junkin', 'skin', 'kit', 'still', 'tic']), 1689: ('kinky', 'Kindi', ['key', 'kay', 'pink', 'keep', 'think', 'blanket', 'guy', 'kin', 'thing', 'thank', 'cake']), 1697: ('libido', 'barbie doll oh', ['libido', 'bye', 'pipe', 'video', 'side', 'item', 'guy', 'go', 'bit', 'enjoy', 'right']), 1708: ('marijuana', 'moana', ['marijuana', 'one', 'away', 'run', 'aaron', 'wow', 'wife', 'way', 'wear', 'wine', 'gonna']), 1710: ('marijuana', 'moana', ['marijuana', 'wanna', 'one', 'away', 'run', 'donna', 'way', 'what', 'gonna', 'aurora', 'yeah']), 1715: ('marijuana', 'moana', ['marijuana', 'wanna', 'one', 'wow', 'way', 'what', 'wad', 'gonna', 'mani', 'yeah', 'where']), 1763: ('naked', 'nuggets', ['nugget', 'hug', 'chicken', 'second', 'make', 'that', 'next', 'what', 'pup', 'much', 'let']), 1806: ('pissed', 'to test', ['piss', 'miss', 'thick', 'state', 'scientist', 'stint', 'built', 'fish', 'fast', 'test', 'still']), 1826: ('porno', 'for more', ['porno', 'morn', 'motor', 'poor', 'moon', 'row', 'sport', 'pull', 'top', 'bought', 'pair']), 1827: ('porno', 'for more', ['porno', 'snow', 'know', 'tomorrow', 'tone', 'moon', 'row', 'sport', 'home', 'drop', 'pair']), 1828: ('porno', 'for more', ['porno', 'know', 'boy', 'call', 'bet', 'mouth', 'jone', 'kate', 'nose', 'wow', 'hope']), 1853: ('rape', 'rainbow', ['rape', 'rip', 'hip', 'take', 'lake', 'late', 'chip', 'neck', 'right', 'weight', 'wait']), 1855: ('rape', 'race', ['rape', 'yep', 'take', 'right', 'let', 'race', 'lot', 'check', 'break', 'trick', 'like']), 1866: ('rape', nan, ['rape', 'yet', 'report', 'take', 'late', 'cape', 'date', 'write', 'right', 'wait', 'make']), 1904: ('sex', 'cents', ['sex', 'next', 'check', 'six', 'chase', 'guess', 'take', 'spare', 'forget', 'let', 'yes']), 1920: ('sex', 'socks', ['sex', 'take', 'care', 'face', 'tell', 'let', 'stay', 'yet', 'lace', 'thank', 'think']), 1952: ('shit', 'ship', ['shit', 'ship', 'shape', 'sit', 'station', 'tip', 'shout', 'sure', 'philip', 'face', 'shut']), 1954: ('shit', nan, ['shit', 'sure', 'shook', 'six', 'sharp', 'jacket', 'sweet', 'pill', 'quit', 'kitten', 'type']), 1966: ('shit', 'ship', ['shit', 'ship', 'sit', 'finish', 'dish', 'shame', 'wish', 'sure', 'fresh', 'chill', 'pick']), 2000: ('shit', nan, ['shit', 'ash', 'think', 'shock', 'plate', 'devilish', 'flood', 'place', 'quick', 'need', 'thank']), 2018: ('shit', 'ship', ['shit', 'ship', 'fish', 'shape', 'sit', 'fit', 'finish', 'sick', 'fidget', 'shelf', 'sure']), 2045: ('shit', 'ship', ['shit', 'ship', 'fish', 'shape', 'sit', 'sheet', 'chip', 'pit', 'pitch', 'tip', 'shall']), 2188: ('shit', nan, ['shit', 'ship', 'fish', 'shape', 'shade', 'sit', 'sick', 'shall', 'flesh', 'sash', 'flash']), 2211: ('slave', 'sleigh', ['slave', 'save', 'sled', 'sleigh', 'fail', 'jail', 'slime', 'slip', 'slide', 'sleep', 'left']), 2229: ('slave', nan, ['slave', 'sleigh', 'slay', 'slain', \"they'd\", 'slide', 'give', \"they'll\", 'silt', 'slick', 'sell']), 2239: ('sperm', 'firm', ['sperm', 'open', 'turn', 'bert', 'room', \"i'm\", 'mhm', 'nope', 'sing', 'come', 'still']), 2322: ('wuss', 'whoosh', ['wuss', 'what', 'wet', 'wow', 'wick', 'wed', 'away', 'one', 'work', 'way', 'wide']), 55: ('ass', 'Maya', ['ass', 'ice', \"i'll\", \"i'd\", 'eat', 'owl', 'oil', 'els', 'in', 'class', 'art']), 62: ('ass', 'last', ['ass', 'ice', 'ask', \"i'll\", 'eye', 'els', 'catch', 'impress', 'yes', 'alright', 'item']), 74: ('ass', 'Us', ['ass', 'add', \"i'd\", 'art', 'yes', 'laugh', 'fast', 'alright', 'last', \"i'm\", 'nice']), 83: ('asses', 'as is', ['ass', 'ice', 'other', 'ask', 'origin', 'that', 'size', 'enough', 'excess', 'attach', 'access']), 195: ('bitch', 'beach', ['bitch', 'bit', 'get', 'dis', 'zip', 'big', 'bigfoot', 'pigeon', 'good', 'magic', 'beach']), 220: ('bitch', nan, ['bitch', 'bit', 'get', 'good', 'batch', 'kid', 'buy', 'give', 'belt', 'zippo', 'match']), 251: ('booty', 'a blue', ['two', 'goo', 'speak', 'seek', 'bore', 'ball', 'super', 'eat', 'cool', 'monkey', 'board']), 252: ('booty', 'oops', ['poop', 'boo', 'today', 'suki', 'poor', 'two', 'pizza', 'beach', 'teach', 'keep', 'pretti']), 261: ('booty', nan, ['today', 'beat', 'two', 'beach', 'keep', 'pretti', 'key', 'student', 'food', 'ball', 'super']), 358: ('crap', \"grandma's\", ['crap', 'crab', 'cramp', 'cram', 'trap', 'cream', 'crime', 'camp', 'track', 'great', \"can't\"]), 521: ('demon', 'D meal', ['demon', 'damon', 'dina', 'none', 'salmon', 'team', 'mhm', 'drum', \"i'm\", 'deep', 'hmm']), 531: ('dick', \"digly's\", ['dick', 'get', 'dig', 'kick', 'gig', 'pick', 'big', 'good', 'ding', 'sick', 'take']), 612: ('dope', nan, ['dope', 'job', 'nope', 'put', 'took', 'bowl', 'could', 'soap', 'hope', 'bull', 'look']), 673: ('drug', 'job', ['drug', 'rub', 'done', 'tri', 'bracelet', 'stuck', 'that', 'gum', 'young', 