Intent_Recognition_with_BERT.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Intent Recognition with BERT",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "TPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4mldy_Tpfl3c",
        "colab_type": "text"
      },
      "source": [
        "# BERT Embeddings with TensorFlow 2.0\n",
        "\n",
        "- See BERT on paper: https://arxiv.org/pdf/1810.04805.pdf\n",
        "- See BERT on GitHub: https://github.com/google-research/bert\n",
        "- See BERT on TensorHub: https://tfhub.dev/tensorflow/bert_en_uncased_L-12_H-768_A-12/1\n",
        "- See 'old' use of BERT for comparison: https://colab.research.google.com/github/google-research/bert/blob/master/predicting_movie_reviews_with_bert_on_tf_hub.ipynb"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zh-sZcAXnd2l",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 871
        },
        "outputId": "1388dd3c-9d1c-4874-f618-e1849e981e6b"
      },
      "source": [
        "!pip install tf-nightly"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tf-nightly\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/52/d5/9dfb0ea7d129aa17a3ba29e3a3169a6c0d177077e109bfb6f2dc677227b5/tf_nightly-2.4.0.dev20200822-cp36-cp36m-manylinux2010_x86_64.whl (345.4MB)\n",
            "\u001b[K     |████████████████████████████████| 345.4MB 47kB/s \n",
            "\u001b[?25hRequirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (3.12.4)\n",
            "Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (0.9.0)\n",
            "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.12.1)\n",
            "Requirement already satisfied: numpy<1.19.0,>=1.16.0 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.18.5)\n",
            "Collecting tb-nightly<3.0.0a0,>=2.4.0a0\n",
            "\u001b[33m  WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ProtocolError('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))': /packages/66/a5/d7f0ae0fa63f2b0b2ddeb3f420bf5f90f8f9c986c1b5729dec8b2e928246/tb_nightly-2.4.0a20200822-py3-none-any.whl\u001b[0m\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/66/a5/d7f0ae0fa63f2b0b2ddeb3f420bf5f90f8f9c986c1b5729dec8b2e928246/tb_nightly-2.4.0a20200822-py3-none-any.whl (8.9MB)\n",
            "\u001b[K     |████████████████████████████████| 8.9MB 3.2MB/s \n",
            "\u001b[?25hCollecting tf-estimator-nightly\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/65/d7/42d45fc742723a3963a4def67b16322eeacc0e28881e683f62bc402f2b2d/tf_estimator_nightly-2.4.0.dev2020082201-py2.py3-none-any.whl (459kB)\n",
            "\u001b[K     |████████████████████████████████| 460kB 40.8MB/s \n",
            "\u001b[?25hRequirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.15.0)\n",
            "Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.31.0)\n",
            "Requirement already satisfied: astunparse==1.6.3 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.6.3)\n",
            "Collecting flatbuffers>=1.12\n",
            "  Downloading https://files.pythonhosted.org/packages/eb/26/712e578c5f14e26ae3314c39a1bdc4eb2ec2f4ddc89b708cf8e0a0d20423/flatbuffers-1.12-py2.py3-none-any.whl\n",
            "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.1.0)\n",
            "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (0.34.2)\n",
            "Requirement already satisfied: keras-preprocessing<1.2,>=1.1.1 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (1.1.2)\n",
            "Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (0.3.3)\n",
            "Requirement already satisfied: h5py<2.11.0,>=2.10.0 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (2.10.0)\n",
            "Requirement already satisfied: google-pasta>=0.1.8 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (0.2.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.2 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (3.7.4.2)\n",
            "Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.6/dist-packages (from tf-nightly) (3.3.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.9.2->tf-nightly) (49.2.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (3.2.2)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (2.23.0)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.17.2)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.7.0)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (0.4.1)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.6/dist-packages (from tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.0.1)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown>=2.6.8->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.7.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (2020.6.20)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (3.0.4)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3\" in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (4.6)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.6/dist-packages (from google-auth<2,>=1.6.3->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (4.1.1)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (1.3.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (3.1.0)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.6/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tb-nightly<3.0.0a0,>=2.4.0a0->tf-nightly) (3.1.0)\n",
            "Installing collected packages: tb-nightly, tf-estimator-nightly, flatbuffers, tf-nightly\n",
            "Successfully installed flatbuffers-1.12 tb-nightly-2.4.0a20200822 tf-estimator-nightly-2.4.0.dev2020082201 tf-nightly-2.4.0.dev20200822\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dhnw1AnGPAQm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import tensorflow as tf"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E0MizazESYig",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        },
        "outputId": "8b8edef6-7ff7-4b20-8fe9-142bc3ed6df9"
      },
      "source": [
        "from tensorflow.python.client import device_lib\n",
        "device_lib.list_local_devices()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[name: \"/device:CPU:0\"\n",
              " device_type: \"CPU\"\n",
              " memory_limit: 268435456\n",
              " locality {\n",
              " }\n",
              " incarnation: 17864892153743418742]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ho3R5AFDUugB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "import os\n",
        "\n",
        "import distutils\n",
        "if distutils.version.LooseVersion(tf.__version__) < '2.0':\n",
        "    raise Exception('This notebook is compatible with TensorFlow 2.0 or higher.')\n",
        "\n"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i1c22nHej1__",
        "colab_type": "text"
      },
      "source": [
        "# TPU Testing\n",
        "\n",
        "Testing that either tensorflow geting access to TPU or not."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0WzbO-gSU3lM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 159
        },
        "outputId": "cde9903e-8e8f-4618-f31a-2d3c48b67278"
      },
      "source": [
        "tf.keras.backend.clear_session()\n",
        "\n",
        "resolver = tf.distribute.cluster_resolver.TPUClusterResolver(tpu='grpc://' + os.environ['COLAB_TPU_ADDR'])\n",
        "tf.config.experimental_connect_to_cluster(resolver)\n",
        "# This is the TPU initialization code that has to be at the beginning.\n",
        "tf.tpu.experimental.initialize_tpu_system(resolver)\n",
        "print(\"All devices: \", tf.config.list_logical_devices('TPU'))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Initializing the TPU system: grpc://10.116.206.50:8470\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Initializing the TPU system: grpc://10.116.206.50:8470\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Clearing out eager caches\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Clearing out eager caches\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Finished initializing TPU system.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Finished initializing TPU system.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "All devices:  [LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:7', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:6', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:4', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:0', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:1', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:2', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:5', device_type='TPU'), LogicalDevice(name='/job:worker/replica:0/task:0/device:TPU:3', device_type='TPU')]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fMYiL56ljxeq",
        "colab_type": "text"
      },
      "source": [
        "# Installing Packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_lyiAcbHUuEo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "outputId": "d858927d-2eb6-461d-b8f7-7e51122d94a5"
      },
      "source": [
        "# Instaling Packages\n",
        "!pip install tensorflow_hub\n",
        "!pip install bert-for-tf2\n",
        "!pip install sentencepiece\n",
        "!pip install tf-hub-nightly"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tensorflow_hub in /usr/local/lib/python3.6/dist-packages (0.8.0)\n",
            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow_hub) (1.15.0)\n",
            "Requirement already satisfied: protobuf>=3.8.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow_hub) (3.12.4)\n",
            "Requirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tensorflow_hub) (1.18.5)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.8.0->tensorflow_hub) (49.2.0)\n",
            "Collecting bert-for-tf2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/87/df/ab6d927d6162657f30eb0ae3c534c723c28c191a9caf6ee68ec935df3d0b/bert-for-tf2-0.14.5.tar.gz (40kB)\n",
            "\u001b[K     |████████████████████████████████| 40kB 1.9MB/s \n",
            "\u001b[?25hCollecting py-params>=0.9.6\n",
            "  Downloading https://files.pythonhosted.org/packages/a4/bf/c1c70d5315a8677310ea10a41cfc41c5970d9b37c31f9c90d4ab98021fd1/py-params-0.9.7.tar.gz\n",
            "Collecting params-flow>=0.8.0\n",
            "  Downloading https://files.pythonhosted.org/packages/a9/95/ff49f5ebd501f142a6f0aaf42bcfd1c192dc54909d1d9eb84ab031d46056/params-flow-0.8.2.tar.gz\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from params-flow>=0.8.0->bert-for-tf2) (1.18.5)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from params-flow>=0.8.0->bert-for-tf2) (4.41.1)\n",
            "Building wheels for collected packages: bert-for-tf2, py-params, params-flow\n",
            "  Building wheel for bert-for-tf2 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for bert-for-tf2: filename=bert_for_tf2-0.14.5-cp36-none-any.whl size=30315 sha256=b8e550e2c60c16e9adcc731c961bc187b3df1e0669a63c8ec53889ec1e9f3831\n",
            "  Stored in directory: /root/.cache/pip/wheels/2e/70/a2/be357037dd2cbdcaeb0add1fdf083be6a600ca65ee1f68751c\n",
            "  Building wheel for py-params (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for py-params: filename=py_params-0.9.7-cp36-none-any.whl size=7302 sha256=9f81780cf4c6c953e2d83e80c164a761965334409c515ea3e40d9c7a0637451d\n",
            "  Stored in directory: /root/.cache/pip/wheels/67/f5/19/b461849a50aefdf4bab47c4756596e82ee2118b8278e5a1980\n",
            "  Building wheel for params-flow (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for params-flow: filename=params_flow-0.8.2-cp36-none-any.whl size=19473 sha256=0a993f44d3306e73201cfed69201db62ab3943540ec5a35e817585ac8bb63649\n",
            "  Stored in directory: /root/.cache/pip/wheels/08/c8/7f/81c86b9ff2b86e2c477e3914175be03e679e596067dc630c06\n",
            "Successfully built bert-for-tf2 py-params params-flow\n",
            "Installing collected packages: py-params, params-flow, bert-for-tf2\n",
            "Successfully installed bert-for-tf2-0.14.5 params-flow-0.8.2 py-params-0.9.7\n",
            "Collecting sentencepiece\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/d4/a4/d0a884c4300004a78cca907a6ff9a5e9fe4f090f5d95ab341c53d28cbc58/sentencepiece-0.1.91-cp36-cp36m-manylinux1_x86_64.whl (1.1MB)\n",
            "\u001b[K     |████████████████████████████████| 1.1MB 3.4MB/s \n",
            "\u001b[?25hInstalling collected packages: sentencepiece\n",
            "Successfully installed sentencepiece-0.1.91\n",
            "Collecting tf-hub-nightly\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/df/a3/33b02d14e28070486b40a49b6dddcb633c0adb5d6ee2fd0da989591d5ebc/tf_hub_nightly-0.10.0.dev202008220006-py2.py3-none-any.whl (103kB)\n",
            "\u001b[K     |████████████████████████████████| 112kB 3.4MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tf-hub-nightly) (1.18.5)\n",
            "Requirement already satisfied: protobuf>=3.8.0 in /usr/local/lib/python3.6/dist-packages (from tf-hub-nightly) (3.12.4)\n",
            "Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.6/dist-packages (from tf-hub-nightly) (1.15.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.8.0->tf-hub-nightly) (49.2.0)\n",
            "Installing collected packages: tf-hub-nightly\n",
            "Successfully installed tf-hub-nightly-0.10.0.dev202008220006\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ewh7tEPjVcic",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "2f7c2708-f833-4061-fc40-cc2a77a13720"
      },
      "source": [
        "import tensorflow_hub as hub\n",
        "print(\"TF version: \", tf.__version__)\n",
        "print(\"Hub version: \", hub.__version__)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TF version:  2.4.0-dev20200822\n",
            "Hub version:  0.10.0.dev\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CiDk3QSQVkYF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "66848a45-573f-47d8-b9bd-7ddda41704e7"
      },
      "source": [
        "hub.__version__"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'0.10.0.dev'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WdI90lgdjrkX",
        "colab_type": "text"
      },
      "source": [
        "## Importing Modules"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1OynbiONV-xX",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "import math\n",
        "import datetime\n",
        "\n",
        "from tqdm import tqdm\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "from tensorflow import keras\n",
        "\n",
        "import bert # Importing BERT\n",
        "from bert import BertModelLayer\n",
        "from bert.loader import StockBertConfig, map_stock_config_to_params, load_stock_weights\n",
        "from bert.tokenization.bert_tokenization import FullTokenizer"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TE0DglPjWGn5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "15dcd974-56e1-4a24-f673-fbca46a488f0"
      },
      "source": [
        "import seaborn as sns\n",
        "from pylab import rcParams\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.ticker import MaxNLocator\n",
        "from matplotlib import rc\n",
        "\n",
        "from sklearn.metrics import confusion_matrix, classification_report"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kr1FkVLVjm4q",
        "colab_type": "text"
      },
      "source": [
        "## Configurations"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HmJRZLj2WKSg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# COnfiguration \n",
        "%matplotlib inline\n",
        "%config InlineBackend.figure_format='retina'\n",
        "\n",
        "sns.set(style='whitegrid', palette='muted', font_scale=1.2)\n",
        "\n",
        "HAPPY_COLORS_PALETTE = [\"#01BEFE\", \"#FFDD00\", \"#FF7D00\", \"#FF006D\", \"#ADFF02\", \"#8F00FF\"]\n",
        "\n",
        "sns.set_palette(sns.color_palette(HAPPY_COLORS_PALETTE))\n",
        "\n",
        "rcParams['figure.figsize'] = 12, 8\n",
        "\n",
        "RANDOM_SEED = 42\n",
        "\n",
        "np.random.seed(RANDOM_SEED)\n",
        "tf.random.set_seed(RANDOM_SEED)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S9u4_TL3jSRo",
        "colab_type": "text"
      },
      "source": [
        "## Downloading Data Set\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ubVhuA6rWQk5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "9e6cb1f5-b27a-4f05-81a5-62efed806949"
      },
      "source": [
        "!gdown --id 1OlcvGWReJMuyYQuOZm149vHWwPtlboR6 --output train.csv\n",
        "!gdown --id 1Oi5cRlTybuIF2Fl5Bfsr-KkqrXrdt77w --output valid.csv\n",
        "!gdown --id 1ep9H6-HvhB4utJRLVcLzieWNUSG3P_uF --output test.csv"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1OlcvGWReJMuyYQuOZm149vHWwPtlboR6\n",
            "To: /content/train.csv\n",
            "100% 799k/799k [00:00<00:00, 50.9MB/s]\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1Oi5cRlTybuIF2Fl5Bfsr-KkqrXrdt77w\n",
            "To: /content/valid.csv\n",
            "100% 43.3k/43.3k [00:00<00:00, 37.8MB/s]\n",
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1ep9H6-HvhB4utJRLVcLzieWNUSG3P_uF\n",
            "To: /content/test.csv\n",
            "100% 43.1k/43.1k [00:00<00:00, 34.0MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LxXpUSALWWFP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Reading Data from csvfiles\n",
        "train = pd.read_csv(\"train.csv\")\n",
        "valid = pd.read_csv(\"valid.csv\")\n",
        "test = pd.read_csv(\"test.csv\")"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OY6FMBi5WeVU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# merging train and validation data\n",
        "train = train.append(valid).reset_index(drop=True)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F7AlMNesWqqo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "d9f038b7-bbff-45e7-db57-cc2f45bb01bd"
      },
      "source": [
        "train.head()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>text</th>\n",
              "      <th>intent</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>listen to westbam alumb allergic on google music</td>\n",
              "      <td>PlayMusic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>add step to me to the 50 clásicos playlist</td>\n",
              "      <td>AddToPlaylist</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>i give this current textbook a rating value of...</td>\n",
              "      <td>RateBook</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>play the song little robin redbreast</td>\n",
              "      <td>PlayMusic</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>please add iris dement to my playlist this is ...</td>\n",
              "      <td>AddToPlaylist</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                text         intent\n",
              "0   listen to westbam alumb allergic on google music      PlayMusic\n",
              "1         add step to me to the 50 clásicos playlist  AddToPlaylist\n",
              "2  i give this current textbook a rating value of...       RateBook\n",
              "3               play the song little robin redbreast      PlayMusic\n",
              "4  please add iris dement to my playlist this is ...  AddToPlaylist"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4dlm-EmJWs6-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "714b791e-3f18-436b-923f-d5c90a9930ef"
      },
      "source": [
        "train.shape"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(13784, 2)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AwGf-WDmW8ES",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "outputId": "bc67e9d1-9641-4c7a-a7c8-15e7bbd579f0"
      },
      "source": [
        "# Visulising the data\n",
        "chart = sns.countplot(train.intent, palette=HAPPY_COLORS_PALETTE)\n",
        "plt.title(\"Number of texts per intent\")\n",
        "chart.set_xticklabels(chart.get_xticklabels(), rotation=30, horizontalalignment='right');"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 745,
              "height": 579
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1j55G28HXLpp",
        "colab_type": "text"
      },
      "source": [
        "# Intent Recognition\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ydtV0HG9i8eu",
        "colab_type": "text"
      },
      "source": [
        "### Downloading pretrained BERT model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H43pa4MNXJlb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        },
        "outputId": "e7d31401-1928-49ec-f3fc-64619a89e7c0"
      },
      "source": [
        "# Download the Pre trained BERT Model\n",
        "!wget https://storage.googleapis.com/bert_models/2018_10_18/uncased_L-12_H-768_A-12.zip"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-08-23 06:40:20--  https://storage.googleapis.com/bert_models/2018_10_18/uncased_L-12_H-768_A-12.zip\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 173.194.195.128, 74.125.124.128, 172.217.212.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|173.194.195.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 407727028 (389M) [application/zip]\n",
            "Saving to: ‘uncased_L-12_H-768_A-12.zip’\n",
            "\n",
            "uncased_L-12_H-768_ 100%[===================>] 388.84M   154MB/s    in 2.5s    \n",
            "\n",
            "2020-08-23 06:40:22 (154 MB/s) - ‘uncased_L-12_H-768_A-12.zip’ saved [407727028/407727028]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jzyz-rigXCk6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "outputId": "e764769a-6fbd-46f0-ce07-e38b4ee14255"
      },
      "source": [
        "# Unziping the model zip file\n",
        "!unzip uncased_L-12_H-768_A-12.zip"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  uncased_L-12_H-768_A-12.zip\n",
            "   creating: uncased_L-12_H-768_A-12/\n",
            "  inflating: uncased_L-12_H-768_A-12/bert_model.ckpt.meta  \n",
            "  inflating: uncased_L-12_H-768_A-12/bert_model.ckpt.data-00000-of-00001  \n",
            "  inflating: uncased_L-12_H-768_A-12/vocab.txt  \n",
            "  inflating: uncased_L-12_H-768_A-12/bert_model.ckpt.index  \n",
            "  inflating: uncased_L-12_H-768_A-12/bert_config.json  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Udb8fo_eXc9E",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Making 'model' folder\n",
        "os.makedirs(\"model\", exist_ok=True)"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bbqbrIDZXgbx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Move all the files of model into 'model' folder\n",
        "!mv uncased_L-12_H-768_A-12/ model"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_Jeaf0JOXiRM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Accessing the files of model\n",
        "bert_model_name=\"uncased_L-12_H-768_A-12\"\n",
        "\n",
        "bert_ckpt_dir = os.path.join(\"model/\", bert_model_name)\n",
        "bert_ckpt_file = os.path.join(bert_ckpt_dir, \"bert_model.ckpt\")\n",
        "bert_config_file = os.path.join(bert_ckpt_dir, \"bert_config.json\")"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dJhUjX45XkWY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "3e8ebe9d-1b30-49a8-8163-8e4d276a4184"
      },
      "source": [
        "print(bert_ckpt_dir)\n",
        "print(bert_ckpt_file)\n",
        "print(bert_config_file)"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "model/uncased_L-12_H-768_A-12\n",
            "model/uncased_L-12_H-768_A-12/bert_model.ckpt\n",
            "model/uncased_L-12_H-768_A-12/bert_config.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7BhguxHhXuN1",
        "colab_type": "text"
      },
      "source": [
        "## Data Preprocesing\n",
        "\n",
        "Converting to tokens and then tokenids"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8O2EvkPxXqyr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class IntentDetectionData:\n",
        "  DATA_COLUMN = \"text\"\n",
        "  LABEL_COLUMN = \"intent\"\n",
        "\n",
        "  def __init__(self, train, test, tokenizer: FullTokenizer, classes, max_seq_len=192):\n",
        "    self.tokenizer = tokenizer\n",
        "    self.max_seq_len = 0\n",
        "    self.classes = classes\n",
        "    \n",
        "    train, test = map(lambda df: df.reindex(df[IntentDetectionData.DATA_COLUMN].str.len().sort_values().index), [train, test])\n",
        "    \n",
        "    ((self.train_x, self.train_y), (self.test_x, self.test_y)) = map(self._prepare, [train, test])\n",
        "\n",
        "    print(\"max seq_len\", self.max_seq_len)\n",
        "    self.max_seq_len = min(self.max_seq_len, max_seq_len)\n",
        "    self.train_x, self.test_x = map(self._pad, [self.train_x, self.test_x])\n",
        "\n",
        "  def _prepare(self, df):\n",
        "    x, y = [], []\n",
        "    \n",
        "    for _, row in tqdm(df.iterrows()):\n",
        "      text, label = row[IntentDetectionData.DATA_COLUMN], row[IntentDetectionData.LABEL_COLUMN]\n",
        "      tokens = self.tokenizer.tokenize(text)\n",
        "      tokens = [\"[CLS]\"] + tokens + [\"[SEP]\"]\n",
        "      token_ids = self.tokenizer.convert_tokens_to_ids(tokens)\n",
        "      self.max_seq_len = max(self.max_seq_len, len(token_ids))\n",
        "      x.append(token_ids)\n",
        "      y.append(self.classes.index(label))\n",
        "\n",
        "    return np.array(x), np.array(y)\n",
        "\n",
        "  def _pad(self, ids):\n",
        "    x = []\n",
        "    for input_ids in ids:\n",
        "      input_ids = input_ids[:min(len(input_ids), self.max_seq_len - 2)]\n",
        "      input_ids = input_ids + [0] * (self.max_seq_len - len(input_ids))\n",
        "      x.append(np.array(input_ids))\n",
        "    return np.array(x)"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5AIBe_nPXx1H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Tokenization of vacablery\n",
        "tokenizer = FullTokenizer(vocab_file=os.path.join(bert_ckpt_dir, \"vocab.txt\"))"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-WRPb2vdX1Cg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "f7f0556f-8a65-4957-d2ea-5a8a0f203a8b"
      },
      "source": [
        "tokenizer.vocab.keys()"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "odict_keys(['[PAD]', '[unused0]', '[unused1]', '[unused2]', '[unused3]', '[unused4]', '[unused5]', '[unused6]', '[unused7]', '[unused8]', '[unused9]', '[unused10]', '[unused11]', '[unused12]', '[unused13]', '[unused14]', '[unused15]', '[unused16]', '[unused17]', '[unused18]', '[unused19]', '[unused20]', '[unused21]', '[unused22]', '[unused23]', '[unused24]', '[unused25]', '[unused26]', '[unused27]', '[unused28]', '[unused29]', '[unused30]', '[unused31]', '[unused32]', '[unused33]', '[unused34]', '[unused35]', '[unused36]', '[unused37]', '[unused38]', '[unused39]', '[unused40]', '[unused41]', '[unused42]', '[unused43]', '[unused44]', '[unused45]', '[unused46]', '[unused47]', '[unused48]', '[unused49]', '[unused50]', '[unused51]', '[unused52]', '[unused53]', '[unused54]', '[unused55]', '[unused56]', '[unused57]', '[unused58]', '[unused59]', '[unused60]', '[unused61]', '[unused62]', '[unused63]', '[unused64]', '[unused65]', '[unused66]', '[unused67]', '[unused68]', '[unused69]', '[unused70]', '[unused71]', '[unused72]', '[unused73]', '[unused74]', '[unused75]', '[unused76]', '[unused77]', '[unused78]', '[unused79]', '[unused80]', '[unused81]', '[unused82]', '[unused83]', '[unused84]', '[unused85]', '[unused86]', '[unused87]', '[unused88]', '[unused89]', '[unused90]', '[unused91]', '[unused92]', '[unused93]', '[unused94]', '[unused95]', '[unused96]', '[unused97]', '[unused98]', '[UNK]', '[CLS]', '[SEP]', '[MASK]', '[unused99]', '[unused100]', '[unused101]', '[unused102]', '[unused103]', '[unused104]', '[unused105]', '[unused106]', '[unused107]', '[unused108]', '[unused109]', '[unused110]', '[unused111]', '[unused112]', '[unused113]', '[unused114]', '[unused115]', '[unused116]', '[unused117]', '[unused118]', '[unused119]', '[unused120]', '[unused121]', '[unused122]', '[unused123]', '[unused124]', '[unused125]', '[unused126]', '[unused127]', '[unused128]', '[unused129]', '[unused130]', '[unused131]', '[unused132]', '[unused133]', '[unused134]', '[unused135]', '[unused136]', '[unused137]', '[unused138]', '[unused139]', '[unused140]', '[unused141]', '[unused142]', '[unused143]', '[unused144]', '[unused145]', '[unused146]', '[unused147]', '[unused148]', '[unused149]', '[unused150]', '[unused151]', '[unused152]', '[unused153]', '[unused154]', '[unused155]', '[unused156]', '[unused157]', '[unused158]', '[unused159]', '[unused160]', '[unused161]', '[unused162]', '[unused163]', '[unused164]', '[unused165]', '[unused166]', '[unused167]', '[unused168]', '[unused169]', '[unused170]', '[unused171]', '[unused172]', '[unused173]', '[unused174]', '[unused175]', '[unused176]', '[unused177]', '[unused178]', '[unused179]', '[unused180]', '[unused181]', '[unused182]', '[unused183]', '[unused184]', '[unused185]', '[unused186]', '[unused187]', '[unused188]', '[unused189]', '[unused190]', '[unused191]', '[unused192]', '[unused193]', '[unused194]', '[unused195]', '[unused196]', '[unused197]', '[unused198]', '[unused199]', '[unused200]', '[unused201]', '[unused202]', '[unused203]', '[unused204]', '[unused205]', '[unused206]', '[unused207]', '[unused208]', '[unused209]', '[unused210]', '[unused211]', '[unused212]', '[unused213]', '[unused214]', '[unused215]', '[unused216]', '[unused217]', '[unused218]', '[unused219]', '[unused220]', '[unused221]', '[unused222]', '[unused223]', '[unused224]', '[unused225]', '[unused226]', '[unused227]', '[unused228]', '[unused229]', '[unused230]', '[unused231]', '[unused232]', '[unused233]', '[unused234]', '[unused235]', '[unused236]', '[unused237]', '[unused238]', '[unused239]', '[unused240]', '[unused241]', '[unused242]', '[unused243]', '[unused244]', '[unused245]', '[unused246]', '[unused247]', '[unused248]', '[unused249]', '[unused250]', '[unused251]', '[unused252]', '[unused253]', '[unused254]', '[unused255]', '[unused256]', '[unused257]', '[unused258]', '[unused259]', '[unused260]', '[unused261]', '[unused262]', '[unused263]', '[unused264]', '[unused265]', '[unused266]', '[unused267]', '[unused268]', '[unused269]', '[unused270]', '[unused271]', '[unused272]', '[unused273]', '[unused274]', '[unused275]', '[unused276]', '[unused277]', '[unused278]', '[unused279]', '[unused280]', '[unused281]', '[unused282]', '[unused283]', '[unused284]', '[unused285]', '[unused286]', '[unused287]', '[unused288]', '[unused289]', '[unused290]', '[unused291]', '[unused292]', '[unused293]', '[unused294]', '[unused295]', '[unused296]', '[unused297]', '[unused298]', '[unused299]', '[unused300]', '[unused301]', '[unused302]', '[unused303]', '[unused304]', '[unused305]', '[unused306]', '[unused307]', '[unused308]', '[unused309]', '[unused310]', '[unused311]', '[unused312]', '[unused313]', '[unused314]', '[unused315]', '[unused316]', '[unused317]', '[unused318]', '[unused319]', '[unused320]', '[unused321]', '[unused322]', '[unused323]', '[unused324]', '[unused325]', '[unused326]', '[unused327]', '[unused328]', '[unused329]', '[unused330]', '[unused331]', '[unused332]', '[unused333]', '[unused334]', '[unused335]', '[unused336]', '[unused337]', '[unused338]', '[unused339]', '[unused340]', '[unused341]', '[unused342]', '[unused343]', '[unused344]', '[unused345]', '[unused346]', '[unused347]', '[unused348]', '[unused349]', '[unused350]', '[unused351]', '[unused352]', '[unused353]', '[unused354]', '[unused355]', '[unused356]', '[unused357]', '[unused358]', '[unused359]', '[unused360]', '[unused361]', '[unused362]', '[unused363]', '[unused364]', '[unused365]', '[unused366]', '[unused367]', '[unused368]', '[unused369]', '[unused370]', '[unused371]', '[unused372]', '[unused373]', '[unused374]', '[unused375]', '[unused376]', '[unused377]', '[unused378]', '[unused379]', '[unused380]', '[unused381]', '[unused382]', '[unused383]', '[unused384]', '[unused385]', '[unused386]', '[unused387]', '[unused388]', '[unused389]', '[unused390]', '[unused391]', '[unused392]', '[unused393]', '[unused394]', '[unused395]', '[unused396]', '[unused397]', '[unused398]', '[unused399]', '[unused400]', '[unused401]', '[unused402]', '[unused403]', '[unused404]', '[unused405]', '[unused406]', '[unused407]', '[unused408]', '[unused409]', '[unused410]', '[unused411]', '[unused412]', '[unused413]', '[unused414]', '[unused415]', '[unused416]', '[unused417]', '[unused418]', '[unused419]', '[unused420]', '[unused421]', '[unused422]', '[unused423]', '[unused424]', '[unused425]', '[unused426]', '[unused427]', '[unused428]', '[unused429]', '[unused430]', '[unused431]', '[unused432]', '[unused433]', '[unused434]', '[unused435]', '[unused436]', '[unused437]', '[unused438]', '[unused439]', '[unused440]', '[unused441]', '[unused442]', '[unused443]', '[unused444]', '[unused445]', '[unused446]', '[unused447]', '[unused448]', '[unused449]', '[unused450]', '[unused451]', '[unused452]', '[unused453]', '[unused454]', '[unused455]', '[unused456]', '[unused457]', '[unused458]', '[unused459]', '[unused460]', '[unused461]', '[unused462]', '[unused463]', '[unused464]', '[unused465]', '[unused466]', '[unused467]', '[unused468]', '[unused469]', '[unused470]', '[unused471]', '[unused472]', '[unused473]', '[unused474]', '[unused475]', '[unused476]', '[unused477]', '[unused478]', '[unused479]', '[unused480]', '[unused481]', '[unused482]', '[unused483]', '[unused484]', '[unused485]', '[unused486]', '[unused487]', '[unused488]', '[unused489]', '[unused490]', '[unused491]', '[unused492]', '[unused493]', '[unused494]', '[unused495]', '[unused496]', '[unused497]', '[unused498]', '[unused499]', '[unused500]', '[unused501]', '[unused502]', '[unused503]', '[unused504]', '[unused505]', '[unused506]', '[unused507]', '[unused508]', '[unused509]', '[unused510]', '[unused511]', '[unused512]', '[unused513]', '[unused514]', '[unused515]', '[unused516]', '[unused517]', '[unused518]', '[unused519]', '[unused520]', '[unused521]', '[unused522]', '[unused523]', '[unused524]', '[unused525]', '[unused526]', '[unused527]', '[unused528]', '[unused529]', '[unused530]', '[unused531]', '[unused532]', '[unused533]', '[unused534]', '[unused535]', '[unused536]', '[unused537]', '[unused538]', '[unused539]', '[unused540]', '[unused541]', '[unused542]', '[unused543]', '[unused544]', '[unused545]', '[unused546]', '[unused547]', '[unused548]', '[unused549]', '[unused550]', '[unused551]', '[unused552]', '[unused553]', '[unused554]', '[unused555]', '[unused556]', '[unused557]', '[unused558]', '[unused559]', '[unused560]', '[unused561]', '[unused562]', '[unused563]', '[unused564]', '[unused565]', '[unused566]', '[unused567]', '[unused568]', '[unused569]', '[unused570]', '[unused571]', '[unused572]', '[unused573]', '[unused574]', '[unused575]', '[unused576]', '[unused577]', '[unused578]', '[unused579]', '[unused580]', '[unused581]', '[unused582]', '[unused583]', '[unused584]', '[unused585]', '[unused586]', '[unused587]', '[unused588]', '[unused589]', '[unused590]', '[unused591]', '[unused592]', '[unused593]', '[unused594]', '[unused595]', '[unused596]', '[unused597]', '[unused598]', '[unused599]', '[unused600]', '[unused601]', '[unused602]', '[unused603]', '[unused604]', '[unused605]', '[unused606]', '[unused607]', '[unused608]', '[unused609]', '[unused610]', '[unused611]', '[unused612]', '[unused613]', '[unused614]', '[unused615]', '[unused616]', '[unused617]', '[unused618]', '[unused619]', '[unused620]', '[unused621]', '[unused622]', '[unused623]', '[unused624]', '[unused625]', '[unused626]', '[unused627]', '[unused628]', '[unused629]', '[unused630]', '[unused631]', '[unused632]', '[unused633]', '[unused634]', '[unused635]', '[unused636]', '[unused637]', '[unused638]', '[unused639]', '[unused640]', '[unused641]', '[unused642]', '[unused643]', '[unused644]', '[unused645]', '[unused646]', '[unused647]', '[unused648]', '[unused649]', '[unused650]', '[unused651]', '[unused652]', '[unused653]', '[unused654]', '[unused655]', '[unused656]', '[unused657]', '[unused658]', '[unused659]', '[unused660]', '[unused661]', '[unused662]', '[unused663]', '[unused664]', '[unused665]', '[unused666]', '[unused667]', '[unused668]', '[unused669]', '[unused670]', '[unused671]', '[unused672]', '[unused673]', '[unused674]', '[unused675]', '[unused676]', '[unused677]', '[unused678]', '[unused679]', '[unused680]', '[unused681]', '[unused682]', '[unused683]', '[unused684]', '[unused685]', '[unused686]', '[unused687]', '[unused688]', '[unused689]', '[unused690]', '[unused691]', '[unused692]', '[unused693]', '[unused694]', '[unused695]', '[unused696]', '[unused697]', '[unused698]', '[unused699]', '[unused700]', '[unused701]', '[unused702]', '[unused703]', '[unused704]', '[unused705]', '[unused706]', '[unused707]', '[unused708]', '[unused709]', '[unused710]', '[unused711]', '[unused712]', '[unused713]', '[unused714]', '[unused715]', '[unused716]', '[unused717]', '[unused718]', '[unused719]', '[unused720]', '[unused721]', '[unused722]', '[unused723]', '[unused724]', '[unused725]', '[unused726]', '[unused727]', '[unused728]', '[unused729]', '[unused730]', '[unused731]', '[unused732]', '[unused733]', '[unused734]', '[unused735]', '[unused736]', '[unused737]', '[unused738]', '[unused739]', '[unused740]', '[unused741]', '[unused742]', '[unused743]', '[unused744]', '[unused745]', '[unused746]', '[unused747]', '[unused748]', '[unused749]', '[unused750]', '[unused751]', '[unused752]', '[unused753]', '[unused754]', '[unused755]', '[unused756]', '[unused757]', '[unused758]', '[unused759]', '[unused760]', '[unused761]', '[unused762]', '[unused763]', '[unused764]', '[unused765]', '[unused766]', '[unused767]', '[unused768]', '[unused769]', '[unused770]', '[unused771]', '[unused772]', '[unused773]', '[unused774]', '[unused775]', '[unused776]', '[unused777]', '[unused778]', '[unused779]', '[unused780]', '[unused781]', '[unused782]', '[unused783]', '[unused784]', '[unused785]', '[unused786]', '[unused787]', '[unused788]', '[unused789]', '[unused790]', '[unused791]', '[unused792]', '[unused793]', '[unused794]', '[unused795]', '[unused796]', '[unused797]', '[unused798]', '[unused799]', '[unused800]', '[unused801]', '[unused802]', '[unused803]', '[unused804]', '[unused805]', '[unused806]', '[unused807]', '[unused808]', '[unused809]', '[unused810]', '[unused811]', '[unused812]', '[unused813]', '[unused814]', '[unused815]', '[unused816]', '[unused817]', '[unused818]', '[unused819]', '[unused820]', '[unused821]', '[unused822]', '[unused823]', '[unused824]', '[unused825]', '[unused826]', '[unused827]', '[unused828]', '[unused829]', '[unused830]', '[unused831]', '[unused832]', '[unused833]', '[unused834]', '[unused835]', '[unused836]', '[unused837]', '[unused838]', '[unused839]', '[unused840]', '[unused841]', '[unused842]', '[unused843]', '[unused844]', '[unused845]', '[unused846]', '[unused847]', '[unused848]', '[unused849]', '[unused850]', '[unused851]', '[unused852]', '[unused853]', '[unused854]', '[unused855]', '[unused856]', '[unused857]', '[unused858]', '[unused859]', '[unused860]', '[unused861]', '[unused862]', '[unused863]', '[unused864]', '[unused865]', '[unused866]', '[unused867]', '[unused868]', '[unused869]', '[unused870]', '[unused871]', '[unused872]', '[unused873]', '[unused874]', '[unused875]', '[unused876]', '[unused877]', '[unused878]', '[unused879]', '[unused880]', '[unused881]', '[unused882]', '[unused883]', '[unused884]', '[unused885]', '[unused886]', '[unused887]', '[unused888]', '[unused889]', '[unused890]', '[unused891]', '[unused892]', '[unused893]', '[unused894]', '[unused895]', '[unused896]', '[unused897]', '[unused898]', '[unused899]', '[unused900]', '[unused901]', '[unused902]', '[unused903]', '[unused904]', '[unused905]', '[unused906]', '[unused907]', '[unused908]', '[unused909]', '[unused910]', '[unused911]', '[unused912]', '[unused913]', '[unused914]', '[unused915]', '[unused916]', '[unused917]', '[unused918]', '[unused919]', '[unused920]', '[unused921]', '[unused922]', '[unused923]', '[unused924]', '[unused925]', '[unused926]', '[unused927]', '[unused928]', '[unused929]', '[unused930]', '[unused931]', '[unused932]', '[unused933]', '[unused934]', '[unused935]', '[unused936]', '[unused937]', '[unused938]', '[unused939]', '[unused940]', '[unused941]', '[unused942]', '[unused943]', '[unused944]', '[unused945]', '[unused946]', '[unused947]', '[unused948]', '[unused949]', '[unused950]', '[unused951]', '[unused952]', '[unused953]', '[unused954]', '[unused955]', '[unused956]', '[unused957]', '[unused958]', '[unused959]', '[unused960]', '[unused961]', '[unused962]', '[unused963]', '[unused964]', '[unused965]', '[unused966]', '[unused967]', '[unused968]', '[unused969]', '[unused970]', '[unused971]', '[unused972]', '[unused973]', '[unused974]', '[unused975]', '[unused976]', '[unused977]', '[unused978]', '[unused979]', '[unused980]', '[unused981]', '[unused982]', '[unused983]', '[unused984]', '[unused985]', '[unused986]', '[unused987]', '[unused988]', '[unused989]', '[unused990]', '[unused991]', '[unused992]', '[unused993]', '!', '\"', '#', '$', '%', '&', \"'\", '(', ')', '*', '+', ',', '-', '.', '/', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', ':', ';', '<', '=', '>', '?', '@', '[', '\\\\', ']', '^', '_', '`', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', '{', '|', '}', '~', '¡', '¢', '£', '¤', '¥', '¦', '§', '¨', '©', 'ª', '«', '¬', '®', '°', '±', '²', '³', '´', 'µ', '¶', '·', '¹', 'º', '»', '¼', '½', '¾', '¿', '×', 'ß', 'æ', 'ð', '÷', 'ø', 'þ', 'đ', 'ħ', 'ı', 'ł', 'ŋ', 'œ', 'ƒ', 'ɐ', 'ɑ', 'ɒ', 'ɔ', 'ɕ', 'ə', 'ɛ', 'ɡ', 'ɣ', 'ɨ', 'ɪ', 'ɫ', 'ɬ', 'ɯ', 'ɲ', 'ɴ', 'ɹ', 'ɾ', 'ʀ', 'ʁ', 'ʂ', 'ʃ', 'ʉ', 'ʊ', 'ʋ', 'ʌ', 'ʎ', 'ʐ', 'ʑ', 'ʒ', 'ʔ', 'ʰ', 'ʲ', 'ʳ', 'ʷ', 'ʸ', 'ʻ', 'ʼ', 'ʾ', 'ʿ', 'ˈ', 'ː', 'ˡ', 'ˢ', 'ˣ', 'ˤ', 'α', 'β', 'γ', 'δ', 'ε', 'ζ', 'η', 'θ', 'ι', 'κ', 'λ', 'μ', 'ν', 'ξ', 'ο', 'π', 'ρ', 'ς', 'σ', 'τ', 'υ', 'φ', 'χ', 'ψ', 'ω', 'а', 'б', 'в', 'г', 'д', 'е', 'ж', 'з', 'и', 'к', 'л', 'м', 'н', 'о', 'п', 'р', 'с', 'т', 'у', 'ф', 'х', 'ц', 'ч', 'ш', 'щ', 'ъ', 'ы', 'ь', 'э', 'ю', 'я', 'ђ', 'є', 'і', 'ј', 'љ', 'њ', 'ћ', 'ӏ', 'ա', 'բ', 'գ', 'դ', 'ե', 'թ', 'ի', 'լ', 'կ', 'հ', 'մ', 'յ', 'ն', 'ո', 'պ', 'ս', 'վ', 'տ', 'ր', 'ւ', 'ք', '־', 'א', 'ב', 'ג', 'ד', 'ה', 'ו', 'ז', 'ח', 'ט', 'י', 'ך', 'כ', 'ל', 'ם', 'מ', 'ן', 'נ', 'ס', 'ע', 'ף', 'פ', 'ץ', 'צ', 'ק', 'ר', 'ש', 'ת', '،', 'ء', 'ا', 'ب', 'ة', 'ت', 'ث', 'ج', 'ح', 'خ', 'د', 'ذ', 'ر', 'ز', 'س', 'ش', 'ص', 'ض', 'ط', 'ظ', 'ع', 'غ', 'ـ', 'ف', 'ق', 'ك', 'ل', 'م', 'ن', 'ه', 'و', 'ى', 'ي', 'ٹ', 'پ', 'چ', 'ک', 'گ', 'ں', 'ھ', 'ہ', 'ی', 'ے', 'अ', 'आ', 'उ', 'ए', 'क', 'ख', 'ग', 'च', 'ज', 'ट', 'ड', 'ण', 'त', 'थ', 'द', 'ध', 'न', 'प', 'ब', 'भ', 'म', 'य', 'र', 'ल', 'व', 'श', 'ष', 'स', 'ह', 'ा', 'ि', 'ी', 'ो', '।', '॥', 'ং', 'অ', 'আ', 'ই', 'উ', 'এ', 'ও', 'ক', 'খ', 'গ', 'চ', 'ছ', 'জ', 'ট', 'ড', 'ণ', 'ত', 'থ', 'দ', 'ধ', 'ন', 'প', 'ব', 'ভ', 'ম', 'য', 'র', 'ল', 'শ', 'ষ', 'স', 'হ', 'া', 'ি', 'ী', 'ে', 'க', 'ச', 'ட', 'த', 'ந', 'ன', 'ப', 'ம', 'ய', 'ர', 'ல', 'ள', 'வ', 'ா', 'ி', 'ு', 'ே', 'ை', 'ನ', 'ರ', 'ಾ', 'ක', 'ය', 'ර', 'ල', 'ව', 'ා', 'ก', 'ง', 'ต', 'ท', 'น', 'พ', 'ม', 'ย', 'ร', 'ล', 'ว', 'ส', 'อ', 'า', 'เ', '་', '།', 'ག', 'ང', 'ད', 'ན', 'པ', 'བ', 'མ', 'འ', 'ར', 'ལ', 'ས', 'မ', 'ა', 'ბ', 'გ', 'დ', 'ე', 'ვ', 'თ', 'ი', 'კ', 'ლ', 'მ', 'ნ', 'ო', 'რ', 'ს', 'ტ', 'უ', 'ᄀ', 'ᄂ', 'ᄃ', 'ᄅ', 'ᄆ', 'ᄇ', 'ᄉ', 'ᄊ', 'ᄋ', 'ᄌ', 'ᄎ', 'ᄏ', 'ᄐ', 'ᄑ', 'ᄒ', 'ᅡ', 'ᅢ', 'ᅥ', 'ᅦ', 'ᅧ', 'ᅩ', 'ᅪ', 'ᅭ', 'ᅮ', 'ᅯ', 'ᅲ', 'ᅳ', 'ᅴ', 'ᅵ', 'ᆨ', 'ᆫ', 'ᆯ', 'ᆷ', 'ᆸ', 'ᆼ', 'ᴬ', 'ᴮ', 'ᴰ', 'ᴵ', 'ᴺ', 'ᵀ', 'ᵃ', 'ᵇ', 'ᵈ', 'ᵉ', 'ᵍ', 'ᵏ', 'ᵐ', 'ᵒ', 'ᵖ', 'ᵗ', 'ᵘ', 'ᵢ', 'ᵣ', 'ᵤ', 'ᵥ', 'ᶜ', 'ᶠ', '‐', '‑', '‒', '–', '—', '―', '‖', '‘', '’', '‚', '“', '”', '„', '†', '‡', '•', '…', '‰', '′', '″', '›', '‿', '⁄', '⁰', 'ⁱ', '⁴', '⁵', '⁶', '⁷', '⁸', '⁹', '⁺', '⁻', 'ⁿ', '₀', '₁', '₂', '₃', '₄', '₅', '₆', '₇', '₈', '₉', '₊', '₍', '₎', 'ₐ', 'ₑ', 'ₒ', 'ₓ', 'ₕ', 'ₖ', 'ₗ', 'ₘ', 'ₙ', 'ₚ', 'ₛ', 'ₜ', '₤', '₩', '€', '₱', '₹', 'ℓ', '№', 'ℝ', '™', '⅓', '⅔', '←', '↑', '→', '↓', '↔', '↦', '⇄', '⇌', '⇒', '∂', '∅', '∆', '∇', '∈', '−', '∗', '∘', '√', '∞', '∧', '∨', '∩', '∪', '≈', '≡', '≤', '≥', '⊂', '⊆', '⊕', '⊗', '⋅', '─', '│', '■', '▪', '●', '★', '☆', '☉', '♠', '♣', '♥', '♦', '♭', '♯', '⟨', '⟩', 'ⱼ', '⺩', '⺼', '⽥', '、', '。', '〈', '〉', '《', '》', '「', '」', '『', '』', '〜', 'あ', 'い', 'う', 'え', 'お', 'か', 'き', 'く', 'け', 'こ', 'さ', 'し', 'す', 'せ', 'そ', 'た', 'ち', 'っ', 'つ', 'て', 'と', 'な', 'に', 'ぬ', 'ね', 'の', 'は', 'ひ', 'ふ', 'へ', 'ほ', 'ま', 'み', 'む', 'め', 'も', 'や', 'ゆ', 'よ', 'ら', 'り', 'る', 'れ', 'ろ', 'を', 'ん', 'ァ', 'ア', 'ィ', 'イ', 'ウ', 'ェ', 'エ', 'オ', 'カ', 'キ', 'ク', 'ケ', 'コ', 'サ', 'シ', 'ス', 'セ', 'タ', 'チ', 'ッ', 'ツ', 'テ', 'ト', 'ナ', 'ニ', 'ノ', 'ハ', 'ヒ', 'フ', 'ヘ', 'ホ', 'マ', 'ミ', 'ム', 'メ', 'モ', 'ャ', 'ュ', 'ョ', 'ラ', 'リ', 'ル', 'レ', 'ロ', 'ワ', 'ン', '・', 'ー', '一', '三', '上', '下', '不', '世', '中', '主', '久', '之', '也', '事', '二', '五', '井', '京', '人', '亻', '仁', '介', '代', '仮', '伊', '会', '佐', '侍', '保', '信', '健', '元', '光', '八', '公', '内', '出', '分', '前', '劉', '力', '加', '勝', '北', '区', '十', '千', '南', '博', '原', '口', '古', '史', '司', '合', '吉', '同', '名', '和', '囗', '四', '国', '國', '土', '地', '坂', '城', '堂', '場', '士', '夏', '外', '大', '天', '太', '夫', '奈', '女', '子', '学', '宀', '宇', '安', '宗', '定', '宣', '宮', '家', '宿', '寺', '將', '小', '尚', '山', '岡', '島', '崎', '川', '州', '巿', '帝', '平', '年', '幸', '广', '弘', '張', '彳', '後', '御', '德', '心', '忄', '志', '忠', '愛', '成', '我', '戦', '戸', '手', '扌', '政', '文', '新', '方', '日', '明', '星', '春', '昭', '智', '曲', '書', '月', '有', '朝', '木', '本', '李', '村', '東', '松', '林', '森', '楊', '樹', '橋', '歌', '止', '正', '武', '比', '氏', '民', '水', '氵', '氷', '永', '江', '沢', '河', '治', '法', '海', '清', '漢', '瀬', '火', '版', '犬', '王', '生', '田', '男', '疒', '発', '白', '的', '皇', '目', '相', '省', '真', '石', '示', '社', '神', '福', '禾', '秀', '秋', '空', '立', '章', '竹', '糹', '美', '義', '耳', '良', '艹', '花', '英', '華', '葉', '藤', '行', '街', '西', '見', '訁', '語', '谷', '貝', '貴', '車', '軍', '辶', '道', '郎', '郡', '部', '都', '里', '野', '金', '鈴', '镇', '長', '門', '間', '阝', '阿', '陳', '陽', '雄', '青', '面', '風', '食', '香', '馬', '高', '龍', '龸', 'ﬁ', 'ﬂ', '！', '（', '）', '，', '－', '．', '／', '：', '？', '～', 'the', 'of', 'and', 'in', 'to', 'was', 'he', 'is', 'as', 'for', 'on', 'with', 'that', 'it', 'his', 'by', 'at', 'from', 'her', '##s', 'she', 'you', 'had', 'an', 'were', 'but', 'be', 'this', 'are', 'not', 'my', 'they', 'one', 'which', 'or', 'have', 'him', 'me', 'first', 'all', 'also', 'their', 'has', 'up', 'who', 'out', 'been', 'when', 'after', 'there', 'into', 'new', 'two', 'its', '##a', 'time', 'would', 'no', 'what', 'about', 'said', 'we', 'over', 'then', 'other', 'so', 'more', '##e', 'can', 'if', 'like', 'back', 'them', 'only', 'some', 'could', '##i', 'where', 'just', '##ing', 'during', 'before', '##n', 'do', '##o', 'made', 'school', 'through', 'than', 'now', 'years', 'most', 'world', 'may', 'between', 'down', 'well', 'three', '##d', 'year', 'while', 'will', '##ed', '##r', '##y', 'later', '##t', 'city', 'under', 'around', 'did', 'such', 'being', 'used', 'state', 'people', 'part', 'know', 'against', 'your', 'many', 'second', 'university', 'both', 'national', '##er', 'these', 'don', 'known', 'off', 'way', 'until', 're', 'how', 'even', 'get', 'head', '...', 'didn', '##ly', 'team', 'american', 'because', 'de', '##l', 'born', 'united', 'film', 'since', 'still', 'long', 'work', 'south', 'us', 'became', 'any', 'high', 'again', 'day', 'family', 'see', 'right', 'man', 'eyes', 'house', 'season', 'war', 'states', 'including', 'took', 'life', 'north', 'same', 'each', 'called', 'name', 'much', 'place', 'however', 'go', 'four', 'group', 'another', 'found', 'won', 'area', 'here', 'going', '10', 'away', 'series', 'left', 'home', 'music', 'best', 'make', 'hand', 'number', 'company', 'several', 'never', 'last', 'john', '000', 'very', 'album', 'take', 'end', 'good', 'too', 'following', 'released', 'game', 'played', 'little', 'began', 'district', '##m', 'old', 'want', 'those', 'side', 'held', 'own', 'early', 'county', 'll', 'league', 'use', 'west', '##u', 'face', 'think', '##es', '2010', 'government', '##h', 'march', 'came', 'small', 'general', 'town', 'june', '##on', 'line', 'based', 'something', '##k', 'september', 'thought', 'looked', 'along', 'international', '2011', 'air', 'july', 'club', 'went', 'january', 'october', 'our', 'august', 'april', 'york', '12', 'few', '2012', '2008', 'east', 'show', 'member', 'college', '2009', 'father', 'public', '##us', 'come', 'men', 'five', 'set', 'station', 'church', '##c', 'next', 'former', 'november', 'room', 'party', 'located', 'december', '2013', 'age', 'got', '2007', '##g', 'system', 'let', 'love', '2006', 'though', 'every', '2014', 'look', 'song', 'water', 'century', 'without', 'body', 'black', 'night', 'within', 'great', 'women', 'single', 've', 'building', 'large', 'population', 'river', 'named', 'band', 'white', 'started', '##an', 'once', '15', '20', 'should', '18', '2015', 'service', 'top', 'built', 'british', 'open', 'death', 'king', 'moved', 'local', 'times', 'children', 'february', 'book', 'why', '11', 'door', 'need', 'president', 'order', 'final', 'road', 'wasn', 'although', 'due', 'major', 'died', 'village', 'third', 'knew', '2016', 'asked', 'turned', 'st', 'wanted', 'say', '##p', 'together', 'received', 'main', 'son', 'served', 'different', '##en', 'behind', 'himself', 'felt', 'members', 'power', 'football', 'law', 'voice', 'play', '##in', 'near', 'park', 'history', '30', 'having', '2005', '16', '##man', 'saw', 'mother', '##al', 'army', 'point', 'front', 'help', 'english', 'street', 'art', 'late', 'hands', 'games', 'award', '##ia', 'young', '14', 'put', 'published', 'country', 'division', 'across', 'told', '13', 'often', 'ever', 'french', 'london', 'center', 'six', 'red', '2017', 'led', 'days', 'include', 'light', '25', 'find', 'tell', 'among', 'species', 'really', 'according', 'central', 'half', '2004', 'form', 'original', 'gave', 'office', 'making', 'enough', 'lost', 'full', 'opened', 'must', 'included', 'live', 'given', 'german', 'player', 'run', 'business', 'woman', 'community', 'cup', 'might', 'million', 'land', '2000', 'court', 'development', '17', 'short', 'round', 'ii', 'km', 'seen', 'class', 'story', 'always', 'become', 'sure', 'research', 'almost', 'director', 'council', 'la', '##2', 'career', 'things', 'using', 'island', '##z', 'couldn', 'car', '##is', '24', 'close', 'force', '##1', 'better', 'free', 'support', 'control', 'field', 'students', '2003', 'education', 'married', '##b', 'nothing', 'worked', 'others', 'record', 'big', 'inside', 'level', 'anything', 'continued', 'give', 'james', '##3', 'military', 'established', 'non', 'returned', 'feel', 'does', 'title', 'written', 'thing', 'feet', 'william', 'far', 'co', 'association', 'hard', 'already', '2002', '##ra', 'championship', 'human', 'western', '100', '##na', 'department', 'hall', 'role', 'various', 'production', '21', '19', 'heart', '2001', 'living', 'fire', 'version', '##ers', '##f', 'television', 'royal', '##4', 'produced', 'working', 'act', 'case', 'society', 'region', 'present', 'radio', 'period', 'looking', 'least', 'total', 'keep', 'england', 'wife', 'program', 'per', 'brother', 'mind', 'special', '22', '##le', 'am', 'works', 'soon', '##6', 'political', 'george', 'services', 'taken', 'created', '##7', 'further', 'able', 'reached', 'david', 'union', 'joined', 'upon', 'done', 'important', 'social', 'information', 'either', '##ic', '##x', 'appeared', 'position', 'ground', 'lead', 'rock', 'dark', 'election', '23', 'board', 'france', 'hair', 'course', 'arms', 'site', 'police', 'girl', 'instead', 'real', 'sound', '##v', 'words', 'moment', '##te', 'someone', '##8', 'summer', 'project', 'announced', 'san', 'less', 'wrote', 'past', 'followed', '##5', 'blue', 'founded', 'al', 'finally', 'india', 'taking', 'records', 'america', '##ne', '1999', 'design', 'considered', 'northern', 'god', 'stop', 'battle', 'toward', 'european', 'outside', 'described', 'track', 'today', 'playing', 'language', '28', 'call', '26', 'heard', 'professional', 'low', 'australia', 'miles', 'california', 'win', 'yet', 'green', '##ie', 'trying', 'blood', '##ton', 'southern', 'science', 'maybe', 'everything', 'match', 'square', '27', 'mouth', 'video', 'race', 'recorded', 'leave', 'above', '##9', 'daughter', 'points', 'space', '1998', 'museum', 'change', 'middle', 'common', '##0', 'move', 'tv', 'post', '##ta', 'lake', 'seven', 'tried', 'elected', 'closed', 'ten', 'paul', 'minister', '##th', 'months', 'start', 'chief', 'return', 'canada', 'person', 'sea', 'release', 'similar', 'modern', 'brought', 'rest', 'hit', 'formed', 'mr', '##la', '1997', 'floor', 'event', 'doing', 'thomas', '1996', 'robert', 'care', 'killed', 'training', 'star', 'week', 'needed', 'turn', 'finished', 'railway', 'rather', 'news', 'health', 'sent', 'example', 'ran', 'term', 'michael', 'coming', 'currently', 'yes', 'forces', 'despite', 'gold', 'areas', '50', 'stage', 'fact', '29', 'dead', 'says', 'popular', '2018', 'originally', 'germany', 'probably', 'developed', 'result', 'pulled', 'friend', 'stood', 'money', 'running', 'mi', 'signed', 'word', 'songs', 'child', 'eventually', 'met', 'tour', 'average', 'teams', 'minutes', 'festival', 'current', 'deep', 'kind', '1995', 'decided', 'usually', 'eastern', 'seemed', '##ness', 'episode', 'bed', 'added', 'table', 'indian', 'private', 'charles', 'route', 'available', 'idea', 'throughout', 'centre', 'addition', 'appointed', 'style', '1994', 'books', 'eight', 'construction', 'press', 'mean', 'wall', 'friends', 'remained', 'schools', 'study', '##ch', '##um', 'institute', 'oh', 'chinese', 'sometimes', 'events', 'possible', '1992', 'australian', 'type', 'brown', 'forward', 'talk', 'process', 'food', 'debut', 'seat', 'performance', 'committee', 'features', 'character', 'arts', 'herself', 'else', 'lot', 'strong', 'russian', 'range', 'hours', 'peter', 'arm', '##da', 'morning', 'dr', 'sold', '##ry', 'quickly', 'directed', '1993', 'guitar', 'china', '##w', '31', 'list', '##ma', 'performed', 'media', 'uk', 'players', 'smile', '##rs', 'myself', '40', 'placed', 'coach', 'province', 'towards', 'wouldn', 'leading', 'whole', 'boy', 'official', 'designed', 'grand', 'census', '##el', 'europe', 'attack', 'japanese', 'henry', '1991', '##re', '##os', 'cross', 'getting', 'alone', 'action', 'lower', 'network', 'wide', 'washington', 'japan', '1990', 'hospital', 'believe', 'changed', 'sister', '##ar', 'hold', 'gone', 'sir', 'hadn', 'ship', '##ka', 'studies', 'academy', 'shot', 'rights', 'below', 'base', 'bad', 'involved', 'kept', 'largest', '##ist', 'bank', 'future', 'especially', 'beginning', 'mark', 'movement', 'section', 'female', 'magazine', 'plan', 'professor', 'lord', 'longer', '##ian', 'sat', 'walked', 'hill', 'actually', 'civil', 'energy', 'model', 'families', 'size', 'thus', 'aircraft', 'completed', 'includes', 'data', 'captain', '##or', 'fight', 'vocals', 'featured', 'richard', 'bridge', 'fourth', '1989', 'officer', 'stone', 'hear', '##ism', 'means', 'medical', 'groups', 'management', 'self', 'lips', 'competition', 'entire', 'lived', 'technology', 'leaving', 'federal', 'tournament', 'bit', 'passed', 'hot', 'independent', 'awards', 'kingdom', 'mary', 'spent', 'fine', 'doesn', 'reported', '##ling', 'jack', 'fall', 'raised', 'itself', 'stay', 'true', 'studio', '1988', 'sports', 'replaced', 'paris', 'systems', 'saint', 'leader', 'theatre', 'whose', 'market', 'capital', 'parents', 'spanish', 'canadian', 'earth', '##ity', 'cut', 'degree', 'writing', 'bay', 'christian', 'awarded', 'natural', 'higher', 'bill', '##as', 'coast', 'provided', 'previous', 'senior', 'ft', 'valley', 'organization', 'stopped', 'onto', 'countries', 'parts', 'conference', 'queen', 'security', 'interest', 'saying', 'allowed', 'master', 'earlier', 'phone', 'matter', 'smith', 'winning', 'try', 'happened', 'moving', 'campaign', 'los', '##ley', 'breath', 'nearly', 'mid', '1987', 'certain', 'girls', 'date', 'italian', 'african', 'standing', 'fell', 'artist', '##ted', 'shows', 'deal', 'mine', 'industry', '1986', '##ng', 'everyone', 'republic', 'provide', 'collection', 'library', 'student', '##ville', 'primary', 'owned', 'older', 'via', 'heavy', '1st', 'makes', '##able', 'attention', 'anyone', 'africa', '##ri', 'stated', 'length', 'ended', 'fingers', 'command', 'staff', 'skin', 'foreign', 'opening', 'governor', 'okay', 'medal', 'kill', 'sun', 'cover', 'job', '1985', 'introduced', 'chest', 'hell', 'feeling', '##ies', 'success', 'meet', 'reason', 'standard', 'meeting', 'novel', '1984', 'trade', 'source', 'buildings', '##land', 'rose', 'guy', 'goal', '##ur', 'chapter', 'native', 'husband', 'previously', 'unit', 'limited', 'entered', 'weeks', 'producer', 'operations', 'mountain', 'takes', 'covered', 'forced', 'related', 'roman', 'complete', 'successful', 'key', 'texas', 'cold', '##ya', 'channel', '1980', 'traditional', 'films', 'dance', 'clear', 'approximately', '500', 'nine', 'van', 'prince', 'question', 'active', 'tracks', 'ireland', 'regional', 'silver', 'author', 'personal', 'sense', 'operation', '##ine', 'economic', '1983', 'holding', 'twenty', 'isbn', 'additional', 'speed', 'hour', 'edition', 'regular', 'historic', 'places', 'whom', 'shook', 'movie', 'km²', 'secretary', 'prior', 'report', 'chicago', 'read', 'foundation', 'view', 'engine', 'scored', '1982', 'units', 'ask', 'airport', 'property', 'ready', 'immediately', 'lady', 'month', 'listed', 'contract', '##de', 'manager', 'themselves', 'lines', '##ki', 'navy', 'writer', 'meant', '##ts', 'runs', '##ro', 'practice', 'championships', 'singer', 'glass', 'commission', 'required', 'forest', 'starting', 'culture', 'generally', 'giving', 'access', 'attended', 'test', 'couple', 'stand', 'catholic', 'martin', 'caught', 'executive', '##less', 'eye', '##ey', 'thinking', 'chair', 'quite', 'shoulder', '1979', 'hope', 'decision', 'plays', 'defeated', 'municipality', 'whether', 'structure', 'offered', 'slowly', 'pain', 'ice', 'direction', '##ion', 'paper', 'mission', '1981', 'mostly', '200', 'noted', 'individual', 'managed', 'nature', 'lives', 'plant', '##ha', 'helped', 'except', 'studied', 'computer', 'figure', 'relationship', 'issue', 'significant', 'loss', 'die', 'smiled', 'gun', 'ago', 'highest', '1972', '##am', 'male', 'bring', 'goals', 'mexico', 'problem', 'distance', 'commercial', 'completely', 'location', 'annual', 'famous', 'drive', '1976', 'neck', '1978', 'surface', 'caused', 'italy', 'understand', 'greek', 'highway', 'wrong', 'hotel', 'comes', 'appearance', 'joseph', 'double', 'issues', 'musical', 'companies', 'castle', 'income', 'review', 'assembly', 'bass', 'initially', 'parliament', 'artists', 'experience', '1974', 'particular', 'walk', 'foot', 'engineering', 'talking', 'window', 'dropped', '##ter', 'miss', 'baby', 'boys', 'break', '1975', 'stars', 'edge', 'remember', 'policy', 'carried', 'train', 'stadium', 'bar', 'sex', 'angeles', 'evidence', '##ge', 'becoming', 'assistant', 'soviet', '1977', 'upper', 'step', 'wing', '1970', 'youth', 'financial', 'reach', '##ll', 'actor', 'numerous', '##se', '##st', 'nodded', 'arrived', '##ation', 'minute', '##nt', 'believed', 'sorry', 'complex', 'beautiful', 'victory', 'associated', 'temple', '1968', '1973', 'chance', 'perhaps', 'metal', '##son', '1945', 'bishop', '##et', 'lee', 'launched', 'particularly', 'tree', 'le', 'retired', 'subject', 'prize', 'contains', 'yeah', 'theory', 'empire', '##ce', 'suddenly', 'waiting', 'trust', 'recording', '##to', 'happy', 'terms', 'camp', 'champion', '1971', 'religious', 'pass', 'zealand', 'names', '2nd', 'port', 'ancient', 'tom', 'corner', 'represented', 'watch', 'legal', 'anti', 'justice', 'cause', 'watched', 'brothers', '45', 'material', 'changes', 'simply', 'response', 'louis', 'fast', '##ting', 'answer', '60', 'historical', '1969', 'stories', 'straight', 'create', 'feature', 'increased', 'rate', 'administration', 'virginia', 'el', 'activities', 'cultural', 'overall', 'winner', 'programs', 'basketball', 'legs', 'guard', 'beyond', 'cast', 'doctor', 'mm', 'flight', 'results', 'remains', 'cost', 'effect', 'winter', '##ble', 'larger', 'islands', 'problems', 'chairman', 'grew', 'commander', 'isn', '1967', 'pay', 'failed', 'selected', 'hurt', 'fort', 'box', 'regiment', 'majority', 'journal', '35', 'edward', 'plans', '##ke', '##ni', 'shown', 'pretty', 'irish', 'characters', 'directly', 'scene', 'likely', 'operated', 'allow', 'spring', '##j', 'junior', 'matches', 'looks', 'mike', 'houses', 'fellow', '##tion', 'beach', 'marriage', '##ham', '##ive', 'rules', 'oil', '65', 'florida', 'expected', 'nearby', 'congress', 'sam', 'peace', 'recent', 'iii', 'wait', 'subsequently', 'cell', '##do', 'variety', 'serving', 'agreed', 'please', 'poor', 'joe', 'pacific', 'attempt', 'wood', 'democratic', 'piece', 'prime', '##ca', 'rural', 'mile', 'touch', 'appears', 'township', '1964', '1966', 'soldiers', '##men', '##ized', '1965', 'pennsylvania', 'closer', 'fighting', 'claimed', 'score', 'jones', 'physical', 'editor', '##ous', 'filled', 'genus', 'specific', 'sitting', 'super', 'mom', '##va', 'therefore', 'supported', 'status', 'fear', 'cases', 'store', 'meaning', 'wales', 'minor', 'spain', 'tower', 'focus', 'vice', 'frank', 'follow', 'parish', 'separate', 'golden', 'horse', 'fifth', 'remaining', 'branch', '32', 'presented', 'stared', '##id', 'uses', 'secret', 'forms', '##co', 'baseball', 'exactly', '##ck', 'choice', 'note', 'discovered', 'travel', 'composed', 'truth', 'russia', 'ball', 'color', 'kiss', 'dad', 'wind', 'continue', 'ring', 'referred', 'numbers', 'digital', 'greater', '##ns', 'metres', 'slightly', 'direct', 'increase', '1960', 'responsible', 'crew', 'rule', 'trees', 'troops', '##no', 'broke', 'goes', 'individuals', 'hundred', 'weight', 'creek', 'sleep', 'memory', 'defense', 'provides', 'ordered', 'code', 'value', 'jewish', 'windows', '1944', 'safe', 'judge', 'whatever', 'corps', 'realized', 'growing', 'pre', '##ga', 'cities', 'alexander', 'gaze', 'lies', 'spread', 'scott', 'letter', 'showed', 'situation', 'mayor', 'transport', 'watching', 'workers', 'extended', '##li', 'expression', 'normal', '##ment', 'chart', 'multiple', 'border', '##ba', 'host', '##ner', 'daily', 'mrs', 'walls', 'piano', '##ko', 'heat', 'cannot', '##ate', 'earned', 'products', 'drama', 'era', 'authority', 'seasons', 'join', 'grade', '##io', 'sign', 'difficult', 'machine', '1963', 'territory', 'mainly', '##wood', 'stations', 'squadron', '1962', 'stepped', 'iron', '19th', '##led', 'serve', 'appear', 'sky', 'speak', 'broken', 'charge', 'knowledge', 'kilometres', 'removed', 'ships', 'article', 'campus', 'simple', '##ty', 'pushed', 'britain', '##ve', 'leaves', 'recently', 'cd', 'soft', 'boston', 'latter', 'easy', 'acquired', 'poland', '##sa', 'quality', 'officers', 'presence', 'planned', 'nations', 'mass', 'broadcast', 'jean', 'share', 'image', 'influence', 'wild', 'offer', 'emperor', 'electric', 'reading', 'headed', 'ability', 'promoted', 'yellow', 'ministry', '1942', 'throat', 'smaller', 'politician', '##by', 'latin', 'spoke', 'cars', 'williams', 'males', 'lack', 'pop', '80', '##ier', 'acting', 'seeing', 'consists', '##ti', 'estate', '1961', 'pressure', 'johnson', 'newspaper', 'jr', 'chris', 'olympics', 'online', 'conditions', 'beat', 'elements', 'walking', 'vote', '##field', 'needs', 'carolina', 'text', 'featuring', 'global', 'block', 'shirt', 'levels', 'francisco', 'purpose', 'females', 'et', 'dutch', 'duke', 'ahead', 'gas', 'twice', 'safety', 'serious', 'turning', 'highly', 'lieutenant', 'firm', 'maria', 'amount', 'mixed', 'daniel', 'proposed', 'perfect', 'agreement', 'affairs', '3rd', 'seconds', 'contemporary', 'paid', '1943', 'prison', 'save', 'kitchen', 'label', 'administrative', 'intended', 'constructed', 'academic', 'nice', 'teacher', 'races', '1956', 'formerly', 'corporation', 'ben', 'nation', 'issued', 'shut', '1958', 'drums', 'housing', 'victoria', 'seems', 'opera', '1959', 'graduated', 'function', 'von', 'mentioned', 'picked', 'build', 'recognized', 'shortly', 'protection', 'picture', 'notable', 'exchange', 'elections', '1980s', 'loved', 'percent', 'racing', 'fish', 'elizabeth', 'garden', 'volume', 'hockey', '1941', 'beside', 'settled', '##ford', '1940', 'competed', 'replied', 'drew', '1948', 'actress', 'marine', 'scotland', 'steel', 'glanced', 'farm', 'steve', '1957', 'risk', 'tonight', 'positive', 'magic', 'singles', 'effects', 'gray', 'screen', 'dog', '##ja', 'residents', 'bus', 'sides', 'none', 'secondary', 'literature', 'polish', 'destroyed', 'flying', 'founder', 'households', '1939', 'lay', 'reserve', 'usa', 'gallery', '##ler', '1946', 'industrial', 'younger', 'approach', 'appearances', 'urban', 'ones', '1950', 'finish', 'avenue', 'powerful', 'fully', 'growth', 'page', 'honor', 'jersey', 'projects', 'advanced', 'revealed', 'basic', '90', 'infantry', 'pair', 'equipment', 'visit', '33', 'evening', 'search', 'grant', 'effort', 'solo', 'treatment', 'buried', 'republican', 'primarily', 'bottom', 'owner', '1970s', 'israel', 'gives', 'jim', 'dream', 'bob', 'remain', 'spot', '70', 'notes', 'produce', 'champions', 'contact', 'ed', 'soul', 'accepted', 'ways', 'del', '##ally', 'losing', 'split', 'price', 'capacity', 'basis', 'trial', 'questions', '##ina', '1955', '20th', 'guess', 'officially', 'memorial', 'naval', 'initial', '##ization', 'whispered', 'median', 'engineer', '##ful', 'sydney', '##go', 'columbia', 'strength', '300', '1952', 'tears', 'senate', '00', 'card', 'asian', 'agent', '1947', 'software', '44', 'draw', 'warm', 'supposed', 'com', 'pro', '##il', 'transferred', 'leaned', '##at', 'candidate', 'escape', 'mountains', 'asia', 'potential', 'activity', 'entertainment', 'seem', 'traffic', 'jackson', 'murder', '36', 'slow', 'product', 'orchestra', 'haven', 'agency', 'bbc', 'taught', 'website', 'comedy', 'unable', 'storm', 'planning', 'albums', 'rugby', 'environment', 'scientific', 'grabbed', 'protect', '##hi', 'boat', 'typically', '1954', '1953', 'damage', 'principal', 'divided', 'dedicated', 'mount', 'ohio', '##berg', 'pick', 'fought', 'driver', '##der', 'empty', 'shoulders', 'sort', 'thank', 'berlin', 'prominent', 'account', 'freedom', 'necessary', 'efforts', 'alex', 'headquarters', 'follows', 'alongside', 'des', 'simon', 'andrew', 'suggested', 'operating', 'learning', 'steps', '1949', 'sweet', 'technical', 'begin', 'easily', '34', 'teeth', 'speaking', 'settlement', 'scale', '##sh', 'renamed', 'ray', 'max', 'enemy', 'semi', 'joint', 'compared', '##rd', 'scottish', 'leadership', 'analysis', 'offers', 'georgia', 'pieces', 'captured', 'animal', 'deputy', 'guest', 'organized', '##lin', 'tony', 'combined', 'method', 'challenge', '1960s', 'huge', 'wants', 'battalion', 'sons', 'rise', 'crime', 'types', 'facilities', 'telling', 'path', '1951', 'platform', 'sit', '1990s', '##lo', 'tells', 'assigned', 'rich', 'pull', '##ot', 'commonly', 'alive', '##za', 'letters', 'concept', 'conducted', 'wearing', 'happen', 'bought', 'becomes', 'holy', 'gets', 'ocean', 'defeat', 'languages', 'purchased', 'coffee', 'occurred', 'titled', '##q', 'declared', 'applied', 'sciences', 'concert', 'sounds', 'jazz', 'brain', '##me', 'painting', 'fleet', 'tax', 'nick', '##ius', 'michigan', 'count', 'animals', 'leaders', 'episodes', '##line', 'content', '##den', 'birth', '##it', 'clubs', '64', 'palace', 'critical', 'refused', 'fair', 'leg', 'laughed', 'returning', 'surrounding', 'participated', 'formation', 'lifted', 'pointed', 'connected', 'rome', 'medicine', 'laid', 'taylor', 'santa', 'powers', 'adam', 'tall', 'shared', 'focused', 'knowing', 'yards', 'entrance', 'falls', '##wa', 'calling', '##ad', 'sources', 'chosen', 'beneath', 'resources', 'yard', '##ite', 'nominated', 'silence', 'zone', 'defined', '##que', 'gained', 'thirty', '38', 'bodies', 'moon', '##ard', 'adopted', 'christmas', 'widely', 'register', 'apart', 'iran', 'premier', 'serves', 'du', 'unknown', 'parties', '##les', 'generation', '##ff', 'continues', 'quick', 'fields', 'brigade', 'quiet', 'teaching', 'clothes', 'impact', 'weapons', 'partner', 'flat', 'theater', 'supreme', '1938', '37', 'relations', '##tor', 'plants', 'suffered', '1936', 'wilson', 'kids', 'begins', '##age', '1918', 'seats', 'armed', 'internet', 'models', 'worth', 'laws', '400', 'communities', 'classes', 'background', 'knows', 'thanks', 'quarter', 'reaching', 'humans', 'carry', 'killing', 'format', 'kong', 'hong', 'setting', '75', 'architecture', 'disease', 'railroad', 'inc', 'possibly', 'wish', 'arthur', 'thoughts', 'harry', 'doors', 'density', '##di', 'crowd', 'illinois', 'stomach', 'tone', 'unique', 'reports', 'anyway', '##ir', 'liberal', 'der', 'vehicle', 'thick', 'dry', 'drug', 'faced', 'largely', 'facility', 'theme', 'holds', 'creation', 'strange', 'colonel', '##mi', 'revolution', 'bell', 'politics', 'turns', 'silent', 'rail', 'relief', 'independence', 'combat', 'shape', 'write', 'determined', 'sales', 'learned', '4th', 'finger', 'oxford', 'providing', '1937', 'heritage', 'fiction', 'situated', 'designated', 'allowing', 'distribution', 'hosted', '##est', 'sight', 'interview', 'estimated', 'reduced', '##ria', 'toronto', 'footballer', 'keeping', 'guys', 'damn', 'claim', 'motion', 'sport', 'sixth', 'stayed', '##ze', 'en', 'rear', 'receive', 'handed', 'twelve', 'dress', 'audience', 'granted', 'brazil', '##well', 'spirit', '##ated', 'noticed', 'etc', 'olympic', 'representative', 'eric', 'tight', 'trouble', 'reviews', 'drink', 'vampire', 'missing', 'roles', 'ranked', 'newly', 'household', 'finals', 'wave', 'critics', '##ee', 'phase', 'massachusetts', 'pilot', 'unlike', 'philadelphia', 'bright', 'guns', 'crown', 'organizations', 'roof', '42', 'respectively', 'clearly', 'tongue', 'marked', 'circle', 'fox', 'korea', 'bronze', 'brian', 'expanded', 'sexual', 'supply', 'yourself', 'inspired', 'labour', 'fc', '##ah', 'reference', 'vision', 'draft', 'connection', 'brand', 'reasons', '1935', 'classic', 'driving', 'trip', 'jesus', 'cells', 'entry', '1920', 'neither', 'trail', 'claims', 'atlantic', 'orders', 'labor', 'nose', 'afraid', 'identified', 'intelligence', 'calls', 'cancer', 'attacked', 'passing', 'stephen', 'positions', 'imperial', 'grey', 'jason', '39', 'sunday', '48', 'swedish', 'avoid', 'extra', 'uncle', 'message', 'covers', 'allows', 'surprise', 'materials', 'fame', 'hunter', '##ji', '1930', 'citizens', 'figures', 'davis', 'environmental', 'confirmed', 'shit', 'titles', 'di', 'performing', 'difference', 'acts', 'attacks', '##ov', 'existing', 'votes', 'opportunity', 'nor', 'shop', 'entirely', 'trains', 'opposite', 'pakistan', '##pa', 'develop', 'resulted', 'representatives', 'actions', 'reality', 'pressed', '##ish', 'barely', 'wine', 'conversation', 'faculty', 'northwest', 'ends', 'documentary', 'nuclear', 'stock', 'grace', 'sets', 'eat', 'alternative', '##ps', 'bag', 'resulting', 'creating', 'surprised', 'cemetery', '1919', 'drop', 'finding', 'sarah', 'cricket', 'streets', 'tradition', 'ride', '1933', 'exhibition', 'target', 'ear', 'explained', 'rain', 'composer', 'injury', 'apartment', 'municipal', 'educational', 'occupied', 'netherlands', 'clean', 'billion', 'constitution', 'learn', '1914', 'maximum', 'classical', 'francis', 'lose', 'opposition', 'jose', 'ontario', 'bear', 'core', 'hills', 'rolled', 'ending', 'drawn', 'permanent', 'fun', '##tes', '##lla', 'lewis', 'sites', 'chamber', 'ryan', '##way', 'scoring', 'height', '1934', '##house', 'lyrics', 'staring', '55', 'officials', '1917', 'snow', 'oldest', '##tic', 'orange', '##ger', 'qualified', 'interior', 'apparently', 'succeeded', 'thousand', 'dinner', 'lights', 'existence', 'fans', 'heavily', '41', 'greatest', 'conservative', 'send', 'bowl', 'plus', 'enter', 'catch', '##un', 'economy', 'duty', '1929', 'speech', 'authorities', 'princess', 'performances', 'versions', 'shall', 'graduate', 'pictures', 'effective', 'remembered', 'poetry', 'desk', 'crossed', 'starring', 'starts', 'passenger', 'sharp', '##ant', 'acres', 'ass', 'weather', 'falling', 'rank', 'fund', 'supporting', 'check', 'adult', 'publishing', 'heads', 'cm', 'southeast', 'lane', '##burg', 'application', 'bc', '##ura', 'les', 'condition', 'transfer', 'prevent', 'display', 'ex', 'regions', 'earl', 'federation', 'cool', 'relatively', 'answered', 'besides', '1928', 'obtained', 'portion', '##town', 'mix', '##ding', 'reaction', 'liked', 'dean', 'express', 'peak', '1932', '##tte', 'counter', 'religion', 'chain', 'rare', 'miller', 'convention', 'aid', 'lie', 'vehicles', 'mobile', 'perform', 'squad', 'wonder', 'lying', 'crazy', 'sword', '##ping', 'attempted', 'centuries', 'weren', 'philosophy', 'category', '##ize', 'anna', 'interested', '47', 'sweden', 'wolf', 'frequently', 'abandoned', 'kg', 'literary', 'alliance', 'task', 'entitled', '##ay', 'threw', 'promotion', 'factory', 'tiny', 'soccer', 'visited', 'matt', 'fm', 'achieved', '52', 'defence', 'internal', 'persian', '43', 'methods', '##ging', 'arrested', 'otherwise', 'cambridge', 'programming', 'villages', 'elementary', 'districts', 'rooms', 'criminal', 'conflict', 'worry', 'trained', '1931', 'attempts', 'waited', 'signal', 'bird', 'truck', 'subsequent', 'programme', '##ol', 'ad', '49', 'communist', 'details', 'faith', 'sector', 'patrick', 'carrying', 'laugh', '##ss', 'controlled', 'korean', 'showing', 'origin', 'fuel', 'evil', '1927', '##ent', 'brief', 'identity', 'darkness', 'address', 'pool', 'missed', 'publication', 'web', 'planet', 'ian', 'anne', 'wings', 'invited', '##tt', 'briefly', 'standards', 'kissed', '##be', 'ideas', 'climate', 'causing', 'walter', 'worse', 'albert', 'articles', 'winners', 'desire', 'aged', 'northeast', 'dangerous', 'gate', 'doubt', '1922', 'wooden', 'multi', '##ky', 'poet', 'rising', 'funding', '46', 'communications', 'communication', 'violence', 'copies', 'prepared', 'ford', 'investigation', 'skills', '1924', 'pulling', 'electronic', '##ak', '##ial', '##han', 'containing', 'ultimately', 'offices', 'singing', 'understanding', 'restaurant', 'tomorrow', 'fashion', 'christ', 'ward', 'da', 'pope', 'stands', '5th', 'flow', 'studios', 'aired', 'commissioned', 'contained', 'exist', 'fresh', 'americans', '##per', 'wrestling', 'approved', 'kid', 'employed', 'respect', 'suit', '1925', 'angel', 'asking', 'increasing', 'frame', 'angry', 'selling', '1950s', 'thin', 'finds', '##nd', 'temperature', 'statement', 'ali', 'explain', 'inhabitants', 'towns', 'extensive', 'narrow', '51', 'jane', 'flowers', 'images', 'promise', 'somewhere', 'object', 'fly', 'closely', '##ls', '1912', 'bureau', 'cape', '1926', 'weekly', 'presidential', 'legislative', '1921', '##ai', '##au', 'launch', 'founding', '##ny', '978', '##ring', 'artillery', 'strike', 'un', 'institutions', 'roll', 'writers', 'landing', 'chose', 'kevin', 'anymore', 'pp', '##ut', 'attorney', 'fit', 'dan', 'billboard', 'receiving', 'agricultural', 'breaking', 'sought', 'dave', 'admitted', 'lands', 'mexican', '##bury', 'charlie', 'specifically', 'hole', 'iv', 'howard', 'credit', 'moscow', 'roads', 'accident', '1923', 'proved', 'wear', 'struck', 'hey', 'guards', 'stuff', 'slid', 'expansion', '1915', 'cat', 'anthony', '##kin', 'melbourne', 'opposed', 'sub', 'southwest', 'architect', 'failure', 'plane', '1916', '##ron', 'map', 'camera', 'tank', 'listen', 'regarding', 'wet', 'introduction', 'metropolitan', 'link', 'ep', 'fighter', 'inch', 'grown', 'gene', 'anger', 'fixed', 'buy', 'dvd', 'khan', 'domestic', 'worldwide', 'chapel', 'mill', 'functions', 'examples', '##head', 'developing', '1910', 'turkey', 'hits', 'pocket', 'antonio', 'papers', 'grow', 'unless', 'circuit', '18th', 'concerned', 'attached', 'journalist', 'selection', 'journey', 'converted', 'provincial', 'painted', 'hearing', 'aren', 'bands', 'negative', 'aside', 'wondered', 'knight', 'lap', 'survey', 'ma', '##ow', 'noise', 'billy', '##ium', 'shooting', 'guide', 'bedroom', 'priest', 'resistance', 'motor', 'homes', 'sounded', 'giant', '##mer', '150', 'scenes', 'equal', 'comic', 'patients', 'hidden', 'solid', 'actual', 'bringing', 'afternoon', 'touched', 'funds', 'wedding', 'consisted', 'marie', 'canal', 'sr', 'kim', 'treaty', 'turkish', 'recognition', 'residence', 'cathedral', 'broad', 'knees', 'incident', 'shaped', 'fired', 'norwegian', 'handle', 'cheek', 'contest', 'represent', '##pe', 'representing', 'beauty', '##sen', 'birds', 'advantage', 'emergency', 'wrapped', 'drawing', 'notice', 'pink', 'broadcasting', '##ong', 'somehow', 'bachelor', 'seventh', 'collected', 'registered', 'establishment', 'alan', 'assumed', 'chemical', 'personnel', 'roger', 'retirement', 'jeff', 'portuguese', 'wore', 'tied', 'device', 'threat', 'progress', 'advance', '##ised', 'banks', 'hired', 'manchester', 'nfl', 'teachers', 'structures', 'forever', '##bo', 'tennis', 'helping', 'saturday', 'sale', 'applications', 'junction', 'hip', 'incorporated', 'neighborhood', 'dressed', 'ceremony', '##ds', 'influenced', 'hers', 'visual', 'stairs', 'decades', 'inner', 'kansas', 'hung', 'hoped', 'gain', 'scheduled', 'downtown', 'engaged', 'austria', 'clock', 'norway', 'certainly', 'pale', 'protected', '1913', 'victor', 'employees', 'plate', 'putting', 'surrounded', '##ists', 'finishing', 'blues', 'tropical', '##ries', 'minnesota', 'consider', 'philippines', 'accept', '54', 'retrieved', '1900', 'concern', 'anderson', 'properties', 'institution', 'gordon', 'successfully', 'vietnam', '##dy', 'backing', 'outstanding', 'muslim', 'crossing', 'folk', 'producing', 'usual', 'demand', 'occurs', 'observed', 'lawyer', 'educated', '##ana', 'kelly', 'string', 'pleasure', 'budget', 'items', 'quietly', 'colorado', 'philip', 'typical', '##worth', 'derived', '600', 'survived', 'asks', 'mental', '##ide', '56', 'jake', 'jews', 'distinguished', 'ltd', '1911', 'sri', 'extremely', '53', 'athletic', 'loud', 'thousands', 'worried', 'shadow', 'transportation', 'horses', 'weapon', 'arena', 'importance', 'users', 'tim', 'objects', 'contributed', 'dragon', 'douglas', 'aware', 'senator', 'johnny', 'jordan', 'sisters', 'engines', 'flag', 'investment', 'samuel', 'shock', 'capable', 'clark', 'row', 'wheel', 'refers', 'session', 'familiar', 'biggest', 'wins', 'hate', 'maintained', 'drove', 'hamilton', 'request', 'expressed', 'injured', 'underground', 'churches', 'walker', 'wars', 'tunnel', 'passes', 'stupid', 'agriculture', 'softly', 'cabinet', 'regarded', 'joining', 'indiana', '##ea', '##ms', 'push', 'dates', 'spend', 'behavior', 'woods', 'protein', 'gently', 'chase', 'morgan', 'mention', 'burning', 'wake', 'combination', 'occur', 'mirror', 'leads', 'jimmy', 'indeed', 'impossible', 'singapore', 'paintings', 'covering', '##nes', 'soldier', 'locations', 'attendance', 'sell', 'historian', 'wisconsin', 'invasion', 'argued', 'painter', 'diego', 'changing', 'egypt', '##don', 'experienced', 'inches', '##ku', 'missouri', 'vol', 'grounds', 'spoken', 'switzerland', '##gan', 'reform', 'rolling', 'ha', 'forget', 'massive', 'resigned', 'burned', 'allen', 'tennessee', 'locked', 'values', 'improved', '##mo', 'wounded', 'universe', 'sick', 'dating', 'facing', 'pack', 'purchase', 'user', '##pur', 'moments', '##ul', 'merged', 'anniversary', '1908', 'coal', 'brick', 'understood', 'causes', 'dynasty', 'queensland', 'establish', 'stores', 'crisis', 'promote', 'hoping', 'views', 'cards', 'referee', 'extension', '##si', 'raise', 'arizona', 'improve', 'colonial', 'formal', 'charged', '##rt', 'palm', 'lucky', 'hide', 'rescue', 'faces', '95', 'feelings', 'candidates', 'juan', '##ell', 'goods', '6th', 'courses', 'weekend', '59', 'luke', 'cash', 'fallen', '##om', 'delivered', 'affected', 'installed', 'carefully', 'tries', 'swiss', 'hollywood', 'costs', 'lincoln', 'responsibility', '##he', 'shore', 'file', 'proper', 'normally', 'maryland', 'assistance', 'jump', 'constant', 'offering', 'friendly', 'waters', 'persons', 'realize', 'contain', 'trophy', '800', 'partnership', 'factor', '58', 'musicians', 'cry', 'bound', 'oregon', 'indicated', 'hero', 'houston', 'medium', '##ure', 'consisting', 'somewhat', '##ara', '57', 'cycle', '##che', 'beer', 'moore', 'frederick', 'gotten', 'eleven', 'worst', 'weak', 'approached', 'arranged', 'chin', 'loan', 'universal', 'bond', 'fifteen', 'pattern', 'disappeared', '##ney', 'translated', '##zed', 'lip', 'arab', 'capture', 'interests', 'insurance', '##chi', 'shifted', 'cave', 'prix', 'warning', 'sections', 'courts', 'coat', 'plot', 'smell', 'feed', 'golf', 'favorite', 'maintain', 'knife', 'vs', 'voted', 'degrees', 'finance', 'quebec', 'opinion', 'translation', 'manner', 'ruled', 'operate', 'productions', 'choose', 'musician', 'discovery', 'confused', 'tired', 'separated', 'stream', 'techniques', 'committed', 'attend', 'ranking', 'kings', 'throw', 'passengers', 'measure', 'horror', 'fan', 'mining', 'sand', 'danger', 'salt', 'calm', 'decade', 'dam', 'require', 'runner', '##ik', 'rush', 'associate', 'greece', '##ker', 'rivers', 'consecutive', 'matthew', '##ski', 'sighed', 'sq', 'documents', 'steam', 'edited', 'closing', 'tie', 'accused', '1905', '##ini', 'islamic', 'distributed', 'directors', 'organisation', 'bruce', '7th', 'breathing', 'mad', 'lit', 'arrival', 'concrete', 'taste', '08', 'composition', 'shaking', 'faster', 'amateur', 'adjacent', 'stating', '1906', 'twin', 'flew', '##ran', 'tokyo', 'publications', '##tone', 'obviously', 'ridge', 'storage', '1907', 'carl', 'pages', 'concluded', 'desert', 'driven', 'universities', 