'sing', 'start']), 828: ('fuck', 'bucket', ['fuck', 'stuff', 'cup', 'cut', 'that', 'fun', 'much', 'cub', 'thumb', 'pivot', 'pump']), 831: ('fuck', 'buckle', ['fuck', 'that', 'fun', 'what', 'first', 'think', 'like', 'check', 'look', 'make', 'collect']), 872: ('fuck', 'bucket', ['fuck', 'stuff', 'cut', 'that', 'fun', 'much', 'thumb', 'profession', 'come', 'second', 'thank']), 990: ('fucking', 'okay', ['fuck', 'thing', 'puck', 'fun', 'fling', 'begin', 'come', 'kingdom', 'pick', 'game', 'stick']), 1034: ('fucking', 'the thing', ['fuck', 'come', 'game', 'think', 'trick', 'like', 'feel', 'take', 'good', 'much', 'potato']), 1106: ('fucking', 'black and', ['fuck', 'kung', 'fun', 'kick', 'stuck', 'come', 'came', 'game', 'cake', 'make', 'think']), 1711: ('marijuana', 'moana', ['marijuana', 'one', 'wow', 'way', 'what', 'gonna', 'mani', 'yeah', 'where', 'wait', 'banana']), 1719: ('marijuana', 'moana', ['marijuana', 'one', 'wow', 'way', 'what', 'gonna', 'mani', 'yeah', 'where', 'montana', 'huh']), 1721: ('masturbating', 'frustrating', ['disturb', 'paper', 'mister', 'machin', 'magic', 'perkin', 'make', 'matter', 'pain', 'came', 'better']), 1729: ('naked', 'neck', ['neck', 'make', 'that', 'take', 'steak', 'ago', 'stegosaurus', 'check', 'name', 'case', 'sing']), 1739: ('naked', 'neck', ['tug', 'duct', 'stuck', 'neck', 'second', 'make', 'that', 'skate', 'touch', 'take', 'next']), 1741: ('naked', 'neck', ['ago', 'case', 'let', 'leg', 'need', 'king', 'song', 'tail', 'like', 'planet', 'long']), 1742: ('naked', 'neck', ['bug', 'cut', 'connect', 'neck', 'second', 'make', 'that', 'luck', 'fergus', 'take', 'next']), 1750: ('naked', 'neck', ['neck', 'make', 'that', 'take', 'next', 'ago', 'what', 'organ', 'check', 'name', 'case']), 1888: ('sex', 'socks', ['sex', 'check', 'collect', 'stage', 'take', 'tell', 'say', 'let', 'yes', 'yet', 'special']), 1988: ('shit', 'junction', ['shit', 'ship', 'fish', 'fit', 'shed', 'sure', 'shunt', 'passion', 'switch', 'shut', 'pick']), 2038: ('shit', 'sheesh', ['shit', 'shape', 'thick', 'shout', 'sure', 'face', 'shut', 'pick', 'stick', 'show', 'tape']), 2077: ('shit', 'sheesh', ['shit', 'fish', 'fit', 'sheet', 'finish', 'kit', 'sure', 'switch', 'stick', 'kiss', 'bit']), 2172: ('shit', 'check', ['shit', 'shell', 'shelf', 'tic', 'vision', 'sure', 'shut', 'pick', 'ocean', 'fake', 'attic']), 2246: ('spunk', '[Noise]', ['spunk', 'stuck', 'compass', 'jump', 'luck', 'bump', 'encompass', 'trunk', 'sport', 'skull', 'thank']), 2251: ('spunky', 'spooky', ['see', 'pumpkin', 'scare', 'come', 'say', 'yeah', 'play', 'scarecrow', 'tri', 'jump', 'think']), 2299: ('virgin', 'version', ['virgin', 'version', 'wizard', 'convert', 'leader', 'differ', 'bigger', 'even', 'yesterday', 'trade', 'need']), 45: ('ass', 'as', ['ass', 'ask', 'ear', 'els', 'yes', 'up', 'last', 'astronaut', \"i'm\", 'alma', 'elmo']), 148: ('bitch', 'orbit', ['bitch', 'bit', 'get', 'big', 'pick', 'tip', 'bill', 'good', 'magic', 'miss', 'date']), 151: ('bitch', 'beach', ['bitch', 'get', 'beach', 'made', 'david', 'meet', 'back', 'gave', 'hit', 'take', 'quick']), 161: ('bitch', 'beach', ['bitch', 'pit', 'get', 'big', 'pig', 'tip', 'dick', 'babe', 'rabbit', 'good', 'batch']), 163: ('bitch', 'orbit', ['bitch', 'get', 'big', 'pick', 'tip', 'mitt', 'dish', 'medic', 'good', 'pinch', 'picnic']), 309: ('cock', 'caulk', ['cock', 'com', 'box', 'dot', 'top', 'look', 'cost', 'gonna', 'past', 'call', 'like']), 342: ('crap', 'crab', ['crap', 'crab', 'grab', 'tap', 'part', 'app', 'quick', 'snap', 'type', 'trick', 'trash']), 387: ('crap', nan, ['crap', 'trap', 'crash', 'tap', 'track', 'crew', 'clutch', 'great', 'click', \"can't\", 'part']), 398: ('cum', 'come', ['cum', 'come', 'custom', 'pup', \"i'm\", 'mhm', 'patrol', 'taken', 'button', 'bummer', 'ton']), 528: ('dick', 'digly', ['dick', 'get', 'dig', 'kick', 'bit', 'pick', 'big', 'good', 'chip', 'trick', 'take']), 588: ('dong', 'Quandong', ['dong', 'dew', 'let', 'date', 'thank', 'fake', 'egg', 'mango', 'stall', 'eight', 'jay']), 616: ('drug', 'truck', ['drug', 'truck', 'dream', 'drive', 'drop', 'track', 'done', 'tri', 'break', 'tree', 'bring']), 678: ('drug', 'Dracalaura', ['drug', 'draw', 'done', 'dracula', 'gun', 'that', 'hard', 'strap', 'look', 'make', 'second']), 996: ('fucking', 'fork in the', ['fuck', 'thing', 'stuff', 'circus', 'teacup', 'begin', 'come', 'biggest', 'bring', 'make', 'carcass']), 1020: ('fucking', 'the thing', ['fuck', 'thing', 'michael', 'sing', 'come', 'game', 'think', 'that', 'profession', 'afraid', 'like']), 1024: ('fucking', 'fork in the', ['fuck', 'suck', 'thing', 'stuck', 'come', 'came', 'make', 'touch', 'think', 'second', 'that']), 1047: ('fucking', nan, ['fuck', 'suck', 'chicken', 'thing', 'jacob', 'come', 'handcuff', 'wing', 'cover', 'can', 'woodchuck']), 