'ages', 'terminal', 'sequence', 'borough', '250', 'constituency', 'creative', 'cousin', 'economics', 'dreams', 'margaret', 'notably', 'reduce', 'montreal', 'mode', '17th', 'ears', 'saved', 'jan', 'vocal', '##ica', '1909', 'andy', '##jo', 'riding', 'roughly', 'threatened', '##ise', 'meters', 'meanwhile', 'landed', 'compete', 'repeated', 'grass', 'czech', 'regularly', 'charges', 'tea', 'sudden', 'appeal', '##ung', 'solution', 'describes', 'pierre', 'classification', 'glad', 'parking', '##ning', 'belt', 'physics', '99', 'rachel', 'add', 'hungarian', 'participate', 'expedition', 'damaged', 'gift', 'childhood', '85', 'fifty', '##red', 'mathematics', 'jumped', 'letting', 'defensive', 'mph', '##ux', '##gh', 'testing', '##hip', 'hundreds', 'shoot', 'owners', 'matters', 'smoke', 'israeli', 'kentucky', 'dancing', 'mounted', 'grandfather', 'emma', 'designs', 'profit', 'argentina', '##gs', 'truly', 'li', 'lawrence', 'cole', 'begun', 'detroit', 'willing', 'branches', 'smiling', 'decide', 'miami', 'enjoyed', 'recordings', '##dale', 'poverty', 'ethnic', 'gay', '##bi', 'gary', 'arabic', '09', 'accompanied', '##one', '##ons', 'fishing', 'determine', 'residential', 'acid', '##ary', 'alice', 'returns', 'starred', 'mail', '##ang', 'jonathan', 'strategy', '##ue', 'net', 'forty', 'cook', 'businesses', 'equivalent', 'commonwealth', 'distinct', 'ill', '##cy', 'seriously', '##ors', '##ped', 'shift', 'harris', 'replace', 'rio', 'imagine', 'formula', 'ensure', '##ber', 'additionally', 'scheme', 'conservation', 'occasionally', 'purposes', 'feels', 'favor', '##and', '##ore', '1930s', 'contrast', 'hanging', 'hunt', 'movies', '1904', 'instruments', 'victims', 'danish', 'christopher', 'busy', 'demon', 'sugar', 'earliest', 'colony', 'studying', 'balance', 'duties', '##ks', 'belgium', 'slipped', 'carter', '05', 'visible', 'stages', 'iraq', 'fifa', '##im', 'commune', 'forming', 'zero', '07', 'continuing', 'talked', 'counties', 'legend', 'bathroom', 'option', 'tail', 'clay', 'daughters', 'afterwards', 'severe', 'jaw', 'visitors', '##ded', 'devices', 'aviation', 'russell', 'kate', '##vi', 'entering', 'subjects', '##ino', 'temporary', 'swimming', 'forth', 'smooth', 'ghost', 'audio', 'bush', 'operates', 'rocks', 'movements', 'signs', 'eddie', '##tz', 'ann', 'voices', 'honorary', '06', 'memories', 'dallas', 'pure', 'measures', 'racial', 'promised', '66', 'harvard', 'ceo', '16th', 'parliamentary', 'indicate', 'benefit', 'flesh', 'dublin', 'louisiana', '1902', '1901', 'patient', 'sleeping', '1903', 'membership', 'coastal', 'medieval', 'wanting', 'element', 'scholars', 'rice', '62', 'limit', 'survive', 'makeup', 'rating', 'definitely', 'collaboration', 'obvious', '##tan', 'boss', 'ms', 'baron', 'birthday', 'linked', 'soil', 'diocese', '##lan', 'ncaa', '##mann', 'offensive', 'shell', 'shouldn', 'waist', '##tus', 'plain', 'ross', 'organ', 'resolution', 'manufacturing', 'adding', 'relative', 'kennedy', '98', 'whilst', 'moth', 'marketing', 'gardens', 'crash', '72', 'heading', 'partners', 'credited', 'carlos', 'moves', 'cable', '##zi', 'marshall', '##out', 'depending', 'bottle', 'represents', 'rejected', 'responded', 'existed', '04', 'jobs', 'denmark', 'lock', '##ating', 'treated', 'graham', 'routes', 'talent', 'commissioner', 'drugs', 'secure', 'tests', 'reign', 'restored', 'photography', '##gi', 'contributions', 'oklahoma', 'designer', 'disc', 'grin', 'seattle', 'robin', 'paused', 'atlanta', 'unusual', '##gate', 'praised', 'las', 'laughing', 'satellite', 'hungary', 'visiting', '##sky', 'interesting', 'factors', 'deck', 'poems', 'norman', '##water', 'stuck', 'speaker', 'rifle', 'domain', 'premiered', '##her', 'dc', 'comics', 'actors', '01', 'reputation', 'eliminated', '8th', 'ceiling', 'prisoners', 'script', '##nce', 'leather', 'austin', 'mississippi', 'rapidly', 'admiral', 'parallel', 'charlotte', 'guilty', 'tools', 'gender', 'divisions', 'fruit', '##bs', 'laboratory', 'nelson', 'fantasy', 'marry', 'rapid', 'aunt', 'tribe', 'requirements', 'aspects', 'suicide', 'amongst', 'adams', 'bone', 'ukraine', 'abc', 'kick', 'sees', 'edinburgh', 'clothing', 'column', 'rough', 'gods', 'hunting', 'broadway', 'gathered', 'concerns', '##ek', 'spending', 'ty', '12th', 'snapped', 'requires', 'solar', 'bones', 'cavalry', '##tta', 'iowa', 'drinking', 'waste', 'index', 'franklin', 'charity', 'thompson', 'stewart', 'tip', 'flash', 'landscape', 'friday', 'enjoy', 'singh', 'poem', 'listening', '##back', 'eighth', 'fred', 'differences', 'adapted', 'bomb', 'ukrainian', 'surgery', 'corporate', 'masters', 'anywhere', '##more', 'waves', 'odd', 'sean', 'portugal', 'orleans', 'dick', 'debate', 'kent', 'eating', 'puerto', 'cleared', '96', 'expect', 'cinema', '97', 'guitarist', 'blocks', 'electrical', 'agree', 'involving', 'depth', 'dying', 'panel', 'struggle', '##ged', 'peninsula', 'adults', 'novels', 'emerged', 'vienna', 'metro', 'debuted', 'shoes', 'tamil', 'songwriter', 'meets', 'prove', 'beating', 'instance', 'heaven', 'scared', 'sending', 'marks', 'artistic', 'passage', 'superior', '03', 'significantly', 'shopping', '##tive', 'retained', '##izing', 'malaysia', 'technique', 'cheeks', '##ola', 'warren', 'maintenance', 'destroy', 'extreme', 'allied', '120', 'appearing', '##yn', 'fill', 'advice', 'alabama', 'qualifying', 'policies', 'cleveland', 'hat', 'battery', 'smart', 'authors', '10th', 'soundtrack', 'acted', 'dated', 'lb', 'glance', 'equipped', 'coalition', 'funny', 'outer', 'ambassador', 'roy', 'possibility', 'couples', 'campbell', 'dna', 'loose', 'ethan', 'supplies', '1898', 'gonna', '88', 'monster', '##res', 'shake', 'agents', 'frequency', 'springs', 'dogs', 'practices', '61', 'gang', 'plastic', 'easier', 'suggests', 'gulf', 'blade', 'exposed', 'colors', 'industries', 'markets', 'pan', 'nervous', 'electoral', 'charts', 'legislation', 'ownership', '##idae', 'mac', 'appointment', 'shield', 'copy', 'assault', 'socialist', 'abbey', 'monument', 'license', 'throne', 'employment', 'jay', '93', 'replacement', 'charter', 'cloud', 'powered', 'suffering', 'accounts', 'oak', 'connecticut', 'strongly', 'wright', 'colour', 'crystal', '13th', 'context', 'welsh', 'networks', 'voiced', 'gabriel', 'jerry', '##cing', 'forehead', 'mp', '##ens', 'manage', 'schedule', 'totally', 'remix', '##ii', 'forests', 'occupation', 'print', 'nicholas', 'brazilian', 'strategic', 'vampires', 'engineers', '76', 'roots', 'seek', 'correct', 'instrumental', 'und', 'alfred', 'backed', 'hop', '##des', 'stanley', 'robinson', 'traveled', 'wayne', 'welcome', 'austrian', 'achieve', '67', 'exit', 'rates', '1899', 'strip', 'whereas', '##cs', 'sing', 'deeply', 'adventure', 'bobby', 'rick', 'jamie', 'careful', 'components', 'cap', 'useful', 'personality', 'knee', '##shi', 'pushing', 'hosts', '02', 'protest', 'ca', 'ottoman', 'symphony', '##sis', '63', 'boundary', '1890', 'processes', 'considering', 'considerable', 'tons', '##work', '##ft', '##nia', 'cooper', 'trading', 'dear', 'conduct', '91', 'illegal', 'apple', 'revolutionary', 'holiday', 'definition', 'harder', '##van', 'jacob', 'circumstances', 'destruction', '##lle', 'popularity', 'grip', 'classified', 'liverpool', 'donald', 'baltimore', 'flows', 'seeking', 'honour', 'approval', '92', 'mechanical', 'till', 'happening', 'statue', 'critic', 'increasingly', 'immediate', 'describe', 'commerce', 'stare', '##ster', 'indonesia', 'meat', 'rounds', 'boats', 'baker', 'orthodox', 'depression', 'formally', 'worn', 'naked', 'claire', 'muttered', 'sentence', '11th', 'emily', 'document', '77', 'criticism', 'wished', 'vessel', 'spiritual', 'bent', 'virgin', 'parker', 'minimum', 'murray', 'lunch', 'danny', 'printed', 'compilation', 'keyboards', 'false', 'blow', 'belonged', '68', 'raising', '78', 'cutting', '##board', 'pittsburgh', '##up', '9th', 'shadows', '81', 'hated', 'indigenous', 'jon', '15th', 'barry', 'scholar', 'ah', '##zer', 'oliver', '##gy', 'stick', 'susan', 'meetings', 'attracted', 'spell', 'romantic', '##ver', 'ye', '1895', 'photo', 'demanded', 'customers', '##ac', '1896', 'logan', 'revival', 'keys', 'modified', 'commanded', 'jeans', '##ious', 'upset', 'raw', 'phil', 'detective', 'hiding', 'resident', 'vincent', '##bly', 'experiences', 'diamond', 'defeating', 'coverage', 'lucas', 'external', 'parks', 'franchise', 'helen', 'bible', 'successor', 'percussion', 'celebrated', 'il', 'lift', 'profile', 'clan', 'romania', '##ied', 'mills', '##su', 'nobody', 'achievement', 'shrugged', 'fault', '1897', 'rhythm', 'initiative', 'breakfast', 'carbon', '700', '69', 'lasted', 'violent', '74', 'wound', 'ken', 'killer', 'gradually', 'filmed', '°c', 'dollars', 'processing', '94', 'remove', 'criticized', 'guests', 'sang', 'chemistry', '##vin', 'legislature', 'disney', '##bridge', 'uniform', 'escaped', 'integrated', 'proposal', 'purple', 'denied', 'liquid', 'karl', 'influential', 'morris', 'nights', 'stones', 'intense', 'experimental', 'twisted', '71', '84', '##ld', 'pace', 'nazi', 'mitchell', 'ny', 'blind', 'reporter', 'newspapers', '14th', 'centers', 'burn', 'basin', 'forgotten', 'surviving', 'filed', 'collections', 'monastery', 'losses', 'manual', 'couch', 'description', 'appropriate', 'merely', 'tag', 'missions', 'sebastian', 'restoration', 'replacing', 'triple', '73', 'elder', 'julia', 'warriors', 'benjamin', 'julian', 'convinced', 'stronger', 'amazing', 'declined', 'versus', 'merchant', 'happens', 'output', 'finland', 'bare', 'barbara', 'absence', 'ignored', 'dawn', 'injuries', '##port', 'producers', '##ram', '82', 'luis', '##ities', 'kw', 'admit', 'expensive', 'electricity', 'nba', 'exception', 'symbol', '##ving', 'ladies', 'shower', 'sheriff', 'characteristics', '##je', 'aimed', 'button', 'ratio', 'effectively', 'summit', 'angle', 'jury', 'bears', 'foster', 'vessels', 'pants', 'executed', 'evans', 'dozen', 'advertising', 'kicked', 'patrol', '1889', 'competitions', 'lifetime', 'principles', 'athletics', '##logy', 'birmingham', 'sponsored', '89', 'rob', 'nomination', '1893', 'acoustic', '##sm', 'creature', 'longest', '##tra', 'credits', 'harbor', 'dust', 'josh', '##so', 'territories', 'milk', 'infrastructure', 'completion', 'thailand', 'indians', 'leon', 'archbishop', '##sy', 'assist', 'pitch', 'blake', 'arrangement', 'girlfriend', 'serbian', 'operational', 'hence', 'sad', 'scent', 'fur', 'dj', 'sessions', 'hp', 'refer', 'rarely', '##ora', 'exists', '1892', '##ten', 'scientists', 'dirty', 'penalty', 'burst', 'portrait', 'seed', '79', 'pole', 'limits', 'rival', '1894', 'stable', 'alpha', 'grave', 'constitutional', 'alcohol', 'arrest', 'flower', 'mystery', 'devil', 'architectural', 'relationships', 'greatly', 'habitat', '##istic', 'larry', 'progressive', 'remote', 'cotton', '##ics', '##ok', 'preserved', 'reaches', '##ming', 'cited', '86', 'vast', 'scholarship', 'decisions', 'cbs', 'joy', 'teach', '1885', 'editions', 'knocked', 'eve', 'searching', 'partly', 'participation', 'gap', 'animated', 'fate', 'excellent', '##ett', 'na', '87', 'alternate', 'saints', 'youngest', '##ily', 'climbed', '##ita', '##tors', 'suggest', '##ct', 'discussion', 'staying', 'choir', 'lakes', 'jacket', 'revenue', 'nevertheless', 'peaked', 'instrument', 'wondering', 'annually', 'managing', 'neil', '1891', 'signing', 'terry', '##ice', 'apply', 'clinical', 'brooklyn', 'aim', 'catherine', 'fuck', 'farmers', 'figured', 'ninth', 'pride', 'hugh', 'evolution', 'ordinary', 'involvement', 'comfortable', 'shouted', 'tech', 'encouraged', 'taiwan', 'representation', 'sharing', '##lia', '##em', 'panic', 'exact', 'cargo', 'competing', 'fat', 'cried', '83', '1920s', 'occasions', 'pa', 'cabin', 'borders', 'utah', 'marcus', '##isation', 'badly', 'muscles', '##ance', 'victorian', 'transition', 'warner', 'bet', 'permission', '##rin', 'slave', 'terrible', 'similarly', 'shares', 'seth', 'uefa', 'possession', 'medals', 'benefits', 'colleges', 'lowered', 'perfectly', 'mall', 'transit', '##ye', '##kar', 'publisher', '##ened', 'harrison', 'deaths', 'elevation', '##ae', 'asleep', 'machines', 'sigh', 'ash', 'hardly', 'argument', 'occasion', 'parent', 'leo', 'decline', '1888', 'contribution', '##ua', 'concentration', '1000', 'opportunities', 'hispanic', 'guardian', 'extent', 'emotions', 'hips', 'mason', 'volumes', 'bloody', 'controversy', 'diameter', 'steady', 'mistake', 'phoenix', 'identify', 'violin', '##sk', 'departure', 'richmond', 'spin', 'funeral', 'enemies', '1864', 'gear', 'literally', 'connor', 'random', 'sergeant', 'grab', 'confusion', '1865', 'transmission', 'informed', 'op', 'leaning', 'sacred', 'suspended', 'thinks', 'gates', 'portland', 'luck', 'agencies', 'yours', 'hull', 'expert', 'muscle', 'layer', 'practical', 'sculpture', 'jerusalem', 'latest', 'lloyd', 'statistics', 'deeper', 'recommended', 'warrior', 'arkansas', 'mess', 'supports', 'greg', 'eagle', '1880', 'recovered', 'rated', 'concerts', 'rushed', '##ano', 'stops', 'eggs', 'files', 'premiere', 'keith', '##vo', 'delhi', 'turner', 'pit', 'affair', 'belief', 'paint', '##zing', 'mate', '##ach', '##ev', 'victim', '##ology', 'withdrew', 'bonus', 'styles', 'fled', '##ud', 'glasgow', 'technologies', 'funded', 'nbc', 'adaptation', '##ata', 'portrayed', 'cooperation', 'supporters', 'judges', 'bernard', 'justin', 'hallway', 'ralph', '##ick', 'graduating', 'controversial', 'distant', 'continental', 'spider', 'bite', '##ho', 'recognize', 'intention', 'mixing', '##ese', 'egyptian', 'bow', 'tourism', 'suppose', 'claiming', 'tiger', 'dominated', 'participants', 'vi', '##ru', 'nurse', 'partially', 'tape', '##rum', 'psychology', '##rn', 'essential', 'touring', 'duo', 'voting', 'civilian', 'emotional', 'channels', '##king', 'apparent', 'hebrew', '1887', 'tommy', 'carrier', 'intersection', 'beast', 'hudson', '##gar', '##zo', 'lab', 'nova', 'bench', 'discuss', 'costa', '##ered', 'detailed', 'behalf', 'drivers', 'unfortunately', 'obtain', '##lis', 'rocky', '##dae', 'siege', 'friendship', 'honey', '##rian', '1861', 'amy', 'hang', 'posted', 'governments', 'collins', 'respond', 'wildlife', 'preferred', 'operator', '##po', 'laura', 'pregnant', 'videos', 'dennis', 'suspected', 'boots', 'instantly', 'weird', 'automatic', 'businessman', 'alleged', 'placing', 'throwing', 'ph', 'mood', '1862', 'perry', 'venue', 'jet', 'remainder', '##lli', '##ci', 'passion', 'biological', 'boyfriend', '1863', 'dirt', 'buffalo', 'ron', 'segment', 'fa', 'abuse', '##era', 'genre', 'thrown', 'stroke', 'colored', 'stress', 'exercise', 'displayed', '##gen', 'struggled', '##tti', 'abroad', 'dramatic', 'wonderful', 'thereafter', 'madrid', 'component', 'widespread', '##sed', 'tale', 'citizen', 'todd', 'monday', '1886', 'vancouver', 'overseas', 'forcing', 'crying', 'descent', '##ris', 'discussed', 'substantial', 'ranks', 'regime', '1870', 'provinces', 'switch', 'drum', 'zane', 'ted', 'tribes', 'proof', 'lp', 'cream', 'researchers', 'volunteer', 'manor', 'silk', 'milan', 'donated', 'allies', 'venture', 'principle', 'delivery', 'enterprise', '##ves', '##ans', 'bars', 'traditionally', 'witch', 'reminded', 'copper', '##uk', 'pete', 'inter', 'links', 'colin', 'grinned', 'elsewhere', 'competitive', 'frequent', '##oy', 'scream', '##hu', 'tension', 'texts', 'submarine', 'finnish', 'defending', 'defend', 'pat', 'detail', '1884', 'affiliated', 'stuart', 'themes', 'villa', 'periods', 'tool', 'belgian', 'ruling', 'crimes', 'answers', 'folded', 'licensed', 'resort', 'demolished', 'hans', 'lucy', '1881', 'lion', 'traded', 'photographs', 'writes', 'craig', '##fa', 'trials', 'generated', 'beth', 'noble', 'debt', 'percentage', 'yorkshire', 'erected', 'ss', 'viewed', 'grades', 'confidence', 'ceased', 'islam', 'telephone', 'retail', '##ible', 'chile', 'm²', 'roberts', 'sixteen', '##ich', 'commented', 'hampshire', 'innocent', 'dual', 'pounds', 'checked', 'regulations', 'afghanistan', 'sung', 'rico', 'liberty', 'assets', 'bigger', 'options', 'angels', 'relegated', 'tribute', 'wells', 'attending', 'leaf', '##yan', 'butler', 'romanian', 'forum', 'monthly', 'lisa', 'patterns', 'gmina', '##tory', 'madison', 'hurricane', 'rev', '##ians', 'bristol', '##ula', 'elite', 'valuable', 'disaster', 'democracy', 'awareness', 'germans', 'freyja', '##ins', 'loop', 'absolutely', 'paying', 'populations', 'maine', 'sole', 'prayer', 'spencer', 'releases', 'doorway', 'bull', '##ani', 'lover', 'midnight', 'conclusion', '##sson', 'thirteen', 'lily', 'mediterranean', '##lt', 'nhl', 'proud', 'sample', '##hill', 'drummer', 'guinea', '##ova', 'murphy', 'climb', '##ston', 'instant', 'attributed', 'horn', 'ain', 'railways', 'steven', '##ao', 'autumn', 'ferry', 'opponent', 'root', 'traveling', 'secured', 'corridor', 'stretched', 'tales', 'sheet', 'trinity', 'cattle', 'helps', 'indicates', 'manhattan', 'murdered', 'fitted', '1882', 'gentle', 'grandmother', 'mines', 'shocked', 'vegas', 'produces', '##light', 'caribbean', '##ou', 'belong', 'continuous', 'desperate', 'drunk', 'historically', 'trio', 'waved', 'raf', 'dealing', 'nathan', 'bat', 'murmured', 'interrupted', 'residing', 'scientist', 'pioneer', 'harold', 'aaron', '##net', 'delta', 'attempting', 'minority', 'mini', 'believes', 'chorus', 'tend', 'lots', 'eyed', 'indoor', 'load', 'shots', 'updated', 'jail', '##llo', 'concerning', 'connecting', 'wealth', '##ved', 'slaves', 'arrive', 'rangers', 'sufficient', 'rebuilt', '##wick', 'cardinal', 'flood', 'muhammad', 'whenever', 'relation', 'runners', 'moral', 'repair', 'viewers', 'arriving', 'revenge', 'punk', 'assisted', 'bath', 'fairly', 'breathe', 'lists', 'innings', 'illustrated', 'whisper', 'nearest', 'voters', 'clinton', 'ties', 'ultimate', 'screamed', 'beijing', 'lions', 'andre', 'fictional', 'gathering', 'comfort', 'radar', 'suitable', 'dismissed', 'hms', 'ban', 'pine', 'wrist', 'atmosphere', 'voivodeship', 'bid', 'timber', '##ned', '##nan', 'giants', '##ane', 'cameron', 'recovery', 'uss', 'identical', 'categories', 'switched', 'serbia', 'laughter', 'noah', 'ensemble', 'therapy', 'peoples', 'touching', '##off', 'locally', 'pearl', 'platforms', 'everywhere', 'ballet', 'tables', 'lanka', 'herbert', 'outdoor', 'toured', 'derek', '1883', 'spaces', 'contested', 'swept', '1878', 'exclusive', 'slight', 'connections', '##dra', 'winds', 'prisoner', 'collective', 'bangladesh', 'tube', 'publicly', 'wealthy', 'thai', '##ys', 'isolated', 'select', '##ric', 'insisted', 'pen', 'fortune', 'ticket', 'spotted', 'reportedly', 'animation', 'enforcement', 'tanks', '110', 'decides', 'wider', 'lowest', 'owen', '##time', 'nod', 'hitting', '##hn', 'gregory', 'furthermore', 'magazines', 'fighters', 'solutions', '##ery', 'pointing', 'requested', 'peru', 'reed', 'chancellor', 'knights', 'mask', 'worker', 'eldest', 'flames', 'reduction', '1860', 'volunteers', '##tis', 'reporting', '##hl', 'wire', 'advisory', 'endemic', 'origins', 'settlers', 'pursue', 'knock', 'consumer', '1876', 'eu', 'compound', 'creatures', 'mansion', 'sentenced', 'ivan', 'deployed', 'guitars', 'frowned', 'involves', 'mechanism', 'kilometers', 'perspective', 'shops', 'maps', 'terminus', 'duncan', 'alien', 'fist', 'bridges', '##pers', 'heroes', 'fed', 'derby', 'swallowed', '##ros', 'patent', 'sara', 'illness', 'characterized', 'adventures', 'slide', 'hawaii', 'jurisdiction', '##op', 'organised', '##side', 'adelaide', 'walks', 'biology', 'se', '##ties', 'rogers', 'swing', 'tightly', 'boundaries', '##rie', 'prepare', 'implementation', 'stolen', '##sha', 'certified', 'colombia', 'edwards', 'garage', '##mm', 'recalled', '##ball', 'rage', 'harm', 'nigeria', 'breast', '##ren', 'furniture', 'pupils', 'settle', '##lus', 'cuba', 'balls', 'client', 'alaska', '21st', 'linear', 'thrust', 'celebration', 'latino', 'genetic', 'terror', '##cia', '##ening', 'lightning', 'fee', 'witness', 'lodge', 'establishing', 'skull', '##ique', 'earning', 'hood', '##ei', 'rebellion', 'wang', 'sporting', 'warned', 'missile', 'devoted', 'activist', 'porch', 'worship', 'fourteen', 'package', '1871', 'decorated', '##shire', 'housed', '##ock', 'chess', 'sailed', 'doctors', 'oscar', 'joan', 'treat', 'garcia', 'harbour', 'jeremy', '##ire', 'traditions', 'dominant', 'jacques', '##gon', '##wan', 'relocated', '1879', 'amendment', 'sized', 'companion', 'simultaneously', 'volleyball', 'spun', 'acre', 'increases', 'stopping', 'loves', 'belongs', 'affect', 'drafted', 'tossed', 'scout', 'battles', '1875', 'filming', 'shoved', 'munich', 'tenure', 'vertical', 'romance', 'pc', '##cher', 'argue', '##ical', 'craft', 'ranging', 'www', 'opens', 'honest', 'tyler', 'yesterday', 'virtual', '##let', 'muslims', 'reveal', 'snake', 'immigrants', 'radical', 'screaming', 'speakers', 'firing', 'saving', 'belonging', 'ease', 'lighting', 'prefecture', 'blame', 'farmer', 'hungry', 'grows', 'rubbed', 'beam', 'sur', 'subsidiary', '##cha', 'armenian', 'sao', 'dropping', 'conventional', '##fer', 'microsoft', 'reply', 'qualify', 'spots', '1867', 'sweat', 'festivals', '##ken', 'immigration', 'physician', 'discover', 'exposure', 'sandy', 'explanation', 'isaac', 'implemented', '##fish', 'hart', 'initiated', 'connect', 'stakes', 'presents', 'heights', 'householder', 'pleased', 'tourist', 'regardless', 'slip', 'closest', '##ction', 'surely', 'sultan', 'brings', 'riley', 'preparation', 'aboard', 'slammed', 'baptist', 'experiment', 'ongoing', 'interstate', 'organic', 'playoffs', '##ika', '1877', '130', '##tar', 'hindu', 'error', 'tours', 'tier', 'plenty', 'arrangements', 'talks', 'trapped', 'excited', 'sank', 'ho', 'athens', '1872', 'denver', 'welfare', 'suburb', 'athletes', 'trick', 'diverse', 'belly', 'exclusively', 'yelled', '1868', '##med', 'conversion', '##ette', '1874', 'internationally', 'computers', 'conductor', 'abilities', 'sensitive', 'hello', 'dispute', 'measured', 'globe', 'rocket', 'prices', 'amsterdam', 'flights', 'tigers', 'inn', 'municipalities', 'emotion', 'references', '3d', '##mus', 'explains', 'airlines', 'manufactured', 'pm', 'archaeological', '1873', 'interpretation', 'devon', 'comment', '##ites', 'settlements', 'kissing', 'absolute', 'improvement', 'suite', 'impressed', 'barcelona', 'sullivan', 'jefferson', 'towers', 'jesse', 'julie', '##tin', '##lu', 'grandson', 'hi', 'gauge', 'regard', 'rings', 'interviews', 'trace', 'raymond', 'thumb', 'departments', 'burns', 'serial', 'bulgarian', 'scores', 'demonstrated', '##ix', '1866', 'kyle', 'alberta', 'underneath', 'romanized', '##ward', 'relieved', 'acquisition', 'phrase', 'cliff', 'reveals', 'han', 'cuts', 'merger', 'custom', '##dar', 'nee', 'gilbert', 'graduation', '##nts', 'assessment', 'cafe', 'difficulty', 'demands', 'swung', 'democrat', 'jennifer', 'commons', '1940s', 'grove', '##yo', 'completing', 'focuses', 'sum', 'substitute', 'bearing', 'stretch', 'reception', '##py', 'reflected', 'essentially', 'destination', 'pairs', '##ched', 'survival', 'resource', '##bach', 'promoting', 'doubles', 'messages', 'tear', '##down', '##fully', 'parade', 'florence', 'harvey', 'incumbent', 'partial', 'framework', '900', 'pedro', 'frozen', 'procedure', 'olivia', 'controls', '##mic', 'shelter', 'personally', 'temperatures', '##od', 'brisbane', 'tested', 'sits', 'marble', 'comprehensive', 'oxygen', 'leonard', '##kov', 'inaugural', 'iranian', 'referring', 'quarters', 'attitude', '##ivity', 'mainstream', 'lined', 'mars', 'dakota', 'norfolk', 'unsuccessful', '##°', 'explosion', 'helicopter', 'congressional', '##sing', 'inspector', 'bitch', 'seal', 'departed', 'divine', '##ters', 'coaching', 'examination', 'punishment', 'manufacturer', 'sink', 'columns', 'unincorporated', 'signals', 'nevada', 'squeezed', 'dylan', 'dining', 'photos', 'martial', 'manuel', 'eighteen', 'elevator', 'brushed', 'plates', 'ministers', 'ivy', 'congregation', '##len', 'slept', 'specialized', 'taxes', 'curve', 'restricted', 'negotiations', 'likes', 'statistical', 'arnold', 'inspiration', 'execution', 'bold', 'intermediate', 'significance', 'margin', 'ruler', 'wheels', 'gothic', 'intellectual', 'dependent', 'listened', 'eligible', 'buses', 'widow', 'syria', 'earn', 'cincinnati', 'collapsed', 'recipient', 'secrets', 'accessible', 'philippine', 'maritime', 'goddess', 'clerk', 'surrender', 'breaks', 'playoff', 'database', '##ified', '##lon', 'ideal', 'beetle', 'aspect', 'soap', 'regulation', 'strings', 'expand', 'anglo', 'shorter', 'crosses', 'retreat', 'tough', 'coins', 'wallace', 'directions', 'pressing', '##oon', 'shipping', 'locomotives', 'comparison', 'topics', 'nephew', '##mes', 'distinction', 'honors', 'travelled', 'sierra', 'ibn', '##over', 'fortress', 'sa', 'recognised', 'carved', '1869', 'clients', '##dan', 'intent', '##mar', 'coaches', 'describing', 'bread', '##ington', 'beaten', 'northwestern', '##ona', 'merit', 'youtube', 'collapse', 'challenges', 'em', 'historians', 'objective', 'submitted', 'virus', 'attacking', 'drake', 'assume', '##ere', 'diseases', 'marc', 'stem', 'leeds', '##cus', '##ab', 'farming', 'glasses', '##lock', 'visits', 'nowhere', 'fellowship', 'relevant', 'carries', 'restaurants', 'experiments', '101', 'constantly', 'bases', 'targets', 'shah', 'tenth', 'opponents', 'verse', 'territorial', '##ira', 'writings', 'corruption', '##hs', 'instruction', 'inherited', 'reverse', 'emphasis', '##vic', 'employee', 'arch', 'keeps', 'rabbi', 'watson', 'payment', 'uh', '##ala', 'nancy', '##tre', 'venice', 'fastest', 'sexy', 'banned', 'adrian', 'properly', 'ruth', 'touchdown', 'dollar', 'boards', 'metre', 'circles', 'edges', 'favour', 'comments', 'ok', 'travels', 'liberation', 'scattered', 'firmly', '##ular', 'holland', 'permitted', 'diesel', 'kenya', 'den', 'originated', '##ral', 'demons', 'resumed', 'dragged', 'rider', '##rus', 'servant', 'blinked', 'extend', 'torn', '##ias', '##sey', 'input', 'meal', 'everybody', 'cylinder', 'kinds', 'camps', '##fe', 'bullet', 'logic', '##wn', 'croatian', 'evolved', 'healthy', 'fool', 'chocolate', 'wise', 'preserve', 'pradesh', '##ess', 'respective', '1850', '##ew', 'chicken', 'artificial', 'gross', 'corresponding', 'convicted', 'cage', 'caroline', 'dialogue', '##dor', 'narrative', 'stranger', 'mario', 'br', 'christianity', 'failing', 'trent', 'commanding', 'buddhist', '1848', 'maurice', 'focusing', 'yale', 'bike', 'altitude', '##ering', 'mouse', 'revised', '##sley', 'veteran', '##ig', 'pulls', 'theology', 'crashed', 'campaigns', 'legion', '##ability', 'drag', 'excellence', 'customer', 'cancelled', 'intensity', 'excuse', '##lar', 'liga', 'participating', 'contributing', 'printing', '##burn', 'variable', '##rk', 'curious', 'bin', 'legacy', 'renaissance', '##my', 'symptoms', 'binding', 'vocalist', 'dancer', '##nie', 'grammar', 'gospel', 'democrats', 'ya', 'enters', 'sc', 'diplomatic', 'hitler', '##ser', 'clouds', 'mathematical', 'quit', 'defended', 'oriented', '##heim', 'fundamental', 'hardware', 'impressive', 'equally', 'convince', 'confederate', 'guilt', 'chuck', 'sliding', '##ware', 'magnetic', 'narrowed', 'petersburg', 'bulgaria', 'otto', 'phd', 'skill', '##ama', 'reader', 'hopes', 'pitcher', 'reservoir', 'hearts', 'automatically', 'expecting', 'mysterious', 'bennett', 'extensively', 'imagined', 'seeds', 'monitor', 'fix', '##ative', 'journalism', 'struggling', 'signature', 'ranch', 'encounter', 'photographer', 'observation', 'protests', '##pin', 'influences', '##hr', 'calendar', '##all', 'cruz', 'croatia', 'locomotive', 'hughes', 'naturally', 'shakespeare', 'basement', 'hook', 'uncredited', 'faded', 'theories', 'approaches', 'dare', 'phillips', 'filling', 'fury', 'obama', '##ain', 'efficient', 'arc', 'deliver', 'min', 'raid', 'breeding', 'inducted', 'leagues', 'efficiency', 'axis', 'montana', 'eagles', '##ked', 'supplied', 'instructions', 'karen', 'picking', 'indicating', 'trap', 'anchor', 'practically', 'christians', 'tomb', 'vary', 'occasional', 'electronics', 'lords', 'readers', 'newcastle', 'faint', 'innovation', 'collect', 'situations', 'engagement', '160', 'claude', 'mixture', '##feld', 'peer', 'tissue', 'logo', 'lean', '##ration', '°f', 'floors', '##ven', 'architects', 'reducing', '##our', '##ments', 'rope', '1859', 'ottawa', '##har', 'samples', 'banking', 'declaration', 'proteins', 'resignation', 'francois', 'saudi', 'advocate', 'exhibited', 'armor', 'twins', 'divorce', '##ras', 'abraham', 'reviewed', 'jo', 'temporarily', 'matrix', 'physically', 'pulse', 'curled', '##ena', 'difficulties', 'bengal', 'usage', '##ban', 'annie', 'riders', 'certificate', '##pi', 'holes', 'warsaw', 'distinctive', 'jessica', '##mon', 'mutual', '1857', 'customs', 'circular', 'eugene', 'removal', 'loaded', 'mere', 'vulnerable', 'depicted', 'generations', 'dame', 'heir', 'enormous', 'lightly', 'climbing', 'pitched', 'lessons', 'pilots', 'nepal', 'ram', 'google', 'preparing', 'brad', 'louise', 'renowned', '##₂', 'liam', '##ably', 'plaza', 'shaw', 'sophie', 'brilliant', 'bills', '##bar', '##nik', 'fucking', 'mainland', 'server', 'pleasant', 'seized', 'veterans', 'jerked', 'fail', 'beta', 'brush', 'radiation', 'stored', 'warmth', 'southeastern', 'nate', 'sin', 'raced', 'berkeley', 'joke', 'athlete', 'designation', 'trunk', '##low', 'roland', 'qualification', 'archives', 'heels', 'artwork', 'receives', 'judicial', 'reserves', '##bed', 'woke', 'installation', 'abu', 'floating', 'fake', 'lesser', 'excitement', 'interface', 'concentrated', 'addressed', 'characteristic', 'amanda', 'saxophone', 'monk', 'auto', '##bus', 'releasing', 'egg', 'dies', 'interaction', 'defender', 'ce', 'outbreak', 'glory', 'loving', '##bert', 'sequel', 'consciousness', 'http', 'awake', 'ski', 'enrolled', '##ress', 'handling', 'rookie', 'brow', 'somebody', 'biography', 'warfare', 'amounts', 'contracts', 'presentation', 'fabric', 'dissolved', 'challenged', 'meter', 'psychological', 'lt', 'elevated', 'rally', 'accurate', '##tha', 'hospitals', 'undergraduate', 'specialist', 'venezuela', 'exhibit', 'shed', 'nursing', 'protestant', 'fluid', 'structural', 'footage', 'jared', 'consistent', 'prey', '##ska', 'succession', 'reflect', 'exile', 'lebanon', 'wiped', 'suspect', 'shanghai', 'resting', 'integration', 'preservation', 'marvel', 'variant', 'pirates', 'sheep', 'rounded', 'capita', 'sailing', 'colonies', 'manuscript', 'deemed', 'variations', 'clarke', 'functional', 'emerging', 'boxing', 'relaxed', 'curse', 'azerbaijan', 'heavyweight', 'nickname', 'editorial', 'rang', 'grid', 'tightened', 'earthquake', 'flashed', 'miguel', 'rushing', '##ches', 'improvements', 'boxes', 'brooks', '180', 'consumption', 'molecular', 'felix', 'societies', 'repeatedly', 'variation', 'aids', 'civic', 'graphics', 'professionals', 'realm', 'autonomous', 'receiver', 'delayed', 'workshop', 'militia', 'chairs', 'trump', 'canyon', '##point', 'harsh', 'extending', 'lovely', 'happiness', '##jan', 'stake', 'eyebrows', 'embassy', 'wellington', 'hannah', '##ella', 'sony', 'corners', 'bishops', 'swear', 'cloth', 'contents', 'xi', 'namely', 'commenced', '1854', 'stanford', 'nashville', 'courage', 'graphic', 'commitment', 'garrison', '##bin', 'hamlet', 'clearing', 'rebels', 'attraction', 'literacy', 'cooking', 'ruins', 'temples', 'jenny', 'humanity', 'celebrate', 'hasn', 'freight', 'sixty', 'rebel', 'bastard', '##art', 'newton', '##ada', 'deer', '##ges', '##ching', 'smiles', 'delaware', 'singers', '##ets', 'approaching', 'assists', 'flame', '##ph', 'boulevard', 'barrel', 'planted', '##ome', 'pursuit', '##sia', 'consequences', 'posts', 'shallow', 'invitation', 'rode', 'depot', 'ernest', 'kane', 'rod', 'concepts', 'preston', 'topic', 'chambers', 'striking', 'blast', 'arrives', 'descendants', 'montgomery', 'ranges', 'worlds', '##lay', '##ari', 'span', 'chaos', 'praise', '##ag', 'fewer', '1855', 'sanctuary', 'mud', 'fbi', '##ions', 'programmes', 'maintaining', 'unity', 'harper', 'bore', 'handsome', 'closure', 'tournaments', 'thunder', 'nebraska', 'linda', 'facade', 'puts', 'satisfied', 'argentine', 'dale', 'cork', 'dome', 'panama', '##yl', '1858', 'tasks', 'experts', '##ates', 'feeding', 'equation', '##las', '##ida', '##tu', 'engage', 'bryan', '##ax', 'um', 'quartet', 'melody', 'disbanded', 'sheffield', 'blocked', 'gasped', 'delay', 'kisses', 'maggie', 'connects', '##non', 'sts', 'poured', 'creator', 'publishers', '##we', 'guided', 'ellis', 'extinct', 'hug', 'gaining', '##ord', 'complicated', '##bility', 'poll', 'clenched', 'investigate', '##use', 'thereby', 'quantum', 'spine', 'cdp', 'humor', 'kills', 'administered', 'semifinals', '##du', 'encountered', 'ignore', '##bu', 'commentary', '##maker', 'bother', 'roosevelt', '140', 'plains', 'halfway', 'flowing', 'cultures', 'crack', 'imprisoned', 'neighboring', 'airline', '##ses', '##view', '##mate', '##ec', 'gather', 'wolves', 'marathon', 'transformed', '##ill', 'cruise', 'organisations', 'carol', 'punch', 'exhibitions', 'numbered', 'alarm', 'ratings', 'daddy', 'silently', '##stein', 'queens', 'colours', 'impression', 'guidance', 'liu', 'tactical', '##rat', 'marshal', 'della', 'arrow', '##ings', 'rested', 'feared', 'tender', 'owns', 'bitter', 'advisor', 'escort', '##ides', 'spare', 'farms', 'grants', '##ene', 'dragons', 'encourage', 'colleagues', 'cameras', '##und', 'sucked', 'pile', 'spirits', 'prague', 'statements', 'suspension', 'landmark', 'fence', 'torture', 'recreation', 'bags', 'permanently', 'survivors', 'pond', 'spy', 'predecessor', 'bombing', 'coup', '##og', 'protecting', 'transformation', 'glow', '##lands', '##book', 'dug', 'priests', 'andrea', 'feat', 'barn', 'jumping', '##chen', '##ologist', '##con', 'casualties', 'stern', 'auckland', 'pipe', 'serie', 'revealing', 'ba', '##bel', 'trevor', 'mercy', 'spectrum', 'yang', 'consist', 'governing', 'collaborated', 'possessed', 'epic', 'comprises', 'blew', 'shane', '##ack', 'lopez', 'honored', 'magical', 'sacrifice', 'judgment', 'perceived', 'hammer', 'mtv', 'baronet', 'tune', 'das', 'missionary', 'sheets', '350', 'neutral', 'oral', 'threatening', 'attractive', 'shade', 'aims', 'seminary', '##master', 'estates', '1856', 'michel', 'wounds', 'refugees', 'manufacturers', '##nic', 'mercury', 'syndrome', 'porter', '##iya', '##din', 'hamburg', 'identification', 'upstairs', 'purse', 'widened', 'pause', 'cared', 'breathed', 'affiliate', 'santiago', 'prevented', 'celtic', 'fisher', '125', 'recruited', 'byzantine', 'reconstruction', 'farther', '##mp', 'diet', 'sake', 'au', 'spite', 'sensation', '##ert', 'blank', 'separation', '105', '##hon', 'vladimir', 'armies', 'anime', '##lie', 'accommodate', 'orbit', 'cult', 'sofia', 'archive', '##ify', '##box', 'founders', 'sustained', 'disorder', 'honours', 'northeastern', 'mia', 'crops', 'violet', 'threats', 'blanket', 'fires', 'canton', 'followers', 'southwestern', 'prototype', 'voyage', 'assignment', 'altered', 'moderate', 'protocol', 'pistol', '##eo', 'questioned', 'brass', 'lifting', '1852', 'math', 'authored', '##ual', 'doug', 'dimensional', 'dynamic', '##san', '1851', 'pronounced', 'grateful', 'quest', 'uncomfortable', 'boom', 'presidency', 'stevens', 'relating', 'politicians', 'chen', 'barrier', 'quinn', 'diana', 'mosque', 'tribal', 'cheese', 'palmer', 'portions', 'sometime', 'chester', 'treasure', 'wu', 'bend', 'download', 'millions', 'reforms', 'registration', '##osa', 'consequently', 'monitoring', 'ate', 'preliminary', 'brandon', 'invented', 'ps', 'eaten', 'exterior', 'intervention', 'ports', 'documented', 'log', 'displays', 'lecture', 'sally', 'favourite', '##itz', 'vermont', 'lo', 'invisible', 'isle', 'breed', '##ator', 'journalists', 'relay', 'speaks', 'backward', 'explore', 'midfielder', 'actively', 'stefan', 'procedures', 'cannon', 'blond', 'kenneth', 'centered', 'servants', 'chains', 'libraries', 'malcolm', 'essex', 'henri', 'slavery', '##hal', 'facts', 'fairy', 'coached', 'cassie', 'cats', 'washed', 'cop', '##fi', 'announcement', 'item', '2000s', 'vinyl', 'activated', 'marco', 'frontier', 'growled', 'curriculum', '##das', 'loyal', 'accomplished', 'leslie', 'ritual', 'kenny', '##00', 'vii', 'napoleon', 'hollow', 'hybrid', 'jungle', 'stationed', 'friedrich', 'counted', '##ulated', 'platinum', 'theatrical', 'seated', 'col', 'rubber', 'glen', '1840', 'diversity', 'healing', 'extends', 'id', 'provisions', 'administrator', 'columbus', '##oe', 'tributary', 'te', 'assured', 'org', '##uous', 'prestigious', 'examined', 'lectures', 'grammy', 'ronald', 'associations', 'bailey', 'allan', 'essays', 'flute', 'believing', 'consultant', 'proceedings', 'travelling', '1853', 'kit', 'kerala', 'yugoslavia', 'buddy', 'methodist', '##ith', 'burial', 'centres', 'batman', '##nda', 'discontinued', 'bo', 'dock', 'stockholm', 'lungs', 'severely', '##nk', 'citing', 'manga', '##ugh', 'steal', 'mumbai', 'iraqi', 'robot', 'celebrity', 'bride', 'broadcasts', 'abolished', 'pot', 'joel', 'overhead', 'franz', 'packed', 'reconnaissance', 'johann', 'acknowledged', 'introduce', 'handled', 'doctorate', 'developments', 'drinks', 'alley', 'palestine', '##nis', '##aki', 'proceeded', 'recover', 'bradley', 'grain', 'patch', 'afford', 'infection', 'nationalist', 'legendary', '##ath', 'interchange', 'virtually', 'gen', 'gravity', 'exploration', 'amber', 'vital', 'wishes', 'powell', 'doctrine', 'elbow', 'screenplay', '##bird', 'contribute', 'indonesian', 'pet', 'creates', '##com', 'enzyme', 'kylie', 'discipline', 'drops', 'manila', 'hunger', '##ien', 'layers', 'suffer', 'fever', 'bits', 'monica', 'keyboard', 'manages', '##hood', 'searched', 'appeals', '##bad', 'testament', 'grande', 'reid', '##war', 'beliefs', 'congo', '##ification', '##dia', 'si', 'requiring', '##via', 'casey', '1849', 'regret', 'streak', 'rape', 'depends', 'syrian', 'sprint', 'pound', 'tourists', 'upcoming', 'pub', '##xi', 'tense', '##els', 'practiced', 'echo', 'nationwide', 'guild', 'motorcycle', 'liz', '##zar', 'chiefs', 'desired', 'elena', 'bye', 'precious', 'absorbed', 'relatives', 'booth', 'pianist', '##mal', 'citizenship', 'exhausted', 'wilhelm', '##ceae', '##hed', 'noting', 'quarterback', 'urge', 'hectares', '##gue', 'ace', 'holly', '##tal', 'blonde', 'davies', 'parked', 'sustainable', 'stepping', 'twentieth', 'airfield', 'galaxy', 'nest', 'chip', '##nell', 'tan', 'shaft', 'paulo', 'requirement', '##zy', 'paradise', 'tobacco', 'trans', 'renewed', 'vietnamese', '##cker', '##ju', 'suggesting', 'catching', 'holmes', 'enjoying', 'md', 'trips', 'colt', 'holder', 'butterfly', 'nerve', 'reformed', 'cherry', 'bowling', 'trailer', 'carriage', 'goodbye', 'appreciate', 'toy', 'joshua', 'interactive', 'enabled', 'involve', '##kan', 'collar', 'determination', 'bunch', 'facebook', 'recall', 'shorts', 'superintendent', 'episcopal', 'frustration', 'giovanni', 'nineteenth', 'laser', 'privately', 'array', 'circulation', '##ovic', 'armstrong', 'deals', 'painful', 'permit', 'discrimination', '##wi', 'aires', 'retiring', 'cottage', 'ni', '##sta', 'horizon', 'ellen', 'jamaica', 'ripped', 'fernando', 'chapters', 'playstation', 'patron', 'lecturer', 'navigation', 'behaviour', 'genes', 'georgian', 'export', 'solomon', 'rivals', 'swift', 'seventeen', 'rodriguez', 'princeton', 'independently', 'sox', '1847', 'arguing', 'entity', 'casting', 'hank', 'criteria', 'oakland', 'geographic', 'milwaukee', 'reflection', 'expanding', 'conquest', 'dubbed', '##tv', 'halt', 'brave', 'brunswick', 'doi', 'arched', 'curtis', 'divorced', 'predominantly', 'somerset', 'streams', 'ugly', 'zoo', 'horrible', 'curved', 'buenos', 'fierce', 'dictionary', 'vector', 'theological', 'unions', 'handful', 'stability', 'chan', 'punjab', 'segments', '##lly', 'altar', 'ignoring', 'gesture', 'monsters', 'pastor', '##stone', 'thighs', 'unexpected', 'operators', 'abruptly', 'coin', 'compiled', 'associates', 'improving', 'migration', 'pin', '##ose', 'compact', 'collegiate', 'reserved', '##urs', 'quarterfinals', 'roster', 'restore', 'assembled', 'hurry', 'oval', '##cies', '1846', 'flags', 'martha', '##del', 'victories', 'sharply', '##rated', 'argues', 'deadly', 'neo', 'drawings', 'symbols', 'performer', '##iel', 'griffin', 'restrictions', 'editing', 'andrews', 'java', 'journals', 'arabia', 'compositions', 'dee', 'pierce', 'removing', 'hindi', 'casino', 'runway', 'civilians', 'minds', 'nasa', 'hotels', '##zation', 'refuge', 'rent', 'retain', 'potentially', 'conferences', 'suburban', 'conducting', '##tto', '##tions', '##tle', 'descended', 'massacre', '##cal', 'ammunition', 'terrain', 'fork', 'souls', 'counts', 'chelsea', 'durham', 'drives', 'cab', '##bank', 'perth', 'realizing', 'palestinian', 'finn', 'simpson', '##dal', 'betty', '##ule', 'moreover', 'particles', 'cardinals', 'tent', 'evaluation', 'extraordinary', '##oid', 'inscription', '##works', 'wednesday', 'chloe', 'maintains', 'panels', 'ashley', 'trucks', '##nation', 'cluster', 'sunlight', 'strikes', 'zhang', '##wing', 'dialect', 'canon', '##ap', 'tucked', '##ws', 'collecting', '##mas', '##can', '##sville', 'maker', 'quoted', 'evan', 'franco', 'aria', 'buying', 'cleaning', 'eva', 'closet', 'provision', 'apollo', 'clinic', 'rat', '##ez', 'necessarily', 'ac', '##gle', '##ising', 'venues', 'flipped', 'cent', 'spreading', 'trustees', 'checking', 'authorized', '##sco', 'disappointed', '##ado', 'notion', 'duration', 'trumpet', 'hesitated', 'topped', 'brussels', 'rolls', 'theoretical', 'hint', 'define', 'aggressive', 'repeat', 'wash', 'peaceful', 'optical', 'width', 'allegedly', 'mcdonald', 'strict', 'copyright', '##illa', 'investors', 'mar', 'jam', 'witnesses', 'sounding', 'miranda', 'michelle', 'privacy', 'hugo', 'harmony', '##pp', 'valid', 'lynn', 'glared', 'nina', '102', 'headquartered', 'diving', 'boarding', 'gibson', '##ncy', 'albanian', 'marsh', 'routine', 'dealt', 'enhanced', 'er', 'intelligent', 'substance', 'targeted', 'enlisted', 'discovers', 'spinning', 'observations', 'pissed', 'smoking', 'rebecca', 'capitol', 'visa', 'varied', 'costume', 'seemingly', 'indies', 'compensation', 'surgeon', 'thursday', 'arsenal', 'westminster', 'suburbs', 'rid', 'anglican', '##ridge', 'knots', 'foods', 'alumni', 'lighter', 'fraser', 'whoever', 'portal', 'scandal', '##ray', 'gavin', 'advised', 'instructor', 'flooding', 'terrorist', '##ale', 'teenage', 'interim', 'senses', 'duck', 'teen', 'thesis', 'abby', 'eager', 'overcome', '##ile', 'newport', 'glenn', 'rises', 'shame', '##cc', 'prompted', 'priority', 'forgot', 'bomber', 'nicolas', 'protective', '360', 'cartoon', 'katherine', 'breeze', 'lonely', 'trusted', 'henderson', 'richardson', 'relax', 'banner', 'candy', 'palms', 'remarkable', '##rio', 'legends', 'cricketer', 'essay', 'ordained', 'edmund', 'rifles', 'trigger', '##uri', '##away', 'sail', 'alert', '1830', 'audiences', 'penn', 'sussex', 'siblings', 'pursued', 'indianapolis', 'resist', 'rosa', 'consequence', 'succeed', 'avoided', '1845', '##ulation', 'inland', '##tie', '##nna', 'counsel', 'profession', 'chronicle', 'hurried', '##una', 'eyebrow', 'eventual', 'bleeding', 'innovative', 'cure', '##dom', 'committees', 'accounting', 'con', 'scope', 'hardy', 'heather', 'tenor', 'gut', 'herald', 'codes', 'tore', 'scales', 'wagon', '##oo', 'luxury', 'tin', 'prefer', 'fountain', 'triangle', 'bonds', 'darling', 'convoy', 'dried', 'traced', 'beings', 'troy', 'accidentally', 'slam', 'findings', 'smelled', 'joey', 'lawyers', 'outcome', 'steep', 'bosnia', 'configuration', 'shifting', 'toll', 'brook', 'performers', 'lobby', 'philosophical', 'construct', 'shrine', 'aggregate', 'boot', 'cox', 'phenomenon', 'savage', 'insane', 'solely', 'reynolds', 'lifestyle', '##ima', 'nationally', 'holdings', 'consideration', 'enable', 'edgar', 'mo', 'mama', '##tein', 'fights', 'relegation', 'chances', 'atomic', 'hub', 'conjunction', 'awkward', 'reactions', 'currency', 'finale', 'kumar', 'underwent', 'steering', 'elaborate', 'gifts', 'comprising', 'melissa', 'veins', 'reasonable', 'sunshine', 'chi', 'solve', 'trails', 'inhabited', 'elimination', 'ethics', 'huh', 'ana', 'molly', 'consent', 'apartments', 'layout', 'marines', '##ces', 'hunters', 'bulk', '##oma', 'hometown', '##wall', '##mont', 'cracked', 'reads', 'neighbouring', 'withdrawn', 'admission', 'wingspan', 'damned', 'anthology', 'lancashire', 'brands', 'batting', 'forgive', 'cuban', 'awful', '##lyn', '104', 'dimensions', 'imagination', '##ade', 'dante', '##ship', 'tracking', 'desperately', 'goalkeeper', '##yne', 'groaned', 'workshops', 'confident', 'burton', 'gerald', 'milton', 'circus', 'uncertain', 'slope', 'copenhagen', 'sophia', 'fog', 'philosopher', 'portraits', 'accent', 'cycling', 'varying', 'gripped', 'larvae', 'garrett', 'specified', 'scotia', 'mature', 'luther', 'kurt', 'rap', '##kes', 'aerial', '750', 'ferdinand', 'heated', 'es', 'transported', '##shan', 'safely', 'nonetheless', '##orn', '##gal', 'motors', 'demanding', '##sburg', 'startled', '##brook', 'ally', 'generate', 'caps', 'ghana', 'stained', 'demo', 'mentions', 'beds', 'ap', 'afterward', 'diary', '##bling', 'utility', '##iro', 'richards', '1837', 'conspiracy', 'conscious', 'shining', 'footsteps', 'observer', 'cyprus', 'urged', 'loyalty', 'developer', 'probability', 'olive', 'upgraded', 'gym', 'miracle', 'insects', 'graves', '1844', 'ourselves', 'hydrogen', 'amazon', 'katie', 'tickets', 'poets', '##pm', 'planes', '##pan', 'prevention', 'witnessed', 'dense', 'jin', 'randy', 'tang', 'warehouse', 'monroe', 'bang', 'archived', 'elderly', 'investigations', 'alec', 'granite', 'mineral', 'conflicts', 'controlling', 'aboriginal', 'carlo', '##zu', 'mechanics', 'stan', 'stark', 'rhode', 'skirt', 'est', '##berry', 'bombs', 'respected', '##horn', 'imposed', 'limestone', 'deny', 'nominee', 'memphis', 'grabbing', 'disabled', '##als', 'amusement', 'aa', 'frankfurt', 'corn', 'referendum', 'varies', 'slowed', 'disk', 'firms', 'unconscious', 'incredible', 'clue', 'sue', '##zhou', 'twist', '##cio', 'joins', 'idaho', 'chad', 'developers', 'computing', 'destroyer', '103', 'mortal', 'tucker', 'kingston', 'choices', 'yu', 'carson', '1800', 'os', 'whitney', 'geneva', 'pretend', 'dimension', 'staged', 'plateau', 'maya', '##une', 'freestyle', '##bc', 'rovers', 'hiv', '##ids', 'tristan', 'classroom', 'prospect', '##hus', 'honestly', 'diploma', 'lied', 'thermal', 'auxiliary', 'feast', 'unlikely', 'iata', '##tel', 'morocco', 'pounding', 'treasury', 'lithuania', 'considerably', '1841', 'dish', '1812', 'geological', 'matching', 'stumbled', 'destroying', 'marched', 'brien', 'advances', 'cake', 'nicole', 'belle', 'settling', 'measuring', 'directing', '##mie', 'tuesday', 'bassist', 'capabilities', 'stunned', 'fraud', 'torpedo', '##list', '##phone', 'anton', 'wisdom', 'surveillance', 'ruined', '##ulate', 'lawsuit', 'healthcare', 'theorem', 'halls', 'trend', 'aka', 'horizontal', 'dozens', 'acquire', 'lasting', 'swim', 'hawk', 'gorgeous', 'fees', 'vicinity', 'decrease', 'adoption', 'tactics', '##ography', 'pakistani', '##ole', 'draws', '##hall', 'willie', 'burke', 'heath', 'algorithm', 'integral', 'powder', 'elliott', 'brigadier', 'jackie', 'tate', 'varieties', 'darker', '##cho', 'lately', 'cigarette', 'specimens', 'adds', '##ree', '##ensis', '##inger', 'exploded', 'finalist', 'cia', 'murders', 'wilderness', 'arguments', 'nicknamed', 'acceptance', 'onwards', 'manufacture', 'robertson', 'jets', 'tampa', 'enterprises', 'blog', 'loudly', 'composers', 'nominations', '1838', 'ai', 'malta', 'inquiry', 'automobile', 'hosting', 'viii', 'rays', 'tilted', 'grief', 'museums', 'strategies', 'furious', 'euro', 'equality', 'cohen', 'poison', 'surrey', 'wireless', 'governed', 'ridiculous', 'moses', '##esh', '##room', 'vanished', '##ito', 'barnes', 'attract', 'morrison', 'istanbul', '##iness', 'absent', 'rotation', 'petition', 'janet', '##logical', 'satisfaction', 'custody', 'deliberately', 'observatory', 'comedian', 'surfaces', 'pinyin', 'novelist', 'strictly', 'canterbury', 'oslo', 'monks', 'embrace', 'ibm', 'jealous', 'photograph', 'continent', 'dorothy', 'marina', 'doc', 'excess', 'holden', 'allegations', 'explaining', 'stack', 'avoiding', 'lance', 'storyline', 'majesty', 'poorly', 'spike', 'dos', 'bradford', 'raven', 'travis', 'classics', 'proven', 'voltage', 'pillow', 'fists', 'butt', '1842', 'interpreted', '##car', '1839', 'gage', 'telegraph', 'lens', 'promising', 'expelled', 'casual', 'collector', 'zones', '##min', 'silly', 'nintendo', '##kh', '##bra', 'downstairs', 'chef', 'suspicious', 'afl', 'flies', 'vacant', 'uganda', 'pregnancy', 'condemned', 'lutheran', 'estimates', 'cheap', 'decree', 'saxon', 'proximity', 'stripped', 'idiot', 'deposits', 'contrary', 'presenter', 'magnus', 'glacier', 'im', 'offense', 'edwin', '##ori', 'upright', '##long', 'bolt', '##ois', 'toss', 'geographical', '##izes', 'environments', 'delicate', 'marking', 'abstract', 'xavier', 'nails', 'windsor', 'plantation', 'occurring', 'equity', 'saskatchewan', 'fears', 'drifted', 'sequences', 'vegetation', 'revolt', '##stic', '1843', 'sooner', 'fusion', 'opposing', 'nato', 'skating', '1836', 'secretly', 'ruin', 'lease', '##oc', 'edit', '##nne', 'flora', 'anxiety', 'ruby', '##ological', '##mia', 'tel', 'bout', 'taxi', 'emmy', 'frost', 'rainbow', 'compounds', 'foundations', 'rainfall', 'assassination', 'nightmare', 'dominican', '##win', 'achievements', 'deserve', 'orlando', 'intact', 'armenia', '##nte', 'calgary', 'valentine', '106', 'marion', 'proclaimed', 'theodore', 'bells', 'courtyard', 'thigh', 'gonzalez', 'console', 'troop', 'minimal', 'monte', 'everyday', '##ence', '##if', 'supporter', 'terrorism', 'buck', 'openly', 'presbyterian', 'activists', 'carpet', '##iers', 'rubbing', 'uprising', '##yi', 'cute', 'conceived', 'legally', '##cht', 'millennium', 'cello', 'velocity', 'ji', 'rescued', 'cardiff', '1835', 'rex', 'concentrate', 'senators', 'beard', 'rendered', 'glowing', 'battalions', 'scouts', 'competitors', 'sculptor', 'catalogue', 'arctic', 'ion', 'raja', 'bicycle', 'wow', 'glancing', 'lawn', '##woman', 'gentleman', 'lighthouse', 'publish', 'predicted', 'calculated', '##val', 'variants', '##gne', 'strain', '##ui', 'winston', 'deceased', '##nus', 'touchdowns', 'brady', 'caleb', 'sinking', 'echoed', 'crush', 'hon', 'blessed', 'protagonist', 'hayes', 'endangered', 'magnitude', 'editors', '##tine', 'estimate', 'responsibilities', '##mel', 'backup', 'laying', 'consumed', 'sealed', 'zurich', 'lovers', 'frustrated', '##eau', 'ahmed', 'kicking', 'mit', 'treasurer', '1832', 'biblical', 'refuse', 'terrified', 'pump', 'agrees', 'genuine', 'imprisonment', 'refuses', 'plymouth', '##hen', 'lou', '##nen', 'tara', 'trembling', 'antarctic', 'ton', 'learns', '##tas', 'crap', 'crucial', 'faction', 'atop', '##borough', 'wrap', 'lancaster', 'odds', 'hopkins', 'erik', 'lyon', '##eon', 'bros', '##ode', 'snap', 'locality', 'tips', 'empress', 'crowned', 'cal', 'acclaimed', 'chuckled', '##ory', 'clara', 'sends', 'mild', 'towel', '##fl', '##day', '##а', 'wishing', 'assuming', 'interviewed', '##bal', '##die', 'interactions', 'eden', 'cups', 'helena', '##lf', 'indie', 'beck', '##fire', 'batteries', 'filipino', 'wizard', 'parted', '##lam', 'traces', '##born', 'rows', 'idol', 'albany', 'delegates', '##ees', '##sar', 'discussions', '##ex', 'notre', 'instructed', 'belgrade', 'highways', 'suggestion', 'lauren', 'possess', 'orientation', 'alexandria', 'abdul', 'beats', 'salary', 'reunion', 'ludwig', 'alright', 'wagner', 'intimate', 'pockets', 'slovenia', 'hugged', 'brighton', 'merchants', 'cruel', 'stole', 'trek', 'slopes', 'repairs', 'enrollment', 'politically', 'underlying', 'promotional', 'counting', 'boeing', '##bb', 'isabella', 'naming', '##и', 'keen', 'bacteria', 'listing', 'separately', 'belfast', 'ussr', '450', 'lithuanian', 'anybody', 'ribs', 'sphere', 'martinez', 'cock', 'embarrassed', 'proposals', 'fragments', 'nationals', '##fs', '##wski', 'premises', 'fin', '1500', 'alpine', 'matched', 'freely', 'bounded', 'jace', 'sleeve', '##af', 'gaming', 'pier', 'populated', 'evident', '##like', 'frances', 'flooded', '##dle', 'frightened', 'pour', 'trainer', 'framed', 'visitor', 'challenging', 'pig', 'wickets', '##fold', 'infected', 'email', '##pes', 'arose', '##aw', 'reward', 'ecuador', 'oblast', 'vale', 'ch', 'shuttle', '##usa', 'bach', 'rankings', 'forbidden', 'cornwall', 'accordance', 'salem', 'consumers', 'bruno', 'fantastic', 'toes', 'machinery', 'resolved', 'julius', 'remembering', 'propaganda', 'iceland', 'bombardment', 'tide', 'contacts', 'wives', '##rah', 'concerto', 'macdonald', 'albania', 'implement', 'daisy', 'tapped', 'sudan', 'helmet', 'angela', 'mistress', '##lic', 'crop', 'sunk', 'finest', '##craft', 'hostile', '##ute', '##tsu', 'boxer', 'fr', 'paths', 'adjusted', 'habit', 'ballot', 'supervision', 'soprano', '##zen', 'bullets', 'wicked', 'sunset', 'regiments', 'disappear', 'lamp', 'performs', 'app', '##gia', '##oa', 'rabbit', 'digging', 'incidents', 'entries', '##cion', 'dishes', '##oi', 'introducing', '##ati', '##fied', 'freshman', 'slot', 'jill', 'tackles', 'baroque', 'backs', '##iest', 'lone', 'sponsor', 'destiny', 'altogether', 'convert', '##aro', 'consensus', 'shapes', 'demonstration', 'basically', 'feminist', 'auction', 'artifacts', '##bing', 'strongest', 'twitter', 'halifax', '2019', 'allmusic', 'mighty', 'smallest', 'precise', 'alexandra', 'viola', '##los', '##ille', 'manuscripts', '##illo', 'dancers', 'ari', 'managers', 'monuments', 'blades', 'barracks', 'springfield', 'maiden', 'consolidated', 'electron', '##end', 'berry', 'airing', 'wheat', 'nobel', 'inclusion', 'blair', 'payments', 'geography', 'bee', 'cc', 'eleanor', 'react', '##hurst', 'afc', 'manitoba', '##yu', 'su', 'lineup', 'fitness', 'recreational', 'investments', 'airborne', 'disappointment', '##dis', 'edmonton', 'viewing', '##row', 'renovation', '##cast', 'infant', 'bankruptcy', 'roses', 'aftermath', 'pavilion', '##yer', 'carpenter', 'withdrawal', 'ladder', '##hy', 'discussing', 'popped', 'reliable', 'agreements', 'rochester', '##abad', 'curves', 'bombers', '220', 'rao', 'reverend', 'decreased', 'choosing', '107', 'stiff', 'consulting', 'naples', 'crawford', 'tracy', 'ka', 'ribbon', 'cops', '##lee', 'crushed', 'deciding', 'unified', 'teenager', 'accepting', 'flagship', 'explorer', 'poles', 'sanchez', 'inspection', 'revived', 'skilled', 'induced', 'exchanged', 'flee', 'locals', 'tragedy', 'swallow', 'loading', 'hanna', 'demonstrate', '##ela', 'salvador', 'flown', 'contestants', 'civilization', '##ines', 'wanna', 'rhodes', 'fletcher', 'hector', 'knocking', 'considers', '##ough', 'nash', 'mechanisms', 'sensed', 'mentally', 'walt', 'unclear', '##eus', 'renovated', 'madame', '##cks', 'crews', 'governmental', '##hin', 'undertaken', 'monkey', '##ben', '##ato', 'fatal', 'armored', 'copa', 'caves', 'governance', 'grasp', 'perception', 'certification', 'froze', 'damp', 'tugged', 'wyoming', '##rg', '##ero', 'newman', '##lor', 'nerves', 'curiosity', 'graph', '115', '##ami', 'withdraw', 'tunnels', 'dull', 'meredith', 'moss', 'exhibits', 'neighbors', 'communicate', 'accuracy', 'explored', 'raiders', 'republicans', 'secular', 'kat', 'superman', 'penny', 'criticised', '##tch', 'freed', 'update', 'conviction', 'wade', 'ham', 'likewise', 'delegation', 'gotta', 'doll', 'promises', 'technological', 'myth', 'nationality', 'resolve', 'convent', '##mark', 'sharon', 'dig', 'sip', 'coordinator', 'entrepreneur', 'fold', '##dine', 'capability', 'councillor', 'synonym', 'blown', 'swan', 'cursed', '1815', 'jonas', 'haired', 'sofa', 'canvas', 'keeper', 'rivalry', '##hart', 'rapper', 'speedway', 'swords', 'postal', 'maxwell', 'estonia', 'potter', 'recurring', '##nn', '##ave', 'errors', '##oni', 'cognitive', '1834', '##²', 'claws', 'nadu', 'roberto', 'bce', 'wrestler', 'ellie', '##ations', 'infinite', 'ink', '##tia', 'presumably', 'finite', 'staircase', '108', 'noel', 'patricia', 'nacional', '##cation', 'chill', 'eternal', 'tu', 'preventing', 'prussia', 'fossil', 'limbs', '##logist', 'ernst', 'frog', 'perez', 'rene', '##ace', 'pizza', 'prussian', '##ios', '##vy', 'molecules', 'regulatory', 'answering', 'opinions', 'sworn', 'lengths', 'supposedly', 'hypothesis', 'upward', 'habitats', 'seating', 'ancestors', 'drank', 'yield', 'hd', 'synthesis', 'researcher', 'modest', '##var', 'mothers', 'peered', 'voluntary', 'homeland', '##the', 'acclaim', '##igan', 'static', 'valve', 'luxembourg', 'alto', 'carroll', 'fe', 'receptor', 'norton', 'ambulance', '##tian', 'johnston', 'catholics', 'depicting', 'jointly', 'elephant', 'gloria', 'mentor', 'badge', 'ahmad', 'distinguish', 'remarked', 'councils', 'precisely', 'allison', 'advancing', 'detection', 'crowded', '##10', 'cooperative', 'ankle', 'mercedes', 'dagger', 'surrendered', 'pollution', 'commit', 'subway', 'jeffrey', 'lesson', 'sculptures', 'provider', '##fication', 'membrane', 'timothy', 'rectangular', 'fiscal', 'heating', 'teammate', 'basket', 'particle', 'anonymous', 'deployment', '##ple', 'missiles', 'courthouse', 'proportion', 'shoe', 'sec', '##ller', 'complaints', 'forbes', 'blacks', 'abandon', 'remind', 'sizes', 'overwhelming', 'autobiography', 'natalie', '##awa', 'risks', 'contestant', 'countryside', 'babies', 'scorer', 'invaded', 'enclosed', 'proceed', 'hurling', 'disorders', '##cu', 'reflecting', 'continuously', 'cruiser', 'graduates', 'freeway', 'investigated', 'ore', 'deserved', 'maid', 'blocking', 'phillip', 'jorge', 'shakes', 'dove', 'mann', 'variables', 'lacked', 'burden', 'accompanying', 'que', 'consistently', 'organizing', 'provisional', 'complained', 'endless', '##rm', 'tubes', 'juice', 'georges', 'krishna', 'mick', 'labels', 'thriller', '##uch', 'laps', 'arcade', 'sage', 'snail', '##table', 'shannon', 'fi', 'laurence', 'seoul', 'vacation', 'presenting', 'hire', 'churchill', 'surprisingly', 'prohibited', 'savannah', 'technically', '##oli', '170', '##lessly', 'testimony', 'suited', 'speeds', 'toys', 'romans', 'mlb', 'flowering', 'measurement', 'talented', 'kay', 'settings', 'charleston', 'expectations', 'shattered', 'achieving', 'triumph', 'ceremonies', 'portsmouth', 'lanes', 'mandatory', 'loser', 'stretching', 'cologne', 'realizes', 'seventy', 'cornell', 'careers', 'webb', '##ulating', 'americas', 'budapest', 'ava', 'suspicion', '##ison', 'yo', 'conrad', '##hai', 'sterling', 'jessie', 'rector', '##az', '1831', 'transform', 'organize', 'loans', 'christine', 'volcanic', 'warrant', 'slender', 'summers', 'subfamily', 'newer', 'danced', 'dynamics', 'rhine', 'proceeds', 'heinrich', 'gastropod', 'commands', 'sings', 'facilitate', 'easter', 'ra', 'positioned', 'responses', 'expense', 'fruits', 'yanked', 'imported', '25th', 'velvet', 'vic', 'primitive', 'tribune', 'baldwin', 'neighbourhood', 'donna', 'rip', 'hay', 'pr', '##uro', '1814', 'espn', 'welcomed', '##aria', 'qualifier', 'glare', 'highland', 'timing', '##cted', 'shells', 'eased', 'geometry', 'louder', 'exciting', 'slovakia', '##sion', '##iz', '##lot', 'savings', 'prairie', '##ques', 'marching', 'rafael', 'tonnes', '##lled', 'curtain', 'preceding', 'shy', 'heal', 'greene', 'worthy', '##pot', 'detachment', 'bury', 'sherman', '##eck', 'reinforced', 'seeks', 'bottles', 'contracted', 'duchess', 'outfit', 'walsh', '##sc', 'mickey', '##ase', 'geoffrey', 'archer', 'squeeze', 'dawson', 'eliminate', 'invention', '##enberg', 'neal', '##eth', 'stance', 'dealer', 'coral', 'maple', 'retire', 'polo', 'simplified', '##ht', '1833', 'hid', 'watts', 'backwards', 'jules', '##oke', 'genesis', 'mt', 'frames', 'rebounds', 'burma', 'woodland', 'moist', 'santos', 'whispers', 'drained', 'subspecies', '##aa', 'streaming', 'ulster', 'burnt', 'correspondence', 'maternal', 'gerard', 'denis', 'stealing', '##load', 'genius', 'duchy', '##oria', 'inaugurated', 'momentum', 'suits', 'placement', 'sovereign', 'clause', 'thames', '##hara', 'confederation', 'reservation', 'sketch', 'yankees', 'lets', 'rotten', 'charm', 'hal', 'verses', 'ultra', 'commercially', 'dot', 'salon', 'citation', 'adopt', 'winnipeg', 'mist', 'allocated', 'cairo', '##boy', 'jenkins', 'interference', 'objectives', '##wind', '1820', 'portfolio', 'armoured', 'sectors', '##eh', 'initiatives', '##world', 'integrity', 'exercises', 'robe', 'tap', 'ab', 'gazed', '##tones', 'distracted', 'rulers', '111', 'favorable', 'jerome', 'tended', 'cart', 'factories', '##eri', 'diplomat', 'valued', 'gravel', 'charitable', '##try', 'calvin', 'exploring', 'chang', 'shepherd', 'terrace', 'pdf', 'pupil', '##ural', 'reflects', 'ups', '##rch', 'governors', 'shelf', 'depths', '##nberg', 'trailed', 'crest', 'tackle', '##nian', '##ats', 'hatred', '##kai', 'clare', 'makers', 'ethiopia', 'longtime', 'detected', 'embedded', 'lacking', 'slapped', 'rely', 'thomson', 'anticipation', 'iso', 'morton', 'successive', 'agnes', 'screenwriter', 'straightened', 'philippe', 'playwright', 'haunted', 'licence', 'iris', 'intentions', 'sutton', '112', 'logical', 'correctly', '##weight', 'branded', 'licked', 'tipped', 'silva', 'ricky', 'narrator', 'requests', '##ents', 'greeted', 'supernatural', 'cow', '##wald', 'lung', 'refusing', 'employer', 'strait', 'gaelic', 'liner', '##piece', 'zoe', 'sabha', '##mba', 'driveway', 'harvest', 'prints', 'bates', 'reluctantly', 'threshold', 'algebra', 'ira', 'wherever', 'coupled', '240', 'assumption', 'picks', '##air', 'designers', 'raids', 'gentlemen', '##ean', 'roller', 'blowing', 'leipzig', 'locks', 'screw', 'dressing', 'strand', '##lings', 'scar', 'dwarf', 'depicts', '##nu', 'nods', '##mine', 'differ', 'boris', '##eur', 'yuan', 'flip', '##gie', 'mob', 'invested', 'questioning', 'applying', '##ture', 'shout', '##sel', 'gameplay', 'blamed', 'illustrations', 'bothered', 'weakness', 'rehabilitation', '##of', '##zes', 'envelope', 'rumors', 'miners', 'leicester', 'subtle', 'kerry', '##ico', 'ferguson', '##fu', 'premiership', 'ne', '##cat', 'bengali', 'prof', 'catches', 'remnants', 'dana', '##rily', 'shouting', 'presidents', 'baltic', 'ought', 'ghosts', 'dances', 'sailors', 'shirley', 'fancy', 'dominic', '##bie', 'madonna', '##rick', 'bark', 'buttons', 'gymnasium', 'ashes', 'liver', 'toby', 'oath', 'providence', 'doyle', 'evangelical', 'nixon', 'cement', 'carnegie', 'embarked', 'hatch', 'surroundings', 'guarantee', 'needing', 'pirate', 'essence', '##bee', 'filter', 'crane', 'hammond', 'projected', 'immune', 'percy', 'twelfth', '##ult', 'regent', 'doctoral', 'damon', 'mikhail', '##ichi', 'lu', 'critically', 'elect', 'realised', 'abortion', 'acute', 'screening', 'mythology', 'steadily', '##fc', 'frown', 'nottingham', 'kirk', 'wa', 'minneapolis', '##rra', 'module', 'algeria', 'mc', 'nautical', 'encounters', 'surprising', 'statues', 'availability', 'shirts', 'pie', 'alma', 'brows', 'munster', 'mack', 'soup', 'crater', 'tornado', 'sanskrit', 'cedar', 'explosive', 'bordered', 'dixon', 'planets', 'stamp', 'exam', 'happily', '##bble', 'carriers', 'kidnapped', '##vis', 'accommodation', 'emigrated', '##met', 'knockout', 'correspondent', 'violation', 'profits', 'peaks', 'lang', 'specimen', 'agenda', 'ancestry', 'pottery', 'spelling', 'equations', 'obtaining', 'ki', 'linking', '1825', 'debris', 'asylum', '##20', 'buddhism', 'teddy', '##ants', 'gazette', '##nger', '##sse', 'dental', 'eligibility', 'utc', 'fathers', 'averaged', 'zimbabwe', 'francesco', 'coloured', 'hissed', 'translator', 'lynch', 'mandate', 'humanities', 'mackenzie', 'uniforms', 'lin', '##iana', '##gio', 'asset', 'mhz', 'fitting', 'samantha', 'genera', 'wei', 'rim', 'beloved', 'shark', 'riot', 'entities', 'expressions', 'indo', 'carmen', 'slipping', 'owing', 'abbot', 'neighbor', 'sidney', '##av', 'rats', 'recommendations', 'encouraging', 'squadrons', 'anticipated', 'commanders', 'conquered', '##oto', 'donations', 'diagnosed', '##mond', 'divide', '##iva', 'guessed', 'decoration', 'vernon', 'auditorium', 'revelation', 'conversations', '##kers', '##power', 'herzegovina', 'dash', 'alike', 'protested', 'lateral', 'herman', 'accredited', 'mg', '##gent', 'freeman', 'mel', 'fiji', 'crow', 'crimson', '##rine', 'livestock', '##pped', 'humanitarian', 'bored', 'oz', 'whip', '##lene', '##ali', 'legitimate', 'alter', 'grinning', 'spelled', 'anxious', 'oriental', 'wesley', '##nin', '##hole', 'carnival', 'controller', 'detect', '##ssa', 'bowed', 'educator', 'kosovo', 'macedonia', '##sin', 'occupy', 'mastering', 'stephanie', 'janeiro', 'para', 'unaware', 'nurses', 'noon', '135', 'cam', 'hopefully', 'ranger', 'combine', 'sociology', 'polar', 'rica', '##eer', 'neill', '##sman', 'holocaust', '##ip', 'doubled', 'lust', '1828', '109', 'decent', 'cooling', 'unveiled', '##card', '1829', 'nsw', 'homer', 'chapman', 'meyer', '##gin', 'dive', 'mae', 'reagan', 'expertise', '##gled', 'darwin', 'brooke', 'sided', 'prosecution', 'investigating', 'comprised', 'petroleum', 'genres', 'reluctant', 'differently', 'trilogy', 'johns', 'vegetables', 'corpse', 'highlighted', 'lounge', 'pension', 'unsuccessfully', 'elegant', 'aided', 'ivory', 'beatles', 'amelia', 'cain', 'dubai', 'sunny', 'immigrant', 'babe', 'click', '##nder', 'underwater', 'pepper', 'combining', 'mumbled', 'atlas', 'horns', 'accessed', 'ballad', 'physicians', 'homeless', 'gestured', 'rpm', 'freak', 'louisville', 'corporations', 'patriots', 'prizes', 'rational', 'warn', 'modes', 'decorative', 'overnight', 'din', 'troubled', 'phantom', '##ort', 'monarch', 'sheer', '##dorf', 'generals', 'guidelines', 'organs', 'addresses', '##zon', 'enhance', 'curling', 'parishes', 'cord', '##kie', 'linux', 'caesar', 'deutsche', 'bavaria', '##bia', 'coleman', 'cyclone', '##eria', 'bacon', 'petty', '##yama', '##old', 'hampton', 'diagnosis', '1824', 'throws', 'complexity', 'rita', 'disputed', '##₃', 'pablo', '##sch', 'marketed', 'trafficking', '##ulus', 'examine', 'plague', 'formats', '##oh', 'vault', 'faithful', '##bourne', 'webster', '##ox', 'highlights', '##ient', '##ann', 'phones', 'vacuum', 'sandwich', 'modeling', '##gated', 'bolivia', 'clergy', 'qualities', 'isabel', '##nas', '##ars', 'wears', 'screams', 'reunited', 'annoyed', 'bra', '##ancy', '##rate', 'differential', 'transmitter', 'tattoo', 'container', 'poker', '##och', 'excessive', 'resides', 'cowboys', '##tum', 'augustus', 'trash', 'providers', 'statute', 'retreated', 'balcony', 'reversed', 'void', 'storey', 'preceded', 'masses', 'leap', 'laughs', 'neighborhoods', 'wards', 'schemes', 'falcon', 'santo', 'battlefield', 'pad', 'ronnie', 'thread', 'lesbian', 'venus', '##dian', 'beg', 'sandstone', 'daylight', 'punched', 'gwen', 'analog', 'stroked', 'wwe', 'acceptable', 'measurements', 'dec', 'toxic', '##kel', 'adequate', 'surgical', 'economist', 'parameters', 'varsity', '##sberg', 'quantity', 'ella', '##chy', '##rton', 'countess', 'generating', 'precision', 'diamonds', 'expressway', 'ga', '##ı', '1821', 'uruguay', 'talents', 'galleries', 'expenses', 'scanned', 'colleague', 'outlets', 'ryder', 'lucien', '##ila', 'paramount', '##bon', 'syracuse', 'dim', 'fangs', 'gown', 'sweep', '##sie', 'toyota', 'missionaries', 'websites', '##nsis', 'sentences', 'adviser', 'val', 'trademark', 'spells', '##plane', 'patience', 'starter', 'slim', '##borg', 'toe', 'incredibly', 'shoots', 'elliot', 'nobility', '##wyn', 'cowboy', 'endorsed', 'gardner', 'tendency', 'persuaded', 'organisms', 'emissions', 'kazakhstan', 'amused', 'boring', 'chips', 'themed', '##hand', 'llc', 'constantinople', 'chasing', 'systematic', 'guatemala', 'borrowed', 'erin', 'carey', '##hard', 'highlands', 'struggles', '1810', '##ifying', '##ced', 'wong', 'exceptions', 'develops', 'enlarged', 'kindergarten', 'castro', '##ern', '##rina', 'leigh', 'zombie', 'juvenile', '##most', 'consul', '##nar', 'sailor', 'hyde', 'clarence', 'intensive', 'pinned', 'nasty', 'useless', 'jung', 'clayton', 'stuffed', 'exceptional', 'ix', 'apostolic', '230', 'transactions', '##dge', 'exempt', 'swinging', 'cove', 'religions', '##ash', 'shields', 'dairy', 'bypass', '190', 'pursuing', 'bug', 'joyce', 'bombay', 'chassis', 'southampton', 'chat', 'interact', 'redesignated', '##pen', 'nascar', 'pray', 'salmon', 'rigid', 'regained', 'malaysian', 'grim', 'publicity', 'constituted', 'capturing', 'toilet', 'delegate', 'purely', 'tray', 'drift', 'loosely', 'striker', 'weakened', 'trinidad', 'mitch', 'itv', 'defines', 'transmitted', 'ming', 'scarlet', 'nodding', 'fitzgerald', 'fu', 'narrowly', 'sp', 'tooth', 'standings', 'virtue', '##₁', '##wara', '##cting', 'chateau', 'gloves', 'lid', '##nel', 'hurting', 'conservatory', '##pel', 'sinclair', 'reopened', 'sympathy', 'nigerian', 'strode', 'advocated', 'optional', 'chronic', 'discharge', '##rc', 'suck', 'compatible', 'laurel', 'stella', 'shi', 'fails', 'wage', 'dodge', '128', 'informal', 'sorts', 'levi', 'buddha', 'villagers', '##aka', 'chronicles', 'heavier', 'summoned', 'gateway', '3000', 'eleventh', 'jewelry', 'translations', 'accordingly', 'seas', '##ency', 'fiber', 'pyramid', 'cubic', 'dragging', '##ista', 'caring', '##ops', 'android', 'contacted', 'lunar', '##dt', 'kai', 'lisbon', 'patted', '1826', 'sacramento', 'theft', 'madagascar', 'subtropical', 'disputes', 'ta', 'holidays', 'piper', 'willow', 'mare', 'cane', 'itunes', 'newfoundland', 'benny', 'companions', 'dong', 'raj', 'observe', 'roar', 'charming', 'plaque', 'tibetan', 'fossils', 'enacted', 'manning', 'bubble', 'tina', 'tanzania', '##eda', '##hir', 'funk', 'swamp', 'deputies', 'cloak', 'ufc', 'scenario', 'par', 'scratch', 'metals', 'anthem', 'guru', 'engaging', 'specially', '##boat', 'dialects', 'nineteen', 'cecil', 'duet', 'disability', 'messenger', 'unofficial', '##lies', 'defunct', 'eds', 'moonlight', 'drainage', 'surname', 'puzzle', 'honda', 'switching', 'conservatives', 'mammals', 'knox', 'broadcaster', 'sidewalk', 'cope', '##ried', 'benson', 'princes', 'peterson', '##sal', 'bedford', 'sharks', 'eli', 'wreck', 'alberto', 'gasp', 'archaeology', 'lgbt', 'teaches', 'securities', 'madness', 'compromise', 'waving', 'coordination', 'davidson', 'visions', 'leased', 'possibilities', 'eighty', 'jun', 'fernandez', 'enthusiasm', 'assassin', 'sponsorship', 'reviewer', 'kingdoms', 'estonian', 'laboratories', '##fy', '##nal', 'applies', 'verb', 'celebrations', '##zzo', 'rowing', 'lightweight', 'sadness', 'submit', 'mvp', 'balanced', 'dude', '##vas', 'explicitly', 'metric', 'magnificent', 'mound', 'brett', 'mohammad', 'mistakes', 'irregular', '##hing', '##ass', 'sanders', 'betrayed', 'shipped', 'surge', '##enburg', 'reporters', 'termed', 'georg', 'pity', 'verbal', 'bulls', 'abbreviated', 'enabling', 'appealed', '##are', '##atic', 'sicily', 'sting', 'heel', 'sweetheart', 'bart', 'spacecraft', 'brutal', 'monarchy', '##tter', 'aberdeen', 'cameo', 'diane', '##ub', 'survivor', 'clyde', '##aries', 'complaint', '##makers', 'clarinet', 'delicious', 'chilean', 'karnataka', 'coordinates', '1818', 'panties', '##rst', 'pretending', 'ar', 'dramatically', 'kiev', 'bella', 'tends', 'distances', '113', 'catalog', 'launching', 'instances', 'telecommunications', 'portable', 'lindsay', 'vatican', '##eim', 'angles', 'aliens', 'marker', 'stint', 'screens', 'bolton', '##rne', 'judy', 'wool', 'benedict', 'plasma', 'europa', 'spark', 'imaging', 'filmmaker', 'swiftly', '##een', 'contributor', '##nor', 'opted', 'stamps', 'apologize', 'financing', 'butter', 'gideon', 'sophisticated', 'alignment', 'avery', 'chemicals', 'yearly', 'speculation', 'prominence', 'professionally', '##ils', 'immortal', 'institutional', 'inception', 'wrists', 'identifying', 'tribunal', 'derives', 'gains', '##wo', 'papal', 'preference', 'linguistic', 'vince', 'operative', 'brewery', '##ont', 'unemployment', 'boyd', '##ured', '##outs', 'albeit', 'prophet', '1813', 'bi', '##rr', '##face', '##rad', 'quarterly', 'asteroid', 'cleaned', 'radius', 'temper', '##llen', 'telugu', 'jerk', 'viscount', 'menu', '##ote', 'glimpse', '##aya', 'yacht', 'hawaiian', 'baden', '##rl', 'laptop', 'readily', '##gu', 'monetary', 'offshore', 'scots', 'watches', '##yang', '##arian', 'upgrade', 'needle', 'xbox', 'lea', 'encyclopedia', 'flank', 'fingertips', '##pus', 'delight', 'teachings', 'confirm', 'roth', 'beaches', 'midway', 'winters', '##iah', 'teasing', 'daytime', 'beverly', 'gambling', 'bonnie', '##backs', 'regulated', 'clement', 'hermann', 'tricks', 'knot', '##shing', '##uring', '##vre', 'detached', 'ecological', 'owed', 'specialty', 'byron', 'inventor', 'bats', 'stays', 'screened', 'unesco', 'midland', 'trim', 'affection', '##ander', '##rry', 'jess', 'thoroughly', 'feedback', '##uma', 'chennai', 'strained', 'heartbeat', 'wrapping', 'overtime', 'pleaded', '##sworth', 'mon', 'leisure', 'oclc', '##tate', '##ele', 'feathers', 'angelo', 'thirds', 'nuts', 'surveys', 'clever', 'gill', 'commentator', '##dos', 'darren', 'rides', 'gibraltar', '##nc', '##mu', 'dissolution', 'dedication', 'shin', 'meals', 'saddle', 'elvis', 'reds', 'chaired', 'taller', 'appreciation', 'functioning', 'niece', 'favored', 'advocacy', 'robbie', 'criminals', 'suffolk', 'yugoslav', 'passport', 'constable', 'congressman', 'hastings', 'vera', '##rov', 'consecrated', 'sparks', 'ecclesiastical', 'confined', '##ovich', 'muller', 'floyd', 'nora', '1822', 'paved', '1827', 'cumberland', 'ned', 'saga', 'spiral', '##flow', 'appreciated', 'yi', 'collaborative', 'treating', 'similarities', 'feminine', 'finishes', '##ib', 'jade', 'import', '##nse', '##hot', 'champagne', 'mice', 'securing', 'celebrities', 'helsinki', 'attributes', '##gos', 'cousins', 'phases', 'ache', 'lucia', 'gandhi', 'submission', 'vicar', 'spear', 'shine', 'tasmania', 'biting', 'detention', 'constitute', 'tighter', 'seasonal', '##gus', 'terrestrial', 'matthews', '##oka', 'effectiveness', 'parody', 'philharmonic', '##onic', '1816', 'strangers', 'encoded', 'consortium', 'guaranteed', 'regards', 'shifts', 'tortured', 'collision', 'supervisor', 'inform', 'broader', 'insight', 'theaters', 'armour', 'emeritus', 'blink', 'incorporates', 'mapping', '##50', '##ein', 'handball', 'flexible', '##nta', 'substantially', 'generous', 'thief', '##own', 'carr', 'loses', '1793', 'prose', 'ucla', 'romeo', 'generic', 'metallic', 'realization', 'damages', 'mk', 'commissioners', 'zach', 'default', '##ther', 'helicopters', 'lengthy', 'stems', 'spa', 'partnered', 'spectators', 'rogue', 'indication', 'penalties', 'teresa', '1801', 'sen', '##tric', 'dalton', '##wich', 'irving', 'photographic', '##vey', 'dell', 'deaf', 'peters', 'excluded', 'unsure', '##vable', 'patterson', 'crawled', '##zio', 'resided', 'whipped', 'latvia', 'slower', 'ecole', 'pipes', 'employers', 'maharashtra', 'comparable', 'va', 'textile', 'pageant', '##gel', 'alphabet', 'binary', 'irrigation', 'chartered', 'choked', 'antoine', 'offs', 'waking', 'supplement', '##wen', 'quantities', 'demolition', 'regain', 'locate', 'urdu', 'folks', 'alt', '114', '##mc', 'scary', 'andreas', 'whites', '##ava', 'classrooms', 'mw', 'aesthetic', 'publishes', 'valleys', 'guides', 'cubs', 'johannes', 'bryant', 'conventions', 'affecting', '##itt', 'drain', 'awesome', 'isolation', 'prosecutor', 'ambitious', 'apology', 'captive', 'downs', 'atmospheric', 'lorenzo', 'aisle', 'beef', 'foul', '##onia', 'kidding', 'composite', 'disturbed', 'illusion', 'natives', '##ffer', 'emi', 'rockets', 'riverside', 'wartime', 'painters', 'adolf', 'melted', '##ail', 'uncertainty', 'simulation', 'hawks', 'progressed', 'meantime', 'builder', 'spray', 'breach', 'unhappy', 'regina', 'russians', '##urg', 'determining', '##tation', 'tram', '1806', '##quin', 'aging', '##12', '1823', 'garion', 'rented', 'mister', 'diaz', 'terminated', 'clip', '1817', 'depend', 'nervously', 'disco', 'owe', 'defenders', 'shiva', 'notorious', 'disbelief', 'shiny', 'worcester', '##gation', '##yr', 'trailing', 'undertook', 'islander', 'belarus', 'limitations', 'watershed', 'fuller', 'overlooking', 'utilized', 'raphael', '1819', 'synthetic', 'breakdown', 'klein', '##nate', 'moaned', 'memoir', 'lamb', 'practicing', '##erly', 'cellular', 'arrows', 'exotic', '##graphy', 'witches', '117', 'charted', 'rey', 'hut', 'hierarchy', 'subdivision', 'freshwater', 'giuseppe', 'aloud', 'reyes', 'qatar', 'marty', 'sideways', 'utterly', 'sexually', 'jude', 'prayers', 'mccarthy', 'softball', 'blend', 'damien', '##gging', '##metric', 'wholly', 'erupted', 'lebanese', 'negro', 'revenues', 'tasted', 'comparative', 'teamed', 'transaction', 'labeled', 'maori', 'sovereignty', 'parkway', 'trauma', 'gran', 'malay', '121', 'advancement', 'descendant', '2020', 'buzz', 'salvation', 'inventory', 'symbolic', '##making', 'antarctica', 'mps', '##gas', '##bro', 'mohammed', 'myanmar', 'holt', 'submarines', 'tones', '##lman', 'locker', 'patriarch', 'bangkok', 'emerson', 'remarks', 'predators', 'kin', 'afghan', 'confession', 'norwich', 'rental', 'emerge', 'advantages', '##zel', 'rca', '##hold', 'shortened', 'storms', 'aidan', '##matic', 'autonomy', 'compliance', '##quet', 'dudley', 'atp', '##osis', '1803', 'motto', 'documentation', 'summary', 'professors', 'spectacular', 'christina', 'archdiocese', 'flashing', 'innocence', 'remake', '##dell', 'psychic', 'reef', 'scare', 'employ', 'rs', 'sticks', 'meg', 'gus', 'leans', '##ude', 'accompany', 'bergen', 'tomas', '##iko', 'doom', 'wages', 'pools', '##nch', '##bes', 'breasts', 'scholarly', 'alison', 'outline', 'brittany', 'breakthrough', 'willis', 'realistic', '##cut', '##boro', 'competitor', '##stan', 'pike', 'picnic', 'icon', 'designing', 'commercials', 'washing', 'villain', 'skiing', 'micro', 'costumes', 'auburn', 'halted', 'executives', '##hat', 'logistics', 'cycles', 'vowel', 'applicable', 'barrett', 'exclaimed', 'eurovision', 'eternity', 'ramon', '##umi', '##lls', 'modifications', 'sweeping', 'disgust', '##uck', 'torch', 'aviv', 'ensuring', 'rude', 'dusty', 'sonic', 'donovan', 'outskirts', 'cu', 'pathway', '##band', '##gun', '##lines', 'disciplines', 'acids', 'cadet', 'paired', '##40', 'sketches', '##sive', 'marriages', '##⁺', 'folding', 'peers', 'slovak', 'implies', 'admired', '##beck', '1880s', 'leopold', 'instinct', 'attained', 'weston', 'megan', 'horace', '##ination', 'dorsal', 'ingredients', 'evolutionary', '##its', 'complications', 'deity', 'lethal', 'brushing', 'levy', 'deserted', 'institutes', 'posthumously', 'delivering', 'telescope', 'coronation', 'motivated', 'rapids', 'luc', 'flicked', 'pays', 'volcano', 'tanner', 'weighed', '##nica', 'crowds', 'frankie', 'gifted', 'addressing', 'granddaughter', 'winding', '##rna', 'constantine', 'gomez', '##front', 'landscapes', 'rudolf', 'anthropology', 'slate', 'werewolf', '##lio', 'astronomy', 'circa', 'rouge', 'dreaming', 'sack', 'knelt', 'drowned', 'naomi', 'prolific', 'tracked', 'freezing', 'herb', '##dium', 'agony', 'randall', 'twisting', 'wendy', 'deposit', 'touches', 'vein', 'wheeler', '##bbled', '##bor', 'batted', 'retaining', 'tire', 'presently', 'compare', 'specification', 'daemon', 'nigel', '##grave', 'merry', 'recommendation', 'czechoslovakia', 'sandra', 'ng', 'roma', '##sts', 'lambert', 'inheritance', 'sheikh', 'winchester', 'cries', 'examining', '##yle', 'comeback', 'cuisine', 'nave', '##iv', 'ko', 'retrieve', 'tomatoes', 'barker', 'polished', 'defining', 'irene', 'lantern', 'personalities', 'begging', 'tract', 'swore', '1809', '175', '##gic', 'omaha', 'brotherhood', '##rley', 'haiti', '##ots', 'exeter', '##ete', '##zia', 'steele', 'dumb', 'pearson', '210', 'surveyed', 'elisabeth', 'trends', '##ef', 'fritz', '##rf', 'premium', 'bugs', 'fraction', 'calmly', 'viking', '##birds', 'tug', 'inserted', 'unusually', '##ield', 'confronted', 'distress', 'crashing', 'brent', 'turks', 'resign', '##olo', 'cambodia', 'gabe', 'sauce', '##kal', 'evelyn', '116', 'extant', 'clusters', 'quarry', 'teenagers', 'luna', '##lers', '##ister', 'affiliation', 'drill', '##ashi', 'panthers', 'scenic', 'libya', 'anita', 'strengthen', 'inscriptions', '##cated', 'lace', 'sued', 'judith', 'riots', '##uted', 'mint', '##eta', 'preparations', 'midst', 'dub', 'challenger', '##vich', 'mock', 'cf', 'displaced', 'wicket', 'breaths', 'enables', 'schmidt', 'analyst', '##lum', 'ag', 'highlight', 'automotive', 'axe', 'josef', 'newark', 'sufficiently', 'resembles', '50th', '##pal', 'flushed', 'mum', 'traits', '##ante', 'commodore', 'incomplete', 'warming', 'titular', 'ceremonial', 'ethical', '118', 'celebrating', 'eighteenth', 'cao', 'lima', 'medalist', 'mobility', 'strips', 'snakes', '##city', 'miniature', 'zagreb', 'barton', 'escapes', 'umbrella', 'automated', 'doubted', 'differs', 'cooled', 'georgetown', 'dresden', 'cooked', 'fade', 'wyatt', 'rna', 'jacobs', 'carlton', 'abundant', 'stereo', 'boost', 'madras', 'inning', '##hia', 'spur', 'ip', 'malayalam', 'begged', 'osaka', 'groan', 'escaping', 'charging', 'dose', 'vista', '##aj', 'bud', 'papa', 'communists', 'advocates', 'edged', 'tri', '##cent', 'resemble', 'peaking', 'necklace', 'fried', 'montenegro', 'saxony', 'goose', 'glances', 'stuttgart', 'curator', 'recruit', 'grocery', 'sympathetic', '##tting', '##fort', '127', 'lotus', 'randolph', 'ancestor', '##rand', 'succeeding', 'jupiter', '1798', 'macedonian', '##heads', 'hiking', '1808', 'handing', 'fischer', '##itive', 'garbage', 'node', '##pies', 'prone', 'singular', 'papua', 'inclined', 'attractions', 'italia', 'pouring', 'motioned', 'grandma', 'garnered', 'jacksonville', 'corp', 'ego', 'ringing', 'aluminum', '##hausen', 'ordering', '##foot', 'drawer', 'traders', 'synagogue', '##play', '##kawa', 'resistant', 'wandering', 'fragile', 'fiona', 'teased', 'var', 'hardcore', 'soaked', 'jubilee', 'decisive', 'exposition', 'mercer', 'poster', 'valencia', 'hale', 'kuwait', '1811', '##ises', '##wr', '##eed', 'tavern', 'gamma', '122', 'johan', '##uer', 'airways', 'amino', 'gil', '##ury', 'vocational', 'domains', 'torres', '##sp', 'generator', 'folklore', 'outcomes', '##keeper', 'canberra', 'shooter', 'fl', 'beams', 'confrontation', '##lling', '##gram', 'feb', 'aligned', 'forestry', 'pipeline', 'jax', 'motorway', 'conception', 'decay', '##tos', 'coffin', '##cott', 'stalin', '1805', 'escorted', 'minded', '##nam', 'sitcom', 'purchasing', 'twilight', 'veronica', 'additions', 'passive', 'tensions', 'straw', '123', 'frequencies', '1804', 'refugee', 'cultivation', '##iate', 'christie', 'clary', 'bulletin', 'crept', 'disposal', '##rich', '##zong', 'processor', 'crescent', '##rol', 'bmw', 'emphasized', 'whale', 'nazis', 'aurora', '##eng', 'dwelling', 'hauled', 'sponsors', 'toledo', 'mega', 'ideology', 'theatres', 'tessa', 'cerambycidae', 