1366: ('heroin', 'heroine', ['heroin', 'heroic', 'hair', 'hero', 'herrick', 'hey', 'hear', 'head', 'happen', 'hate', 'hit']), 1638: ('killing', 'feeling', ['kill', 'click', 'lick', 'thing', 'bring', 'chill', 'plane', 'english', 'still', 'game', 'kid']), 1725: ('meth', 'tidmouth', ['meth', 'milk', 'made', 'mean', 'yes', 'think', 'man', 'nice', 'yep', 'thank', 'past']), 1788: ('piss', 'pick', ['piss', 'miss', 'pick', 'pic', 'bit', 'mess', 'patch', 'face', 'space', 'fix', 'teeth']), 1804: ('piss', nan, ['piss', 'pit', 'miss', 'sit', 'bit', 'chick', 'piston', 'focus', 'place', 'get', 'racist']), 1940: ('sex', nan, ['sex', 'next', 'set', 'check', 'expect', 'said', 'second', 'case', 'guess', 'scratch', 'sell']), 2303: ('virgin', 'version', ['virgin', 'version', 'never', 'third', 'dessert', 'versus', 'flavor', 'scissor', 'overweight', 'cover', 'either']), 245: ('booty', 'oops', ['today', 'poor', 'scoop', 'beach', 'keep', 'pretti', 'teeth', 'jeep', 'tooth', 'sheet', 'shoot']), 259: ('booty', 'oops', ['boo', 'today', 'suki', 'poor', 'oop', 'suzuki', 'bunni', 'keep', 'pretti', 'loop', 'jeep']), 276: ('bullshit', 'bowl', ['bullshit', 'shit', 'bull', 'bowl', 'pinkish', 'bit', 'ball', 'book', 'pick', 'finish', 'picnic']), 306: ('cock', 'hug', ['cock', 'pop', 'cap', 'god', 'captain', 'black', 'clap', 'gonna', 'young', 'snap', 'what']), 307: ('cock', 'caught', ['cock', 'pop', 'pot', 'got', 'walk', 'rock', 'knock', 'spot', 'cat', 'back', \"can't\"]), 339: ('crap', 'grouch', ['crap', 'cat', \"can't\", 'trash', 'compliment', 'keep', 'time', 'grouch', 'tri', 'car', 'got']), 340: ('crap', 'crowd', ['crap', 'cream', 'crash', 'crush', 'track', 'club', 'climb', 'quit', 'great', 'treat', 'part']), 393: ('crappy', 'grampy', ['tree', 'pant', 'cat', 'app', 'clear', 'two', 'catch', 'see', 'cad', \"can't\", 'hey']), 556: ('dick', 'digly', ['dick', 'get', 'dig', 'gig', 'bit', 'pick', 'big', 'good', 'take', 'like', 'gift']), 569: ('dick', nan, ['dick', 'get', 'kick', 'bit', 'big', 'good', 'take', 'kid', 'pink', 'like', 'break']), 598: ('dope', 'dough', ['dope', 'book', 'job', 'rope', 'put', 'took', 'dough', 'could', 'hope', 'boni', 'cook']), 653: ('drug', 'truck', ['drug', 'truck', 'luck', 'yard', 'tri', 'bring', 'gust', 'gus', 'jump', 'morlock', 'part']), 665: ('drug', 'jack', ['drug', 'truck', 'garden', 'drive', 'drop', 'yard', 'done', 'tri', 'treat', 'gaga', 'stuck']), 671: ('drug', 'jack', ['drug', 'truck', 'garden', 'drive', 'drop', 'yard', 'done', 'tri', 'treat', 'gaga', 'stuck']), 708: ('drunk', 'drums', ['drunk', 'chunk', 'blank', 'pregnant', 'break', 'trust', 'think', 'treatment', 'jump', 'young', 'rock']), 713: ('drunk', 'drop', ['drunk', 'drag', 'truck', 'track', 'luck', 'drop', 'brick', 'dragon', 'wreck', 'think', 'trap']), 723: ('drunken', 'Dracalaura', ['drunken', 'american', 'bunk', 'garden', 'done', 'laguna', 'tri', 'mannequin', 'custom', 'drawer', 'basket']), 724: ('drunken', 'Dracalaura', ['drunken', 'children', 'american', 'bunk', 'cut', 'garden', 'done', 'laguna', 'tri', 'general', 'mannequin']), 783: ('fag', 'bag', ['fag', 'thank', 'pack', 'find', 'fan', 'pact', 'back', 'shop', 'snack', 'think', 'fashion']), 851: ('fuck', 'bug', ['fuck', 'come', 'find', 'think', 'look', 'three', 'flash', 'need', 'big', 'right', 'ant']), 955: ('fucked', 'book', ['fuck', 'fun', 'circus', 'puffer', 'that', 'much', 'fox', 'rocket', 'complex', 'contract', 'product']), 1006: ('fucking', 'Pokemon', ['fuck', 'fun', 'gimmick', 'come', 'cover', 'bring', 'pick', 'rang', 'ticket', 'game', 'america']), 1016: ('fucking', 'fun yay', ['fuck', 'thing', 'fun', 'begin', 'pig', 'nick', 'come', 'skin', 'came', 'bring', 'pick']), 1066: ('fucking', 'size look at', ['fuck', 'king', 'thing', 'come', 'rocket', 'came', 'bring', 'pick', 'game', 'think', 'big']), 1091: ('fucking', 'buccaneer', ['fuck', 'king', 'thing', 'fun', 'stuck', 'sing', 'pecan', 'come', 'rocket', 'came', 'chang']), 1096: ('fucking', 'such a', ['fuck', 'king', 'suck', 'chicken', 'thing', 'fig', 'fun', 'stuff', 'kick', 'custom', 'ring']), 1375: ('incest', 'Sesame', ['incest', 'ask', 'last', 'els', 'send', \"i'm\", 'said', 'host', 'thing', 'facebook', 'sing']), 1653: ('killing', nan, ['kill', 'click', 'slick', 'thing', 'till', 'came', 'gear', 'black', 'tale', 'cadillac', 'still']), 1660: ('killing', 'challenge', ['kill', 'thing', 'still', 'game', 'tick', 'like', 'begin', 'take', 'play', 'get', 'line']), 1778: ('panties', 'pansies', ['pass', 'patch', 'feet', 'pond', 'treat', 'catch', 'plant', 'need', 'bat', \"he'd\", 'fetal']), 1854: ('rape', 'rain', ['rape', 'take', 'step', 'write', 'right', 'wait', 'make', 'let', 'look', 'check', 'red']), 1870: ('raper', nan, ['raper', 'super', 'better', 'lighter', 'rocker', 'water', 'rap', 'tape', 'type', 'armor', 