'saves', 'turtle', 'cone', 'suspects', 'kara', 'rusty', 'yelling', 'greeks', 'mozart', 'shades', 'cocked', 'participant', '##tro', 'shire', 'spit', 'freeze', 'necessity', '##cos', 'inmates', 'nielsen', 'councillors', 'loaned', 'uncommon', 'omar', 'peasants', 'botanical', 'offspring', 'daniels', 'formations', 'jokes', '1794', 'pioneers', 'sigma', 'licensing', '##sus', 'wheelchair', 'polite', '1807', 'liquor', 'pratt', 'trustee', '##uta', 'forewings', 'balloon', '##zz', 'kilometre', 'camping', 'explicit', 'casually', 'shawn', 'foolish', 'teammates', 'nm', 'hassan', 'carrie', 'judged', 'satisfy', 'vanessa', 'knives', 'selective', 'cnn', 'flowed', '##lice', 'eclipse', 'stressed', 'eliza', 'mathematician', 'cease', 'cultivated', '##roy', 'commissions', 'browns', '##ania', 'destroyers', 'sheridan', 'meadow', '##rius', 'minerals', '##cial', 'downstream', 'clash', 'gram', 'memoirs', 'ventures', 'baha', 'seymour', 'archie', 'midlands', 'edith', 'fare', 'flynn', 'invite', 'canceled', 'tiles', 'stabbed', 'boulder', 'incorporate', 'amended', 'camden', 'facial', 'mollusk', 'unreleased', 'descriptions', 'yoga', 'grabs', '550', 'raises', 'ramp', 'shiver', '##rose', 'coined', 'pioneering', 'tunes', 'qing', 'warwick', 'tops', '119', 'melanie', 'giles', '##rous', 'wandered', '##inal', 'annexed', 'nov', '30th', 'unnamed', '##ished', 'organizational', 'airplane', 'normandy', 'stoke', 'whistle', 'blessing', 'violations', 'chased', 'holders', 'shotgun', '##ctic', 'outlet', 'reactor', '##vik', 'tires', 'tearing', 'shores', 'fortified', 'mascot', 'constituencies', 'nc', 'columnist', 'productive', 'tibet', '##rta', 'lineage', 'hooked', 'oct', 'tapes', 'judging', 'cody', '##gger', 'hansen', 'kashmir', 'triggered', '##eva', 'solved', 'cliffs', '##tree', 'resisted', 'anatomy', 'protesters', 'transparent', 'implied', '##iga', 'injection', 'mattress', 'excluding', '##mbo', 'defenses', 'helpless', 'devotion', '##elli', 'growl', 'liberals', 'weber', 'phenomena', 'atoms', 'plug', '##iff', 'mortality', 'apprentice', 'howe', 'convincing', 'aaa', 'swimmer', 'barber', 'leone', 'promptly', 'sodium', 'def', 'nowadays', 'arise', '##oning', 'gloucester', 'corrected', 'dignity', 'norm', 'erie', '##ders', 'elders', 'evacuated', 'sylvia', 'compression', '##yar', 'hartford', 'pose', 'backpack', 'reasoning', 'accepts', '24th', 'wipe', 'millimetres', 'marcel', '##oda', 'dodgers', 'albion', '1790', 'overwhelmed', 'aerospace', 'oaks', '1795', 'showcase', 'acknowledge', 'recovering', 'nolan', 'ashe', 'hurts', 'geology', 'fashioned', 'disappearance', 'farewell', 'swollen', 'shrug', 'marquis', 'wimbledon', '124', 'rue', '1792', 'commemorate', 'reduces', 'experiencing', 'inevitable', 'calcutta', 'intel', '##court', 'murderer', 'sticking', 'fisheries', 'imagery', 'bloom', '280', 'brake', '##inus', 'gustav', 'hesitation', 'memorable', 'po', 'viral', 'beans', 'accidents', 'tunisia', 'antenna', 'spilled', 'consort', 'treatments', 'aye', 'perimeter', '##gard', 'donation', 'hostage', 'migrated', 'banker', 'addiction', 'apex', 'lil', 'trout', '##ously', 'conscience', '##nova', 'rams', 'sands', 'genome', 'passionate', 'troubles', '##lets', '##set', 'amid', '##ibility', '##ret', 'higgins', 'exceed', 'vikings', '##vie', 'payne', '##zan', 'muscular', '##ste', 'defendant', 'sucking', '##wal', 'ibrahim', 'fuselage', 'claudia', 'vfl', 'europeans', 'snails', 'interval', '##garh', 'preparatory', 'statewide', 'tasked', 'lacrosse', 'viktor', '##lation', 'angola', '##hra', 'flint', 'implications', 'employs', 'teens', 'patrons', 'stall', 'weekends', 'barriers', 'scrambled', 'nucleus', 'tehran', 'jenna', 'parsons', 'lifelong', 'robots', 'displacement', '5000', '##bles', 'precipitation', '##gt', 'knuckles', 'clutched', '1802', 'marrying', 'ecology', 'marx', 'accusations', 'declare', 'scars', 'kolkata', 'mat', 'meadows', 'bermuda', 'skeleton', 'finalists', 'vintage', 'crawl', 'coordinate', 'affects', 'subjected', 'orchestral', 'mistaken', '##tc', 'mirrors', 'dipped', 'relied', '260', 'arches', 'candle', '##nick', 'incorporating', 'wildly', 'fond', 'basilica', 'owl', 'fringe', 'rituals', 'whispering', 'stirred', 'feud', 'tertiary', 'slick', 'goat', 'honorable', 'whereby', 'skip', 'ricardo', 'stripes', 'parachute', 'adjoining', 'submerged', 'synthesizer', '##gren', 'intend', 'positively', 'ninety', 'phi', 'beaver', 'partition', 'fellows', 'alexis', 'prohibition', 'carlisle', 'bizarre', 'fraternity', '##bre', 'doubts', 'icy', 'cbc', 'aquatic', 'sneak', 'sonny', 'combines', 'airports', 'crude', 'supervised', 'spatial', 'merge', 'alfonso', '##bic', 'corrupt', 'scan', 'undergo', '##ams', 'disabilities', 'colombian', 'comparing', 'dolphins', 'perkins', '##lish', 'reprinted', 'unanimous', 'bounced', 'hairs', 'underworld', 'midwest', 'semester', 'bucket', 'paperback', 'miniseries', 'coventry', 'demise', '##leigh', 'demonstrations', 'sensor', 'rotating', 'yan', '##hler', 'arrange', 'soils', '##idge', 'hyderabad', 'labs', '##dr', 'brakes', 'grandchildren', '##nde', 'negotiated', 'rover', 'ferrari', 'continuation', 'directorate', 'augusta', 'stevenson', 'counterpart', 'gore', '##rda', 'nursery', 'rican', 'ave', 'collectively', 'broadly', 'pastoral', 'repertoire', 'asserted', 'discovering', 'nordic', 'styled', 'fiba', 'cunningham', 'harley', 'middlesex', 'survives', 'tumor', 'tempo', 'zack', 'aiming', 'lok', 'urgent', '##rade', '##nto', 'devils', '##ement', 'contractor', 'turin', '##wl', '##ool', 'bliss', 'repaired', 'simmons', 'moan', 'astronomical', 'cr', 'negotiate', 'lyric', '1890s', 'lara', 'bred', 'clad', 'angus', 'pbs', '##ience', 'engineered', 'posed', '##lk', 'hernandez', 'possessions', 'elbows', 'psychiatric', 'strokes', 'confluence', 'electorate', 'lifts', 'campuses', 'lava', 'alps', '##ep', '##ution', '##date', 'physicist', 'woody', '##page', '##ographic', '##itis', 'juliet', 'reformation', 'sparhawk', '320', 'complement', 'suppressed', 'jewel', '##½', 'floated', '##kas', 'continuity', 'sadly', '##ische', 'inability', 'melting', 'scanning', 'paula', 'flour', 'judaism', 'safer', 'vague', '##lm', 'solving', 'curb', '##stown', 'financially', 'gable', 'bees', 'expired', 'miserable', 'cassidy', 'dominion', '1789', 'cupped', '145', 'robbery', 'facto', 'amos', 'warden', 'resume', 'tallest', 'marvin', 'ing', 'pounded', 'usd', 'declaring', 'gasoline', '##aux', 'darkened', '270', '650', 'sophomore', '##mere', 'erection', 'gossip', 'televised', 'risen', 'dial', '##eu', 'pillars', '##link', 'passages', 'profound', '##tina', 'arabian', 'ashton', 'silicon', 'nail', '##ead', '##lated', '##wer', '##hardt', 'fleming', 'firearms', 'ducked', 'circuits', 'blows', 'waterloo', 'titans', '##lina', 'atom', 'fireplace', 'cheshire', 'financed', 'activation', 'algorithms', '##zzi', 'constituent', 'catcher', 'cherokee', 'partnerships', 'sexuality', 'platoon', 'tragic', 'vivian', 'guarded', 'whiskey', 'meditation', 'poetic', '##late', '##nga', '##ake', 'porto', 'listeners', 'dominance', 'kendra', 'mona', 'chandler', 'factions', '22nd', 'salisbury', 'attitudes', 'derivative', '##ido', '##haus', 'intake', 'paced', 'javier', 'illustrator', 'barrels', 'bias', 'cockpit', 'burnett', 'dreamed', 'ensuing', '##anda', 'receptors', 'someday', 'hawkins', 'mattered', '##lal', 'slavic', '1799', 'jesuit', 'cameroon', 'wasted', 'tai', 'wax', 'lowering', 'victorious', 'freaking', 'outright', 'hancock', 'librarian', 'sensing', 'bald', 'calcium', 'myers', 'tablet', 'announcing', 'barack', 'shipyard', 'pharmaceutical', '##uan', 'greenwich', 'flush', 'medley', 'patches', 'wolfgang', 'pt', 'speeches', 'acquiring', 'exams', 'nikolai', '##gg', 'hayden', 'kannada', '##type', 'reilly', '##pt', 'waitress', 'abdomen', 'devastated', 'capped', 'pseudonym', 'pharmacy', 'fulfill', 'paraguay', '1796', 'clicked', '##trom', 'archipelago', 'syndicated', '##hman', 'lumber', 'orgasm', 'rejection', 'clifford', 'lorraine', 'advent', 'mafia', 'rodney', 'brock', '##ght', '##used', '##elia', 'cassette', 'chamberlain', 'despair', 'mongolia', 'sensors', 'developmental', 'upstream', '##eg', '##alis', 'spanning', '165', 'trombone', 'basque', 'seeded', 'interred', 'renewable', 'rhys', 'leapt', 'revision', 'molecule', '##ages', 'chord', 'vicious', 'nord', 'shivered', '23rd', 'arlington', 'debts', 'corpus', 'sunrise', 'bays', 'blackburn', 'centimetres', '##uded', 'shuddered', 'gm', 'strangely', 'gripping', 'cartoons', 'isabelle', 'orbital', '##ppa', 'seals', 'proving', '##lton', 'refusal', 'strengthened', 'bust', 'assisting', 'baghdad', 'batsman', 'portrayal', 'mara', 'pushes', 'spears', 'og', '##cock', 'reside', 'nathaniel', 'brennan', '1776', 'confirmation', 'caucus', '##worthy', 'markings', 'yemen', 'nobles', 'ku', 'lazy', 'viewer', 'catalan', 'encompasses', 'sawyer', '##fall', 'sparked', 'substances', 'patents', 'braves', 'arranger', 'evacuation', 'sergio', 'persuade', 'dover', 'tolerance', 'penguin', 'cum', 'jockey', 'insufficient', 'townships', 'occupying', 'declining', 'plural', 'processed', 'projection', 'puppet', 'flanders', 'introduces', 'liability', '##yon', 'gymnastics', 'antwerp', 'taipei', 'hobart', 'candles', 'jeep', 'wes', 'observers', '126', 'chaplain', 'bundle', 'glorious', '##hine', 'hazel', 'flung', 'sol', 'excavations', 'dumped', 'stares', 'sh', 'bangalore', 'triangular', 'icelandic', 'intervals', 'expressing', 'turbine', '##vers', 'songwriting', 'crafts', '##igo', 'jasmine', 'ditch', 'rite', '##ways', 'entertaining', 'comply', 'sorrow', 'wrestlers', 'basel', 'emirates', 'marian', 'rivera', 'helpful', '##some', 'caution', 'downward', 'networking', '##atory', '##tered', 'darted', 'genocide', 'emergence', 'replies', 'specializing', 'spokesman', 'convenient', 'unlocked', 'fading', 'augustine', 'concentrations', 'resemblance', 'elijah', 'investigator', 'andhra', '##uda', 'promotes', 'bean', '##rrell', 'fleeing', 'wan', 'simone', 'announcer', '##ame', '##bby', 'lydia', 'weaver', '132', 'residency', 'modification', '##fest', 'stretches', '##ast', 'alternatively', 'nat', 'lowe', 'lacks', '##ented', 'pam', 'tile', 'concealed', 'inferior', 'abdullah', 'residences', 'tissues', 'vengeance', '##ided', 'moisture', 'peculiar', 'groove', 'zip', 'bologna', 'jennings', 'ninja', 'oversaw', 'zombies', 'pumping', 'batch', 'livingston', 'emerald', 'installations', '1797', 'peel', 'nitrogen', 'rama', '##fying', '##star', 'schooling', 'strands', 'responding', 'werner', '##ost', 'lime', 'casa', 'accurately', 'targeting', '##rod', 'underway', '##uru', 'hemisphere', 'lester', '##yard', 'occupies', '2d', 'griffith', 'angrily', 'reorganized', '##owing', 'courtney', 'deposited', '##dd', '##30', 'estadio', '##ifies', 'dunn', 'exiled', '##ying', 'checks', '##combe', '##о', '##fly', 'successes', 'unexpectedly', 'blu', 'assessed', '##flower', '##ه', 'observing', 'sacked', 'spiders', 'kn', '##tail', 'mu', 'nodes', 'prosperity', 'audrey', 'divisional', '155', 'broncos', 'tangled', 'adjust', 'feeds', 'erosion', 'paolo', 'surf', 'directory', 'snatched', 'humid', 'admiralty', 'screwed', 'gt', 'reddish', '##nese', 'modules', 'trench', 'lamps', 'bind', 'leah', 'bucks', 'competes', '##nz', '##form', 'transcription', '##uc', 'isles', 'violently', 'clutching', 'pga', 'cyclist', 'inflation', 'flats', 'ragged', 'unnecessary', '##hian', 'stubborn', 'coordinated', 'harriet', 'baba', 'disqualified', '330', 'insect', 'wolfe', '##fies', 'reinforcements', 'rocked', 'duel', 'winked', 'embraced', 'bricks', '##raj', 'hiatus', 'defeats', 'pending', 'brightly', 'jealousy', '##xton', '##hm', '##uki', 'lena', 'gdp', 'colorful', '##dley', 'stein', 'kidney', '##shu', 'underwear', 'wanderers', '##haw', '##icus', 'guardians', 'm³', 'roared', 'habits', '##wise', 'permits', 'gp', 'uranium', 'punished', 'disguise', 'bundesliga', 'elise', 'dundee', 'erotic', 'partisan', 'pi', 'collectors', 'float', 'individually', 'rendering', 'behavioral', 'bucharest', 'ser', 'hare', 'valerie', 'corporal', 'nutrition', 'proportional', '##isa', 'immense', '##kis', 'pavement', '##zie', '##eld', 'sutherland', 'crouched', '1775', '##lp', 'suzuki', 'trades', 'endurance', 'operas', 'crosby', 'prayed', 'priory', 'rory', 'socially', '##urn', 'gujarat', '##pu', 'walton', 'cube', 'pasha', 'privilege', 'lennon', 'floods', 'thorne', 'waterfall', 'nipple', 'scouting', 'approve', '##lov', 'minorities', 'voter', 'dwight', 'extensions', 'assure', 'ballroom', 'slap', 'dripping', 'privileges', 'rejoined', 'confessed', 'demonstrating', 'patriotic', 'yell', 'investor', '##uth', 'pagan', 'slumped', 'squares', '##cle', '##kins', 'confront', 'bert', 'embarrassment', '##aid', 'aston', 'urging', 'sweater', 'starr', 'yuri', 'brains', 'williamson', 'commuter', 'mortar', 'structured', 'selfish', 'exports', '##jon', 'cds', '##him', 'unfinished', '##rre', 'mortgage', 'destinations', '##nagar', 'canoe', 'solitary', 'buchanan', 'delays', 'magistrate', 'fk', '##pling', 'motivation', '##lier', '##vier', 'recruiting', 'assess', '##mouth', 'malik', 'antique', '1791', 'pius', 'rahman', 'reich', 'tub', 'zhou', 'smashed', 'airs', 'galway', 'xii', 'conditioning', 'honduras', 'discharged', 'dexter', '##pf', 'lionel', '129', 'debates', 'lemon', 'tiffany', 'volunteered', 'dom', 'dioxide', 'procession', 'devi', 'sic', 'tremendous', 'advertisements', 'colts', 'transferring', 'verdict', 'hanover', 'decommissioned', 'utter', 'relate', 'pac', 'racism', '##top', 'beacon', 'limp', 'similarity', 'terra', 'occurrence', 'ant', '##how', 'becky', 'capt', 'updates', 'armament', 'richie', 'pal', '##graph', 'halloween', 'mayo', '##ssen', '##bone', 'cara', 'serena', 'fcc', 'dolls', 'obligations', '##dling', 'violated', 'lafayette', 'jakarta', 'exploitation', '##ime', 'infamous', 'iconic', '##lah', '##park', 'kitty', 'moody', 'reginald', 'dread', 'spill', 'crystals', 'olivier', 'modeled', 'bluff', 'equilibrium', 'separating', 'notices', 'ordnance', 'extinction', 'onset', 'cosmic', 'attachment', 'sammy', 'expose', 'privy', 'anchored', '##bil', 'abbott', 'admits', 'bending', 'baritone', 'emmanuel', 'policeman', 'vaughan', 'winged', 'climax', 'dresses', 'denny', 'polytechnic', 'mohamed', 'burmese', 'authentic', 'nikki', 'genetics', 'grandparents', 'homestead', 'gaza', 'postponed', 'metacritic', 'una', '##sby', '##bat', 'unstable', 'dissertation', '##rial', '##cian', 'curls', 'obscure', 'uncovered', 'bronx', 'praying', 'disappearing', '##hoe', 'prehistoric', 'coke', 'turret', 'mutations', 'nonprofit', 'pits', 'monaco', '##ي', '##usion', 'prominently', 'dispatched', 'podium', '##mir', 'uci', '##uation', '133', 'fortifications', 'birthplace', 'kendall', '##lby', '##oll', 'preacher', 'rack', 'goodman', '##rman', 'persistent', '##ott', 'countless', 'jaime', 'recorder', 'lexington', 'persecution', 'jumps', 'renewal', 'wagons', '##11', 'crushing', '##holder', 'decorations', '##lake', 'abundance', 'wrath', 'laundry', '£1', 'garde', '##rp', 'jeanne', 'beetles', 'peasant', '##sl', 'splitting', 'caste', 'sergei', '##rer', '##ema', 'scripts', '##ively', 'rub', 'satellites', '##vor', 'inscribed', 'verlag', 'scrapped', 'gale', 'packages', 'chick', 'potato', 'slogan', 'kathleen', 'arabs', '##culture', 'counterparts', 'reminiscent', 'choral', '##tead', 'rand', 'retains', 'bushes', 'dane', 'accomplish', 'courtesy', 'closes', '##oth', 'slaughter', 'hague', 'krakow', 'lawson', 'tailed', 'elias', 'ginger', '##ttes', 'canopy', 'betrayal', 'rebuilding', 'turf', '##hof', 'frowning', 'allegiance', 'brigades', 'kicks', 'rebuild', 'polls', 'alias', 'nationalism', 'td', 'rowan', 'audition', 'bowie', 'fortunately', 'recognizes', 'harp', 'dillon', 'horrified', '##oro', 'renault', '##tics', 'ropes', '##α', 'presumed', 'rewarded', 'infrared', 'wiping', 'accelerated', 'illustration', '##rid', 'presses', 'practitioners', 'badminton', '##iard', 'detained', '##tera', 'recognizing', 'relates', 'misery', '##sies', '##tly', 'reproduction', 'piercing', 'potatoes', 'thornton', 'esther', 'manners', 'hbo', '##aan', 'ours', 'bullshit', 'ernie', 'perennial', 'sensitivity', 'illuminated', 'rupert', '##jin', '##iss', '##ear', 'rfc', 'nassau', '##dock', 'staggered', 'socialism', '##haven', 'appointments', 'nonsense', 'prestige', 'sharma', 'haul', '##tical', 'solidarity', 'gps', '##ook', '##rata', 'igor', 'pedestrian', '##uit', 'baxter', 'tenants', 'wires', 'medication', 'unlimited', 'guiding', 'impacts', 'diabetes', '##rama', 'sasha', 'pas', 'clive', 'extraction', '131', 'continually', 'constraints', '##bilities', 'sonata', 'hunted', 'sixteenth', 'chu', 'planting', 'quote', 'mayer', 'pretended', 'abs', 'spat', '##hua', 'ceramic', '##cci', 'curtains', 'pigs', 'pitching', '##dad', 'latvian', 'sore', 'dayton', '##sted', '##qi', 'patrols', 'slice', 'playground', '##nted', 'shone', 'stool', 'apparatus', 'inadequate', 'mates', 'treason', '##ija', 'desires', '##liga', '##croft', 'somalia', 'laurent', 'mir', 'leonardo', 'oracle', 'grape', 'obliged', 'chevrolet', 'thirteenth', 'stunning', 'enthusiastic', '##ede', 'accounted', 'concludes', 'currents', 'basil', '##kovic', 'drought', '##rica', 'mai', '##aire', 'shove', 'posting', '##shed', 'pilgrimage', 'humorous', 'packing', 'fry', 'pencil', 'wines', 'smells', '144', 'marilyn', 'aching', 'newest', 'clung', 'bon', 'neighbours', 'sanctioned', '##pie', 'mug', '##stock', 'drowning', '##mma', 'hydraulic', '##vil', 'hiring', 'reminder', 'lilly', 'investigators', '##ncies', 'sour', '##eous', 'compulsory', 'packet', '##rion', '##graphic', '##elle', 'cannes', '##inate', 'depressed', '##rit', 'heroic', 'importantly', 'theresa', '##tled', 'conway', 'saturn', 'marginal', 'rae', '##xia', 'corresponds', 'royce', 'pact', 'jasper', 'explosives', 'packaging', 'aluminium', '##ttered', 'denotes', 'rhythmic', 'spans', 'assignments', 'hereditary', 'outlined', 'originating', 'sundays', 'lad', 'reissued', 'greeting', 'beatrice', '##dic', 'pillar', 'marcos', 'plots', 'handbook', 'alcoholic', 'judiciary', 'avant', 'slides', 'extract', 'masculine', 'blur', '##eum', '##force', 'homage', 'trembled', 'owens', 'hymn', 'trey', 'omega', 'signaling', 'socks', 'accumulated', 'reacted', 'attic', 'theo', 'lining', 'angie', 'distraction', 'primera', 'talbot', '##key', '1200', 'ti', 'creativity', 'billed', '##hey', 'deacon', 'eduardo', 'identifies', 'proposition', 'dizzy', 'gunner', 'hogan', '##yam', '##pping', '##hol', 'ja', '##chan', 'jensen', 'reconstructed', '##berger', 'clearance', 'darius', '##nier', 'abe', 'harlem', 'plea', 'dei', 'circled', 'emotionally', 'notation', 'fascist', 'neville', 'exceeded', 'upwards', 'viable', 'ducks', '##fo', 'workforce', 'racer', 'limiting', 'shri', '##lson', 'possesses', '1600', 'kerr', 'moths', 'devastating', 'laden', 'disturbing', 'locking', '##cture', 'gal', 'fearing', 'accreditation', 'flavor', 'aide', '1870s', 'mountainous', '##baum', 'melt', '##ures', 'motel', 'texture', 'servers', 'soda', '##mb', 'herd', '##nium', 'erect', 'puzzled', 'hum', 'peggy', 'examinations', 'gould', 'testified', 'geoff', 'ren', 'devised', 'sacks', '##law', 'denial', 'posters', 'grunted', 'cesar', 'tutor', 'ec', 'gerry', 'offerings', 'byrne', 'falcons', 'combinations', 'ct', 'incoming', 'pardon', 'rocking', '26th', 'avengers', 'flared', 'mankind', 'seller', 'uttar', 'loch', 'nadia', 'stroking', 'exposing', '##hd', 'fertile', 'ancestral', 'instituted', '##has', 'noises', 'prophecy', 'taxation', 'eminent', 'vivid', 'pol', '##bol', 'dart', 'indirect', 'multimedia', 'notebook', 'upside', 'displaying', 'adrenaline', 'referenced', 'geometric', '##iving', 'progression', '##ddy', 'blunt', 'announce', '##far', 'implementing', '##lav', 'aggression', 'liaison', 'cooler', 'cares', 'headache', 'plantations', 'gorge', 'dots', 'impulse', 'thickness', 'ashamed', 'averaging', 'kathy', 'obligation', 'precursor', '137', 'fowler', 'symmetry', 'thee', '225', 'hears', '##rai', 'undergoing', 'ads', 'butcher', 'bowler', '##lip', 'cigarettes', 'subscription', 'goodness', '##ically', 'browne', '##hos', '##tech', 'kyoto', 'donor', '##erty', 'damaging', 'friction', 'drifting', 'expeditions', 'hardened', 'prostitution', '152', 'fauna', 'blankets', 'claw', 'tossing', 'snarled', 'butterflies', 'recruits', 'investigative', 'coated', 'healed', '138', 'communal', 'hai', 'xiii', 'academics', 'boone', 'psychologist', 'restless', 'lahore', 'stephens', 'mba', 'brendan', 'foreigners', 'printer', '##pc', 'ached', 'explode', '27th', 'deed', 'scratched', 'dared', '##pole', 'cardiac', '1780', 'okinawa', 'proto', 'commando', 'compelled', 'oddly', 'electrons', '##base', 'replica', 'thanksgiving', '##rist', 'sheila', 'deliberate', 'stafford', 'tidal', 'representations', 'hercules', 'ou', '##path', '##iated', 'kidnapping', 'lenses', '##tling', 'deficit', 'samoa', 'mouths', 'consuming', 'computational', 'maze', 'granting', 'smirk', 'razor', 'fixture', 'ideals', 'inviting', 'aiden', 'nominal', '##vs', 'issuing', 'julio', 'pitt', 'ramsey', 'docks', '##oss', 'exhaust', '##owed', 'bavarian', 'draped', 'anterior', 'mating', 'ethiopian', 'explores', 'noticing', '##nton', 'discarded', 'convenience', 'hoffman', 'endowment', 'beasts', 'cartridge', 'mormon', 'paternal', 'probe', 'sleeves', 'interfere', 'lump', 'deadline', '##rail', 'jenks', 'bulldogs', 'scrap', 'alternating', 'justified', 'reproductive', 'nam', 'seize', 'descending', 'secretariat', 'kirby', 'coupe', 'grouped', 'smash', 'panther', 'sedan', 'tapping', '##18', 'lola', 'cheer', 'germanic', 'unfortunate', '##eter', 'unrelated', '##fan', 'subordinate', '##sdale', 'suzanne', 'advertisement', '##ility', 'horsepower', '##lda', 'cautiously', 'discourse', 'luigi', '##mans', '##fields', 'noun', 'prevalent', 'mao', 'schneider', 'everett', 'surround', 'governorate', 'kira', '##avia', 'westward', '##take', 'misty', 'rails', 'sustainability', '134', 'unused', '##rating', 'packs', 'toast', 'unwilling', 'regulate', 'thy', 'suffrage', 'nile', 'awe', 'assam', 'definitions', 'travelers', 'affordable', '##rb', 'conferred', 'sells', 'undefeated', 'beneficial', 'torso', 'basal', 'repeating', 'remixes', '##pass', 'bahrain', 'cables', 'fang', '##itated', 'excavated', 'numbering', 'statutory', '##rey', 'deluxe', '##lian', 'forested', 'ramirez', 'derbyshire', 'zeus', 'slamming', 'transfers', 'astronomer', 'banana', 'lottery', 'berg', 'histories', 'bamboo', '##uchi', 'resurrection', 'posterior', 'bowls', 'vaguely', '##thi', 'thou', 'preserving', 'tensed', 'offence', '##inas', 'meyrick', 'callum', 'ridden', 'watt', 'langdon', 'tying', 'lowland', 'snorted', 'daring', 'truman', '##hale', '##girl', 'aura', 'overly', 'filing', 'weighing', 'goa', 'infections', 'philanthropist', 'saunders', 'eponymous', '##owski', 'latitude', 'perspectives', 'reviewing', 'mets', 'commandant', 'radial', '##kha', 'flashlight', 'reliability', 'koch', 'vowels', 'amazed', 'ada', 'elaine', 'supper', '##rth', '##encies', 'predator', 'debated', 'soviets', 'cola', '##boards', '##nah', 'compartment', 'crooked', 'arbitrary', 'fourteenth', '##ctive', 'havana', 'majors', 'steelers', 'clips', 'profitable', 'ambush', 'exited', 'packers', '##tile', 'nude', 'cracks', 'fungi', '##е', 'limb', 'trousers', 'josie', 'shelby', 'tens', 'frederic', '##ος', 'definite', 'smoothly', 'constellation', 'insult', 'baton', 'discs', 'lingering', '##nco', 'conclusions', 'lent', 'staging', 'becker', 'grandpa', 'shaky', '##tron', 'einstein', 'obstacles', 'sk', 'adverse', 'elle', 'economically', '##moto', 'mccartney', 'thor', 'dismissal', 'motions', 'readings', 'nostrils', 'treatise', '##pace', 'squeezing', 'evidently', 'prolonged', '1783', 'venezuelan', 'je', 'marguerite', 'beirut', 'takeover', 'shareholders', '##vent', 'denise', 'digit', 'airplay', 'norse', '##bbling', 'imaginary', 'pills', 'hubert', 'blaze', 'vacated', 'eliminating', '##ello', 'vine', 'mansfield', '##tty', 'retrospective', 'barrow', 'borne', 'clutch', 'bail', 'forensic', 'weaving', '##nett', '##witz', 'desktop', 'citadel', 'promotions', 'worrying', 'dorset', 'ieee', 'subdivided', '##iating', 'manned', 'expeditionary', 'pickup', 'synod', 'chuckle', '185', 'barney', '##rz', '##ffin', 'functionality', 'karachi', 'litigation', 'meanings', 'uc', 'lick', 'turbo', 'anders', '##ffed', 'execute', 'curl', 'oppose', 'ankles', 'typhoon', '##د', '##ache', '##asia', 'linguistics', 'compassion', 'pressures', 'grazing', 'perfection', '##iting', 'immunity', 'monopoly', 'muddy', 'backgrounds', '136', 'namibia', 'francesca', 'monitors', 'attracting', 'stunt', 'tuition', '##ии', 'vegetable', '##mates', '##quent', 'mgm', 'jen', 'complexes', 'forts', '##ond', 'cellar', 'bites', 'seventeenth', 'royals', 'flemish', 'failures', 'mast', 'charities', '##cular', 'peruvian', 'capitals', 'macmillan', 'ipswich', 'outward', 'frigate', 'postgraduate', 'folds', 'employing', '##ouse', 'concurrently', 'fiery', '##tai', 'contingent', 'nightmares', 'monumental', 'nicaragua', '##kowski', 'lizard', 'mal', 'fielding', 'gig', 'reject', '##pad', 'harding', '##ipe', 'coastline', '##cin', '##nos', 'beethoven', 'humphrey', 'innovations', '##tam', '##nge', 'norris', 'doris', 'solicitor', 'huang', 'obey', '141', '##lc', 'niagara', '##tton', 'shelves', 'aug', 'bourbon', 'curry', 'nightclub', 'specifications', 'hilton', '##ndo', 'centennial', 'dispersed', 'worm', 'neglected', 'briggs', 'sm', 'font', 'kuala', 'uneasy', 'plc', '##nstein', '##bound', '##aking', '##burgh', 'awaiting', 'pronunciation', '##bbed', '##quest', 'eh', 'optimal', 'zhu', 'raped', 'greens', 'presided', 'brenda', 'worries', '##life', 'venetian', 'marxist', 'turnout', '##lius', 'refined', 'braced', 'sins', 'grasped', 'sunderland', 'nickel', 'speculated', 'lowell', 'cyrillic', 'communism', 'fundraising', 'resembling', 'colonists', 'mutant', 'freddie', 'usc', '##mos', 'gratitude', '##run', 'mural', '##lous', 'chemist', 'wi', 'reminds', '28th', 'steals', 'tess', 'pietro', '##ingen', 'promoter', 'ri', 'microphone', 'honoured', 'rai', 'sant', '##qui', 'feather', '##nson', 'burlington', 'kurdish', 'terrorists', 'deborah', 'sickness', '##wed', '##eet', 'hazard', 'irritated', 'desperation', 'veil', 'clarity', '##rik', 'jewels', 'xv', '##gged', '##ows', '##cup', 'berkshire', 'unfair', 'mysteries', 'orchid', 'winced', 'exhaustion', 'renovations', 'stranded', 'obe', 'infinity', '##nies', 'adapt', 'redevelopment', 'thanked', 'registry', 'olga', 'domingo', 'noir', 'tudor', 'ole', '##atus', 'commenting', 'behaviors', '##ais', 'crisp', 'pauline', 'probable', 'stirling', 'wigan', '##bian', 'paralympics', 'panting', 'surpassed', '##rew', 'luca', 'barred', 'pony', 'famed', '##sters', 'cassandra', 'waiter', 'carolyn', 'exported', '##orted', 'andres', 'destructive', 'deeds', 'jonah', 'castles', 'vacancy', 'suv', '##glass', '1788', 'orchard', 'yep', 'famine', 'belarusian', 'sprang', '##forth', 'skinny', '##mis', 'administrators', 'rotterdam', 'zambia', 'zhao', 'boiler', 'discoveries', '##ride', '##physics', 'lucius', 'disappointing', 'outreach', 'spoon', '##frame', 'qualifications', 'unanimously', 'enjoys', 'regency', '##iidae', 'stade', 'realism', 'veterinary', 'rodgers', 'dump', 'alain', 'chestnut', 'castile', 'censorship', 'rumble', 'gibbs', '##itor', 'communion', 'reggae', 'inactivated', 'logs', 'loads', '##houses', 'homosexual', '##iano', 'ale', 'informs', '##cas', 'phrases', 'plaster', 'linebacker', 'ambrose', 'kaiser', 'fascinated', '850', 'limerick', 'recruitment', 'forge', 'mastered', '##nding', 'leinster', 'rooted', 'threaten', '##strom', 'borneo', '##hes', 'suggestions', 'scholarships', 'propeller', 'documentaries', 'patronage', 'coats', 'constructing', 'invest', 'neurons', 'comet', 'entirety', 'shouts', 'identities', 'annoying', 'unchanged', 'wary', '##antly', '##ogy', 'neat', 'oversight', '##kos', 'phillies', 'replay', 'constance', '##kka', 'incarnation', 'humble', 'skies', 'minus', '##acy', 'smithsonian', '##chel', 'guerrilla', 'jar', 'cadets', '##plate', 'surplus', 'audit', '##aru', 'cracking', 'joanna', 'louisa', 'pacing', '##lights', 'intentionally', '##iri', 'diner', 'nwa', 'imprint', 'australians', 'tong', 'unprecedented', 'bunker', 'naive', 'specialists', 'ark', 'nichols', 'railing', 'leaked', 'pedal', '##uka', 'shrub', 'longing', 'roofs', 'v8', 'captains', 'neural', 'tuned', '##ntal', '##jet', 'emission', 'medina', 'frantic', 'codex', 'definitive', 'sid', 'abolition', 'intensified', 'stocks', 'enrique', 'sustain', 'genoa', 'oxide', '##written', 'clues', 'cha', '##gers', 'tributaries', 'fragment', 'venom', '##rity', '##ente', '##sca', 'muffled', 'vain', 'sire', 'laos', '##ingly', '##hana', 'hastily', 'snapping', 'surfaced', 'sentiment', 'motive', '##oft', 'contests', 'approximate', 'mesa', 'luckily', 'dinosaur', 'exchanges', 'propelled', 'accord', 'bourne', 'relieve', 'tow', 'masks', 'offended', '##ues', 'cynthia', '##mmer', 'rains', 'bartender', 'zinc', 'reviewers', 'lois', '##sai', 'legged', 'arrogant', 'rafe', 'rosie', 'comprise', 'handicap', 'blockade', 'inlet', 'lagoon', 'copied', 'drilling', 'shelley', 'petals', '##inian', 'mandarin', 'obsolete', '##inated', 'onward', 'arguably', 'productivity', 'cindy', 'praising', 'seldom', 'busch', 'discusses', 'raleigh', 'shortage', 'ranged', 'stanton', 'encouragement', 'firstly', 'conceded', 'overs', 'temporal', '##uke', 'cbe', '##bos', 'woo', 'certainty', 'pumps', '##pton', 'stalked', '##uli', 'lizzie', 'periodic', 'thieves', 'weaker', '##night', 'gases', 'shoving', 'chooses', 'wc', '##chemical', 'prompting', 'weights', '##kill', 'robust', 'flanked', 'sticky', 'hu', 'tuberculosis', '##eb', '##eal', 'christchurch', 'resembled', 'wallet', 'reese', 'inappropriate', 'pictured', 'distract', 'fixing', 'fiddle', 'giggled', 'burger', 'heirs', 'hairy', 'mechanic', 'torque', 'apache', 'obsessed', 'chiefly', 'cheng', 'logging', '##tag', 'extracted', 'meaningful', 'numb', '##vsky', 'gloucestershire', 'reminding', '##bay', 'unite', '##lit', 'breeds', 'diminished', 'clown', 'glove', '1860s', '##ن', '##ug', 'archibald', 'focal', 'freelance', 'sliced', 'depiction', '##yk', 'organism', 'switches', 'sights', 'stray', 'crawling', '##ril', 'lever', 'leningrad', 'interpretations', 'loops', 'anytime', 'reel', 'alicia', 'delighted', '##ech', 'inhaled', 'xiv', 'suitcase', 'bernie', 'vega', 'licenses', 'northampton', 'exclusion', 'induction', 'monasteries', 'racecourse', 'homosexuality', '##right', '##sfield', '##rky', 'dimitri', 'michele', 'alternatives', 'ions', 'commentators', 'genuinely', 'objected', 'pork', 'hospitality', 'fencing', 'stephan', 'warships', 'peripheral', 'wit', 'drunken', 'wrinkled', 'quentin', 'spends', 'departing', 'chung', 'numerical', 'spokesperson', '##zone', 'johannesburg', 'caliber', 'killers', '##udge', 'assumes', 'neatly', 'demographic', 'abigail', 'bloc', '##vel', 'mounting', '##lain', 'bentley', 'slightest', 'xu', 'recipients', '##jk', 'merlin', '##writer', 'seniors', 'prisons', 'blinking', 'hindwings', 'flickered', 'kappa', '##hel', '80s', 'strengthening', 'appealing', 'brewing', 'gypsy', 'mali', 'lashes', 'hulk', 'unpleasant', 'harassment', 'bio', 'treaties', 'predict', 'instrumentation', 'pulp', 'troupe', 'boiling', 'mantle', '##ffe', 'ins', '##vn', 'dividing', 'handles', 'verbs', '##onal', 'coconut', 'senegal', '340', 'thorough', 'gum', 'momentarily', '##sto', 'cocaine', 'panicked', 'destined', '##turing', 'teatro', 'denying', 'weary', 'captained', 'mans', '##hawks', '##code', 'wakefield', 'bollywood', 'thankfully', '##16', 'cyril', '##wu', 'amendments', '##bahn', 'consultation', 'stud', 'reflections', 'kindness', '1787', 'internally', '##ovo', 'tex', 'mosaic', 'distribute', 'paddy', 'seeming', '143', '##hic', 'piers', '##15', '##mura', '##verse', 'popularly', 'winger', 'kang', 'sentinel', 'mccoy', '##anza', 'covenant', '##bag', 'verge', 'fireworks', 'suppress', 'thrilled', 'dominate', '##jar', 'swansea', '##60', '142', 'reconciliation', '##ndi', 'stiffened', 'cue', 'dorian', '##uf', 'damascus', 'amor', 'ida', 'foremost', '##aga', 'porsche', 'unseen', 'dir', '##had', '##azi', 'stony', 'lexi', 'melodies', '##nko', 'angular', 'integer', 'podcast', 'ants', 'inherent', 'jaws', 'justify', 'persona', '##olved', 'josephine', '##nr', '##ressed', 'customary', 'flashes', 'gala', 'cyrus', 'glaring', 'backyard', 'ariel', 'physiology', 'greenland', 'html', 'stir', 'avon', 'atletico', 'finch', 'methodology', 'ked', '##lent', 'mas', 'catholicism', 'townsend', 'branding', 'quincy', 'fits', 'containers', '1777', 'ashore', 'aragon', '##19', 'forearm', 'poisoning', '##sd', 'adopting', 'conquer', 'grinding', 'amnesty', 'keller', 'finances', 'evaluate', 'forged', 'lankan', 'instincts', '##uto', 'guam', 'bosnian', 'photographed', 'workplace', 'desirable', 'protector', '##dog', 'allocation', 'intently', 'encourages', 'willy', '##sten', 'bodyguard', 'electro', 'brighter', '##ν', 'bihar', '##chev', 'lasts', 'opener', 'amphibious', 'sal', 'verde', 'arte', '##cope', 'captivity', 'vocabulary', 'yields', '##tted', 'agreeing', 'desmond', 'pioneered', '##chus', 'strap', 'campaigned', 'railroads', '##ович', 'emblem', '##dre', 'stormed', '501', '##ulous', 'marijuana', 'northumberland', '##gn', '##nath', 'bowen', 'landmarks', 'beaumont', '##qua', 'danube', '##bler', 'attorneys', 'th', 'ge', 'flyers', 'critique', 'villains', 'cass', 'mutation', 'acc', '##0s', 'colombo', 'mckay', 'motif', 'sampling', 'concluding', 'syndicate', '##rell', 'neon', 'stables', 'ds', 'warnings', 'clint', 'mourning', 'wilkinson', '##tated', 'merrill', 'leopard', 'evenings', 'exhaled', 'emil', 'sonia', 'ezra', 'discrete', 'stove', 'farrell', 'fifteenth', 'prescribed', 'superhero', '##rier', 'worms', 'helm', 'wren', '##duction', '##hc', 'expo', '##rator', 'hq', 'unfamiliar', 'antony', 'prevents', 'acceleration', 'fiercely', 'mari', 'painfully', 'calculations', 'cheaper', 'ign', 'clifton', 'irvine', 'davenport', 'mozambique', '##np', 'pierced', '##evich', 'wonders', '##wig', '##cate', '##iling', 'crusade', 'ware', '##uel', 'enzymes', 'reasonably', 'mls', '##coe', 'mater', 'ambition', 'bunny', 'eliot', 'kernel', '##fin', 'asphalt', 'headmaster', 'torah', 'aden', 'lush', 'pins', 'waived', '##care', '##yas', 'joao', 'substrate', 'enforce', '##grad', '##ules', 'alvarez', 'selections', 'epidemic', 'tempted', '##bit', 'bremen', 'translates', 'ensured', 'waterfront', '29th', 'forrest', 'manny', 'malone', 'kramer', 'reigning', 'cookies', 'simpler', 'absorption', '205', 'engraved', '##ffy', 'evaluated', '1778', 'haze', '146', 'comforting', 'crossover', '##abe', 'thorn', '##rift', '##imo', '##pop', 'suppression', 'fatigue', 'cutter', '##tr', '201', 'wurttemberg', '##orf', 'enforced', 'hovering', 'proprietary', 'gb', 'samurai', 'syllable', 'ascent', 'lacey', 'tick', 'lars', 'tractor', 'merchandise', 'rep', 'bouncing', 'defendants', '##yre', 'huntington', '##ground', '##oko', 'standardized', '##hor', '##hima', 'assassinated', 'nu', 'predecessors', 'rainy', 'liar', 'assurance', 'lyrical', '##uga', 'secondly', 'flattened', 'ios', 'parameter', 'undercover', '##mity', 'bordeaux', 'punish', 'ridges', 'markers', 'exodus', 'inactive', 'hesitate', 'debbie', 'nyc', 'pledge', 'savoy', 'nagar', 'offset', 'organist', '##tium', 'hesse', 'marin', 'converting', '##iver', 'diagram', 'propulsion', 'pu', 'validity', 'reverted', 'supportive', '##dc', 'ministries', 'clans', 'responds', 'proclamation', '##inae', '##ø', '##rea', 'ein', 'pleading', 'patriot', 'sf', 'birch', 'islanders', 'strauss', 'hates', '##dh', 'brandenburg', 'concession', 'rd', '##ob', '1900s', 'killings', 'textbook', 'antiquity', 'cinematography', 'wharf', 'embarrassing', 'setup', 'creed', 'farmland', 'inequality', 'centred', 'signatures', 'fallon', '370', '##ingham', '##uts', 'ceylon', 'gazing', 'directive', 'laurie', '##tern', 'globally', '##uated', '##dent', 'allah', 'excavation', 'threads', '##cross', '148', 'frantically', 'icc', 'utilize', 'determines', 'respiratory', 'thoughtful', 'receptions', '##dicate', 'merging', 'chandra', 'seine', '147', 'builders', 'builds', 'diagnostic', 'dev', 'visibility', 'goddamn', 'analyses', 'dhaka', 'cho', 'proves', 'chancel', 'concurrent', 'curiously', 'canadians', 'pumped', 'restoring', '1850s', 'turtles', 'jaguar', 'sinister', 'spinal', 'traction', 'declan', 'vows', '1784', 'glowed', 'capitalism', 'swirling', 'install', 'universidad', '##lder', '##oat', 'soloist', '##genic', '##oor', 'coincidence', 'beginnings', 'nissan', 'dip', 'resorts', 'caucasus', 'combustion', 'infectious', '##eno', 'pigeon', 'serpent', '##itating', 'conclude', 'masked', 'salad', 'jew', '##gr', 'surreal', 'toni', '##wc', 'harmonica', '151', '##gins', '##etic', '##coat', 'fishermen', 'intending', 'bravery', '##wave', 'klaus', 'titan', 'wembley', 'taiwanese', 'ransom', '40th', 'incorrect', 'hussein', 'eyelids', 'jp', 'cooke', 'dramas', 'utilities', '##etta', '##print', 'eisenhower', 'principally', 'granada', 'lana', '##rak', 'openings', 'concord', '##bl', 'bethany', 'connie', 'morality', 'sega', '##mons', '##nard', 'earnings', '##kara', '##cine', 'wii', 'communes', '##rel', 'coma', 'composing', 'softened', 'severed', 'grapes', '##17', 'nguyen', 'analyzed', 'warlord', 'hubbard', 'heavenly', 'behave', 'slovenian', '##hit', '##ony', 'hailed', 'filmmakers', 'trance', 'caldwell', 'skye', 'unrest', 'coward', 'likelihood', '##aging', 'bern', 'sci', 'taliban', 'honolulu', 'propose', '##wang', '1700', 'browser', 'imagining', 'cobra', 'contributes', 'dukes', 'instinctively', 'conan', 'violinist', '##ores', 'accessories', 'gradual', '##amp', 'quotes', 'sioux', '##dating', 'undertake', 'intercepted', 'sparkling', 'compressed', '139', 'fungus', 'tombs', 'haley', 'imposing', 'rests', 'degradation', 'lincolnshire', 'retailers', 'wetlands', 'tulsa', 'distributor', 'dungeon', 'nun', 'greenhouse', 'convey', 'atlantis', 'aft', 'exits', 'oman', 'dresser', 'lyons', '##sti', 'joking', 'eddy', 'judgement', 'omitted', 'digits', '##cts', '##game', 'juniors', '##rae', 'cents', 'stricken', 'une', '##ngo', 'wizards', 'weir', 'breton', 'nan', 'technician', 'fibers', 'liking', 'royalty', '##cca', '154', 'persia', 'terribly', 'magician', '##rable', '##unt', 'vance', 'cafeteria', 'booker', 'camille', 'warmer', '##static', 'consume', 'cavern', 'gaps', 'compass', 'contemporaries', 'foyer', 'soothing', 'graveyard', 'maj', 'plunged', 'blush', '##wear', 'cascade', 'demonstrates', 'ordinance', '##nov', 'boyle', '##lana', 'rockefeller', 'shaken', 'banjo', 'izzy', '##ense', 'breathless', 'vines', '##32', '##eman', 'alterations', 'chromosome', 'dwellings', 'feudal', 'mole', '153', 'catalonia', 'relics', 'tenant', 'mandated', '##fm', 'fridge', 'hats', 'honesty', 'patented', 'raul', 'heap', 'cruisers', 'accusing', 'enlightenment', 'infants', 'wherein', 'chatham', 'contractors', 'zen', 'affinity', 'hc', 'osborne', 'piston', '156', 'traps', 'maturity', '##rana', 'lagos', '##zal', 'peering', '##nay', 'attendant', 'dealers', 'protocols', 'subset', 'prospects', 'biographical', '##cre', 'artery', '##zers', 'insignia', 'nuns', 'endured', '##eration', 'recommend', 'schwartz', 'serbs', 'berger', 'cromwell', 'crossroads', '##ctor', 'enduring', 'clasped', 'grounded', '##bine', 'marseille', 'twitched', 'abel', 'choke', 'https', 'catalyst', 'moldova', 'italians', '##tist', 'disastrous', 'wee', '##oured', '##nti', 'wwf', 'nope', '##piration', '##asa', 'expresses', 'thumbs', '167', '##nza', 'coca', '1781', 'cheating', '##ption', 'skipped', 'sensory', 'heidelberg', 'spies', 'satan', 'dangers', 'semifinal', '202', 'bohemia', 'whitish', 'confusing', 'shipbuilding', 'relies', 'surgeons', 'landings', 'ravi', 'baku', 'moor', 'suffix', 'alejandro', '##yana', 'litre', 'upheld', '##unk', 'rajasthan', '##rek', 'coaster', 'insists', 'posture', 'scenarios', 'etienne', 'favoured', 'appoint', 'transgender', 'elephants', 'poked', 'greenwood', 'defences', 'fulfilled', 'militant', 'somali', '1758', 'chalk', 'potent', '##ucci', 'migrants', 'wink', 'assistants', 'nos', 'restriction', 'activism', 'niger', '##ario', 'colon', 'shaun', '##sat', 'daphne', '##erated', 'swam', 'congregations', 'reprise', 'considerations', 'magnet', 'playable', 'xvi', '##р', 'overthrow', 'tobias', 'knob', 'chavez', 'coding', '##mers', 'propped', 'katrina', 'orient', 'newcomer', '##suke', 'temperate', '##pool', 'farmhouse', 'interrogation', '##vd', 'committing', '##vert', 'forthcoming', 'strawberry', 'joaquin', 'macau', 'ponds', 'shocking', 'siberia', '##cellular', 'chant', 'contributors', '##nant', '##ologists', 'sped', 'absorb', 'hail', '1782', 'spared', '##hore', 'barbados', 'karate', 'opus', 'originates', 'saul', '##xie', 'evergreen', 'leaped', '##rock', 'correlation', 'exaggerated', 'weekday', 'unification', 'bump', 'tracing', 'brig', 'afb', 'pathways', 'utilizing', '##ners', 'mod', 'mb', 'disturbance', 'kneeling', '##stad', '##guchi', '100th', 'pune', '##thy', 'decreasing', '168', 'manipulation', 'miriam', 'academia', 'ecosystem', 'occupational', 'rbi', '##lem', 'rift', '##14', 'rotary', 'stacked', 'incorporation', 'awakening', 'generators', 'guerrero', 'racist', '##omy', 'cyber', 'derivatives', 