'work']), 1962: ('shit', 'shell', ['shit', 'fish', 'shape', 'shell', 'face', 'pick', 'stick', 'take', 'bitch', 'short', 'think']), 2022: ('shit', 'ship', ['shit', 'shape', 'fit', 'finish', 'pitch', 'spaceship', 'share', 'fate', 'shi', 'shelf', 'tick']), 2106: ('shit', 'yet', ['shit', 'sit', 'share', 'sure', 'show', 'kiss', 'take', 'tear', 'cheat', 'put', 'say']), 2144: ('shit', 'sit', ['shit', 'face', 'take', 'set', 'get', 'full', 'classic', 'let', 'that', 'wait', 'great']), 2184: ('shit', nan, ['shit', 'sit', 'ish', \"she'll\", 'whitish', 'pinkish', 'tip', 'skit', 'sure', 'face', 'show']), 2212: ('slave', 'sleigh', ['slave', 'sleigh', 'sven', 'felt', 'visit', 'fell', 'fill', 'shave', 'slip', 'stage', 'slide']), 2220: ('slave', 'sleigh', ['slave', 'sleigh', 'sven', 'felt', 'laid', 'slob', 'give', 'five', 'sever', 'slot', 'flesh']), 2270: ('tit', 'tidmouth', ['tit', 'sit', 'get', 'pick', 'take', 'type', 'great', 'let', 'toy', 'eat', 'click']), 2315: ('whiskey', 'Squish Deelish', ['whiskey', 'way', 'wow', \"we'll\", 'pea', 'yeah', 'wait', 'well', 'hey', 'will', 'one']), 52: ('ass', 'Maya', ['ass', 'age', 'hour', 'eye', 'end', 'enchant', 'yes', 'task', 'math', 'item', 'last']), 78: ('ass', 'Maya', ['ass', \"i'll\", 'air', 'els', 'path', 'yes', 'alright', 'match', 'last', \"i'm\", 'nice']), 88: ('asshole', 'castle', ['appear', 'rule', 'true', 'bowl', 'would', 'year', 'thing', 'come', 'mad', 'bone', 'time']), 240: ('booty', 'oops', ['today', 'suki', 'poor', 'two', 'beach', 'peter', 'keep', 'jeep', 'teacher', 'whoop', 'shoot']), 256: ('booty', 'oops', ['today', 'poor', 'beat', 'scoop', 'two', 'beach', 'keep', 'deep', 'pretti', 'jeep', 'sheet']), 257: ('booty', 'oops', ['today', 'judi', 'suki', 'poor', 'two', 'beach', 'keep', 'pretti', 'teeth', 'jeep', 'tooth']), 272: ('bullshit', 'bullet train', ['bullshit', 'bolt', 'bullet', 'pit', 'bold', 'bit', 'ball', 'pick', 'wish', 'station', 'pull']), 314: ('cocktail', nan, ['cocktail', 'popcorn', 'box', 'taco', 'stop', 'god', 'chopstick', 'avocado', 'corn', 'broccoli', 'plate']), 348: ('crap', 'crack', ['crap', 'part', 'tank', 'queen', 'apart', 'back', 'tri', 'wrapper', 'rapper', 'got', 'cock']), 396: ('crappy', 'craft', ['repeat', 'pass', 'pack', 'close', 'see', 'steam', 'cloth', 'great', 'today', 'yeah', 'past']), 611: ('dope', 'dough', ['dope', 'job', 'put', 'bowl', 'could', 'bone', 'hope', 'cook', 'look', 'dog', 'open']), 709: ('drunk', 'drum', ['drunk', 'drug', 'truck', 'drum', 'track', 'drop', 'wreck', 'think', 'guard', 'jump', 'knock']), 884: ('fuck', 'that gives', ['fuck', 'that', 'come', 'thank', 'feet', 'find', 'brush', 'fruit', 'like', 'make', 'friend']), 1372: ('hoes', nan, ['use', 'huge', 'whole', 'whoa', 'hoe', 'though', 'would', 'pose', 'although', 'huh', 'move']), 1656: ('killing', nan, ['kill', 'click', 'thing', 'bring', 'skill', 'still', 'game', 'tic', 'kid', 'like', 'ticket']), 1670: ('kills', 'molecules', ['kill', 'kid', 'els', 'kit', 'click', 'slip', 'pick', 'get', 'kind', 'build', 'gold']), 1743: ('naked', nan, ['duck', 'bug', 'edit', 'stuck', 'neck', 'chicken', 'pelican', 'make', 'that', 'skate', 'fuck']), 2120: ('shit', 'sit', ['shit', 'shape', 'sit', 'share', 'sure', 'show', 'take', 'put', 'kid', 'get', 'folk']), 2132: ('shit', 'six', ['shit', 'ship', 'fish', 'finish', 'ish', 'mission', 'chef', 'shall', 'sure', 'chase', 'pick']), 2195: ('shit', nan, ['shit', 'fish', 'sit', 'fit', 'mission', 'wish', 'citi', 'sure', 'flash', 'face', 'switch']), 2228: ('slave', nan, ['slave', 'slug', 'give', \"they'll\", 'gave', 'safe', 'even', 'face', 'said', 'cave', 'leg']), 2253: ('spunky', nan, ['speak', 'see', 'second', 'skill', 'come', 'smile', 'say', 'scale', 'monday', 'yeah', 'suey']), 2293: ('vaginal', 'magic this', ['love', 'seven', 'done', 'region', 'that', 'ride', 'size', 'closet', 'cloud', 'suggest', 'countdown']), 15: ('ass', 's', ['ass', 'age', 'alright', \"i'm\", 'alex', 'nasa', 'island', 'rise', 'thank', 'fact', 'right']), 65: ('ass', 'maya', ['ass', 'ice', \"i'll\", 'add', 'eight', \"i'd\", 'eat', 'eel', 'odd', 'els', 'aid']), 168: ('bitch', '[Noises]', ['bitch', 'bit', 'get', 'big', 'good', 'miss', 'biscuit', 'bye', 'pink', 'give', 'bed']), 172: ('bitch', '[Noises]', ['bitch', 'bit', 'get', 'big', 'medic', 'good', 'depart', 'magic', 'kit', 'miss', 'kid']), 180: ('bitch', 'beach', ['bitch', 'bit', 'pitch', 'dip', 'get', 'big', 'pig', 'pick', 'tip', 'dish', 'rabbit']), 236: ('booty', 'oops', ['today', 'poor', 'two', 'spook', 'keep', 'teeth', 'jeep', 'tooth', 'teacher', 'cheater', 'hoop']), 249: ('booty', 'oops', ['today', 'suki', 'poor', 'beat', 'two', 'keep', 'pretti', 'jeep', 'cheater', 'whoop', 'food']), 352: ('crap', 'crab', ['crap', 'tap', 'great', 'grass', 'part', 'mark', 'cross', 'dark', 'app', 'shark', 