'culminated', 'allie', 'annals', 'panzer', 'sainte', 'wikipedia', 'pops', 'zu', 'austro', '##vate', 'algerian', 'politely', 'nicholson', 'mornings', 'educate', 'tastes', 'thrill', 'dartmouth', '##gating', 'db', '##jee', 'regan', 'differing', 'concentrating', 'choreography', 'divinity', '##media', 'pledged', 'alexandre', 'routing', 'gregor', 'madeline', '##idal', 'apocalypse', '##hora', 'gunfire', 'culminating', 'elves', 'fined', 'liang', 'lam', 'programmed', 'tar', 'guessing', 'transparency', 'gabrielle', '##gna', 'cancellation', 'flexibility', '##lining', 'accession', 'shea', 'stronghold', 'nets', 'specializes', '##rgan', 'abused', 'hasan', 'sgt', 'ling', 'exceeding', '##₄', 'admiration', 'supermarket', '##ark', 'photographers', 'specialised', 'tilt', 'resonance', 'hmm', 'perfume', '380', 'sami', 'threatens', 'garland', 'botany', 'guarding', 'boiled', 'greet', 'puppy', 'russo', 'supplier', 'wilmington', 'vibrant', 'vijay', '##bius', 'paralympic', 'grumbled', 'paige', 'faa', 'licking', 'margins', 'hurricanes', '##gong', 'fest', 'grenade', 'ripping', '##uz', 'counseling', 'weigh', '##sian', 'needles', 'wiltshire', 'edison', 'costly', '##not', 'fulton', 'tramway', 'redesigned', 'staffordshire', 'cache', 'gasping', 'watkins', 'sleepy', 'candidacy', '##group', 'monkeys', 'timeline', 'throbbing', '##bid', '##sos', 'berth', 'uzbekistan', 'vanderbilt', 'bothering', 'overturned', 'ballots', 'gem', '##iger', 'sunglasses', 'subscribers', 'hooker', 'compelling', 'ang', 'exceptionally', 'saloon', 'stab', '##rdi', 'carla', 'terrifying', 'rom', '##vision', 'coil', '##oids', 'satisfying', 'vendors', '31st', 'mackay', 'deities', 'overlooked', 'ambient', 'bahamas', 'felipe', 'olympia', 'whirled', 'botanist', 'advertised', 'tugging', '##dden', 'disciples', 'morales', 'unionist', 'rites', 'foley', 'morse', 'motives', 'creepy', '##₀', 'soo', '##sz', 'bargain', 'highness', 'frightening', 'turnpike', 'tory', 'reorganization', '##cer', 'depict', 'biographer', '##walk', 'unopposed', 'manifesto', '##gles', 'institut', 'emile', 'accidental', 'kapoor', '##dam', 'kilkenny', 'cortex', 'lively', '##13', 'romanesque', 'jain', 'shan', 'cannons', '##ood', '##ske', 'petrol', 'echoing', 'amalgamated', 'disappears', 'cautious', 'proposes', 'sanctions', 'trenton', '##ر', 'flotilla', 'aus', 'contempt', 'tor', 'canary', 'cote', 'theirs', '##hun', 'conceptual', 'deleted', 'fascinating', 'paso', 'blazing', 'elf', 'honourable', 'hutchinson', '##eiro', '##outh', '##zin', 'surveyor', 'tee', 'amidst', 'wooded', 'reissue', 'intro', '##ono', 'cobb', 'shelters', 'newsletter', 'hanson', 'brace', 'encoding', 'confiscated', 'dem', 'caravan', 'marino', 'scroll', 'melodic', 'cows', 'imam', '##adi', '##aneous', 'northward', 'searches', 'biodiversity', 'cora', '310', 'roaring', '##bers', 'connell', 'theologian', 'halo', 'compose', 'pathetic', 'unmarried', 'dynamo', '##oot', 'az', 'calculation', 'toulouse', 'deserves', 'humour', 'nr', 'forgiveness', 'tam', 'undergone', 'martyr', 'pamela', 'myths', 'whore', 'counselor', 'hicks', '290', 'heavens', 'battleship', 'electromagnetic', '##bbs', 'stellar', 'establishments', 'presley', 'hopped', '##chin', 'temptation', '90s', 'wills', 'nas', '##yuan', 'nhs', '##nya', 'seminars', '##yev', 'adaptations', 'gong', 'asher', 'lex', 'indicator', 'sikh', 'tobago', 'cites', 'goin', '##yte', 'satirical', '##gies', 'characterised', 'correspond', 'bubbles', 'lure', 'participates', '##vid', 'eruption', 'skate', 'therapeutic', '1785', 'canals', 'wholesale', 'defaulted', 'sac', '460', 'petit', '##zzled', 'virgil', 'leak', 'ravens', '256', 'portraying', '##yx', 'ghetto', 'creators', 'dams', 'portray', 'vicente', '##rington', 'fae', 'namesake', 'bounty', '##arium', 'joachim', '##ota', '##iser', 'aforementioned', 'axle', 'snout', 'depended', 'dismantled', 'reuben', '480', '##ibly', 'gallagher', '##lau', '##pd', 'earnest', '##ieu', '##iary', 'inflicted', 'objections', '##llar', 'asa', 'gritted', '##athy', 'jericho', '##sea', '##was', 'flick', 'underside', 'ceramics', 'undead', 'substituted', '195', 'eastward', 'undoubtedly', 'wheeled', 'chimney', '##iche', 'guinness', 'cb', '##ager', 'siding', '##bell', 'traitor', 'baptiste', 'disguised', 'inauguration', '149', 'tipperary', 'choreographer', 'perched', 'warmed', 'stationary', 'eco', '##ike', '##ntes', 'bacterial', '##aurus', 'flores', 'phosphate', '##core', 'attacker', 'invaders', 'alvin', 'intersects', 'a1', 'indirectly', 'immigrated', 'businessmen', 'cornelius', 'valves', 'narrated', 'pill', 'sober', 'ul', 'nationale', 'monastic', 'applicants', 'scenery', '##jack', '161', 'motifs', 'constitutes', 'cpu', '##osh', 'jurisdictions', 'sd', 'tuning', 'irritation', 'woven', '##uddin', 'fertility', 'gao', '##erie', 'antagonist', 'impatient', 'glacial', 'hides', 'boarded', 'denominations', 'interception', '##jas', 'cookie', 'nicola', '##tee', 'algebraic', 'marquess', 'bahn', 'parole', 'buyers', 'bait', 'turbines', 'paperwork', 'bestowed', 'natasha', 'renee', 'oceans', 'purchases', '157', 'vaccine', '215', '##tock', 'fixtures', 'playhouse', 'integrate', 'jai', 'oswald', 'intellectuals', '##cky', 'booked', 'nests', 'mortimer', '##isi', 'obsession', 'sept', '##gler', '##sum', '440', 'scrutiny', 'simultaneous', 'squinted', '##shin', 'collects', 'oven', 'shankar', 'penned', 'remarkably', '##я', 'slips', 'luggage', 'spectral', '1786', 'collaborations', 'louie', 'consolidation', '##ailed', '##ivating', '420', 'hoover', 'blackpool', 'harness', 'ignition', 'vest', 'tails', 'belmont', 'mongol', 'skinner', '##nae', 'visually', 'mage', 'derry', '##tism', '##unce', 'stevie', 'transitional', '##rdy', 'redskins', 'drying', 'prep', 'prospective', '##21', 'annoyance', 'oversee', '##loaded', 'fills', '##books', '##iki', 'announces', 'fda', 'scowled', 'respects', 'prasad', 'mystic', 'tucson', '##vale', 'revue', 'springer', 'bankrupt', '1772', 'aristotle', 'salvatore', 'habsburg', '##geny', 'dal', 'natal', 'nut', 'pod', 'chewing', 'darts', 'moroccan', 'walkover', 'rosario', 'lenin', 'punjabi', '##ße', 'grossed', 'scattering', 'wired', 'invasive', 'hui', 'polynomial', 'corridors', 'wakes', 'gina', 'portrays', '##cratic', 'arid', 'retreating', 'erich', 'irwin', 'sniper', '##dha', 'linen', 'lindsey', 'maneuver', 'butch', 'shutting', 'socio', 'bounce', 'commemorative', 'postseason', 'jeremiah', 'pines', '275', 'mystical', 'beads', 'bp', 'abbas', 'furnace', 'bidding', 'consulted', 'assaulted', 'empirical', 'rubble', 'enclosure', 'sob', 'weakly', 'cancel', 'polly', 'yielded', '##emann', 'curly', 'prediction', 'battered', '70s', 'vhs', 'jacqueline', 'render', 'sails', 'barked', 'detailing', 'grayson', 'riga', 'sloane', 'raging', '##yah', 'herbs', 'bravo', '##athlon', 'alloy', 'giggle', 'imminent', 'suffers', 'assumptions', 'waltz', '##itate', 'accomplishments', '##ited', 'bathing', 'remixed', 'deception', 'prefix', '##emia', 'deepest', '##tier', '##eis', 'balkan', 'frogs', '##rong', 'slab', '##pate', 'philosophers', 'peterborough', 'grains', 'imports', 'dickinson', 'rwanda', '##atics', '1774', 'dirk', 'lan', 'tablets', '##rove', 'clone', '##rice', 'caretaker', 'hostilities', 'mclean', '##gre', 'regimental', 'treasures', 'norms', 'impose', 'tsar', 'tango', 'diplomacy', 'variously', 'complain', '192', 'recognise', 'arrests', '1779', 'celestial', 'pulitzer', '##dus', 'bing', 'libretto', '##moor', 'adele', 'splash', '##rite', 'expectation', 'lds', 'confronts', '##izer', 'spontaneous', 'harmful', 'wedge', 'entrepreneurs', 'buyer', '##ope', 'bilingual', 'translate', 'rugged', 'conner', 'circulated', 'uae', 'eaton', '##gra', '##zzle', 'lingered', 'lockheed', 'vishnu', 'reelection', 'alonso', '##oom', 'joints', 'yankee', 'headline', 'cooperate', 'heinz', 'laureate', 'invading', '##sford', 'echoes', 'scandinavian', '##dham', 'hugging', 'vitamin', 'salute', 'micah', 'hind', 'trader', '##sper', 'radioactive', '##ndra', 'militants', 'poisoned', 'ratified', 'remark', 'campeonato', 'deprived', 'wander', 'prop', '##dong', 'outlook', '##tani', '##rix', '##eye', 'chiang', 'darcy', '##oping', 'mandolin', 'spice', 'statesman', 'babylon', '182', 'walled', 'forgetting', 'afro', '##cap', '158', 'giorgio', 'buffer', '##polis', 'planetary', '##gis', 'overlap', 'terminals', 'kinda', 'centenary', '##bir', 'arising', 'manipulate', 'elm', 'ke', '1770', 'ak', '##tad', 'chrysler', 'mapped', 'moose', 'pomeranian', 'quad', 'macarthur', 'assemblies', 'shoreline', 'recalls', 'stratford', '##rted', 'noticeable', '##evic', 'imp', '##rita', '##sque', 'accustomed', 'supplying', 'tents', 'disgusted', 'vogue', 'sipped', 'filters', 'khz', 'reno', 'selecting', 'luftwaffe', 'mcmahon', 'tyne', 'masterpiece', 'carriages', 'collided', 'dunes', 'exercised', 'flare', 'remembers', 'muzzle', '##mobile', 'heck', '##rson', 'burgess', 'lunged', 'middleton', 'boycott', 'bilateral', '##sity', 'hazardous', 'lumpur', 'multiplayer', 'spotlight', 'jackets', 'goldman', 'liege', 'porcelain', 'rag', 'waterford', 'benz', 'attracts', 'hopeful', 'battling', 'ottomans', 'kensington', 'baked', 'hymns', 'cheyenne', 'lattice', 'levine', 'borrow', 'polymer', 'clashes', 'michaels', 'monitored', 'commitments', 'denounced', '##25', '##von', 'cavity', '##oney', 'hobby', 'akin', '##holders', 'futures', 'intricate', 'cornish', 'patty', '##oned', 'illegally', 'dolphin', '##lag', 'barlow', 'yellowish', 'maddie', 'apologized', 'luton', 'plagued', '##puram', 'nana', '##rds', 'sway', 'fanny', 'łodz', '##rino', 'psi', 'suspicions', 'hanged', '##eding', 'initiate', 'charlton', '##por', 'nak', 'competent', '235', 'analytical', 'annex', 'wardrobe', 'reservations', '##rma', 'sect', '162', 'fairfax', 'hedge', 'piled', 'buckingham', 'uneven', 'bauer', 'simplicity', 'snyder', 'interpret', 'accountability', 'donors', 'moderately', 'byrd', 'continents', '##cite', '##max', 'disciple', 'hr', 'jamaican', 'ping', 'nominees', '##uss', 'mongolian', 'diver', 'attackers', 'eagerly', 'ideological', 'pillows', 'miracles', 'apartheid', 'revolver', 'sulfur', 'clinics', 'moran', '163', '##enko', 'ile', 'katy', 'rhetoric', '##icated', 'chronology', 'recycling', '##hrer', 'elongated', 'mughal', 'pascal', 'profiles', 'vibration', 'databases', 'domination', '##fare', '##rant', 'matthias', 'digest', 'rehearsal', 'polling', 'weiss', 'initiation', 'reeves', 'clinging', 'flourished', 'impress', 'ngo', '##hoff', '##ume', 'buckley', 'symposium', 'rhythms', 'weed', 'emphasize', 'transforming', '##taking', '##gence', '##yman', 'accountant', 'analyze', 'flicker', 'foil', 'priesthood', 'voluntarily', 'decreases', '##80', '##hya', 'slater', 'sv', 'charting', 'mcgill', '##lde', 'moreno', '##iu', 'besieged', 'zur', 'robes', '##phic', 'admitting', 'api', 'deported', 'turmoil', 'peyton', 'earthquakes', '##ares', 'nationalists', 'beau', 'clair', 'brethren', 'interrupt', 'welch', 'curated', 'galerie', 'requesting', '164', '##ested', 'impending', 'steward', 'viper', '##vina', 'complaining', 'beautifully', 'brandy', 'foam', 'nl', '1660', '##cake', 'alessandro', 'punches', 'laced', 'explanations', '##lim', 'attribute', 'clit', 'reggie', 'discomfort', '##cards', 'smoothed', 'whales', '##cene', 'adler', 'countered', 'duffy', 'disciplinary', 'widening', 'recipe', 'reliance', 'conducts', 'goats', 'gradient', 'preaching', '##shaw', 'matilda', 'quasi', 'striped', 'meridian', 'cannabis', 'cordoba', 'certificates', '##agh', '##tering', 'graffiti', 'hangs', 'pilgrims', 'repeats', '##ych', 'revive', 'urine', 'etat', '##hawk', 'fueled', 'belts', 'fuzzy', 'susceptible', '##hang', 'mauritius', 'salle', 'sincere', 'beers', 'hooks', '##cki', 'arbitration', 'entrusted', 'advise', 'sniffed', 'seminar', 'junk', 'donnell', 'processors', 'principality', 'strapped', 'celia', 'mendoza', 'everton', 'fortunes', 'prejudice', 'starving', 'reassigned', 'steamer', '##lund', 'tuck', 'evenly', 'foreman', '##ffen', 'dans', '375', 'envisioned', 'slit', '##xy', 'baseman', 'liberia', 'rosemary', '##weed', 'electrified', 'periodically', 'potassium', 'stride', 'contexts', 'sperm', 'slade', 'mariners', 'influx', 'bianca', 'subcommittee', '##rane', 'spilling', 'icao', 'estuary', '##nock', 'delivers', 'iphone', '##ulata', 'isa', 'mira', 'bohemian', 'dessert', '##sbury', 'welcoming', 'proudly', 'slowing', '##chs', 'musee', 'ascension', 'russ', '##vian', 'waits', '##psy', 'africans', 'exploit', '##morphic', 'gov', 'eccentric', 'crab', 'peck', '##ull', 'entrances', 'formidable', 'marketplace', 'groom', 'bolted', 'metabolism', 'patton', 'robbins', 'courier', 'payload', 'endure', '##ifier', 'andes', 'refrigerator', '##pr', 'ornate', '##uca', 'ruthless', 'illegitimate', 'masonry', 'strasbourg', 'bikes', 'adobe', '##³', 'apples', 'quintet', 'willingly', 'niche', 'bakery', 'corpses', 'energetic', '##cliffe', '##sser', '##ards', '177', 'centimeters', 'centro', 'fuscous', 'cretaceous', 'rancho', '##yde', 'andrei', 'telecom', 'tottenham', 'oasis', 'ordination', 'vulnerability', 'presiding', 'corey', 'cp', 'penguins', 'sims', '##pis', 'malawi', 'piss', '##48', 'correction', '##cked', '##ffle', '##ryn', 'countdown', 'detectives', 'psychiatrist', 'psychedelic', 'dinosaurs', 'blouse', '##get', 'choi', 'vowed', '##oz', 'randomly', '##pol', '49ers', 'scrub', 'blanche', 'bruins', 'dusseldorf', '##using', 'unwanted', '##ums', '212', 'dominique', 'elevations', 'headlights', 'om', 'laguna', '##oga', '1750', 'famously', 'ignorance', 'shrewsbury', '##aine', 'ajax', 'breuning', 'che', 'confederacy', 'greco', 'overhaul', '##screen', 'paz', 'skirts', 'disagreement', 'cruelty', 'jagged', 'phoebe', 'shifter', 'hovered', 'viruses', '##wes', 'mandy', '##lined', '##gc', 'landlord', 'squirrel', 'dashed', '##ι', 'ornamental', 'gag', 'wally', 'grange', 'literal', 'spurs', 'undisclosed', 'proceeding', 'yin', '##text', 'billie', 'orphan', 'spanned', 'humidity', 'indy', 'weighted', 'presentations', 'explosions', 'lucian', '##tary', 'vaughn', 'hindus', '##anga', '##hell', 'psycho', '171', 'daytona', 'protects', 'efficiently', 'rematch', 'sly', 'tandem', '##oya', 'rebranded', 'impaired', 'hee', 'metropolis', 'peach', 'godfrey', 'diaspora', 'ethnicity', 'prosperous', 'gleaming', 'dar', 'grossing', 'playback', '##rden', 'stripe', 'pistols', '##tain', 'births', 'labelled', '##cating', '172', 'rudy', 'alba', '##onne', 'aquarium', 'hostility', '##gb', '##tase', 'shudder', 'sumatra', 'hardest', 'lakers', 'consonant', 'creeping', 'demos', 'homicide', 'capsule', 'zeke', 'liberties', 'expulsion', 'pueblo', '##comb', 'trait', 'transporting', '##ddin', '##neck', '##yna', 'depart', 'gregg', 'mold', 'ledge', 'hangar', 'oldham', 'playboy', 'termination', 'analysts', 'gmbh', 'romero', '##itic', 'insist', 'cradle', 'filthy', 'brightness', 'slash', 'shootout', 'deposed', 'bordering', '##truct', 'isis', 'microwave', 'tumbled', 'sheltered', 'cathy', 'werewolves', 'messy', 'andersen', 'convex', 'clapped', 'clinched', 'satire', 'wasting', 'edo', 'vc', 'rufus', '##jak', 'mont', '##etti', 'poznan', '##keeping', 'restructuring', 'transverse', '##rland', 'azerbaijani', 'slovene', 'gestures', 'roommate', 'choking', 'shear', '##quist', 'vanguard', 'oblivious', '##hiro', 'disagreed', 'baptism', '##lich', 'coliseum', '##aceae', 'salvage', 'societe', 'cory', 'locke', 'relocation', 'relying', 'versailles', 'ahl', 'swelling', '##elo', 'cheerful', '##word', '##edes', 'gin', 'sarajevo', 'obstacle', 'diverted', '##nac', 'messed', 'thoroughbred', 'fluttered', 'utrecht', 'chewed', 'acquaintance', 'assassins', 'dispatch', 'mirza', '##wart', 'nike', 'salzburg', 'swell', 'yen', '##gee', 'idle', 'ligue', 'samson', '##nds', '##igh', 'playful', 'spawned', '##cise', 'tease', '##case', 'burgundy', '##bot', 'stirring', 'skeptical', 'interceptions', 'marathi', '##dies', 'bedrooms', 'aroused', 'pinch', '##lik', 'preferences', 'tattoos', 'buster', 'digitally', 'projecting', 'rust', '##ital', 'kitten', 'priorities', 'addison', 'pseudo', '##guard', 'dusk', 'icons', 'sermon', '##psis', '##iba', 'bt', '##lift', '##xt', 'ju', 'truce', 'rink', '##dah', '##wy', 'defects', 'psychiatry', 'offences', 'calculate', 'glucose', '##iful', '##rized', '##unda', 'francaise', '##hari', 'richest', 'warwickshire', 'carly', '1763', 'purity', 'redemption', 'lending', '##cious', 'muse', 'bruises', 'cerebral', 'aero', 'carving', '##name', 'preface', 'terminology', 'invade', 'monty', '##int', 'anarchist', 'blurred', '##iled', 'rossi', 'treats', 'guts', 'shu', 'foothills', 'ballads', 'undertaking', 'premise', 'cecilia', 'affiliates', 'blasted', 'conditional', 'wilder', 'minors', 'drone', 'rudolph', 'buffy', 'swallowing', 'horton', 'attested', '##hop', 'rutherford', 'howell', 'primetime', 'livery', 'penal', '##bis', 'minimize', 'hydro', 'wrecked', 'wrought', 'palazzo', '##gling', 'cans', 'vernacular', 'friedman', 'nobleman', 'shale', 'walnut', 'danielle', '##ection', '##tley', 'sears', '##kumar', 'chords', 'lend', 'flipping', 'streamed', 'por', 'dracula', 'gallons', 'sacrifices', 'gamble', 'orphanage', '##iman', 'mckenzie', '##gible', 'boxers', 'daly', '##balls', '##ان', '208', '##ific', '##rative', '##iq', 'exploited', 'slated', '##uity', 'circling', 'hillary', 'pinched', 'goldberg', 'provost', 'campaigning', 'lim', 'piles', 'ironically', 'jong', 'mohan', 'successors', 'usaf', '##tem', '##ught', 'autobiographical', 'haute', 'preserves', '##ending', 'acquitted', 'comparisons', '203', 'hydroelectric', 'gangs', 'cypriot', 'torpedoes', 'rushes', 'chrome', 'derive', 'bumps', 'instability', 'fiat', 'pets', '##mbe', 'silas', 'dye', 'reckless', 'settler', '##itation', 'info', 'heats', '##writing', '176', 'canonical', 'maltese', 'fins', 'mushroom', 'stacy', 'aspen', 'avid', '##kur', '##loading', 'vickers', 'gaston', 'hillside', 'statutes', 'wilde', 'gail', 'kung', 'sabine', 'comfortably', 'motorcycles', '##rgo', '169', 'pneumonia', 'fetch', '##sonic', 'axel', 'faintly', 'parallels', '##oop', 'mclaren', 'spouse', 'compton', 'interdisciplinary', 'miner', '##eni', '181', 'clamped', '##chal', '##llah', 'separates', 'versa', '##mler', 'scarborough', 'labrador', '##lity', '##osing', 'rutgers', 'hurdles', 'como', '166', 'burt', 'divers', '##100', 'wichita', 'cade', 'coincided', '##erson', 'bruised', 'mla', '##pper', 'vineyard', '##ili', '##brush', 'notch', 'mentioning', 'jase', 'hearted', 'kits', 'doe', '##acle', 'pomerania', '##ady', 'ronan', 'seizure', 'pavel', 'problematic', '##zaki', 'domenico', '##ulin', 'catering', 'penelope', 'dependence', 'parental', 'emilio', 'ministerial', 'atkinson', '##bolic', 'clarkson', 'chargers', 'colby', 'grill', 'peeked', 'arises', 'summon', '##aged', 'fools', '##grapher', 'faculties', 'qaeda', '##vial', 'garner', 'refurbished', '##hwa', 'geelong', 'disasters', 'nudged', 'bs', 'shareholder', 'lori', 'algae', 'reinstated', 'rot', '##ades', '##nous', 'invites', 'stainless', '183', 'inclusive', '##itude', 'diocesan', 'til', '##icz', 'denomination', '##xa', 'benton', 'floral', 'registers', '##ider', '##erman', '##kell', 'absurd', 'brunei', 'guangzhou', 'hitter', 'retaliation', '##uled', '##eve', 'blanc', 'nh', 'consistency', 'contamination', '##eres', '##rner', 'dire', 'palermo', 'broadcasters', 'diaries', 'inspire', 'vols', 'brewer', 'tightening', 'ky', 'mixtape', 'hormone', '##tok', 'stokes', '##color', '##dly', '##ssi', 'pg', '##ometer', '##lington', 'sanitation', '##tility', 'intercontinental', 'apps', '##adt', '¹⁄₂', 'cylinders', 'economies', 'favourable', 'unison', 'croix', 'gertrude', 'odyssey', 'vanity', 'dangling', '##logists', 'upgrades', 'dice', 'middleweight', 'practitioner', '##ight', '206', 'henrik', 'parlor', 'orion', 'angered', 'lac', 'python', 'blurted', '##rri', 'sensual', 'intends', 'swings', 'angled', '##phs', 'husky', 'attain', 'peerage', 'precinct', 'textiles', 'cheltenham', 'shuffled', 'dai', 'confess', 'tasting', 'bhutan', '##riation', 'tyrone', 'segregation', 'abrupt', 'ruiz', '##rish', 'smirked', 'blackwell', 'confidential', 'browning', 'amounted', '##put', 'vase', 'scarce', 'fabulous', 'raided', 'staple', 'guyana', 'unemployed', 'glider', 'shay', '##tow', 'carmine', 'troll', 'intervene', 'squash', 'superstar', '##uce', 'cylindrical', 'len', 'roadway', 'researched', 'handy', '##rium', '##jana', 'meta', 'lao', 'declares', '##rring', '##tadt', '##elin', '##kova', 'willem', 'shrubs', 'napoleonic', 'realms', 'skater', 'qi', 'volkswagen', '##ł', 'tad', 'hara', 'archaeologist', 'awkwardly', 'eerie', '##kind', 'wiley', '##heimer', '##24', 'titus', 'organizers', 'cfl', 'crusaders', 'lama', 'usb', 'vent', 'enraged', 'thankful', 'occupants', 'maximilian', '##gaard', 'possessing', 'textbooks', '##oran', 'collaborator', 'quaker', '##ulo', 'avalanche', 'mono', 'silky', 'straits', 'isaiah', 'mustang', 'surged', 'resolutions', 'potomac', 'descend', 'cl', 'kilograms', 'plato', 'strains', 'saturdays', '##olin', 'bernstein', '##ype', 'holstein', 'ponytail', '##watch', 'belize', 'conversely', 'heroine', 'perpetual', '##ylus', 'charcoal', 'piedmont', 'glee', 'negotiating', 'backdrop', 'prologue', '##jah', '##mmy', 'pasadena', 'climbs', 'ramos', 'sunni', '##holm', '##tner', '##tri', 'anand', 'deficiency', 'hertfordshire', 'stout', '##avi', 'aperture', 'orioles', '##irs', 'doncaster', 'intrigued', 'bombed', 'coating', 'otis', '##mat', 'cocktail', '##jit', '##eto', 'amir', 'arousal', 'sar', '##proof', '##act', '##ories', 'dixie', 'pots', '##bow', 'whereabouts', '159', '##fted', 'drains', 'bullying', 'cottages', 'scripture', 'coherent', 'fore', 'poe', 'appetite', '##uration', 'sampled', '##ators', '##dp', 'derrick', 'rotor', 'jays', 'peacock', 'installment', '##rro', 'advisors', '##coming', 'rodeo', 'scotch', '##mot', '##db', '##fen', '##vant', 'ensued', 'rodrigo', 'dictatorship', 'martyrs', 'twenties', '##н', 'towed', 'incidence', 'marta', 'rainforest', 'sai', 'scaled', '##cles', 'oceanic', 'qualifiers', 'symphonic', 'mcbride', 'dislike', 'generalized', 'aubrey', 'colonization', '##iation', '##lion', '##ssing', 'disliked', 'lublin', 'salesman', '##ulates', 'spherical', 'whatsoever', 'sweating', 'avalon', 'contention', 'punt', 'severity', 'alderman', 'atari', '##dina', '##grant', '##rop', 'scarf', 'seville', 'vertices', 'annexation', 'fairfield', 'fascination', 'inspiring', 'launches', 'palatinate', 'regretted', '##rca', 'feral', '##iom', 'elk', 'nap', 'olsen', 'reddy', 'yong', '##leader', '##iae', 'garment', 'transports', 'feng', 'gracie', 'outrage', 'viceroy', 'insides', '##esis', 'breakup', 'grady', 'organizer', 'softer', 'grimaced', '222', 'murals', 'galicia', 'arranging', 'vectors', '##rsten', 'bas', '##sb', '##cens', 'sloan', '##eka', 'bitten', 'ara', 'fender', 'nausea', 'bumped', 'kris', 'banquet', 'comrades', 'detector', 'persisted', '##llan', 'adjustment', 'endowed', 'cinemas', '##shot', 'sellers', '##uman', 'peek', 'epa', 'kindly', 'neglect', 'simpsons', 'talon', 'mausoleum', 'runaway', 'hangul', 'lookout', '##cic', 'rewards', 'coughed', 'acquainted', 'chloride', '##ald', 'quicker', 'accordion', 'neolithic', '##qa', 'artemis', 'coefficient', 'lenny', 'pandora', 'tx', '##xed', 'ecstasy', 'litter', 'segunda', 'chairperson', 'gemma', 'hiss', 'rumor', 'vow', 'nasal', 'antioch', 'compensate', 'patiently', 'transformers', '##eded', 'judo', 'morrow', 'penis', 'posthumous', 'philips', 'bandits', 'husbands', 'denote', 'flaming', '##any', '##phones', 'langley', 'yorker', '1760', 'walters', '##uo', '##kle', 'gubernatorial', 'fatty', 'samsung', 'leroy', 'outlaw', '##nine', 'unpublished', 'poole', 'jakob', '##ᵢ', '##ₙ', 'crete', 'distorted', 'superiority', '##dhi', 'intercept', 'crust', 'mig', 'claus', 'crashes', 'positioning', '188', 'stallion', '301', 'frontal', 'armistice', '##estinal', 'elton', 'aj', 'encompassing', 'camel', 'commemorated', 'malaria', 'woodward', 'calf', 'cigar', 'penetrate', '##oso', 'willard', '##rno', '##uche', 'illustrate', 'amusing', 'convergence', 'noteworthy', '##lma', '##rva', 'journeys', 'realise', 'manfred', '##sable', '410', '##vocation', 'hearings', 'fiance', '##posed', 'educators', 'provoked', 'adjusting', '##cturing', 'modular', 'stockton', 'paterson', 'vlad', 'rejects', 'electors', 'selena', 'maureen', '##tres', 'uber', '##rce', 'swirled', '##num', 'proportions', 'nanny', 'pawn', 'naturalist', 'parma', 'apostles', 'awoke', 'ethel', 'wen', '##bey', 'monsoon', 'overview', '##inating', 'mccain', 'rendition', 'risky', 'adorned', '##ih', 'equestrian', 'germain', 'nj', 'conspicuous', 'confirming', '##yoshi', 'shivering', '##imeter', 'milestone', 'rumours', 'flinched', 'bounds', 'smacked', 'token', '##bei', 'lectured', 'automobiles', '##shore', 'impacted', '##iable', 'nouns', 'nero', '##leaf', 'ismail', 'prostitute', 'trams', '##lace', 'bridget', 'sud', 'stimulus', 'impressions', 'reins', 'revolves', '##oud', '##gned', 'giro', 'honeymoon', '##swell', 'criterion', '##sms', '##uil', 'libyan', 'prefers', '##osition', '211', 'preview', 'sucks', 'accusation', 'bursts', 'metaphor', 'diffusion', 'tolerate', 'faye', 'betting', 'cinematographer', 'liturgical', 'specials', 'bitterly', 'humboldt', '##ckle', 'flux', 'rattled', '##itzer', 'archaeologists', 'odor', 'authorised', 'marshes', 'discretion', '##ов', 'alarmed', 'archaic', 'inverse', '##leton', 'explorers', '##pine', 'drummond', 'tsunami', 'woodlands', '##minate', '##tland', 'booklet', 'insanity', 'owning', 'insert', 'crafted', 'calculus', '##tore', 'receivers', '##bt', 'stung', '##eca', '##nched', 'prevailing', 'travellers', 'eyeing', 'lila', 'graphs', '##borne', '178', 'julien', '##won', 'morale', 'adaptive', 'therapist', 'erica', 'cw', 'libertarian', 'bowman', 'pitches', 'vita', '##ional', 'crook', '##ads', '##entation', 'caledonia', 'mutiny', '##sible', '1840s', 'automation', '##ß', 'flock', '##pia', 'ironic', 'pathology', '##imus', 'remarried', '##22', 'joker', 'withstand', 'energies', '##att', 'shropshire', 'hostages', 'madeleine', 'tentatively', 'conflicting', 'mateo', 'recipes', 'euros', 'ol', 'mercenaries', 'nico', '##ndon', 'albuquerque', 'augmented', 'mythical', 'bel', 'freud', '##child', 'cough', '##lica', '365', 'freddy', 'lillian', 'genetically', 'nuremberg', 'calder', '209', 'bonn', 'outdoors', 'paste', 'suns', 'urgency', 'vin', 'restraint', 'tyson', '##cera', '##selle', 'barrage', 'bethlehem', 'kahn', '##par', 'mounts', 'nippon', 'barony', 'happier', 'ryu', 'makeshift', 'sheldon', 'blushed', 'castillo', 'barking', 'listener', 'taped', 'bethel', 'fluent', 'headlines', 'pornography', 'rum', 'disclosure', 'sighing', 'mace', 'doubling', 'gunther', 'manly', '##plex', 'rt', 'interventions', 'physiological', 'forwards', 'emerges', '##tooth', '##gny', 'compliment', 'rib', 'recession', 'visibly', 'barge', 'faults', 'connector', 'exquisite', 'prefect', '##rlin', 'patio', '##cured', 'elevators', 'brandt', 'italics', 'pena', '173', 'wasp', 'satin', 'ea', 'botswana', 'graceful', 'respectable', '##jima', '##rter', '##oic', 'franciscan', 'generates', '##dl', 'alfredo', 'disgusting', '##olate', '##iously', 'sherwood', 'warns', 'cod', 'promo', 'cheryl', 'sino', '##ة', '##escu', 'twitch', '##zhi', 'brownish', 'thom', 'ortiz', '##dron', 'densely', '##beat', 'carmel', 'reinforce', '##bana', '187', 'anastasia', 'downhill', 'vertex', 'contaminated', 'remembrance', 'harmonic', 'homework', '##sol', 'fiancee', 'gears', 'olds', 'angelica', 'loft', 'ramsay', 'quiz', 'colliery', 'sevens', '##cape', 'autism', '##hil', 'walkway', '##boats', 'ruben', 'abnormal', 'ounce', 'khmer', '##bbe', 'zachary', 'bedside', 'morphology', 'punching', '##olar', 'sparrow', 'convinces', '##35', 'hewitt', 'queer', 'remastered', 'rods', 'mabel', 'solemn', 'notified', 'lyricist', 'symmetric', '##xide', '174', 'encore', 'passports', 'wildcats', '##uni', 'baja', '##pac', 'mildly', '##ease', 'bleed', 'commodity', 'mounds', 'glossy', 'orchestras', '##omo', 'damian', 'prelude', 'ambitions', '##vet', 'awhile', 'remotely', '##aud', 'asserts', 'imply', '##iques', 'distinctly', 'modelling', 'remedy', '##dded', 'windshield', 'dani', 'xiao', '##endra', 'audible', 'powerplant', '1300', 'invalid', 'elemental', 'acquisitions', '##hala', 'immaculate', 'libby', 'plata', 'smuggling', 'ventilation', 'denoted', 'minh', '##morphism', '430', 'differed', 'dion', 'kelley', 'lore', 'mocking', 'sabbath', 'spikes', 'hygiene', 'drown', 'runoff', 'stylized', 'tally', 'liberated', 'aux', 'interpreter', 'righteous', 'aba', 'siren', 'reaper', 'pearce', 'millie', '##cier', '##yra', 'gaius', '##iso', 'captures', '##ttering', 'dorm', 'claudio', '##sic', 'benches', 'knighted', 'blackness', '##ored', 'discount', 'fumble', 'oxidation', 'routed', '##ς', 'novak', 'perpendicular', 'spoiled', 'fracture', 'splits', '##urt', 'pads', 'topology', '##cats', 'axes', 'fortunate', 'offenders', 'protestants', 'esteem', '221', 'broadband', 'convened', 'frankly', 'hound', 'prototypes', 'isil', 'facilitated', 'keel', '##sher', 'sahara', 'awaited', 'bubba', 'orb', 'prosecutors', '186', 'hem', '520', '##xing', 'relaxing', 'remnant', 'romney', 'sorted', 'slalom', 'stefano', 'ulrich', '##active', 'exemption', 'folder', 'pauses', 'foliage', 'hitchcock', 'epithet', '204', 'criticisms', '##aca', 'ballistic', 'brody', 'hinduism', 'chaotic', 'youths', 'equals', '##pala', 'pts', 'thicker', 'analogous', 'capitalist', 'improvised', 'overseeing', 'sinatra', 'ascended', 'beverage', '##tl', 'straightforward', '##kon', 'curran', '##west', 'bois', '325', 'induce', 'surveying', 'emperors', 'sax', 'unpopular', '##kk', 'cartoonist', 'fused', '##mble', 'unto', '##yuki', 'localities', '##cko', '##ln', 'darlington', 'slain', 'academie', 'lobbying', 'sediment', 'puzzles', '##grass', 'defiance', 'dickens', 'manifest', 'tongues', 'alumnus', 'arbor', 'coincide', '184', 'appalachian', 'mustafa', 'examiner', 'cabaret', 'traumatic', 'yves', 'bracelet', 'draining', 'heroin', 'magnum', 'baths', 'odessa', 'consonants', 'mitsubishi', '##gua', 'kellan', 'vaudeville', '##fr', 'joked', 'null', 'straps', 'probation', '##ław', 'ceded', 'interfaces', '##pas', '##zawa', 'blinding', 'viet', '224', 'rothschild', 'museo', '640', 'huddersfield', '##vr', 'tactic', '##storm', 'brackets', 'dazed', 'incorrectly', '##vu', 'reg', 'glazed', 'fearful', 'manifold', 'benefited', 'irony', '##sun', 'stumbling', '##rte', 'willingness', 'balkans', 'mei', 'wraps', '##aba', 'injected', '##lea', 'gu', 'syed', 'harmless', '##hammer', 'bray', 'takeoff', 'poppy', 'timor', 'cardboard', 'astronaut', 'purdue', 'weeping', 'southbound', 'cursing', 'stalls', 'diagonal', '##neer', 'lamar', 'bryce', 'comte', 'weekdays', 'harrington', '##uba', 'negatively', '##see', 'lays', 'grouping', '##cken', '##henko', 'affirmed', 'halle', 'modernist', '##lai', 'hodges', 'smelling', 'aristocratic', 'baptized', 'dismiss', 'justification', 'oilers', '##now', 'coupling', 'qin', 'snack', 'healer', '##qing', 'gardener', 'layla', 'battled', 'formulated', 'stephenson', 'gravitational', '##gill', '##jun', '1768', 'granny', 'coordinating', 'suites', '##cd', '##ioned', 'monarchs', '##cote', '##hips', 'sep', 'blended', 'apr', 'barrister', 'deposition', 'fia', 'mina', 'policemen', 'paranoid', '##pressed', 'churchyard', 'covert', 'crumpled', 'creep', 'abandoning', 'tr', 'transmit', 'conceal', 'barr', 'understands', 'readiness', 'spire', '##cology', '##enia', '##erry', '610', 'startling', 'unlock', 'vida', 'bowled', 'slots', '##nat', '##islav', 'spaced', 'trusting', 'admire', 'rig', '##ink', 'slack', '##70', 'mv', '207', 'casualty', '##wei', 'classmates', '##odes', '##rar', '##rked', 'amherst', 'furnished', 'evolve', 'foundry', 'menace', 'mead', '##lein', 'flu', 'wesleyan', '##kled', 'monterey', 'webber', '##vos', 'wil', '##mith', '##на', 'bartholomew', 'justices', 'restrained', '##cke', 'amenities', '191', 'mediated', 'sewage', 'trenches', 'ml', 'mainz', '##thus', '1800s', '##cula', '##inski', 'caine', 'bonding', '213', 'converts', 'spheres', 'superseded', 'marianne', 'crypt', 'sweaty', 'ensign', 'historia', '##br', 'spruce', '##post', '##ask', 'forks', 'thoughtfully', 'yukon', 'pamphlet', 'ames', '##uter', 'karma', '##yya', 'bryn', 'negotiation', 'sighs', 'incapable', '##mbre', '##ntial', 'actresses', 'taft', '##mill', 'luce', 'prevailed', '##amine', '1773', 'motionless', 'envoy', 'testify', 'investing', 'sculpted', 'instructors', 'provence', 'kali', 'cullen', 'horseback', '##while', 'goodwin', '##jos', 'gaa', 'norte', '##ldon', 'modify', 'wavelength', 'abd', '214', 'skinned', 'sprinter', 'forecast', 'scheduling', 'marries', 'squared', 'tentative', '##chman', 'boer', '##isch', 'bolts', 'swap', 'fisherman', 'assyrian', 'impatiently', 'guthrie', 'martins', 'murdoch', '194', 'tanya', 'nicely', 'dolly', 'lacy', 'med', '##45', 'syn', 'decks', 'fashionable', 'millionaire', '##ust', 'surfing', '##ml', '##ision', 'heaved', 'tammy', 'consulate', 'attendees', 'routinely', '197', 'fuse', 'saxophonist', 'backseat', 'malaya', '##lord', 'scowl', 'tau', '##ishly', '193', 'sighted', 'steaming', '##rks', '303', '911', '##holes', '##hong', 'ching', '##wife', 'bless', 'conserved', 'jurassic', 'stacey', 'unix', 'zion', 'chunk', 'rigorous', 'blaine', '198', 'peabody', 'slayer', 'dismay', 'brewers', 'nz', '##jer', 'det', '##glia', 'glover', 'postwar', 'int', 'penetration', 'sylvester', 'imitation', 'vertically', 'airlift', 'heiress', 'knoxville', 'viva', '##uin', '390', 'macon', '##rim', '##fighter', '##gonal', 'janice', '##orescence', '##wari', 'marius', 'belongings', 'leicestershire', '196', 'blanco', 'inverted', 'preseason', 'sanity', 'sobbing', '##due', '##elt', '##dled', 'collingwood', 'regeneration', 'flickering', 'shortest', '##mount', '##osi', 'feminism', '##lat', 'sherlock', 'cabinets', 'fumbled', 'northbound', 'precedent', 'snaps', '##mme', 'researching', '##akes', 'guillaume', 'insights', 'manipulated', 'vapor', 'neighbour', 'sap', 'gangster', 'frey', 'f1', 'stalking', 'scarcely', 'callie', 'barnett', 'tendencies', 'audi', 'doomed', 'assessing', 'slung', 'panchayat', 'ambiguous', 'bartlett', '##etto', 'distributing', 'violating', 'wolverhampton', '##hetic', 'swami', 'histoire', '##urus', 'liable', 'pounder', 'groin', 'hussain', 'larsen', 'popping', 'surprises', '##atter', 'vie', 'curt', '##station', 'mute', 'relocate', 'musicals', 'authorization', 'richter', '##sef', 'immortality', 'tna', 'bombings', '##press', 'deteriorated', 'yiddish', '##acious', 'robbed', 'colchester', 'cs', 'pmid', 'ao', 'verified', 'balancing', 'apostle', 'swayed', 'recognizable', 'oxfordshire', 'retention', 'nottinghamshire', 'contender', 'judd', 'invitational', 'shrimp', 'uhf', '##icient', 'cleaner', 'longitudinal', 'tanker', '##mur', 'acronym', 'broker', 'koppen', 'sundance', 'suppliers', '##gil', '4000', 'clipped', 'fuels', 'petite', '##anne', 'landslide', 'helene', 'diversion', 'populous', 'landowners', 'auspices', 'melville', 'quantitative', '##xes', 'ferries', 'nicky', '##llus', 'doo', 'haunting', 'roche', 'carver', 'downed', 'unavailable', '##pathy', 'approximation', 'hiroshima', '##hue', 'garfield', 'valle', 'comparatively', 'keyboardist', 'traveler', '##eit', 'congestion', 'calculating', 'subsidiaries', '##bate', 'serb', 'modernization', 'fairies', 'deepened', 'ville', 'averages', '##lore', 'inflammatory', 'tonga', '##itch', 'co₂', 'squads', '##hea', 'gigantic', 'serum', 'enjoyment', 'retailer', 'verona', '35th', 'cis', '##phobic', 'magna', 'technicians', '##vati', 'arithmetic', '##sport', 'levin', '##dation', 'amtrak', 'chow', 'sienna', '##eyer', 'backstage', 'entrepreneurship', '##otic', 'learnt', 'tao', '##udy', 'worcestershire', 'formulation', 'baggage', 'hesitant', 'bali', 'sabotage', '##kari', 'barren', 'enhancing', 'murmur', 'pl', 'freshly', 'putnam', 'syntax', 'aces', 'medicines', 'resentment', 'bandwidth', '##sier', 'grins', 'chili', 'guido', '##sei', 'framing', 'implying', 'gareth', 'lissa', 'genevieve', 'pertaining', 'admissions', 'geo', 'thorpe', 'proliferation', 'sato', 'bela', 'analyzing', 'parting', '##gor', 'awakened', '##isman', 'huddled', 'secrecy', '##kling', 'hush', 'gentry', '540', 'dungeons', '##ego', 'coasts', '##utz', 'sacrificed', '##chule', 'landowner', 'mutually', 'prevalence', 'programmer', 'adolescent', 'disrupted', 'seaside', 'gee', 'trusts', 'vamp', 'georgie', '##nesian', '##iol', 'schedules', 'sindh', '##market', 'etched', 'hm', 'sparse', 'bey', 'beaux', 'scratching', 'gliding', 'unidentified', '216', 'collaborating', 'gems', 'jesuits', 'oro', 'accumulation', 'shaping', 'mbe', 'anal', '##xin', '231', 'enthusiasts', 'newscast', '##egan', 'janata', 'dewey', 'parkinson', '179', 'ankara', 'biennial', 'towering', 'dd', 'inconsistent', '950', '##chet', 'thriving', 'terminate', 'cabins', 'furiously', 'eats', 'advocating', 'donkey', 'marley', 'muster', 'phyllis', 'leiden', '##user', 'grassland', 'glittering', 'iucn', 'loneliness', '217', 'memorandum', 'armenians', '##ddle', 'popularized', 'rhodesia', '60s', 'lame', '##illon', 'sans', 'bikini', 'header', 'orbits', '##xx', '##finger', '##ulator', 'sharif', 'spines', 'biotechnology', 'strolled', 'naughty', 'yates', '##wire', 'fremantle', 'milo', '##mour', 'abducted', 'removes', '##atin', 'humming', 'wonderland', '##chrome', '##ester', 'hume', 'pivotal', '##rates', 'armand', 'grams', 'believers', 'elector', 'rte', 'apron', 'bis', 'scraped', '##yria', 'endorsement', 'initials', '##llation', 'eps', 'dotted', 'hints', 'buzzing', 'emigration', 'nearer', '##tom', 'indicators', '##ulu', 'coarse', 'neutron', 'protectorate', '##uze', 'directional', 'exploits', 'pains', 'loire', '1830s', 'proponents', 'guggenheim', 'rabbits', 'ritchie', '305', 'hectare', 'inputs', 'hutton', '##raz', 'verify', '##ako', 'boilers', 'longitude', '##lev', 'skeletal', 'yer', 'emilia', 'citrus', 'compromised', '##gau', 'pokemon', 'prescription', 'paragraph', 'eduard', 'cadillac', 'attire', 'categorized', 'kenyan', 'weddings', 'charley', '##bourg', 'entertain', 'monmouth', '##lles', 'nutrients', 'davey', 'mesh', 'incentive', 'practised', 'ecosystems', 'kemp', 'subdued', 'overheard', '##rya', 'bodily', 'maxim', '##nius', 'apprenticeship', 'ursula', '##fight', 'lodged', 'rug', 'silesian', 'unconstitutional', 'patel', 'inspected', 'coyote', 'unbeaten', '##hak', '34th', 'disruption', 'convict', 'parcel', '##cl', '##nham', 'collier', 'implicated', 'mallory', '##iac', '##lab', 'susannah', 'winkler', '##rber', 'shia', 'phelps', 'sediments', 'graphical', 'robotic', '##sner', 'adulthood', 'mart', 'smoked', '##isto', 'kathryn', 'clarified', '##aran', 'divides', 'convictions', 'oppression', 'pausing', 'burying', '##mt', 'federico', 'mathias', 'eileen', '##tana', 'kite', 'hunched', '##acies', '189', '##atz', 'disadvantage', 'liza', 'kinetic', 'greedy', 'paradox', 'yokohama', 'dowager', 'trunks', 'ventured', '##gement', 'gupta', 'vilnius', 'olaf', '##thest', 'crimean', 'hopper', '##ej', 'progressively', 'arturo', 'mouthed', 'arrondissement', '##fusion', 'rubin', 'simulcast', 'oceania', '##orum', '##stra', '##rred', 'busiest', 'intensely', 'navigator', 'cary', '##vine', '##hini', '##bies', 'fife', 'rowe', 'rowland', 'posing', 'insurgents', 'shafts', 'lawsuits', 'activate', 'conor', 'inward', 'culturally', 'garlic', '265', '##eering', 'eclectic', '##hui', '##kee', '##nl', 'furrowed', 'vargas', 'meteorological', 'rendezvous', '##aus', 'culinary', 'commencement', '##dition', 'quota', '##notes', 'mommy', 'salaries', 'overlapping', 'mule', '##iology', '##mology', 'sums', 'wentworth', '##isk', '##zione', 'mainline', 'subgroup', '##illy', 'hack', 'plaintiff', 'verdi', 'bulb', 'differentiation', 'engagements', 'multinational', 'supplemented', 'bertrand', 'caller', 'regis', '##naire', '##sler', '##arts', '##imated', 'blossom', 'propagation', 'kilometer', 'viaduct', 'vineyards', '##uate', 'beckett', 'optimization', 'golfer', 'songwriters', 'seminal', 'semitic', 'thud', 'volatile', 'evolving', 'ridley', '##wley', 'trivial', 'distributions', 'scandinavia', 'jiang', '##ject', 'wrestled', 'insistence', '##dio', 'emphasizes', 'napkin', '##ods', 'adjunct', 'rhyme', '##ricted', '##eti', 'hopeless', 'surrounds', 'tremble', '32nd', 'smoky', '##ntly', 'oils', 'medicinal', 'padded', 'steer', 'wilkes', '219', '255', 'concessions', 'hue', 'uniquely', 'blinded', 'landon', 'yahoo', '##lane', 'hendrix', 'commemorating', 'dex', 'specify', 'chicks', '##ggio', 'intercity', '1400', 'morley', '##torm', 'highlighting', '##oting', 'pang', 'oblique', 'stalled', '##liner', 'flirting', 'newborn', '1769', 'bishopric', 'shaved', '232', 'currie', '##ush', 'dharma', 'spartan', '##ooped', 'favorites', 'smug', 'novella', 'sirens', 'abusive', 'creations', 'espana', '##lage', 'paradigm', 'semiconductor', 'sheen', '##rdo', '##yen', '##zak', 'nrl', 'renew', '##pose', '##tur', 'adjutant', 'marches', 'norma', '##enity', 'ineffective', 'weimar', 'grunt', '##gat', 'lordship', 'plotting', 'expenditure', 'infringement', 'lbs', 'refrain', 'av', 'mimi', 'mistakenly', 'postmaster', '1771', '##bara', 'ras', 'motorsports', 'tito', '199', 'subjective', '##zza', 'bully', 'stew', '##kaya', 'prescott', '1a', '##raphic', '##zam', 'bids', 'styling', 'paranormal', 'reeve', 'sneaking', 'exploding', 'katz', 'akbar', 'migrant', 'syllables', 'indefinitely', '##ogical', 'destroys', 'replaces', 'applause', '##phine', 'pest', '##fide', '218', 'articulated', 'bertie', '##thing', '##cars', '##ptic', 'courtroom', 'crowley', 'aesthetics', 'cummings', 'tehsil', 'hormones', 'titanic', 'dangerously', '##ibe', 'stadion', 'jaenelle', 'auguste', 'ciudad', '##chu', 'mysore', 'partisans', '##sio', 'lucan', 'philipp', '##aly', 'debating', 'henley', 'interiors', '##rano', '##tious', 'homecoming', 'beyonce', 'usher', 'henrietta', 'prepares', 'weeds', '##oman', 'ely', 'plucked', '##pire', '##dable', 'luxurious', '##aq', 'artifact', 'password', 'pasture', 'juno', 'maddy', 'minsk', '##dder', '##ologies', '##rone', 'assessments', 'martian', 'royalist', '1765', 'examines', '##mani', '##rge', 'nino', '223', 'parry', 'scooped', 'relativity', '##eli', '##uting', '##cao', 'congregational', 'noisy', 'traverse', '##agawa', 'strikeouts', 'nickelodeon', 'obituary', 'transylvania', 'binds', 'depictions', 'polk', 'trolley', '##yed', '##lard', 'breeders', '##under', 'dryly', 'hokkaido', '1762', 'strengths', 'stacks', 'bonaparte', 'connectivity', 'neared', 'prostitutes', 'stamped', 'anaheim', 'gutierrez', 'sinai', '##zzling', 'bram', 'fresno', 'madhya', '##86', 'proton', '##lena', '##llum', '##phon', 'reelected', 'wanda', '##anus', '##lb', 'ample', 'distinguishing', '##yler', 'grasping', 'sermons', 'tomato', 'bland', 'stimulation', 'avenues', '##eux', 'spreads', 'scarlett', 'fern', 'pentagon', 'assert', 'baird', 'chesapeake', 'ir', 'calmed', 'distortion', 'fatalities', '##olis', 'correctional', 'pricing', '##astic', '##gina', 'prom', 'dammit', 'ying', 'collaborate', '##chia', 'welterweight', '33rd', 'pointer', 'substitution', 'bonded', 'umpire', 'communicating', 'multitude', 'paddle', '##obe', 'federally', 'intimacy', '##insky', 'betray', 'ssr', '##lett', '##lean', '##lves', '##therapy', 'airbus', '##tery', 'functioned', 'ud', 'bearer', 'biomedical', 'netflix', '##hire', '##nca', 'condom', 'brink', 'ik', '##nical', 'macy', '##bet', 'flap', 'gma', 'experimented', 'jelly', 'lavender', '##icles', '##ulia', 'munro', '##mian', '##tial', 'rye', '##rle', '60th', 'gigs', 'hottest', 'rotated', 'predictions', 'fuji', 'bu', '##erence', '##omi', 'barangay', '##fulness', '##sas', 'clocks', '##rwood', '##liness', 'cereal', 'roe', 'wight', 'decker', 'uttered', 'babu', 'onion', 'xml', 'forcibly', '##df', 'petra', 'sarcasm', 'hartley', 'peeled', 'storytelling', '##42', '##xley', '##ysis', '##ffa', 'fibre', 'kiel', 'auditor', 'fig', 'harald', 'greenville', '##berries', 'geographically', 'nell', 'quartz', '##athic', 'cemeteries', '##lr', 'crossings', 'nah', 'holloway', 'reptiles', 'chun', 'sichuan', 'snowy', '660', 'corrections', '##ivo', 'zheng', 'ambassadors', 'blacksmith', 'fielded', 'fluids', 'hardcover', 'turnover', 'medications', 'melvin', 'academies', '##erton', 'ro', 'roach', 'absorbing', 'spaniards', 'colton', '##founded', 'outsider', 'espionage', 'kelsey', '245', 'edible', '##ulf', 'dora', 'establishes', '##sham', '##tries', 'contracting', '##tania', 'cinematic', 'costello', 'nesting', '##uron', 'connolly', 'duff', '##nology', 'mma', '##mata', 'fergus', 'sexes', 'gi', 'optics', 'spectator', 'woodstock', 'banning', '##hee', '##fle', 'differentiate', 'outfielder', 'refinery', '226', '312', 'gerhard', 'horde', 'lair', 'drastically', '##udi', 'landfall', '##cheng', 'motorsport', 'odi', '##achi', 'predominant', 'quay', 'skins', '##ental', 'edna', 'harshly', 'complementary', 'murdering', '##aves', 'wreckage', '##90', 'ono', 'outstretched', 'lennox', 'munitions', 'galen', 'reconcile', '470', 'scalp', 'bicycles', 'gillespie', 'questionable', 'rosenberg', 'guillermo', 'hostel', 'jarvis', 'kabul', 'volvo', 'opium', 'yd', '##twined', 'abuses', 'decca', 'outpost', '##cino', 'sensible', 'neutrality', '##64', 'ponce', 'anchorage', 'atkins', 'turrets', 'inadvertently', 'disagree', 'libre', 'vodka', 'reassuring', 'weighs', '##yal', 'glide', 'jumper', 'ceilings', 'repertory', 'outs', 'stain', '##bial', 'envy', '##ucible', 'smashing', 'heightened', 'policing', 'hyun', 'mixes', 'lai', 'prima', '##ples', 'celeste', '##bina', 'lucrative', 'intervened', 'kc', 'manually', '##rned', 'stature', 'staffed', 'bun', 'bastards', 'nairobi', 'priced', '##auer', 'thatcher', '##kia', 'tripped', 'comune', '##ogan', '##pled', 'brasil', 'incentives', 'emanuel', 'hereford', 'musica', '##kim', 'benedictine', 'biennale', '##lani', 'eureka', 'gardiner', 'rb', 'knocks', 'sha', '##ael', '##elled', '##onate', 'efficacy', 'ventura', 'masonic', 'sanford', 'maize', 'leverage', '##feit', 'capacities', 'santana', '##aur', 'novelty', 'vanilla', '##cter', '##tour', 'benin', '##oir', '##rain', 'neptune', 'drafting', 'tallinn', '##cable', 'humiliation', '##boarding', 'schleswig', 'fabian', 'bernardo', 'liturgy', 'spectacle', 'sweeney', 'pont', 'routledge', '##tment', 'cosmos', 'ut', 'hilt', 'sleek', 'universally', '##eville', '##gawa', 'typed', '##dry', 'favors', 'allegheny', 'glaciers', '##rly', 'recalling', 'aziz', '##log', 'parasite', 'requiem', 'auf', '##berto', '##llin', 'illumination', '##breaker', '##issa', 'festivities', 'bows', 'govern', 'vibe', 'vp', '333', 'sprawled', 'larson', 'pilgrim', 'bwf', 'leaping', '##rts', '##ssel', 'alexei', 'greyhound', 'hoarse', '##dler', '##oration', 'seneca', '##cule', 'gaping', '##ulously', '##pura', 'cinnamon', '##gens', '##rricular', 'craven', 'fantasies', 'houghton', 'engined', 'reigned', 'dictator', 'supervising', '##oris', 'bogota', 'commentaries', 'unnatural', 'fingernails', 'spirituality', 'tighten', '##tm', 'canadiens', 'protesting', 'intentional', 'cheers', 'sparta', '##ytic', '##iere', '##zine', 'widen', 'belgarath', 'controllers', 'dodd', 'iaaf', 'navarre', '##ication', 'defect', 'squire', 'steiner', 'whisky', '##mins', '560', 'inevitably', 'tome', '##gold', 'chew', '##uid', '##lid', 'elastic', '##aby', 'streaked', 'alliances', 'jailed', 'regal', '##ined', '##phy', 'czechoslovak', 'narration', 'absently', '##uld', 'bluegrass', 'guangdong', 'quran', 'criticizing', 'hose', 'hari', '##liest', '##owa', 'skier', 'streaks', 'deploy', '##lom', 'raft', 'bose', 'dialed', 'huff', '##eira', 'haifa', 'simplest', 'bursting', 'endings', 'ib', 'sultanate', '##titled', 'franks', 'whitman', 'ensures', 'sven', '##ggs', 'collaborators', 'forster', 'organising', 'ui', 'banished', 'napier', 'injustice', 'teller', 'layered', 'thump', '##otti', 'roc', 'battleships', 'evidenced', 'fugitive', 'sadie', 'robotics', '##roud', 'equatorial', 'geologist', '##iza', 'yielding', '##bron', '##sr', 'internationale', 'mecca', '##diment', 'sbs', 'skyline', 'toad', 'uploaded', 'reflective', 'undrafted', 'lal', 'leafs', 'bayern', '##dai', 'lakshmi', 'shortlisted', '##stick', '##wicz', 'camouflage', 'donate', 'af', 'christi', 'lau', '##acio', 'disclosed', 'nemesis', '1761', 'assemble', 'straining', 'northamptonshire', 'tal', '##asi', 'bernardino', 'premature', 'heidi', '42nd', 'coefficients', 'galactic', 'reproduce', 'buzzed', 'sensations', 'zionist', 'monsieur', 'myrtle', '##eme', 'archery', 'strangled', 'musically', 'viewpoint', 'antiquities', 'bei', 'trailers', 'seahawks', 'cured', 'pee', 'preferring', 'tasmanian', 'lange', 'sul', '##mail', '##working', 'colder', 'overland', 'lucivar', 'massey', 'gatherings', 'haitian', '##smith', 'disapproval', 'flaws', '##cco', '##enbach', '1766', 'npr', '##icular', 'boroughs', 'creole', 'forums', 'techno', '1755', 'dent', 'abdominal', 'streetcar', '##eson', '##stream', 'procurement', 'gemini', 'predictable', '##tya', 'acheron', 'christoph', 'feeder', 'fronts', 'vendor', 'bernhard', 'jammu', 'tumors', 'slang', '##uber', 'goaltender', 'twists', 'curving', 'manson', 'vuelta', 'mer', 'peanut', 'confessions', 'pouch', 'unpredictable', 'allowance', 'theodor', 'vascular', '##factory', 'bala', 'authenticity', 'metabolic', 'coughing', 'nanjing', '##cea', 'pembroke', '##bard', 'splendid', '36th', 'ff', 'hourly', '##ahu', 'elmer', 'handel', '##ivate', 'awarding', 'thrusting', 'dl', 'experimentation', '##hesion', '##46', 'caressed', 'entertained', 'steak', '##rangle', 'biologist', 'orphans', 'baroness', 'oyster', 'stepfather', '##dridge', 'mirage', 'reefs', 'speeding', '##31', 'barons', '1764', '227', 'inhabit', 'preached', 'repealed', '##tral', 'honoring', 'boogie', 'captives', 'administer', 'johanna', '##imate', 'gel', 'suspiciously', '1767', 'sobs', '##dington', 'backbone', 'hayward', 'garry', '##folding', '##nesia', 'maxi', '##oof', '##ppe', 'ellison', 'galileo', '##stand', 'crimea', 'frenzy', 'amour', 'bumper', 'matrices', 'natalia', 'baking', 'garth', 'palestinians', '##grove', 'smack', 'conveyed', 'ensembles', 'gardening', '##manship', '##rup', '##stituting', '1640', 'harvesting', 'topography', 'jing', 'shifters', 'dormitory', '##carriage', '##lston', 'ist', 'skulls', '##stadt', 'dolores', 'jewellery', 'sarawak', '##wai', '##zier', 'fences', 'christy', 'confinement', 'tumbling', 'credibility', 'fir', 'stench', '##bria', '##plication', '##nged', '##sam', 'virtues', '##belt', 'marjorie', 'pba', '##eem', '##made', 'celebrates', 'schooner', 'agitated', 'barley', 'fulfilling', 'anthropologist', '##pro', 'restrict', 'novi', 'regulating', '##nent', 'padres', '##rani', '##hesive', 'loyola', 'tabitha', 'milky', 'olson', 'proprietor', 'crambidae', 'guarantees', 'intercollegiate', 'ljubljana', 'hilda', '##sko', 'ignorant', 'hooded', '##lts', 'sardinia', '##lidae', '##vation', 'frontman', 'privileged', 'witchcraft', '##gp', 'jammed', 'laude', 'poking', '##than', 'bracket', 'amazement', 'yunnan', '##erus', 'maharaja', 'linnaeus', '264', 'commissioning', 'milano', 'peacefully', '##logies', 'akira', 'rani', 'regulator', '##36', 'grasses', '##rance', 'luzon', 'crows', 'compiler', 'gretchen', 'seaman', 'edouard', 'tab', 'buccaneers', 'ellington', 'hamlets', 'whig', 'socialists', '##anto', 'directorial', 'easton', 'mythological', '##kr', '##vary', 'rhineland', 'semantic', 'taut', 'dune', 'inventions', 'succeeds', '##iter', 'replication', 'branched', '##pired', 'jul', 'prosecuted', 'kangaroo', 'penetrated', '##avian', 'middlesbrough', 'doses', 'bleak', 'madam', 'predatory', 'relentless', '##vili', 'reluctance', '##vir', 'hailey', 'crore', 'silvery', '1759', 'monstrous', 'swimmers', 'transmissions', 'hawthorn', 'informing', '##eral', 'toilets', 'caracas', 'crouch', 'kb', '##sett', '295', 'cartel', 'hadley', '##aling', 'alexia', 'yvonne', '##biology', 'cinderella', 'eton', 'superb', 'blizzard', 'stabbing', 'industrialist', 'maximus', '##gm', '##orus', 'groves', 'maud', 'clade', 'oversized', 'comedic', '##bella', 'rosen', 'nomadic', 'fulham', 'montane', 'beverages', 'galaxies', 'redundant', 'swarm', '##rot', '##folia', '##llis', 'buckinghamshire', 'fen', 'bearings', 'bahadur', '##rom', 'gilles', 'phased', 'dynamite', 'faber', 'benoit', 'vip', '##ount', '##wd', 'booking', 'fractured', 'tailored', 'anya', 'spices', 'westwood', 'cairns', 'auditions', 'inflammation', 'steamed', '##rocity', '##acion', '##urne', 'skyla', 'thereof', 'watford', 'torment', 'archdeacon', 'transforms', 'lulu', 'demeanor', 'fucked', 'serge', '##sor', 'mckenna', 'minas', 'entertainer', '##icide', 'caress', 'originate', 'residue', '##sty', '1740', '##ilised', '##org', 'beech', '##wana', 'subsidies', '##ghton', 'emptied', 'gladstone', 'ru', 'firefighters', 'voodoo', '##rcle', 'het', 'nightingale', 'tamara', 'edmond', 'ingredient', 'weaknesses', 'silhouette', '285', 'compatibility', 'withdrawing', 'hampson', '##mona', 'anguish', 'giggling', '##mber', 'bookstore', '##jiang', 'southernmost', 'tilting', '##vance', 'bai', 'economical', 'rf', 'briefcase', 'dreadful', 'hinted', 'projections', 'shattering', 'totaling', '##rogate', 'analogue', 'indicted', 'periodical', 'fullback', '##dman', 'haynes', '##tenberg', '##ffs', '##ishment', '1745', 'thirst', 'stumble', 'penang', 'vigorous', '##ddling', '##kor', '##lium', 'octave', '##ove', '##enstein', '##inen', '##ones', 'siberian', '##uti', 'cbn', 'repeal', 'swaying', '##vington', 'khalid', 'tanaka', 'unicorn', 'otago', 'plastered', 'lobe', 'riddle', '##rella', 'perch', '##ishing', 'croydon', 'filtered', 'graeme', 'tripoli', '##ossa', 'crocodile', '##chers', 'sufi', 'mined', '##tung', 'inferno', 'lsu', '##phi', 'swelled', 'utilizes', '£2', 'cale', 'periodicals', 'styx', 'hike', 'informally', 'coop', 'lund', '##tidae', 'ala', 'hen', 'qui', 'transformations', 'disposed', 'sheath', 'chickens', '##cade', 'fitzroy', 'sas', 'silesia', 'unacceptable', 'odisha', '1650', 'sabrina', 'pe', 'spokane', 'ratios', 'athena', 'massage', 'shen', 'dilemma', '##drum', '##riz', '##hul', 'corona', 'doubtful', 'niall', '##pha', '##bino', 'fines', 'cite', 'acknowledging', 'bangor', 'ballard', 'bathurst', '##resh', 'huron', 'mustered', 'alzheimer', 'garments', 'kinase', 'tyre', 'warship', '##cp', 'flashback', 'pulmonary', 'braun', 'cheat', 'kamal', 'cyclists', 'constructions', 'grenades', 'ndp', 'traveller', 'excuses', 'stomped', 'signalling', 'trimmed', 'futsal', 'mosques', 'relevance', '##wine', 'wta', '##23', '##vah', '##lter', 'hoc', '##riding', 'optimistic', '##´s', 'deco', 'sim', 'interacting', 'rejecting', 'moniker', 'waterways', '##ieri', '##oku', 'mayors', 'gdansk', 'outnumbered', 'pearls', '##ended', '##hampton', 'fairs', 'totals', 'dominating', '262', 'notions', 'stairway', 'compiling', 'pursed', 'commodities', 'grease', 'yeast', '##jong', 'carthage', 'griffiths', 'residual', 'amc', 'contraction', 'laird', 'sapphire', '##marine', '##ivated', 'amalgamation', 'dissolve', 'inclination', 'lyle', 'packaged', 'altitudes', 'suez', 'canons', 'graded', 'lurched', 'narrowing', 'boasts', 'guise', 'wed', 'enrico', '##ovsky', 'rower', 'scarred', 'bree', 'cub', 'iberian', 'protagonists', 'bargaining', 'proposing', 'trainers', 'voyages', 'vans', 'fishes', '##aea', '##ivist', '##verance', 'encryption', 'artworks', 'kazan', 'sabre', 'cleopatra', 'hepburn', 'rotting', 'supremacy', 'mecklenburg', '##brate', 'burrows', 'hazards', 'outgoing', 'flair', 'organizes', '##ctions', 'scorpion', '##usions', 'boo', '234', 'chevalier', 'dunedin', 'slapping', '##34', 'ineligible', 'pensions', '##38', '##omic', 'manufactures', 'emails', 'bismarck', '238', 'weakening', 'blackish', 'ding', 'mcgee', 'quo', '##rling', 'northernmost', 'xx', 'manpower', 'greed', 'sampson', 'clicking', '##ange', '##horpe', '##inations', '##roving', 'torre', '##eptive', '##moral', 'symbolism', '38th', 'asshole', 'meritorious', 'outfits', 'splashed', 'biographies', 'sprung', 'astros', '##tale', '302', '737', 'filly', 'raoul', 'nw', 'tokugawa', 'linden', 'clubhouse', '##apa', 'tracts', 'romano', '##pio', 'putin', 'tags', '##note', 'chained', 'dickson', 'gunshot', 'moe', 'gunn', 'rashid', '##tails', 'zipper', '##bas', '##nea', 'contrasted', '##ply', '##udes', 'plum', 'pharaoh', '##pile', 'aw', 'comedies', 'ingrid', 'sandwiches', 'subdivisions', '1100', 'mariana', 'nokia', 'kamen', 'hz', 'delaney', 'veto', 'herring', '##words', 'possessive', 'outlines', '##roup', 'siemens', 'stairwell', 'rc', 'gallantry', 'messiah', 'palais', 'yells', '233', 'zeppelin', '##dm', 'bolivar', '##cede', 'smackdown', 'mckinley', '##mora', '##yt', 'muted', 'geologic', 'finely', 'unitary', 'avatar', 'hamas', 'maynard', 'rees', 'bog', 'contrasting', '##rut', 'liv', 'chico', 'disposition', 'pixel', '##erate', 'becca', 'dmitry', 'yeshiva', 'narratives', '##lva', '##ulton', 'mercenary', 'sharpe', 'tempered', 'navigate', 'stealth', 'amassed', 'keynes', '##lini', 'untouched', '##rrie', 'havoc', 'lithium', '##fighting', 'abyss', 'graf', 'southward', 'wolverine', 'balloons', 'implements', 'ngos', 'transitions', '##icum', 'ambushed', 'concacaf', 'dormant', 'economists', '##dim', 'costing', 'csi', 'rana', 'universite', 'boulders', 'verity', '##llon', 'collin', 'mellon', 'misses', 'cypress', 'fluorescent', 'lifeless', 'spence', '##ulla', 'crewe', 'shepard', 'pak', 'revelations', '##م', 'jolly', 'gibbons', 'paw', '##dro', '##quel', 'freeing', '##test', 'shack', 'fries', 'palatine', '##51', '##hiko', 'accompaniment', 'cruising', 'recycled', '##aver', 'erwin', 'sorting', 'synthesizers', 'dyke', 'realities', 'sg', 'strides', 'enslaved', 'wetland', '##ghan', 'competence', 'gunpowder', 'grassy', 'maroon', 'reactors', 'objection', '##oms', 'carlson', 'gearbox', 'macintosh', 'radios', 'shelton', '##sho', 'clergyman', 'prakash', '254', 'mongols', 'trophies', 'oricon', '228', 'stimuli', 'twenty20', 'cantonese', 'cortes', 'mirrored', '##saurus', 'bhp', 'cristina', 'melancholy', '##lating', 'enjoyable', 'nuevo', '##wny', 'downfall', 'schumacher', '##ind', 'banging', 'lausanne', 'rumbled', 'paramilitary', 'reflex', 'ax', 'amplitude', 'migratory', '##gall', '##ups', 'midi', 'barnard', 'lastly', 'sherry', '##hp', '##nall', 'keystone', '##kra', 'carleton', 'slippery', '##53', 'coloring', 'foe', 'socket', 'otter', '##rgos', 'mats', '##tose', 'consultants', 'bafta', 'bison', 'topping', '##km', '490', 'primal', 'abandonment', 'transplant', 'atoll', 'hideous', 'mort', 'pained', 'reproduced', 'tae', 'howling', '##turn', 'unlawful', 'billionaire', 'hotter', 'poised', 'lansing', '##chang', 'dinamo', 'retro', 'messing', 'nfc', 'domesday', '##mina', 'blitz', 'timed', '##athing', '##kley', 'ascending', 'gesturing', '##izations', 'signaled', 'tis', 'chinatown', 'mermaid', 'savanna', 'jameson', '##aint', 'catalina', '##pet', '##hers', 'cochrane', 'cy', 'chatting', '##kus', 'alerted', 'computation', 'mused', 'noelle', 'majestic', 'mohawk', 'campo', 'octagonal', '##sant', '##hend', '241', 'aspiring', '##mart', 'comprehend', 'iona', 'paralyzed', 'shimmering', 'swindon', 'rhone', '##eley', 'reputed', 'configurations', 'pitchfork', 'agitation', 'francais', 'gillian', 'lipstick', '##ilo', 'outsiders', 'pontifical', 'resisting', 'bitterness', 'sewer', 'rockies', '##edd', '##ucher', 'misleading', '1756', 'exiting', 'galloway', '##nging', 'risked', '##heart', '246', 'commemoration', 'schultz', '##rka', 'integrating', '##rsa', 'poses', 'shrieked', '##weiler', 'guineas', 'gladys', 'jerking', 'owls', 'goldsmith', 'nightly', 'penetrating', '##unced', 'lia', '##33', 'ignited', 'betsy', '##aring', '##thorpe', 'follower', 'vigorously', '##rave', 'coded', 'kiran', 'knit', 'zoology', 'tbilisi', '##28', '##bered', 'repository', 'govt', 'deciduous', 'dino', 'growling', '##bba', 'enhancement', 'unleashed', 'chanting', 'pussy', 'biochemistry', '##eric', 'kettle', 'repression', 'toxicity', 'nrhp', '##arth', '##kko', '##bush', 'ernesto', 'commended', 'outspoken', '242', 'mca', 'parchment', 'sms', 'kristen', '##aton', 'bisexual', 'raked', 'glamour', 'navajo', 'a2', 'conditioned', 'showcased', '##hma', 'spacious', 'youthful', '##esa', 'usl', 'appliances', 'junta', 'brest', 'layne', 'conglomerate', 'enchanted', 'chao', 'loosened', 'picasso', 'circulating', 'inspect', 'montevideo', '##centric', '##kti', 'piazza', 'spurred', '##aith', 'bari', 'freedoms', 'poultry', 'stamford', 'lieu', '##ect', 'indigo', 'sarcastic', 'bahia', 'stump', 'attach', 'dvds', 'frankenstein', 'lille', 'approx', 'scriptures', 'pollen', '##script', 'nmi', 'overseen', '##ivism', 'tides', 'proponent', 'newmarket', 'inherit', 'milling', '##erland', 'centralized', '##rou', 'distributors', 'credentials', 'drawers', 'abbreviation', '##lco', '##xon', 'downing', 'uncomfortably', 'ripe', '##oes', 'erase', 'franchises', '##ever', 'populace', '##bery', '##khar', 'decomposition', 'pleas', '##tet', 'daryl', 'sabah', '##stle', '##wide', 'fearless', 'genie', 'lesions', 'annette', '##ogist', 'oboe', 'appendix', 'nair', 'dripped', 'petitioned', 'maclean', 'mosquito', 'parrot', 'rpg', 'hampered', '1648', 'operatic', 'reservoirs', '##tham', 'irrelevant', 'jolt', 'summarized', '##fp', 'medallion', '##taff', '##−', 'clawed', 'harlow', 'narrower', 'goddard', 'marcia', 'bodied', 'fremont', 'suarez', 'altering', 'tempest', 'mussolini', 'porn', '##isms', 'sweetly', 'oversees', 'walkers', 'solitude', 'grimly', 'shrines', 'hk', 'ich', 'supervisors', 'hostess', 'dietrich', 'legitimacy', 'brushes', 'expressive', '##yp', 'dissipated', '##rse', 'localized', 'systemic', '##nikov', 'gettysburg', '##js', '##uaries', 'dialogues', 'muttering', '251', 'housekeeper', 'sicilian', 'discouraged', '##frey', 'beamed', 'kaladin', 'halftime', 'kidnap', '##amo', '##llet', '1754', 'synonymous', 'depleted', 'instituto', 'insulin', 'reprised', '##opsis', 'clashed', '##ctric', 'interrupting', 'radcliffe', 'insisting', 'medici', '1715', 'ejected', 'playfully', 'turbulent', '##47', 'starvation', '##rini', 'shipment', 'rebellious', 'petersen', 'verification', 'merits', '##rified', 'cakes', '##charged', '1757', 'milford', 'shortages', 'spying', 'fidelity', '##aker', 'emitted', 'storylines', 'harvested', 'seismic', '##iform', 'cheung', 'kilda', 'theoretically', 'barbie', 'lynx', '##rgy', '##tius', 'goblin', 'mata', 'poisonous', '##nburg', 'reactive', 'residues', 'obedience', '##евич', 'conjecture', '##rac', '401', 'hating', 'sixties', 'kicker', 'moaning', 'motown', '##bha', 'emancipation', 'neoclassical', '##hering', 'consoles', 'ebert', 'professorship', '##tures', 'sustaining', 'assaults', 'obeyed', 'affluent', 'incurred', 'tornadoes', '##eber', '##zow', 'emphasizing', 'highlanders', 'cheated', 'helmets', '##ctus', 'internship', 'terence', 'bony', 'executions', 'legislators', 'berries', 'peninsular', 'tinged', '##aco', '1689', 'amplifier', 'corvette', 'ribbons', 'lavish', 'pennant', '##lander', 'worthless', '##chfield', '##forms', 'mariano', 'pyrenees', 'expenditures', '##icides', 'chesterfield', 'mandir', 'tailor', '39th', 'sergey', 'nestled', 'willed', 'aristocracy', 'devotees', 'goodnight', 'raaf', 'rumored', 'weaponry', 'remy', 'appropriations', 'harcourt', 'burr', 'riaa', '##lence', 'limitation', 'unnoticed', 'guo', 'soaking', 'swamps', '##tica', 'collapsing', 'tatiana', 'descriptive', 'brigham', 'psalm', '##chment', 'maddox', '##lization', 'patti', 'caliph', '##aja', 'akron', 'injuring', 'serra', '##ganj', 'basins', '##sari', 'astonished', 'launcher', '##church', 'hilary', 'wilkins', 'sewing', '##sf', 'stinging', '##fia', '##ncia', 'underwood', 'startup', '##ition', 'compilations', 'vibrations', 'embankment', 'jurist', '##nity', 'bard', 'juventus', 'groundwater', 'kern', 'palaces', 'helium', 'boca', 'cramped', 'marissa', 'soto', '##worm', 'jae', 'princely', '##ggy', 'faso', 'bazaar', 'warmly', '##voking', '229', 'pairing', '##lite', '##grate', '##nets', 'wien', 'freaked', 'ulysses', 'rebirth', '##alia', '##rent', 'mummy', 'guzman', 'jimenez', 'stilled', '##nitz', 'trajectory', 'tha', 'woken', 'archival', 'professions', '##pts', '##pta', 'hilly', 'shadowy', 'shrink', '##bolt', 'norwood', 'glued', 'migrate', 'stereotypes', 'devoid', '##pheus', '625', 'evacuate', 'horrors', 'infancy', 'gotham', 'knowles', 'optic', 'downloaded', 'sachs', 'kingsley', 'parramatta', 'darryl', 'mor', '##onale', 'shady', 'commence', 'confesses', 'kan', '##meter', '##placed', 'marlborough', 'roundabout', 'regents', 'frigates', 'io', '##imating', 'gothenburg', 'revoked', 'carvings', 'clockwise', 'convertible', 'intruder', '##sche', 'banged', '##ogo', 'vicky', 'bourgeois', '##mony', 'dupont', 'footing', '##gum', 'pd', '##real', 'buckle', 'yun', 'penthouse', 'sane', '720', 'serviced', 'stakeholders', 'neumann', 'bb', '##eers', 'comb', '##gam', 'catchment', 'pinning', 'rallies', 'typing', '##elles', 'forefront', 'freiburg', 'sweetie', 'giacomo', 'widowed', 'goodwill', 'worshipped', 'aspirations', 'midday', '##vat', 'fishery', '##trick', 'bournemouth', 'turk', '243', 'hearth', 'ethanol', 'guadalajara', 'murmurs', 'sl', '##uge', 'afforded', 'scripted', '##hta', 'wah', '##jn', 'coroner', 'translucent', '252', 'memorials', 'puck', 'progresses', 'clumsy', '##race', '315', 'candace', 'recounted', '##27', '##slin', '##uve', 'filtering', '##mac', 'howl', 'strata', 'heron', 'leveled', '##ays', 'dubious', '##oja', '##т', '##wheel', 'citations', 'exhibiting', '##laya', '##mics', '##pods', 'turkic', '##lberg', 'injunction', '##ennial', '##mit', 'antibodies', '##44', 'organise', '##rigues', 'cardiovascular', 'cushion', 'inverness', '##zquez', 'dia', 'cocoa', 'sibling', '##tman', '##roid', 'expanse', 'feasible', 'tunisian', 'algiers', '##relli', 'rus', 'bloomberg', 'dso', 'westphalia', 'bro', 'tacoma', '281', 'downloads', '##ours', 'konrad', 'duran', '##hdi', 'continuum', 'jett', 'compares', 'legislator', 'secession', '##nable', '##gues', '##zuka', 'translating', 'reacher', '##gley', '##ła', 'aleppo', '##agi', 'tc', 'orchards', 'trapping', 'linguist', 'versatile', 'drumming', 'postage', 'calhoun', 'superiors', '##mx', 'barefoot', 'leary', '##cis', 'ignacio', 'alfa', 'kaplan', '##rogen', 'bratislava', 'mori', '##vot', 'disturb', 'haas', '313', 'cartridges', 'gilmore', 'radiated', 'salford', 'tunic', 'hades', '##ulsive', 'archeological', 'delilah', 'magistrates', 'auditioned', 'brewster', 'charters', 'empowerment', 'blogs', 'cappella', 'dynasties', 'iroquois', 'whipping', '##krishna', 'raceway', 'truths', 'myra', 'weaken', 'judah', 'mcgregor', '##horse', 'mic', 'refueling', '37th', 'burnley', 'bosses', 'markus', 'premio', 'query', '##gga', 'dunbar', '##economic', 'darkest', 'lyndon', 'sealing', 'commendation', 'reappeared', '##mun', 'addicted', 'ezio', 'slaughtered', 'satisfactory', 'shuffle', '##eves', '##thic', '##uj', 'fortification', 'warrington', '##otto', 'resurrected', 'fargo', 'mane', '##utable', '##lei', '##space', 'foreword', 'ox', '##aris', '##vern', 'abrams', 'hua', '##mento', 'sakura', '##alo', 'uv', 'sentimental', '##skaya', 'midfield', '##eses', 'sturdy', 'scrolls', 'macleod', '##kyu', 'entropy', '##lance', 'mitochondrial', 'cicero', 'excelled', 'thinner', 'convoys', 'perceive', '##oslav', '##urable', 'systematically', 'grind', 'burkina', '287', '##tagram', 'ops', '##aman', 'guantanamo', '##cloth', '##tite', 'forcefully', 'wavy', '##jou', 'pointless', '##linger', '##tze', 'layton', 'portico', 'superficial', 'clerical', 'outlaws', '##hism', 'burials', 'muir', '##inn', 'creditors', 'hauling', 'rattle', '##leg', 'calais', 'monde', 'archers', 'reclaimed', 'dwell', 'wexford', 'hellenic', 'falsely', 'remorse', '##tek', 'dough', 'furnishings', '##uttered', 'gabon', 'neurological', 'novice', '##igraphy', 'contemplated', 'pulpit', 'nightstand', 'saratoga', '##istan', 'documenting', 'pulsing', 'taluk', '##firmed', 'busted', 'marital', '##rien', 'disagreements', 'wasps', '##yes', 'hodge', 'mcdonnell', 'mimic', 'fran', 'pendant', 'dhabi', 'musa', '##nington', 'congratulations', 'argent', 'darrell', 'concussion', 'losers', 'regrets', 'thessaloniki', 'reversal', 'donaldson', 'hardwood', 'thence', 'achilles', 'ritter', '##eran', 'demonic', 'jurgen', 'prophets', 'goethe', 'eki', 'classmate', 'buff', '##cking', 'yank', 'irrational', '##inging', 'perished', 'seductive', 'qur', 'sourced', '##crat', '##typic', 'mustard', 'ravine', 'barre', 'horizontally', 'characterization', 'phylogenetic', 'boise', '##dit', '##runner', '##tower', 'brutally', 'intercourse', 'seduce', '##bbing', 'fay', 'ferris', 'ogden', 'amar', 'nik', 'unarmed', '##inator', 'evaluating', 'kyrgyzstan', 'sweetness', '##lford', '##oki', 'mccormick', 'meiji', 'notoriety', 'stimulate', 'disrupt', 'figuring', 'instructional', 'mcgrath', '##zoo', 'groundbreaking', '##lto', 'flinch', 'khorasan', 'agrarian', 'bengals', 'mixer', 'radiating', '##sov', 'ingram', 'pitchers', 'nad', 'tariff', '##cript', 'tata', '##codes', '##emi', '##ungen', 'appellate', 'lehigh', '##bled', '##giri', 'brawl', 'duct', 'texans', '##ciation', '##ropolis', 'skipper', 'speculative', 'vomit', 'doctrines', 'stresses', '253', 'davy', 'graders', 'whitehead', 'jozef', 'timely', 'cumulative', 'haryana', 'paints', 'appropriately', 'boon', 'cactus', '##ales', '##pid', 'dow', 'legions', '##pit', 'perceptions', '1730', 'picturesque', '##yse', 'periphery', 'rune', 'wr', '##aha', 'celtics', 'sentencing', 'whoa', '##erin', 'confirms', 'variance', '425', 'moines', 'mathews', 'spade', 'rave', 'm1', 'fronted', 'fx', 'blending', 'alleging', 'reared', '##gl', '237', '##paper', 'grassroots', 'eroded', '##free', '##physical', 'directs', 'ordeal', '##sław', 'accelerate', 'hacker', 'rooftop', '##inia', 'lev', 'buys', 'cebu', 'devote', '##lce', 'specialising', '##ulsion', 'choreographed', 'repetition', 'warehouses', '##ryl', 'paisley', 'tuscany', 'analogy', 'sorcerer', 'hash', 'huts', 'shards', 'descends', 'exclude', 'nix', 'chaplin', 'gaga', 'ito', 'vane', '##drich', 'causeway', 'misconduct', 'limo', 'orchestrated', 'glands', 'jana', '##kot', 'u2', '##mple', '##sons', 'branching', 'contrasts', 'scoop', 'longed', '##virus', 'chattanooga', '##75', 'syrup', 'cornerstone', '##tized', '##mind', '##iaceae', 'careless', 'precedence', 'frescoes', '##uet', 'chilled', 'consult', 'modelled', 'snatch', 'peat', '##thermal', 'caucasian', 'humane', 'relaxation', 'spins', 'temperance', '##lbert', 'occupations', 'lambda', 'hybrids', 'moons', 'mp3', '##oese', '247', 'rolf', 'societal', 'yerevan', 'ness', '##ssler', 'befriended', 'mechanized', 'nominate', 'trough', 'boasted', 'cues', 'seater', '##hom', 'bends', '##tangle', 'conductors', 'emptiness', '##lmer', 'eurasian', 'adriatic', 'tian', '##cie', 'anxiously', 'lark', 'propellers', 'chichester', 'jock', 'ev', '2a', '##holding', 'credible', 'recounts', 'tori', 'loyalist', 'abduction', '##hoot', '##redo', 'nepali', '##mite', 'ventral', 'tempting', '##ango', '##crats', 'steered', '##wice', 'javelin', 'dipping', 'laborers', 'prentice', 'looming', 'titanium', '##ː', 'badges', 'emir', 'tensor', '##ntation', 'egyptians', 'rash', 'denies', 'hawthorne', 'lombard', 'showers', 'wehrmacht', 'dietary', 'trojan', '##reus', 'welles', 'executing', 'horseshoe', 'lifeboat', '##lak', 'elsa', 'infirmary', 'nearing', 'roberta', 'boyer', 'mutter', 'trillion', 'joanne', '##fine', '##oked', 'sinks', 'vortex', 'uruguayan', 'clasp', 'sirius', '##block', 'accelerator', 'prohibit', 'sunken', 'byu', 'chronological', 'diplomats', 'ochreous', '510', 'symmetrical', '1644', 'maia', '##tology', 'salts', 'reigns', 'atrocities', '##ия', 'hess', 'bared', 'issn', '##vyn', 'cater', 'saturated', '##cycle', '##isse', 'sable', 'voyager', 'dyer', 'yusuf', '##inge', 'fountains', 'wolff', '##39', '##nni', 'engraving', 'rollins', 'atheist', 'ominous', '##ault', 'herr', 'chariot', 'martina', 'strung', '##fell', '##farlane', 'horrific', 'sahib', 'gazes', 'saetan', 'erased', 'ptolemy', '##olic', 'flushing', 'lauderdale', 'analytic', '##ices', '530', 'navarro', 'beak', 'gorilla', 'herrera', 'broom', 'guadalupe', 'raiding', 'sykes', '311', 'bsc', 'deliveries', '1720', 'invasions', 'carmichael', 'tajikistan', 'thematic', 'ecumenical', 'sentiments', 'onstage', '##rians', '##brand', '##sume', 'catastrophic', 'flanks', 'molten', '##arns', 'waller', 'aimee', 'terminating', '##icing', 'alternately', '##oche', 'nehru', 'printers', 'outraged', '##eving', 'empires', 'template', 'banners', 'repetitive', 'za', '##oise', 'vegetarian', '##tell', 'guiana', 'opt', 'cavendish', 'lucknow', 'synthesized', '##hani', '##mada', 'finalized', '##ctable', 'fictitious', 'mayoral', 'unreliable', '##enham', 'embracing', 'peppers', 'rbis', '##chio', '##neo', 'inhibition', 'slashed', 'togo', 'orderly', 'embroidered', 'safari', 'salty', '236', 'barron', 'benito', 'totaled', '##dak', 'pubs', 'simulated', 'caden', 'devin', 'tolkien', 'momma', 'welding', 'sesame', '##ept', 'gottingen', 'hardness', '630', 'shaman', 'temeraire', '620', 'adequately', 'pediatric', '##kit', 'ck', 'assertion', 'radicals', 'composure', 'cadence', 'seafood', 'beaufort', 'lazarus', 'mani', 'warily', 'cunning', 'kurdistan', '249', 'cantata', '##kir', 'ares', '##41', '##clusive', 'nape', 'townland', 'geared', 'insulted', 'flutter', 'boating', 'violate', 'draper', 'dumping', 'malmo', '##hh', '##romatic', 'firearm', 'alta', 'bono', 'obscured', '##clave', 'exceeds', 'panorama', 'unbelievable', '##train', 'preschool', '##essed', 'disconnected', 'installing', 'rescuing', 'secretaries', 'accessibility', '##castle', '##drive', '##ifice', '##film', 'bouts', 'slug', 'waterway', 'mindanao', '##buro', '##ratic', 'halves', '##ل', 'calming', 'liter', 'maternity', 'adorable', 'bragg', 'electrification', 'mcc', '##dote', 'roxy', 'schizophrenia', '##body', 'munoz', 'kaye', 'whaling', '239', 'mil', 'tingling', 'tolerant', '##ago', 'unconventional', 'volcanoes', '##finder', 'deportivo', '##llie', 'robson', 'kaufman', 'neuroscience', 'wai', 'deportation', 'masovian', 'scraping', 'converse', '##bh', 'hacking', 'bulge', '##oun', 'administratively', 'yao', '580', 'amp', 'mammoth', 'booster', 'claremont', 'hooper', 'nomenclature', 'pursuits', 'mclaughlin', 'melinda', '##sul', 'catfish', 'barclay', 'substrates', 'taxa', 'zee', 'originals', 'kimberly', 'packets', 'padma', '##ality', 'borrowing', 'ostensibly', 'solvent', '##bri', '##genesis', '##mist', 'lukas', 'shreveport', 'veracruz', '##ь', '##lou', '##wives', 'cheney', 'tt', 'anatolia', 'hobbs', '##zyn', 'cyclic', 'radiant', 'alistair', 'greenish', 'siena', 'dat', 'independents', '##bation', 'conform', 'pieter', 'hyper', 'applicant', 'bradshaw', 'spores', 'telangana', 'vinci', 'inexpensive', 'nuclei', '322', 'jang', 'nme', 'soho', 'spd', '##ign', 'cradled', 'receptionist', 'pow', '##43', '##rika', 'fascism', '##ifer', 'experimenting', '##ading', '##iec', '##region', '345', 'jocelyn', 'maris', 'stair', 'nocturnal', 'toro', 'constabulary', 'elgin', '##kker', 'msc', '##giving', '##schen', '##rase', 'doherty', 'doping', 'sarcastically', 'batter', 'maneuvers', '##cano', '##apple', '##gai', '##git', 'intrinsic', '##nst', '##stor', '1753', 'showtime', 'cafes', 'gasps', 'lviv', 'ushered', '##thed', 'fours', 'restart', 'astonishment', 'transmitting', 'flyer', 'shrugs', '##sau', 'intriguing', 'cones', 'dictated', 'mushrooms', 'medial', '##kovsky', '##elman', 'escorting', 'gaped', '##26', 'godfather', '##door', '##sell', 'djs', 'recaptured', 'timetable', 'vila', '1710', '3a', 'aerodrome', 'mortals', 'scientology', '##orne', 'angelina', 'mag', 'convection', 'unpaid', 'insertion', 'intermittent', 'lego', '##nated', 'endeavor', 'kota', 'pereira', '##lz', '304', 'bwv', 'glamorgan', 'insults', 'agatha', 'fey', '##cend', 'fleetwood', 'mahogany', 'protruding', 'steamship', 'zeta', '##arty', 'mcguire', 'suspense', '##sphere', 'advising', 'urges', '##wala', 'hurriedly', 'meteor', 'gilded', 'inline', 'arroyo', 'stalker', '##oge', 'excitedly', 'revered', '##cure', 'earle', 'introductory', '##break', '##ilde', 'mutants', 'puff', 'pulses', 'reinforcement', '##haling', 'curses', 'lizards', 'stalk', 'correlated', '##fixed', 'fallout', 'macquarie', '##unas', 'bearded', 'denton', 'heaving', '802', '##ocation', 'winery', 'assign', 'dortmund', '##lkirk', 'everest', 'invariant', 'charismatic', 'susie', '##elling', 'bled', 'lesley', 'telegram', 'sumner', 'bk', '##ogen', '##к', 'wilcox', 'needy', 'colbert', 'duval', '##iferous', '##mbled', 'allotted', 'attends', 'imperative', '##hita', 'replacements', 'hawker', '##inda', 'insurgency', '##zee', '##eke', 'casts', '##yla', '680', 'ives', 'transitioned', '##pack', '##powering', 'authoritative', 'baylor', 'flex', 'cringed', 'plaintiffs', 'woodrow', '##skie', 'drastic', 'ape', 'aroma', 'unfolded', 'commotion', 'nt', 'preoccupied', 'theta', 'routines', 'lasers', 'privatization', 'wand', 'domino', 'ek', 'clenching', 'nsa', 'strategically', 'showered', 'bile', 'handkerchief', 'pere', 'storing', 'christophe', 'insulting', '316', 'nakamura', 'romani', 'asiatic', 'magdalena', 'palma', 'cruises', 'stripping', '405', 'konstantin', 'soaring', '##berman', 'colloquially', 'forerunner', 'havilland', 'incarcerated', 'parasites', 'sincerity', '##utus', 'disks', 'plank', 'saigon', '##ining', 'corbin', 'homo', 'ornaments', 'powerhouse', '##tlement', 'chong', 'fastened', 'feasibility', 'idf', 'morphological', 'usable', '##nish', '##zuki', 'aqueduct', 'jaguars', 'keepers', '##flies', 'aleksandr', 'faust', 'assigns', 'ewing', 'bacterium', 'hurled', 'tricky', 'hungarians', 'integers', 'wallis', '321', 'yamaha', '##isha', 'hushed', 'oblivion', 'aviator', 'evangelist', 'friars', '##eller', 'monograph', 'ode', '##nary', 'airplanes', 'labourers', 'charms', '##nee', '1661', 'hagen', 'tnt', 'rudder', 'fiesta', 'transcript', 'dorothea', 'ska', 'inhibitor', 'maccabi', 'retorted', 'raining', 'encompassed', 'clauses', 'menacing', '1642', 'lineman', '##gist', 'vamps', '##ape', '##dick', 'gloom', '##rera', 'dealings', 'easing', 'seekers', '##nut', '##pment', 'helens', 'unmanned', '##anu', '##isson', 'basics', '##amy', '##ckman', 'adjustments', '1688', 'brutality', 'horne', '##zell', 'sui', '##55', '##mable', 'aggregator', '##thal', 'rhino', '##drick', '##vira', 'counters', 'zoom', '##01', '##rting', 'mn', 'montenegrin', 'packard', '##unciation', '##♭', '##kki', 'reclaim', 'scholastic', 'thugs', 'pulsed', '##icia', 'syriac', 'quan', 'saddam', 'banda', 'kobe', 'blaming', 'buddies', 'dissent', '##lusion', '##usia', 'corbett', 'jaya', 'delle', 'erratic', 'lexie', '##hesis', '435', 'amiga', 'hermes', '##pressing', '##leen', 'chapels', 'gospels', 'jamal', '##uating', 'compute', 'revolving', 'warp', '##sso', '##thes', 'armory', '##eras', '##gol', 'antrim', 'loki', '##kow', '##asian', '##good', '##zano', 'braid', 'handwriting', 'subdistrict', 'funky', 'pantheon', '##iculate', 'concurrency', 'estimation', 'improper', 'juliana', '##his', 'newcomers', 'johnstone', 'staten', 'communicated', '##oco', '##alle', 'sausage', 'stormy', '##stered', '##tters', 'superfamily', '##grade', 'acidic', 'collateral', 'tabloid', '##oped', '##rza', 'bladder', 'austen', '##ellant', 'mcgraw', '##hay', 'hannibal', 'mein', 'aquino', 'lucifer', 'wo', 'badger', 'boar', 'cher', 'christensen', 'greenberg', 'interruption', '##kken', 'jem', '244', 'mocked', 'bottoms', 'cambridgeshire', '##lide', 'sprawling', '##bbly', 'eastwood', 'ghent', 'synth', '##buck', 'advisers', '##bah', 'nominally', 'hapoel', 'qu', 'daggers', 'estranged', 'fabricated', 'towels', 'vinnie', 'wcw', 'misunderstanding', 'anglia', 'nothin', 'unmistakable', '##dust', '##lova', 'chilly', 'marquette', 'truss', '##edge', '##erine', 'reece', '##lty', '##chemist', '##connected', '272', '308', '41st', 'bash', 'raion', 'waterfalls', '##ump', '##main', 'labyrinth', 'queue', 'theorist', '##istle', 'bharatiya', 'flexed', 'soundtracks', 'rooney', 'leftist', 'patrolling', 'wharton', 'plainly', 'alleviate', 'eastman', 'schuster', 'topographic', 'engages', 'immensely', 'unbearable', 'fairchild', '1620', 'dona', 'lurking', 'parisian', 'oliveira', 'ia', 'indictment', 'hahn', 'bangladeshi', '##aster', 'vivo', '##uming', '##ential', 'antonia', 'expects', 'indoors', 'kildare', 'harlan', '##logue', '##ogenic', '##sities', 'forgiven', '##wat', 'childish', 'tavi', '##mide', '##orra', 'plausible', 'grimm', 'successively', 'scooted', '##bola', '##dget', '##rith', 'spartans', 'emery', 'flatly', 'azure', 'epilogue', '##wark', 'flourish', '##iny', '##tracted', '##overs', '##oshi', 'bestseller', 'distressed', 'receipt', 'spitting', 'hermit', 'topological', '##cot', 'drilled', 'subunit', 'francs', '##layer', 'eel', '##fk', '##itas', 'octopus', 'footprint', 'petitions', 'ufo', '##say', '##foil', 'interfering', 'leaking', 'palo', '##metry', 'thistle', 'valiant', '##pic', 'narayan', 'mcpherson', '##fast', 'gonzales', '##ym', '##enne', 'dustin', 'novgorod', 'solos', '##zman', 'doin', '##raph', '##patient', '##meyer', 'soluble', 'ashland', 'cuffs', 'carole', 'pendleton', 'whistling', 'vassal', '##river', 'deviation', 'revisited', 'constituents', 'rallied', 'rotate', 'loomed', '##eil', '##nting', 'amateurs', 'augsburg', 'auschwitz', 'crowns', 'skeletons', '##cona', 'bonnet', '257', 'dummy', 'globalization', 'simeon', 'sleeper', 'mandal', 'differentiated', '##crow', '##mare', 'milne', 'bundled', 'exasperated', 'talmud', 'owes', 'segregated', '##feng', '##uary', 'dentist', 'piracy', 'props', '##rang', 'devlin', '##torium', 'malicious', 'paws', '##laid', 'dependency', '##ergy', '##fers', '##enna', '258', 'pistons', 'rourke', 'jed', 'grammatical', 'tres', 'maha', 'wig', '512', 'ghostly', 'jayne', '##achal', '##creen', '##ilis', '##lins', '##rence', 'designate', '##with', 'arrogance', 'cambodian', 'clones', 'showdown', 'throttle', 'twain', '##ception', 'lobes', 'metz', 'nagoya', '335', 'braking', '##furt', '385', 'roaming', '##minster', 'amin', 'crippled', '##37', '##llary', 'indifferent', 'hoffmann', 'idols', 'intimidating', '1751', '261', 'influenza', 'memo', 'onions', '1748', 'bandage', 'consciously', '##landa', '##rage', 'clandestine', 'observes', 'swiped', 'tangle', '##ener', '##jected', '##trum', '##bill', '##lta', 'hugs', 'congresses', 'josiah', 'spirited', '##dek', 'humanist', 'managerial', 'filmmaking', 'inmate', 'rhymes', 'debuting', 'grimsby', 'ur', '##laze', 'duplicate', 'vigor', '##tf', 