'type']), 537: ('dick', 'dense', ['dick', 'get', 'dip', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'bitch', 'sick']), 596: ('dope', 'dough', ['dope', 'job', 'rope', 'put', 'took', 'dough', 'could', 'hope', 'boni', 'cook', 'look']), 643: ('drug', 'truck', ['drug', 'truck', 'duck', 'drink', 'bug', 'drive', 'drop', 'children', 'drill', 'luck', 'dart']), 692: ('drunk', 'could be', ['drunk', 'dump', 'trust', 'draw', 'tri', 'smart', 'much', 'week', 'start', 'difficult', 'let']), 817: ('fuck', 'fun', ['fuck', 'cut', 'touch', 'that', 'fun', 'come', 'second', 'target', 'thank', 'five', 'find']), 889: ('fuck', 'that', ['fuck', 'that', 'much', 'sweetest', 'come', 'what', 'thank', 'link', 'sweet', 'like', 'leg']), 1713: ('marijuana', 'moana', ['marijuana', 'one', 'away', 'wow', 'may', 'way', 'what', 'money', 'gonna', 'yeah', 'wait']), 1720: ('masturbate', 'master peck', ['master', 'best', 'step', 'bed', 'belt', 'bitch', 'pant', 'biggest', 'man', 'chest', 'target']), 1726: ('meth', 'tidmouth', ['meth', 'myth', 'met', 'match', 'make', 'may', 'path', 'best', 'meat', 'main', 'pass']), 1772: ('orgies', 'Orbeez', ['pleas', 'els', 'need', 'east', 'nice', 'reason', 'add', 'scene', 'even', 'use', 'there']), 1830: ('propaganda', nan, ['propaganda', 'buck', 'adopt', 'gotta', 'rocket', 'pod', 'midget', 'gun', 'symbol', 'rubber', 'come']), 1938: ('sex', 'legs', ['sex', 'next', 'check', 'expect', 'respect', 'chase', 'scratch', 'guest', 'excel', 'take', 'fix']), 2026: ('shit', 'accomplished', ['shit', 'ship', 'shape', 'finish', 'station', 'mission', 'sheriff', 'sure', 'itch', 'pick', 'safe']), 2037: ('shit', '[Noises]', ['shit', 'show', 'hit', 'sweet', 'sweat', 'say', 'sugar', 'case', 'get', 'let', 'wait']), 2111: ('shit', nan, ['shit', 'sip', 'tip', 'citi', 'sure', 'fresh', 'mash', 'pick', 'smash', 'stick', 'hit']), 2126: ('shit', 'ship', ['shit', 'ship', 'sit', 'share', 'parish', 'chase', 'smash', 'phil', 'special', 'take', 'sail']), 2182: ('shit', nan, ['shit', 'sit', 'shell', 'sure', 'slash', 'face', 'tilt', 'hit', 'fight', 'question', 'shadow']), 2183: ('shit', nan, ['shit', 'sit', 'fit', 'citi', 'sure', 'flash', 'pick', 'stick', 'show', 'tilt', 'tape']), 2192: ('shit', nan, ['shit', 'sit', 'shake', 'fit', 'ish', 'shall', 'ticket', 'sure', 'chill', 'face', 'show']), 2271: ('tit', 'tidmouth', ['tit', 'sit', 'get', 'state', 'late', 'kid', 'pick', 'take', 'cheer', 'tale', 'tail']), 2295: ('virgin', 'version', ['virgin', 'version', 'never', 'overnight', 'third', 'versus', 'flavor', 'germ', 'scissor', 'cover', 'ever']), 60: ('ass', 'maya', ['ass', \"i'll\", 'pass', 'ear', 'app', \"it'll\", 'yes', 'up', 'alright', 'match', 'last']), 153: ('bitch', \"it's you uh\", ['bitch', 'bit', 'get', 'big', 'pick', 'dish', 'medic', 'good', 'pinch', 'miss', 'picnic']), 233: ('bitchy', 'itchy', ['patti', 'beach', 'bye', 'key', 'graci', 'parti', 'day', 'big', 'get', 'boy', 'pick']), 242: ('booty', 'oops', ['today', 'suki', 'poor', 'kiki', 'beat', 'beach', 'teach', 'keep', 'pretti', 'jeep', 'teacher']), 253: ('booty', 'oops', ['boo', 'today', 'suki', 'poor', 'oop', 'beat', 'two', 'beach', 'keep', 'pretti', 'jeep']), 555: ('dick', 'dig', ['dick', 'dig', 'bit', 'big', 'good', 'picnic', 'like', 'basic', 'joke', 'packet', 'look']), 557: ('dick', 'music', ['dick', 'get', 'dip', 'dink', 'kick', 'bit', 'pic', 'pick', 'big', 'good', 'racket']), 681: ('drug', 'draw', ['drug', 'trap', 'strip', 'that', 'start', 'strap', 'make', 'second', 'like', 'cut', 'difficult']), 698: ('drunk', 'truck', ['drunk', 'drink', 'lump', 'dump', 'think', 'duck', 'young', 'thank', 'like', 'look', 'back']), 785: ('fuck', 'look', ['fuck', 'stuff', 'cup', 'cut', 'touch', 'that', 'fun', 'much', 'truck', 'custom', 'buck']), 797: ('fuck', 'fox', ['fuck', 'puck', 'that', 'fun', 'much', 'truck', 'nut', 'tub', 'profession', 'come', 'second']), 927: ('fuck', 'pup', ['fuck', 'puff', 'stuff', 'stuck', 'pup', 'that', 'fund', 'fun', 'ruff', 'succeed', 'thumb']), 992: ('fucking', 'falcon', ['fuck', 'difficult', 'taken', 'cup', 'falcon', 'begin', 'come', 'cover', 'came', 'bring', 'chang']), 1010: ('fucking', 'yucky', ['fuck', 'chicken', 'think', 'that', 'like', 'okay', 'thank', 'keen', 'get', 'find', 'button']), 1025: ('fucking', 'look like a', ['fuck', 'thing', 'come', 'string', 'pick', 'make', 'fine', 'think', 'big', 'that', 'far']), 1036: ('fucking', 'buccaneer', ['fuck', 'thing', 'fun', 'stuff', 'stuck', 'gig', 'cup', 'come', 'came', 'bring', 'pick']), 1039: ('fucking', 'buccaneer', ['fuck', 'king', 'ping', 'thing', 'sting', 'fun', 'stuff', 'stuck', 'begin', 'come', 'rocket']), 1044: ('fucking', 'buccaneer', ['fuck', 'king', 'thing', 'sting', 'fun', 'stuff', 'stuck', 'gig', 'begin', 'tug', 'come']), 1654: ('killing', nan, ['kill', 'thing', 'bring', 'till', 'came', 'link', 'skill', 'scale', 'black', 'swing', 'skin']), 1691: ('kinky', 'cute', ['pink', 'keep', 'cheek', 'think', 'guy', 'sharkey', 'keel', 'thing', 'pick', 'thank', 'cake']), 1754: ('naked', 'they can', ['duck', 'make', 'that', 'snake', 'next', 'nut', 'what', 'sick', 'chick', 'much', 'let']), 1808: ('pissed', 'pets', ['piss', 'pick', 'miss', 'bit', 'state', 'pass', 'six', 'fish', 'gift', 'tic', 'must']), 1824: ('porno', 'for more', ['porno', 'born', 'pull', 'top', 'boy', 'strong', 'care', 'boo', 'put', 'mouth', 'tri']), 1825: ('porno', 'for more', ['porno', 'know', 'small', 'grow', 'tail', 'soon', 'wow', 'crew', 'hope', 'car', 'video']), 1867: ('rape', nan, ['rape', 'take', 'tip', 'cape', 'right', 'wait', 'make', 'let', 'parish', 'look', 'hit']), 1873: ('scat', nan, ['scat', 'tax', 'chat', 'cat', 'sack', 'catch', 'sat', 'sky', 'tank', 'sad', 'exact']), 1936: ('sex', 'suspects', ['sex', 'next', 'check', 'expect', 'respect', 'desk', 'collect', 'step', 'protect', 'state', 'detector']), 1946: ('sexy', 'looks', ['sea', 'see', 'say', 'set', 'second', 'accept', 'next', 'said', 'space', 'six', 'key']), 1983: ('shit', 'ship', ['shit', 'ship', 'fish', 'sit', 'mission', 'sure', 'flash', 'chill', 'partnership', 'face', 'six']), 2017: ('shit', 'his', ['shit', 'shake', 'show', 'market', 'set', 'think', 'put', 'kid', 'flat', 'get', 'let']), 2020: ('shit', 'she', ['shit', \"she'll\", 'sure', 'cheer', 'safe', 'late', 'bit', 'special', 'take', 'precious', 'say']), 2036: ('shit', 'shoot', ['shit', 'face', 'chase', 'show', 'fix', 'take', 'say', 'kid', 'shove', 'get', 'crush']), 2069: ('shit', 'is', ['shit', 'fish', 'ticket', 'sure', 'face', 'show', 'tape', 'six', 'safe', 'fix', 'question']), 2189: ('shit', nan, ['shit', 'sit', 'chip', 'wish', 'sure', 'flash', 'face', 'smash', 'show', 'push', 'bit']), 2226: ('slave', 'sleigh', ['slave', 'villa', 'visit', 'friend', 'eve', 'full', 'there', 'place', 'stop', 'flight', 'gift']), 2250: ('spunk', nan, ['spunk', 'compass', 'fuck', 'bump', 'encompass', 'skull', 'thank', 'spot', 'think', 'thumb', 'much']), 2298: ('virgin', 'version', ['virgin', 'version', 'never', 'gingerbread', 'third', 'versus', 'flavor', 'cover', 'virtual', 'ever', 'silver']), 58: ('ass', 'us', ['ass', \"i'll\", 'els', 'app', 'aris', 'yes', 'alright', 'item', \"i'm\", 'hatch', 'nice']), 79: ('ass', nan, ['ass', 'attach', \"i'll\", 'yes', 'laugh', 'outward', 'attack', 'last', 'nice', 'fasten', 'arm']), 135: ('bastard', 'basket', ['bastard', 'master', 'batter', 'bird', 'best', 'girl', 'burn', 'better', 'bad', 'word', 'stir']), 209: ('bitch', 'big', ['bitch', 'bit', 'get', 'pick', 'good', 'beach', 'miss', 'kid', 'ticket', 'tic', 'mick']), 262: ('booty', 'Booboocorns', ['boo', 'today', 'pool', 'poor', 'beat', 'two', 'pretti', 'tattoo', 'parakeet', 'speak', 'abou']), 568: ('dick', nan, ['dick', 'get', 'big', 'good', 'date', 'take', 'medic', 'like', 'break', 'day', 'quick']), 585: ('dong', nan, ['dong', 'lot', 'long', 'loud', 'take', 'load', 'joy', 'thank', 'think', 'send', 'goe']), 617: ('drug', 'frog', ['drug', 'drip', 'dunk', 'done', 'tri', 'bring', 'drool', 'jump', 'bra', 'that', 'hard']), 687: ('drug', nan, ['drug', 'drink', 'track', 'brick', 'dust', 'art', 'stuck', 'that', 'hard', 'accord', 'start']), 694: ('drunk', 'dropped', ['drunk', 'luck', 'lung', 'brick', 'dragon', 'think', 'jump', 'gallant', 'trap', 'rock', 'jack']), 716: ('drunk', 'trunk', ['drunk', 'trunk', 'drink', 'junk', 'chunk', 'munch', 'break', 'young', 'rock', 'thank', 'pink']), 814: ('fuck', nan, ['fuck', 'much', 'come', 'thank', 'convict', 'vent', 'like', 'yet', 'festa', 'left', 'know']), 1014: ('fucking', 'froggy', ['fuck', 'come', 'chang', 'big', 'second', 'that', 'kid', 'sky', 'okay', 'break', 'kind']), 1703: ('liquor', 'Lego', ['liquor', 'maker', 'work', 'sister', 'lego', 'perfect', 'sugar', 'like', 'duper', 'super', 'paper']), 1716: ('marijuana', 'now on', ['marijuana', 'one', 'away', 'run', 'wonder', 'wow', 'what', 'money', 'wear', 'gonna', 'mani']), 1724: ('meth', 'Tidmouth', ['meth', 'mess', 'myth', 'make', 'may', 'pace', 'melt', 'best', 'much', 'yes', 'pink']), 1744: ('naked', 'nick in', ['hug', 'rocket', 'stuck', 'make', 'that', 'cup', 'mud', 'take', 'plug', 'metal', 'truck']), 1766: ('negro', 'Nego', ['negro', 'grow', 'new', 'low', 'know', 'dinner', 'york', 'whoa', 'true', 'need', 'teacher']), 1785: ('pimp', 'poop', ['pimp', 'pick', 'chip', 'pipe', 'bit', 'make', 'yep', 'pay', 'topic', 'spent', 'babysit']), 1899: ('sex', 'says', ['sex', 'next', 'set', 'second', 'case', 'guess', 'upset', 'take', 'care', 'ask', 'face']), 1935: ('sex', 'snacks', ['sex', 'next', 'set', 'test', 'desk', 'said', 'score', 'step', 'jess', 'chair', 'skin']), 2139: ('shit', 'shoe', ['shit', 'focus', 'take', 'think', 'quit', 'get', 'statement', 'might', 'that', 'sold', 'need']), 2175: ('shit', 'chef', ['shit', 'swish', 'shield', 'mission', 'chef', 'ticket', 'magician', 'wish', 'sure', 'show', 'fill']), 2204: ('shits', nan, ['shit', 'shake', 'finish', 'shed', 'shout', 'ash', 'shot', 'shudder', 'thin', 'freight', 'crash']), 2219: ('slave', 'sled', ['slave', 'sled', 'fresh', 'leaf', 'start', 'there', 'red', 'stream', 'flower', 'play', 'come']), 2312: ('whiskey', 'whisk', ['whiskey', 'way', 'away', 'week', 'wow', \"we'll\", 'yeah', 'wait', 'weight', 'well', 'hey']), 211: ('bitch', 'this', ['bitch', 'bit', 'get', 'big', 'bath', 'good', 'magic', 'beach', 'miss', 'picnic', 'dismiss']), 215: ('bitch', 'edge', ['bitch', 'bit', 'get', 'basic', 'page', 'kid', 'bye', 'gift', 'put', 'bunch', 'make']), 237: ('booty', nan, ['today', 'peta', 'dude', 'two', 'keep', 'bodi', 'pretti', 'jew', 'teacher', 'detail', 'recruit']), 546: ('dick', 'it', ['dick', 'get', 'bit', 'pick', 'big', 'stick', 'good', 'take', 'kid', 'like', 'magic']), 600: ('dope', nan, ['dope', 'boat', 'joke', 'book', 'job', 'pope', 'nope', 'put', 'took', 'bow', 'could']), 703: ('drunk', nan, ['drunk', 'trunk', 'drank', 'drink', 'trump', 'trick', 'shrunk', 'think', 'crump', 'young', 'thank']), 897: ('fuck', 'bok', ['fuck', 'that', 'much', 'afraid', 'enough', 'fink', 'come', 'thank', 'five', 'discuss', 'find']), 919: ('fuck', 'pack', ['fuck', 'cup', 'that', 'buck', 'pump', 'come', 'found', 'command', 'first', 'like', 'fit']), 924: ('fuck', 'super cute', ['fuck', 'that', 'enough', 'familiar', 'flush', 'patrol', 'come', 'precious', 'second', 'what', 'thank']), 929: ('fuck', 'walk', ['fuck', 'tuck', 'stuff', 'cup', 'that', 'fun', 'breakfast', 'patrol', 'come', 'what', 'thank']), 970: ('fuckers', 'that gives', ['fucker', 'function', 'search', 'come', 'much', 'discuss', 'that', 'find', 'feel', 'father', 'sasha']), 998: ('fucking', '[Unclear]', ['fuck', 'king', 'difficult', 'thing', 'fun', 'stuff', 'kick', 'stuck', 'custom', 'ring', 'sing']), 1699: ('liquor', 'legos', ['liquor', 'soccer', 'finger', 'work', 'lego', 'like', 'super', 'cooper', 'better', 'blaster', 'stick']), 1702: ('liquor', nan, ['liquor', 'finger', 'work', 'lego', 'stir', 'like', 'duper', 'super', 'till', 'lana', 'liquid']), 1790: ('piss', 'heres', ['piss', 'miss', 'base', 'bit', 'ship', 'fish', 'face', 'faith', 'chris', 'fix', 'sick']), 1835: ('pubic', 'pubic', ['pubic', 'big', 'peculiar', 'picnic', 'pink', 'kick', 'bit', 'hope', 'begin', 'bodi', 'magic']), 1850: ('rape', 'hooray', ['rape', 'late', 'right', 'wait', 'nap', 'make', 'let', 'look', 'lot', 'red', 'break']), 2160: ('shit', 'fuchsia', ['shit', 'fish', 'shape', 'shade', 'fit', 'finish', \"she'll\", 'pit', 'pitch', 'selfish', 'friendship']), 2210: ('slave', 'sleigh', ['slave', 'sleigh', 'sven', 'visit', 'fell', 'fill', 'shave', 'slip', 'slide', 'give', \"they'll\"]), 0: ('anus', nan, ['anus', 'eye', 'end', 'era', 'origin', 'attach', 'that', 'nail', \"i'll\", 'actual', 'excess']), 61: ('ass', 'maya', ['ass', 'ice', \"i'll\", \"i'd\", 'age', 'hour', 'address', 'eye', 'odd', 'ill', 'aw']), 72: ('ass', 'us', ['ass', \"i'll\", 'add', 'ad', \"i'd\", 'eye', 'aw', 'els', 'art', 'catch', 'owe']), 213: ('bitch', 'bench', ['bitch', 'bit', 'get', 'bill', 'good', 'miss', 'kid', 'tic', 'buy', 'begin', 'give']), 263: ('bugger', nan, ['bugger', 'bunch', 'bigger', 'bladder', 'number', 'nugget', 'balloon', 'organ', 'lover', 'guy', 'that']), 345: ('crap', 'crash', ['crap', 'treat', 'mark', 'trait', 'type', 'trick', 'franc', 'green', 'keep', 'close', 'time']), 373: ('crap', 'craft', ['crap', 'crash', 'craft', 'click', 'part', 'crowd', 'scrapbook', 'comment', 'keep', 'time', 'com']), 532: ('dick', \"digly's\", ['dick', 'get', 'kick', 'bit', 'pick', 'big', 'good', 'sick', 'take', 'lake', 'like']), 545: ('dick', nan, ['dick', 'get', 'dig', 'good', 'take', 'like', 'day', 'look', 'click', 'back', 'lag']), 622: ('drug', nan, ['drug', 'truck', 'drive', 'track', 'strung', 'that', 'nugget', 'brand', 'start', 'brace', 'look']), 628: ('drug', nan, ['drug', 'truck', 'drag', 'guard', 'track', 'tri', 'card', 'break', 'rebecca', 'gordon', 'jump']), 808: ('fuck', nan, ['fuck', 'that', 'teacup', 'luck', 'cover', 'come', 'what', 'thank', 'rush', 'must', 'neck']), 829: ('fuck', nan, ['fuck', 'stuff', 'cup', 'difficult', 'cut', 'touch', 'that', 'fun', 'much', 'pocket', 'luck']), 1003: ('fucking', nan, ['fuck', 'king', 'ping', 'chicken', 'thing', 'sting', 'fun', 'stuff', 'stuck', 'reckon', 'sing']), 1012: ('fucking', nan, ['fuck', 'thing', 'come', 'that', 'kid', 'like', 'sky', 'okay', 'prefer', 'break', 'thank']), 1068: ('fucking', nan, ['fuck', 'thing', 'come', 'think', 'bracket', 'volcano', 'that', 'shovel', 'dig', 'wig', 'like']), 1082: ('fucking', nan, ['fuck', 'thing', 'fun', 'stuff', 'stuck', 'sing', 'gig', 'come', 'cover', 'rocket', 'compass']), 1134: ('goddamn', nan, ['goddamn', 'god', 'got', 'damn', 'gonna', 'bad', 'dot', 'bag', 'gotta', 'bother', 'back']), 1655: ('killing', nan, ['kill', 'thing', 'bring', 'came', 'link', 'black', 'wing', 'nicola', 'still', 'tic', 'tick']), 1667: ('kills', nan, ['kill', 'pick', 'get', 'came', 'cape', 'cave', 'taken', 'still', 'sens', 'gear', 'cater']), 1690: ('kinky', nan, ['pink', 'keep', 'cheek', 'think', 'guy', 'sharkey', 'keel', 'thing', 'pick', 'thank', 'okay']), 1758: ('naked', nan, ['yoga', 'skin', 'let', 'leg', 'come', 'fix', 'like', 'okay', 'thought', 'know', 'moist']), 1807: ('pissed', nan, ['piss', 'past', 'pick', 'miss', 'best', 'stick', 'sit', 'paint', 'mistaken', 'pay', 'pass']), 1910: ('sex', nan, ['sex', 'connect', 'let', 'yes', 'left', 'thank', 'mix', 'sky', 'see', 'saw', 'fast']), 1921: ('sex', nan, ['sex', 'next', 'scale', 'set', 'check', 'expect', 'except', 'six', 'space', 'second', 'guess']), 1922: ('sex', nan, ['sex', 'guess', 'take', 'let', 'thank', 'late', 'think', 'sing', 'seem', 'know', 'thing']), 1934: ('sex', nan, ['sex', 'next', 'check', 'collect', 'guess', 'pest', 'sell', 'guest', 'chef', 'pez', 'take']), 2007: ('shit', nan, ['shit', 'sure', 'take', 'kid', 'get', 'click', 'shoe', 'full', 'let', 'that', 'condit']), 2049: ('shit', nan, ['shit', 'dish', 'sick', 'ticket', 'tick', 'sure', 'face', 'pick', 'show', 'fake', 'fix']), 2070: ('shit', nan, ['shit', 'sick', 'face', 'fix', 'think', 'get', 'eat', 'click', 'let', 'that', 'feel']), 2091: ('shit', nan, ['shit', 'shape', 'fit', 'station', 'shell', 'dish', 'pit', 'shave', 'shout', 'sure', 'flash']), 2163: ('shit', nan, ['shit', 'sit', 'shine', 'sick', 'sheikh', 'tic', 'sure', 'face', 'shimmer', 'pick', 'stick']), 2245: ('spunk', nan, ['spunk', 'stuck', 'complex', 'junk', 'compass', 'fuck', 'jump', 'luck', 'bump', 'encompass', 'spread']), 14: ('ass', nan, ['ass', 'ice', 'ask', \"i'll\", 'air', 'eight', 'hour', 'eat', 'eye', 'pass', 'glass']), 71: ('ass', nan, ['ass', 'ice', 'ask', \"i'll\", 'eight', \"i'd\", 'eye', 'sassi', 'ear', 'ill', 'els']), 86: ('asshole', nan, [\"i'll\", 'hold', 'old', 'patrol', 'ask', 'follow', \"it'll\", 'add', 'holder', 'whoa', \"i'd\"]), 141: ('bitch', nan, ['bitch', 'get', 'big', 'pick', 'good', 'magic', 'bye', 'give', 'beep', 'rip', 'path']), 179: ('bitch', nan, ['bitch', 'pit', 'begin', 'might', 'make', 'quit', 'six', 'eight', 'pet', 'foot', 'that']), 241: ('booty', nan, ['boom', 'pretti', 'super', 'eat', 'bomb', 'put', 'toy', 'hey', 'he', 'box', 'yeah']), 541: ('dick', nan, ['dick', 'get', 'dig', 'kick', 'bit', 'pick', 'big', 'stick', 'good', 'picnic', 'bike']), 638: ('drug', nan, ['drug', 'truck', 'drip', 'dream', 'drive', 'track', 'luck', 'done', 'trust', 'trip', 'break']), 655: ('drug', nan, ['drug', 'truck', 'trick', 'dream', 'drive', 'buck', 'drop', 'track', 'luck', 'dress', 'done']), 656: ('drug', nan, ['drug', 'tri', 'that', 'breath', 'think', 'heart', 'like', 'old', 'thing', 'took', 'deep']), 670: ('drug', nan, ['drug', 'drink', 'done', 'disgust', 'that', 'think', 'look', 'make', 'jack', 'like', 'grinch']), 710: ('drunk', nan, ['drunk', 'drive', 'thank', 'draw', 'like', 'look', 'children', 'bunch', 'street', 'great', 'make']), 715: ('drunk', nan, ['drunk', 'second', 'get', 'knee', 'newest', 'yeah', 'quick', 'want', 'huh', 'nose', 'shoulder']), 778: ('dyke', nan, ['dyke', 'bike', 'like', 'jacket', 'die', 'guy', 'night', 'write', 'right', 'wright', 'get']), 810: ('fuck', nan, ['fuck', 'that', 'must', 'first', 'like', 'friend', 'work', 'fair', 'made', 'confetti', 'need']), 967: ('fuckers', nan, ['fucker', 'fun', 'search', 'come', 'much', 'perfect', 'that', 'birthday', 'mel', 'friend', 'work'])}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p-r-D4n6EALE"
      },
      "source": [
        "slur_phonetic_video_candidates_copy"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XoR6TRXPdr-0"
      },
      "source": [
        "def save_obj(obj, name):\n",
        "    with open('Phonetic/'+ name + '.pkl', 'wb') as f:\n",
        "        pickle.dump(obj, f, pickle.HIGHEST_PROTOCOL)\n",
        "\n",
        "def load_obj(name ):\n",
        "    with open('Phonetic/' + name + '.pkl', 'rb') as f:\n",
        "        return pickle.load(f)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0_MpIPxWeAFI"
      },
      "source": [
        "save_obj(slur_phonetic_video_candidates, 'slur_phonetic_video_candidates_amazon')\n",
        "#save_obj(slur_phonetic_candidates, 'slur_phonetic_candidates_youtube_new')\n",
        "#save_obj(slur_lenvenstein_video_candidates, 'slur_lenvenstein_video_candidates_youtube')"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}