'republished', 'bolshevik', 'refurbishment', 'antibiotics', 'martini', 'methane', 'newscasts', 'royale', 'horizons', 'levant', 'iain', 'visas', '##ischen', 'paler', '##around', 'manifestation', 'snuck', 'alf', 'chop', 'futile', 'pedestal', 'rehab', '##kat', 'bmg', 'kerman', 'res', 'fairbanks', 'jarrett', 'abstraction', 'saharan', '##zek', '1746', 'procedural', 'clearer', 'kincaid', 'sash', 'luciano', '##ffey', 'crunch', 'helmut', '##vara', 'revolutionaries', '##tute', 'creamy', 'leach', '##mmon', '1747', 'permitting', 'nes', 'plight', 'wendell', '##lese', 'contra', 'ts', 'clancy', 'ipa', 'mach', 'staples', 'autopsy', 'disturbances', 'nueva', 'karin', 'pontiac', '##uding', 'proxy', 'venerable', 'haunt', 'leto', 'bergman', 'expands', '##helm', 'wal', '##pipe', 'canning', 'celine', 'cords', 'obesity', '##enary', 'intrusion', 'planner', '##phate', 'reasoned', 'sequencing', '307', 'harrow', '##chon', '##dora', 'marred', 'mcintyre', 'repay', 'tarzan', 'darting', '248', 'harrisburg', 'margarita', 'repulsed', '##hur', '##lding', 'belinda', 'hamburger', 'novo', 'compliant', 'runways', 'bingham', 'registrar', 'skyscraper', 'ic', 'cuthbert', 'improvisation', 'livelihood', '##corp', '##elial', 'admiring', '##dened', 'sporadic', 'believer', 'casablanca', 'popcorn', '##29', 'asha', 'shovel', '##bek', '##dice', 'coiled', 'tangible', '##dez', 'casper', 'elsie', 'resin', 'tenderness', 'rectory', '##ivision', 'avail', 'sonar', '##mori', 'boutique', '##dier', 'guerre', 'bathed', 'upbringing', 'vaulted', 'sandals', 'blessings', '##naut', '##utnant', '1680', '306', 'foxes', 'pia', 'corrosion', 'hesitantly', 'confederates', 'crystalline', 'footprints', 'shapiro', 'tirana', 'valentin', 'drones', '45th', 'microscope', 'shipments', 'texted', 'inquisition', 'wry', 'guernsey', 'unauthorized', 'resigning', '760', 'ripple', 'schubert', 'stu', 'reassure', 'felony', '##ardo', 'brittle', 'koreans', '##havan', '##ives', 'dun', 'implicit', 'tyres', '##aldi', '##lth', 'magnolia', '##ehan', '##puri', '##poulos', 'aggressively', 'fei', 'gr', 'familiarity', '##poo', 'indicative', '##trust', 'fundamentally', 'jimmie', 'overrun', '395', 'anchors', 'moans', '##opus', 'britannia', 'armagh', '##ggle', 'purposely', 'seizing', '##vao', 'bewildered', 'mundane', 'avoidance', 'cosmopolitan', 'geometridae', 'quartermaster', 'caf', '415', 'chatter', 'engulfed', 'gleam', 'purge', '##icate', 'juliette', 'jurisprudence', 'guerra', 'revisions', '##bn', 'casimir', 'brew', '##jm', '1749', 'clapton', 'cloudy', 'conde', 'hermitage', '278', 'simulations', 'torches', 'vincenzo', 'matteo', '##rill', 'hidalgo', 'booming', 'westbound', 'accomplishment', 'tentacles', 'unaffected', '##sius', 'annabelle', 'flopped', 'sloping', '##litz', 'dreamer', 'interceptor', 'vu', '##loh', 'consecration', 'copying', 'messaging', 'breaker', 'climates', 'hospitalized', '1752', 'torino', 'afternoons', 'winfield', 'witnessing', '##teacher', 'breakers', 'choirs', 'sawmill', 'coldly', '##ege', 'sipping', 'haste', 'uninhabited', 'conical', 'bibliography', 'pamphlets', 'severn', 'edict', '##oca', 'deux', 'illnesses', 'grips', '##pl', 'rehearsals', 'sis', 'thinkers', 'tame', '##keepers', '1690', 'acacia', 'reformer', '##osed', '##rys', 'shuffling', '##iring', '##shima', 'eastbound', 'ionic', 'rhea', 'flees', 'littered', '##oum', 'rocker', 'vomiting', 'groaning', 'champ', 'overwhelmingly', 'civilizations', 'paces', 'sloop', 'adoptive', '##tish', 'skaters', '##vres', 'aiding', 'mango', '##joy', 'nikola', 'shriek', '##ignon', 'pharmaceuticals', '##mg', 'tuna', 'calvert', 'gustavo', 'stocked', 'yearbook', '##urai', '##mana', 'computed', 'subsp', 'riff', 'hanoi', 'kelvin', 'hamid', 'moors', 'pastures', 'summons', 'jihad', 'nectar', '##ctors', 'bayou', 'untitled', 'pleasing', 'vastly', 'republics', 'intellect', '##η', '##ulio', '##tou', 'crumbling', 'stylistic', 'sb', '##ی', 'consolation', 'frequented', 'h₂o', 'walden', 'widows', '##iens', '404', '##ignment', 'chunks', 'improves', '288', 'grit', 'recited', '##dev', 'snarl', 'sociological', '##arte', '##gul', 'inquired', '##held', 'bruise', 'clube', 'consultancy', 'homogeneous', 'hornets', 'multiplication', 'pasta', 'prick', 'savior', '##grin', '##kou', '##phile', 'yoon', '##gara', 'grimes', 'vanishing', 'cheering', 'reacting', 'bn', 'distillery', '##quisite', '##vity', 'coe', 'dockyard', 'massif', '##jord', 'escorts', 'voss', '##valent', 'byte', 'chopped', 'hawke', 'illusions', 'workings', 'floats', '##koto', '##vac', 'kv', 'annapolis', 'madden', '##onus', 'alvaro', 'noctuidae', '##cum', '##scopic', 'avenge', 'steamboat', 'forte', 'illustrates', 'erika', '##trip', '570', 'dew', 'nationalities', 'bran', 'manifested', 'thirsty', 'diversified', 'muscled', 'reborn', '##standing', 'arson', '##lessness', '##dran', '##logram', '##boys', '##kushima', '##vious', 'willoughby', '##phobia', '286', 'alsace', 'dashboard', 'yuki', '##chai', 'granville', 'myspace', 'publicized', 'tricked', '##gang', 'adjective', '##ater', 'relic', 'reorganisation', 'enthusiastically', 'indications', 'saxe', '##lassified', 'consolidate', 'iec', 'padua', 'helplessly', 'ramps', 'renaming', 'regulars', 'pedestrians', 'accents', 'convicts', 'inaccurate', 'lowers', 'mana', '##pati', 'barrie', 'bjp', 'outta', 'someplace', 'berwick', 'flanking', 'invoked', 'marrow', 'sparsely', 'excerpts', 'clothed', 'rei', '##ginal', 'wept', '##straße', '##vish', 'alexa', 'excel', '##ptive', 'membranes', 'aquitaine', 'creeks', 'cutler', 'sheppard', 'implementations', 'ns', '##dur', 'fragrance', 'budge', 'concordia', 'magnesium', 'marcelo', '##antes', 'gladly', 'vibrating', '##rral', '##ggles', 'montrose', '##omba', 'lew', 'seamus', '1630', 'cocky', '##ament', '##uen', 'bjorn', '##rrick', 'fielder', 'fluttering', '##lase', 'methyl', 'kimberley', 'mcdowell', 'reductions', 'barbed', '##jic', '##tonic', 'aeronautical', 'condensed', 'distracting', '##promising', 'huffed', '##cala', '##sle', 'claudius', 'invincible', 'missy', 'pious', 'balthazar', 'ci', '##lang', 'butte', 'combo', 'orson', '##dication', 'myriad', '1707', 'silenced', '##fed', '##rh', 'coco', 'netball', 'yourselves', '##oza', 'clarify', 'heller', 'peg', 'durban', 'etudes', 'offender', 'roast', 'blackmail', 'curvature', '##woods', 'vile', '309', 'illicit', 'suriname', '##linson', 'overture', '1685', 'bubbling', 'gymnast', 'tucking', '##mming', '##ouin', 'maldives', '##bala', 'gurney', '##dda', '##eased', '##oides', 'backside', 'pinto', 'jars', 'racehorse', 'tending', '##rdial', 'baronetcy', 'wiener', 'duly', '##rke', 'barbarian', 'cupping', 'flawed', '##thesis', 'bertha', 'pleistocene', 'puddle', 'swearing', '##nob', '##tically', 'fleeting', 'prostate', 'amulet', 'educating', '##mined', '##iti', '##tler', '75th', 'jens', 'respondents', 'analytics', 'cavaliers', 'papacy', 'raju', '##iente', '##ulum', '##tip', 'funnel', '271', 'disneyland', '##lley', 'sociologist', '##iam', '2500', 'faulkner', 'louvre', 'menon', '##dson', '276', '##ower', 'afterlife', 'mannheim', 'peptide', 'referees', 'comedians', 'meaningless', '##anger', '##laise', 'fabrics', 'hurley', 'renal', 'sleeps', '##bour', '##icle', 'breakout', 'kristin', 'roadside', 'animator', 'clover', 'disdain', 'unsafe', 'redesign', '##urity', 'firth', 'barnsley', 'portage', 'reset', 'narrows', '268', 'commandos', 'expansive', 'speechless', 'tubular', '##lux', 'essendon', 'eyelashes', 'smashwords', '##yad', '##bang', '##claim', 'craved', 'sprinted', 'chet', 'somme', 'astor', 'wrocław', 'orton', '266', 'bane', '##erving', '##uing', 'mischief', '##amps', '##sund', 'scaling', 'terre', '##xious', 'impairment', 'offenses', 'undermine', 'moi', 'soy', 'contiguous', 'arcadia', 'inuit', 'seam', '##tops', 'macbeth', 'rebelled', '##icative', '##iot', '590', 'elaborated', 'frs', 'uniformed', '##dberg', '259', 'powerless', 'priscilla', 'stimulated', '980', 'qc', 'arboretum', 'frustrating', 'trieste', 'bullock', '##nified', 'enriched', 'glistening', 'intern', '##adia', 'locus', 'nouvelle', 'ollie', 'ike', 'lash', 'starboard', 'ee', 'tapestry', 'headlined', 'hove', 'rigged', '##vite', 'pollock', '##yme', 'thrive', 'clustered', 'cas', 'roi', 'gleamed', 'olympiad', '##lino', 'pressured', 'regimes', '##hosis', '##lick', 'ripley', '##ophone', 'kickoff', 'gallon', 'rockwell', '##arable', 'crusader', 'glue', 'revolutions', 'scrambling', '1714', 'grover', '##jure', 'englishman', 'aztec', '263', 'contemplating', 'coven', 'ipad', 'preach', 'triumphant', 'tufts', '##esian', 'rotational', '##phus', '328', 'falkland', '##brates', 'strewn', 'clarissa', 'rejoin', 'environmentally', 'glint', 'banded', 'drenched', 'moat', 'albanians', 'johor', 'rr', 'maestro', 'malley', 'nouveau', 'shaded', 'taxonomy', 'v6', 'adhere', 'bunk', 'airfields', '##ritan', '1741', 'encompass', 'remington', 'tran', '##erative', 'amelie', 'mazda', 'friar', 'morals', 'passions', '##zai', 'breadth', 'vis', '##hae', 'argus', 'burnham', 'caressing', 'insider', 'rudd', '##imov', '##mini', '##rso', 'italianate', 'murderous', 'textual', 'wainwright', 'armada', 'bam', 'weave', 'timer', '##taken', '##nh', 'fra', '##crest', 'ardent', 'salazar', 'taps', 'tunis', '##ntino', 'allegro', 'gland', 'philanthropic', '##chester', 'implication', '##optera', 'esq', 'judas', 'noticeably', 'wynn', '##dara', 'inched', 'indexed', 'crises', 'villiers', 'bandit', 'royalties', 'patterned', 'cupboard', 'interspersed', 'accessory', 'isla', 'kendrick', 'entourage', 'stitches', '##esthesia', 'headwaters', '##ior', 'interlude', 'distraught', 'draught', '1727', '##basket', 'biased', 'sy', 'transient', 'triad', 'subgenus', 'adapting', 'kidd', 'shortstop', '##umatic', 'dimly', 'spiked', 'mcleod', 'reprint', 'nellie', 'pretoria', 'windmill', '##cek', 'singled', '##mps', '273', 'reunite', '##orous', '747', 'bankers', 'outlying', '##omp', '##ports', '##tream', 'apologies', 'cosmetics', 'patsy', '##deh', '##ocks', '##yson', 'bender', 'nantes', 'serene', '##nad', 'lucha', 'mmm', '323', '##cius', '##gli', 'cmll', 'coinage', 'nestor', 'juarez', '##rook', 'smeared', 'sprayed', 'twitching', 'sterile', 'irina', 'embodied', 'juveniles', 'enveloped', 'miscellaneous', 'cancers', 'dq', 'gulped', 'luisa', 'crested', 'swat', 'donegal', 'ref', '##anov', '##acker', 'hearst', 'mercantile', '##lika', 'doorbell', 'ua', 'vicki', '##alla', '##som', 'bilbao', 'psychologists', 'stryker', 'sw', 'horsemen', 'turkmenistan', 'wits', '##national', 'anson', 'mathew', 'screenings', '##umb', 'rihanna', '##agne', '##nessy', 'aisles', '##iani', '##osphere', 'hines', 'kenton', 'saskatoon', 'tasha', 'truncated', '##champ', '##itan', 'mildred', 'advises', 'fredrik', 'interpreting', 'inhibitors', '##athi', 'spectroscopy', '##hab', '##kong', 'karim', 'panda', '##oia', '##nail', '##vc', 'conqueror', 'kgb', 'leukemia', '##dity', 'arrivals', 'cheered', 'pisa', 'phosphorus', 'shielded', '##riated', 'mammal', 'unitarian', 'urgently', 'chopin', 'sanitary', '##mission', 'spicy', 'drugged', 'hinges', '##tort', 'tipping', 'trier', 'impoverished', 'westchester', '##caster', '267', 'epoch', 'nonstop', '##gman', '##khov', 'aromatic', 'centrally', 'cerro', '##tively', '##vio', 'billions', 'modulation', 'sedimentary', '283', 'facilitating', 'outrageous', 'goldstein', '##eak', '##kt', 'ld', 'maitland', 'penultimate', 'pollard', '##dance', 'fleets', 'spaceship', 'vertebrae', '##nig', 'alcoholism', 'als', 'recital', '##bham', '##ference', '##omics', 'm2', '##bm', 'trois', '##tropical', '##в', 'commemorates', '##meric', 'marge', '##raction', '1643', '670', 'cosmetic', 'ravaged', '##ige', 'catastrophe', 'eng', '##shida', 'albrecht', 'arterial', 'bellamy', 'decor', 'harmon', '##rde', 'bulbs', 'synchronized', 'vito', 'easiest', 'shetland', 'shielding', 'wnba', '##glers', '##ssar', '##riam', 'brianna', 'cumbria', '##aceous', '##rard', 'cores', 'thayer', '##nsk', 'brood', 'hilltop', 'luminous', 'carts', 'keynote', 'larkin', 'logos', '##cta', '##ا', '##mund', '##quay', 'lilith', 'tinted', '277', 'wrestle', 'mobilization', '##uses', 'sequential', 'siam', 'bloomfield', 'takahashi', '274', '##ieving', 'presenters', 'ringo', 'blazed', 'witty', '##oven', '##ignant', 'devastation', 'haydn', 'harmed', 'newt', 'therese', '##peed', 'gershwin', 'molina', 'rabbis', 'sudanese', '001', 'innate', 'restarted', '##sack', '##fus', 'slices', 'wb', '##shah', 'enroll', 'hypothetical', 'hysterical', '1743', 'fabio', 'indefinite', 'warped', '##hg', 'exchanging', '525', 'unsuitable', '##sboro', 'gallo', '1603', 'bret', 'cobalt', 'homemade', '##hunter', 'mx', 'operatives', '##dhar', 'terraces', 'durable', 'latch', 'pens', 'whorls', '##ctuated', '##eaux', 'billing', 'ligament', 'succumbed', '##gly', 'regulators', 'spawn', '##brick', '##stead', 'filmfare', 'rochelle', '##nzo', '1725', 'circumstance', 'saber', 'supplements', '##nsky', '##tson', 'crowe', 'wellesley', 'carrot', '##9th', '##movable', 'primate', 'drury', 'sincerely', 'topical', '##mad', '##rao', 'callahan', 'kyiv', 'smarter', 'tits', 'undo', '##yeh', 'announcements', 'anthologies', 'barrio', 'nebula', '##islaus', '##shaft', '##tyn', 'bodyguards', '2021', 'assassinate', 'barns', 'emmett', 'scully', '##mah', '##yd', '##eland', '##tino', '##itarian', 'demoted', 'gorman', 'lashed', 'prized', 'adventist', 'writ', '##gui', 'alla', 'invertebrates', '##ausen', '1641', 'amman', '1742', 'align', 'healy', 'redistribution', '##gf', '##rize', 'insulation', '##drop', 'adherents', 'hezbollah', 'vitro', 'ferns', 'yanking', '269', 'php', 'registering', 'uppsala', 'cheerleading', 'confines', 'mischievous', 'tully', '##ross', '49th', 'docked', 'roam', 'stipulated', 'pumpkin', '##bry', 'prompt', '##ezer', 'blindly', 'shuddering', 'craftsmen', 'frail', 'scented', 'katharine', 'scramble', 'shaggy', 'sponge', 'helix', 'zaragoza', '279', '##52', '43rd', 'backlash', 'fontaine', 'seizures', 'posse', 'cowan', 'nonfiction', 'telenovela', 'wwii', 'hammered', 'undone', '##gpur', 'encircled', 'irs', '##ivation', 'artefacts', 'oneself', 'searing', 'smallpox', '##belle', '##osaurus', 'shandong', 'breached', 'upland', 'blushing', 'rankin', 'infinitely', 'psyche', 'tolerated', 'docking', 'evicted', '##col', 'unmarked', '##lving', 'gnome', 'lettering', 'litres', 'musique', '##oint', 'benevolent', '##jal', 'blackened', '##anna', 'mccall', 'racers', 'tingle', '##ocene', '##orestation', 'introductions', 'radically', '292', '##hiff', '##باد', '1610', '1739', 'munchen', 'plead', '##nka', 'condo', 'scissors', '##sight', '##tens', 'apprehension', '##cey', '##yin', 'hallmark', 'watering', 'formulas', 'sequels', '##llas', 'aggravated', 'bae', 'commencing', '##building', 'enfield', 'prohibits', 'marne', 'vedic', 'civilized', 'euclidean', 'jagger', 'beforehand', 'blasts', 'dumont', '##arney', '##nem', '740', 'conversions', 'hierarchical', 'rios', 'simulator', '##dya', '##lellan', 'hedges', 'oleg', 'thrusts', 'shadowed', 'darby', 'maximize', '1744', 'gregorian', '##nded', '##routed', 'sham', 'unspecified', '##hog', 'emory', 'factual', '##smo', '##tp', 'fooled', '##rger', 'ortega', 'wellness', 'marlon', '##oton', '##urance', 'casket', 'keating', 'ley', 'enclave', '##ayan', 'char', 'influencing', 'jia', '##chenko', '412', 'ammonia', 'erebidae', 'incompatible', 'violins', 'cornered', '##arat', 'grooves', 'astronauts', 'columbian', 'rampant', 'fabrication', 'kyushu', 'mahmud', 'vanish', '##dern', 'mesopotamia', '##lete', 'ict', '##rgen', 'caspian', 'kenji', 'pitted', '##vered', '999', 'grimace', 'roanoke', 'tchaikovsky', 'twinned', '##analysis', '##awan', 'xinjiang', 'arias', 'clemson', 'kazakh', 'sizable', '1662', '##khand', '##vard', 'plunge', 'tatum', 'vittorio', '##nden', 'cholera', '##dana', '##oper', 'bracing', 'indifference', 'projectile', 'superliga', '##chee', 'realises', 'upgrading', '299', 'porte', 'retribution', '##vies', 'nk', 'stil', '##resses', 'ama', 'bureaucracy', 'blackberry', 'bosch', 'testosterone', 'collapses', 'greer', '##pathic', 'ioc', 'fifties', 'malls', '##erved', 'bao', 'baskets', 'adolescents', 'siegfried', '##osity', '##tosis', 'mantra', 'detecting', 'existent', 'fledgling', '##cchi', 'dissatisfied', 'gan', 'telecommunication', 'mingled', 'sobbed', '6000', 'controversies', 'outdated', 'taxis', '##raus', 'fright', 'slams', '##lham', '##fect', '##tten', 'detectors', 'fetal', 'tanned', '##uw', 'fray', 'goth', 'olympian', 'skipping', 'mandates', 'scratches', 'sheng', 'unspoken', 'hyundai', 'tracey', 'hotspur', 'restrictive', '##buch', 'americana', 'mundo', '##bari', 'burroughs', 'diva', 'vulcan', '##6th', 'distinctions', 'thumping', '##ngen', 'mikey', 'sheds', 'fide', 'rescues', 'springsteen', 'vested', 'valuation', '##ece', '##ely', 'pinnacle', 'rake', 'sylvie', '##edo', 'almond', 'quivering', '##irus', 'alteration', 'faltered', '##wad', '51st', 'hydra', 'ticked', '##kato', 'recommends', '##dicated', 'antigua', 'arjun', 'stagecoach', 'wilfred', 'trickle', 'pronouns', '##pon', 'aryan', 'nighttime', '##anian', 'gall', 'pea', 'stitch', '##hei', 'leung', 'milos', '##dini', 'eritrea', 'nexus', 'starved', 'snowfall', 'kant', 'parasitic', 'cot', 'discus', 'hana', 'strikers', 'appleton', 'kitchens', '##erina', '##partisan', '##itha', '##vius', 'disclose', 'metis', '##channel', '1701', 'tesla', '##vera', 'fitch', '1735', 'blooded', '##tila', 'decimal', '##tang', '##bai', 'cyclones', 'eun', 'bottled', 'peas', 'pensacola', 'basha', 'bolivian', 'crabs', 'boil', 'lanterns', 'partridge', 'roofed', '1645', 'necks', '##phila', 'opined', 'patting', '##kla', '##lland', 'chuckles', 'volta', 'whereupon', '##nche', 'devout', 'euroleague', 'suicidal', '##dee', 'inherently', 'involuntary', 'knitting', 'nasser', '##hide', 'puppets', 'colourful', 'courageous', 'southend', 'stills', 'miraculous', 'hodgson', 'richer', 'rochdale', 'ethernet', 'greta', 'uniting', 'prism', 'umm', '##haya', '##itical', '##utation', 'deterioration', 'pointe', 'prowess', '##ropriation', 'lids', 'scranton', 'billings', 'subcontinent', '##koff', '##scope', 'brute', 'kellogg', 'psalms', 'degraded', '##vez', 'stanisław', '##ructured', 'ferreira', 'pun', 'astonishing', 'gunnar', '##yat', 'arya', 'prc', 'gottfried', '##tight', 'excursion', '##ographer', 'dina', '##quil', '##nare', 'huffington', 'illustrious', 'wilbur', 'gundam', 'verandah', '##zard', 'naacp', '##odle', 'constructive', 'fjord', 'kade', '##naud', 'generosity', 'thrilling', 'baseline', 'cayman', 'frankish', 'plastics', 'accommodations', 'zoological', '##fting', 'cedric', 'qb', 'motorized', '##dome', '##otted', 'squealed', 'tackled', 'canucks', 'budgets', 'situ', 'asthma', 'dail', 'gabled', 'grasslands', 'whimpered', 'writhing', 'judgments', '##65', 'minnie', 'pv', '##carbon', 'bananas', 'grille', 'domes', 'monique', 'odin', 'maguire', 'markham', 'tierney', '##estra', '##chua', 'libel', 'poke', 'speedy', 'atrium', 'laval', 'notwithstanding', '##edly', 'fai', 'kala', '##sur', 'robb', '##sma', 'listings', 'luz', 'supplementary', 'tianjin', '##acing', 'enzo', 'jd', 'ric', 'scanner', 'croats', 'transcribed', '##49', 'arden', 'cv', '##hair', '##raphy', '##lver', '##uy', '357', 'seventies', 'staggering', 'alam', 'horticultural', 'hs', 'regression', 'timbers', 'blasting', '##ounded', 'montagu', 'manipulating', '##cit', 'catalytic', '1550', 'troopers', '##meo', 'condemnation', 'fitzpatrick', '##oire', '##roved', 'inexperienced', '1670', 'castes', '##lative', 'outing', '314', 'dubois', 'flicking', 'quarrel', 'ste', 'learners', '1625', 'iq', 'whistled', '##class', '282', 'classify', 'tariffs', 'temperament', '355', 'folly', 'liszt', '##yles', 'immersed', 'jordanian', 'ceasefire', 'apparel', 'extras', 'maru', 'fished', '##bio', 'harta', 'stockport', 'assortment', 'craftsman', 'paralysis', 'transmitters', '##cola', 'blindness', '##wk', 'fatally', 'proficiency', 'solemnly', '##orno', 'repairing', 'amore', 'groceries', 'ultraviolet', '##chase', 'schoolhouse', '##tua', 'resurgence', 'nailed', '##otype', '##×', 'ruse', 'saliva', 'diagrams', '##tructing', 'albans', 'rann', 'thirties', '1b', 'antennas', 'hilarious', 'cougars', 'paddington', 'stats', '##eger', 'breakaway', 'ipod', 'reza', 'authorship', 'prohibiting', 'scoffed', '##etz', '##ttle', 'conscription', 'defected', 'trondheim', '##fires', 'ivanov', 'keenan', '##adan', '##ciful', '##fb', '##slow', 'locating', '##ials', '##tford', 'cadiz', 'basalt', 'blankly', 'interned', 'rags', 'rattling', '##tick', 'carpathian', 'reassured', 'sync', 'bum', 'guildford', 'iss', 'staunch', '##onga', 'astronomers', 'sera', 'sofie', 'emergencies', 'susquehanna', '##heard', 'duc', 'mastery', 'vh1', 'williamsburg', 'bayer', 'buckled', 'craving', '##khan', '##rdes', 'bloomington', '##write', 'alton', 'barbecue', '##bians', 'justine', '##hri', '##ndt', 'delightful', 'smartphone', 'newtown', 'photon', 'retrieval', 'peugeot', 'hissing', '##monium', '##orough', 'flavors', 'lighted', 'relaunched', 'tainted', '##games', '##lysis', 'anarchy', 'microscopic', 'hopping', 'adept', 'evade', 'evie', '##beau', 'inhibit', 'sinn', 'adjustable', 'hurst', 'intuition', 'wilton', 'cisco', '44th', 'lawful', 'lowlands', 'stockings', 'thierry', '##dalen', '##hila', '##nai', 'fates', 'prank', 'tb', 'maison', 'lobbied', 'provocative', '1724', '4a', 'utopia', '##qual', 'carbonate', 'gujarati', 'purcell', '##rford', 'curtiss', '##mei', 'overgrown', 'arenas', 'mediation', 'swallows', '##rnik', 'respectful', 'turnbull', '##hedron', '##hope', 'alyssa', 'ozone', '##ʻi', 'ami', 'gestapo', 'johansson', 'snooker', 'canteen', 'cuff', 'declines', 'empathy', 'stigma', '##ags', '##iner', '##raine', 'taxpayers', 'gui', 'volga', '##wright', '##copic', 'lifespan', 'overcame', 'tattooed', 'enactment', 'giggles', '##ador', '##camp', 'barrington', 'bribe', 'obligatory', 'orbiting', 'peng', '##enas', 'elusive', 'sucker', '##vating', 'cong', 'hardship', 'empowered', 'anticipating', 'estrada', 'cryptic', 'greasy', 'detainees', 'planck', 'sudbury', 'plaid', 'dod', 'marriott', 'kayla', '##ears', '##vb', '##zd', 'mortally', '##hein', 'cognition', 'radha', '319', 'liechtenstein', 'meade', 'richly', 'argyle', 'harpsichord', 'liberalism', 'trumpets', 'lauded', 'tyrant', 'salsa', 'tiled', 'lear', 'promoters', 'reused', 'slicing', 'trident', '##chuk', '##gami', '##lka', 'cantor', 'checkpoint', '##points', 'gaul', 'leger', 'mammalian', '##tov', '##aar', '##schaft', 'doha', 'frenchman', 'nirvana', '##vino', 'delgado', 'headlining', '##eron', '##iography', 'jug', 'tko', '1649', 'naga', 'intersections', '##jia', 'benfica', 'nawab', '##suka', 'ashford', 'gulp', '##deck', '##vill', '##rug', 'brentford', 'frazier', 'pleasures', 'dunne', 'potsdam', 'shenzhen', 'dentistry', '##tec', 'flanagan', '##dorff', '##hear', 'chorale', 'dinah', 'prem', 'quezon', '##rogated', 'relinquished', 'sutra', 'terri', '##pani', 'flaps', '##rissa', 'poly', '##rnet', 'homme', 'aback', '##eki', 'linger', 'womb', '##kson', '##lewood', 'doorstep', 'orthodoxy', 'threaded', 'westfield', '##rval', 'dioceses', 'fridays', 'subsided', '##gata', 'loyalists', '##biotic', '##ettes', 'letterman', 'lunatic', 'prelate', 'tenderly', 'invariably', 'souza', 'thug', 'winslow', '##otide', 'furlongs', 'gogh', 'jeopardy', '##runa', 'pegasus', '##umble', 'humiliated', 'standalone', 'tagged', '##roller', 'freshmen', 'klan', '##bright', 'attaining', 'initiating', 'transatlantic', 'logged', 'viz', '##uance', '1723', 'combatants', 'intervening', 'stephane', 'chieftain', 'despised', 'grazed', '317', 'cdc', 'galveston', 'godzilla', 'macro', 'simulate', '##planes', 'parades', '##esses', '960', '##ductive', '##unes', 'equator', 'overdose', '##cans', '##hosh', '##lifting', 'joshi', 'epstein', 'sonora', 'treacherous', 'aquatics', 'manchu', 'responsive', '##sation', 'supervisory', '##christ', '##llins', '##ibar', '##balance', '##uso', 'kimball', 'karlsruhe', 'mab', '##emy', 'ignores', 'phonetic', 'reuters', 'spaghetti', '820', 'almighty', 'danzig', 'rumbling', 'tombstone', 'designations', 'lured', 'outset', '##felt', 'supermarkets', '##wt', 'grupo', 'kei', 'kraft', 'susanna', '##blood', 'comprehension', 'genealogy', '##aghan', '##verted', 'redding', '##ythe', '1722', 'bowing', '##pore', '##roi', 'lest', 'sharpened', 'fulbright', 'valkyrie', 'sikhs', '##unds', 'swans', 'bouquet', 'merritt', '##tage', '##venting', 'commuted', 'redhead', 'clerks', 'leasing', 'cesare', 'dea', 'hazy', '##vances', 'fledged', 'greenfield', 'servicemen', '##gical', 'armando', 'blackout', 'dt', 'sagged', 'downloadable', 'intra', 'potion', 'pods', '##4th', '##mism', 'xp', 'attendants', 'gambia', 'stale', '##ntine', 'plump', 'asteroids', 'rediscovered', 'buds', 'flea', 'hive', '##neas', '1737', 'classifications', 'debuts', '##eles', 'olympus', 'scala', '##eurs', '##gno', '##mute', 'hummed', 'sigismund', 'visuals', 'wiggled', 'await', 'pilasters', 'clench', 'sulfate', '##ances', 'bellevue', 'enigma', 'trainee', 'snort', '##sw', 'clouded', 'denim', '##rank', '##rder', 'churning', 'hartman', 'lodges', 'riches', 'sima', '##missible', 'accountable', 'socrates', 'regulates', 'mueller', '##cr', '1702', 'avoids', 'solids', 'himalayas', 'nutrient', 'pup', '##jevic', 'squat', 'fades', 'nec', '##lates', '##pina', '##rona', '##ου', 'privateer', 'tequila', '##gative', '##mpton', 'apt', 'hornet', 'immortals', '##dou', 'asturias', 'cleansing', 'dario', '##rries', '##anta', 'etymology', 'servicing', 'zhejiang', '##venor', '##nx', 'horned', 'erasmus', 'rayon', 'relocating', '£10', '##bags', 'escalated', 'promenade', 'stubble', '2010s', 'artisans', 'axial', 'liquids', 'mora', 'sho', 'yoo', '##tsky', 'bundles', 'oldies', '##nally', 'notification', 'bastion', '##ths', 'sparkle', '##lved', '1728', 'leash', 'pathogen', 'highs', '##hmi', 'immature', '880', 'gonzaga', 'ignatius', 'mansions', 'monterrey', 'sweets', 'bryson', '##loe', 'polled', 'regatta', 'brightest', 'pei', 'rosy', 'squid', 'hatfield', 'payroll', 'addict', 'meath', 'cornerback', 'heaviest', 'lodging', '##mage', 'capcom', 'rippled', '##sily', 'barnet', 'mayhem', 'ymca', 'snuggled', 'rousseau', '##cute', 'blanchard', '284', 'fragmented', 'leighton', 'chromosomes', 'risking', '##md', '##strel', '##utter', 'corinne', 'coyotes', 'cynical', 'hiroshi', 'yeomanry', '##ractive', 'ebook', 'grading', 'mandela', 'plume', 'agustin', 'magdalene', '##rkin', 'bea', 'femme', 'trafford', '##coll', '##lun', '##tance', '52nd', 'fourier', 'upton', '##mental', 'camilla', 'gust', 'iihf', 'islamabad', 'longevity', '##kala', 'feldman', 'netting', '##rization', 'endeavour', 'foraging', 'mfa', 'orr', '##open', 'greyish', 'contradiction', 'graz', '##ruff', 'handicapped', 'marlene', 'tweed', 'oaxaca', 'spp', 'campos', 'miocene', 'pri', 'configured', 'cooks', 'pluto', 'cozy', 'pornographic', '##entes', '70th', 'fairness', 'glided', 'jonny', 'lynne', 'rounding', 'sired', '##emon', '##nist', 'remade', 'uncover', '##mack', 'complied', 'lei', 'newsweek', '##jured', '##parts', '##enting', '##pg', '293', 'finer', 'guerrillas', 'athenian', 'deng', 'disused', 'stepmother', 'accuse', 'gingerly', 'seduction', '521', 'confronting', '##walker', '##going', 'gora', 'nostalgia', 'sabres', 'virginity', 'wrenched', '##minated', 'syndication', 'wielding', 'eyre', '##56', '##gnon', '##igny', 'behaved', 'taxpayer', 'sweeps', '##growth', 'childless', 'gallant', '##ywood', 'amplified', 'geraldine', 'scrape', '##ffi', 'babylonian', 'fresco', '##rdan', '##kney', '##position', '1718', 'restricting', 'tack', 'fukuoka', 'osborn', 'selector', 'partnering', '##dlow', '318', 'gnu', 'kia', 'tak', 'whitley', 'gables', '##54', '##mania', 'mri', 'softness', 'immersion', '##bots', '##evsky', '1713', 'chilling', 'insignificant', 'pcs', '##uis', 'elites', 'lina', 'purported', 'supplemental', 'teaming', '##americana', '##dding', '##inton', 'proficient', 'rouen', '##nage', '##rret', 'niccolo', 'selects', '##bread', 'fluffy', '1621', 'gruff', 'knotted', 'mukherjee', 'polgara', 'thrash', 'nicholls', 'secluded', 'smoothing', 'thru', 'corsica', 'loaf', 'whitaker', 'inquiries', '##rrier', '##kam', 'indochina', '289', 'marlins', 'myles', 'peking', '##tea', 'extracts', 'pastry', 'superhuman', 'connacht', 'vogel', '##ditional', '##het', '##udged', '##lash', 'gloss', 'quarries', 'refit', 'teaser', '##alic', '##gaon', '20s', 'materialized', 'sling', 'camped', 'pickering', 'tung', 'tracker', 'pursuant', '##cide', 'cranes', 'soc', '##cini', '##typical', '##viere', 'anhalt', 'overboard', 'workout', 'chores', 'fares', 'orphaned', 'stains', '##logie', 'fenton', 'surpassing', 'joyah', 'triggers', '##itte', 'grandmaster', '##lass', '##lists', 'clapping', 'fraudulent', 'ledger', 'nagasaki', '##cor', '##nosis', '##tsa', 'eucalyptus', 'tun', '##icio', '##rney', '##tara', 'dax', 'heroism', 'ina', 'wrexham', 'onboard', 'unsigned', '##dates', 'moshe', 'galley', 'winnie', 'droplets', 'exiles', 'praises', 'watered', 'noodles', '##aia', 'fein', 'adi', 'leland', 'multicultural', 'stink', 'bingo', 'comets', 'erskine', 'modernized', 'canned', 'constraint', 'domestically', 'chemotherapy', 'featherweight', 'stifled', '##mum', 'darkly', 'irresistible', 'refreshing', 'hasty', 'isolate', '##oys', 'kitchener', 'planners', '##wehr', 'cages', 'yarn', 'implant', 'toulon', 'elects', 'childbirth', 'yue', '##lind', '##lone', 'cn', 'rightful', 'sportsman', 'junctions', 'remodeled', 'specifies', '##rgh', '291', '##oons', 'complimented', '##urgent', 'lister', 'ot', '##logic', 'bequeathed', 'cheekbones', 'fontana', 'gabby', '##dial', 'amadeus', 'corrugated', 'maverick', 'resented', 'triangles', '##hered', '##usly', 'nazareth', 'tyrol', '1675', 'assent', 'poorer', 'sectional', 'aegean', '##cous', '296', 'nylon', 'ghanaian', '##egorical', '##weig', 'cushions', 'forbid', 'fusiliers', 'obstruction', 'somerville', '##scia', 'dime', 'earrings', 'elliptical', 'leyte', 'oder', 'polymers', 'timmy', 'atm', 'midtown', 'piloted', 'settles', 'continual', 'externally', 'mayfield', '##uh', 'enrichment', 'henson', 'keane', 'persians', '1733', 'benji', 'braden', 'pep', '324', '##efe', 'contenders', 'pepsi', 'valet', '##isches', '298', '##asse', '##earing', 'goofy', 'stroll', '##amen', 'authoritarian', 'occurrences', 'adversary', 'ahmedabad', 'tangent', 'toppled', 'dorchester', '1672', 'modernism', 'marxism', 'islamist', 'charlemagne', 'exponential', 'racks', 'unicode', 'brunette', 'mbc', 'pic', 'skirmish', '##bund', '##lad', '##powered', '##yst', 'hoisted', 'messina', 'shatter', '##ctum', 'jedi', 'vantage', '##music', '##neil', 'clemens', 'mahmoud', 'corrupted', 'authentication', 'lowry', 'nils', '##washed', 'omnibus', 'wounding', 'jillian', '##itors', '##opped', 'serialized', 'narcotics', 'handheld', '##arm', '##plicity', 'intersecting', 'stimulating', '##onis', 'crate', 'fellowships', 'hemingway', 'casinos', 'climatic', 'fordham', 'copeland', 'drip', 'beatty', 'leaflets', 'robber', 'brothel', 'madeira', '##hedral', 'sphinx', 'ultrasound', '##vana', 'valor', 'forbade', 'leonid', 'villas', '##aldo', 'duane', 'marquez', '##cytes', 'disadvantaged', 'forearms', 'kawasaki', 'reacts', 'consular', 'lax', 'uncles', 'uphold', '##hopper', 'concepcion', 'dorsey', 'lass', '##izan', 'arching', 'passageway', '1708', 'researches', 'tia', 'internationals', '##graphs', '##opers', 'distinguishes', 'javanese', 'divert', '##uven', 'plotted', '##listic', '##rwin', '##erik', '##tify', 'affirmative', 'signifies', 'validation', '##bson', 'kari', 'felicity', 'georgina', 'zulu', '##eros', '##rained', '##rath', 'overcoming', '##dot', 'argyll', '##rbin', '1734', 'chiba', 'ratification', 'windy', 'earls', 'parapet', '##marks', 'hunan', 'pristine', 'astrid', 'punta', '##gart', 'brodie', '##kota', '##oder', 'malaga', 'minerva', 'rouse', '##phonic', 'bellowed', 'pagoda', 'portals', 'reclamation', '##gur', '##odies', '##⁄₄', 'parentheses', 'quoting', 'allergic', 'palette', 'showcases', 'benefactor', 'heartland', 'nonlinear', '##tness', 'bladed', 'cheerfully', 'scans', '##ety', '##hone', '1666', 'girlfriends', 'pedersen', 'hiram', 'sous', '##liche', '##nator', '1683', '##nery', '##orio', '##umen', 'bobo', 'primaries', 'smiley', '##cb', 'unearthed', 'uniformly', 'fis', 'metadata', '1635', 'ind', '##oted', 'recoil', '##titles', '##tura', '##ια', '406', 'hilbert', 'jamestown', 'mcmillan', 'tulane', 'seychelles', '##frid', 'antics', 'coli', 'fated', 'stucco', '##grants', '1654', 'bulky', 'accolades', 'arrays', 'caledonian', 'carnage', 'optimism', 'puebla', '##tative', '##cave', 'enforcing', 'rotherham', 'seo', 'dunlop', 'aeronautics', 'chimed', 'incline', 'zoning', 'archduke', 'hellenistic', '##oses', '##sions', 'candi', 'thong', '##ople', 'magnate', 'rustic', '##rsk', 'projective', 'slant', '##offs', 'danes', 'hollis', 'vocalists', '##ammed', 'congenital', 'contend', 'gesellschaft', '##ocating', '##pressive', 'douglass', 'quieter', '##cm', '##kshi', 'howled', 'salim', 'spontaneously', 'townsville', 'buena', 'southport', '##bold', 'kato', '1638', 'faerie', 'stiffly', '##vus', '##rled', '297', 'flawless', 'realising', 'taboo', '##7th', 'bytes', 'straightening', '356', 'jena', '##hid', '##rmin', 'cartwright', 'berber', 'bertram', 'soloists', '411', 'noses', '417', 'coping', 'fission', 'hardin', 'inca', '##cen', '1717', 'mobilized', 'vhf', '##raf', 'biscuits', 'curate', '##85', '##anial', '331', 'gaunt', 'neighbourhoods', '1540', '##abas', 'blanca', 'bypassed', 'sockets', 'behold', 'coincidentally', '##bane', 'nara', 'shave', 'splinter', 'terrific', '##arion', '##erian', 'commonplace', 'juris', 'redwood', 'waistband', 'boxed', 'caitlin', 'fingerprints', 'jennie', 'naturalized', '##ired', 'balfour', 'craters', 'jody', 'bungalow', 'hugely', 'quilt', 'glitter', 'pigeons', 'undertaker', 'bulging', 'constrained', 'goo', '##sil', '##akh', 'assimilation', 'reworked', '##person', 'persuasion', '##pants', 'felicia', '##cliff', '##ulent', '1732', 'explodes', '##dun', '##inium', '##zic', 'lyman', 'vulture', 'hog', 'overlook', 'begs', 'northwards', 'ow', 'spoil', '##urer', 'fatima', 'favorably', 'accumulate', 'sargent', 'sorority', 'corresponded', 'dispersal', 'kochi', 'toned', '##imi', '##lita', 'internacional', 'newfound', '##agger', '##lynn', '##rigue', 'booths', 'peanuts', '##eborg', 'medicare', 'muriel', 'nur', '##uram', 'crates', 'millennia', 'pajamas', 'worsened', '##breakers', 'jimi', 'vanuatu', 'yawned', '##udeau', 'carousel', '##hony', 'hurdle', '##ccus', '##mounted', '##pod', 'rv', '##eche', 'airship', 'ambiguity', 'compulsion', 'recapture', '##claiming', 'arthritis', '##osomal', '1667', 'asserting', 'ngc', 'sniffing', 'dade', 'discontent', 'glendale', 'ported', '##amina', 'defamation', 'rammed', '##scent', 'fling', 'livingstone', '##fleet', '875', '##ppy', 'apocalyptic', 'comrade', 'lcd', '##lowe', 'cessna', 'eine', 'persecuted', 'subsistence', 'demi', 'hoop', 'reliefs', '710', 'coptic', 'progressing', 'stemmed', 'perpetrators', '1665', 'priestess', '##nio', 'dobson', 'ebony', 'rooster', 'itf', 'tortricidae', '##bbon', '##jian', 'cleanup', '##jean', '##øy', '1721', 'eighties', 'taxonomic', 'holiness', '##hearted', '##spar', 'antilles', 'showcasing', 'stabilized', '##nb', 'gia', 'mascara', 'michelangelo', 'dawned', '##uria', '##vinsky', 'extinguished', 'fitz', 'grotesque', '£100', '##fera', '##loid', '##mous', 'barges', 'neue', 'throbbed', 'cipher', 'johnnie', '##a1', '##mpt', 'outburst', '##swick', 'spearheaded', 'administrations', 'c1', 'heartbreak', 'pixels', 'pleasantly', '##enay', 'lombardy', 'plush', '##nsed', 'bobbie', '##hly', 'reapers', 'tremor', 'xiang', 'minogue', 'substantive', 'hitch', 'barak', '##wyl', 'kwan', '##encia', '910', 'obscene', 'elegance', 'indus', 'surfer', 'bribery', 'conserve', '##hyllum', '##masters', 'horatio', '##fat', 'apes', 'rebound', 'psychotic', '##pour', 'iteration', '##mium', '##vani', 'botanic', 'horribly', 'antiques', 'dispose', 'paxton', '##hli', '##wg', 'timeless', '1704', 'disregard', 'engraver', 'hounds', '##bau', '##version', 'looted', 'uno', 'facilitates', 'groans', 'masjid', 'rutland', 'antibody', 'disqualification', 'decatur', 'footballers', 'quake', 'slacks', '48th', 'rein', 'scribe', 'stabilize', 'commits', 'exemplary', 'tho', '##hort', '##chison', 'pantry', 'traversed', '##hiti', 'disrepair', 'identifiable', 'vibrated', 'baccalaureate', '##nnis', 'csa', 'interviewing', '##iensis', '##raße', 'greaves', 'wealthiest', '343', 'classed', 'jogged', '£5', '##58', '##atal', 'illuminating', 'knicks', 'respecting', '##uno', 'scrubbed', '##iji', '##dles', 'kruger', 'moods', 'growls', 'raider', 'silvia', 'chefs', 'kam', 'vr', 'cree', 'percival', '##terol', 'gunter', 'counterattack', 'defiant', 'henan', 'ze', '##rasia', '##riety', 'equivalence', 'submissions', '##fra', '##thor', 'bautista', 'mechanically', '##heater', 'cornice', 'herbal', 'templar', '##mering', 'outputs', 'ruining', 'ligand', 'renumbered', 'extravagant', 'mika', 'blockbuster', 'eta', 'insurrection', '##ilia', 'darkening', 'ferocious', 'pianos', 'strife', 'kinship', '##aer', 'melee', '##anor', '##iste', '##may', '##oue', 'decidedly', 'weep', '##jad', '##missive', '##ppel', '354', 'puget', 'unease', '##gnant', '1629', 'hammering', 'kassel', 'ob', 'wessex', '##lga', 'bromwich', 'egan', 'paranoia', 'utilization', '##atable', '##idad', 'contradictory', 'provoke', '##ols', '##ouring', '##tangled', 'knesset', '##very', '##lette', 'plumbing', '##sden', '##¹', 'greensboro', 'occult', 'sniff', '338', 'zev', 'beaming', 'gamer', 'haggard', 'mahal', '##olt', '##pins', 'mendes', 'utmost', 'briefing', 'gunnery', '##gut', '##pher', '##zh', '##rok', '1679', 'khalifa', 'sonya', '##boot', 'principals', 'urbana', 'wiring', '##liffe', '##minating', '##rrado', 'dahl', 'nyu', 'skepticism', 'np', 'townspeople', 'ithaca', 'lobster', 'somethin', '##fur', '##arina', '##−1', 'freighter', 'zimmerman', 'biceps', 'contractual', '##herton', 'amend', 'hurrying', 'subconscious', '##anal', '336', 'meng', 'clermont', 'spawning', '##eia', '##lub', 'dignitaries', 'impetus', 'snacks', 'spotting', 'twigs', '##bilis', '##cz', '##ouk', 'libertadores', 'nic', 'skylar', '##aina', '##firm', 'gustave', 'asean', '##anum', 'dieter', 'legislatures', 'flirt', 'bromley', 'trolls', 'umar', '##bbies', '##tyle', 'blah', 'parc', 'bridgeport', 'crank', 'negligence', '##nction', '46th', 'constantin', 'molded', 'bandages', 'seriousness', '00pm', 'siegel', 'carpets', 'compartments', 'upbeat', 'statehood', '##dner', '##edging', 'marko', '730', 'platt', '##hane', 'paving', '##iy', '1738', 'abbess', 'impatience', 'limousine', 'nbl', '##talk', '441', 'lucille', 'mojo', 'nightfall', 'robbers', '##nais', 'karel', 'brisk', 'calves', 'replicate', 'ascribed', 'telescopes', '##olf', 'intimidated', '##reen', 'ballast', 'specialization', '##sit', 'aerodynamic', 'caliphate', 'rainer', 'visionary', '##arded', 'epsilon', '##aday', '##onte', 'aggregation', 'auditory', 'boosted', 'reunification', 'kathmandu', 'loco', 'robyn', '402', 'acknowledges', 'appointing', 'humanoid', 'newell', 'redeveloped', 'restraints', '##tained', 'barbarians', 'chopper', '1609', 'italiana', '##lez', '##lho', 'investigates', 'wrestlemania', '##anies', '##bib', '690', '##falls', 'creaked', 'dragoons', 'gravely', 'minions', 'stupidity', 'volley', '##harat', '##week', 'musik', '##eries', '##uously', 'fungal', 'massimo', 'semantics', 'malvern', '##ahl', '##pee', 'discourage', 'embryo', 'imperialism', '1910s', 'profoundly', '##ddled', 'jiangsu', 'sparkled', 'stat', '##holz', 'sweatshirt', 'tobin', '##iction', 'sneered', '##cheon', '##oit', 'brit', 'causal', 'smyth', '##neuve', 'diffuse', 'perrin', 'silvio', '##ipes', '##recht', 'detonated', 'iqbal', 'selma', '##nism', '##zumi', 'roasted', '##riders', 'tay', '##ados', '##mament', '##mut', '##rud', '840', 'completes', 'nipples', 'cfa', 'flavour', 'hirsch', '##laus', 'calderon', 'sneakers', 'moravian', '##ksha', '1622', 'rq', '294', '##imeters', 'bodo', '##isance', '##pre', '##ronia', 'anatomical', 'excerpt', '##lke', 'dh', 'kunst', '##tablished', '##scoe', 'biomass', 'panted', 'unharmed', 'gael', 'housemates', 'montpellier', '##59', 'coa', 'rodents', 'tonic', 'hickory', 'singleton', '##taro', '451', '1719', 'aldo', 'breaststroke', 'dempsey', 'och', 'rocco', '##cuit', 'merton', 'dissemination', 'midsummer', 'serials', '##idi', 'haji', 'polynomials', '##rdon', 'gs', 'enoch', 'prematurely', 'shutter', 'taunton', '£3', '##grating', '##inates', 'archangel', 'harassed', '##asco', '326', 'archway', 'dazzling', '##ecin', '1736', 'sumo', 'wat', '##kovich', '1086', 'honneur', '##ently', '##nostic', '##ttal', '##idon', '1605', '403', '1716', 'blogger', 'rents', '##gnan', 'hires', '##ikh', '##dant', 'howie', '##rons', 'handler', 'retracted', 'shocks', '1632', 'arun', 'duluth', 'kepler', 'trumpeter', '##lary', 'peeking', 'seasoned', 'trooper', '##mara', 'laszlo', '##iciencies', '##rti', 'heterosexual', '##inatory', '##ssion', 'indira', 'jogging', '##inga', '##lism', 'beit', 'dissatisfaction', 'malice', '##ately', 'nedra', 'peeling', '##rgeon', '47th', 'stadiums', '475', 'vertigo', '##ains', 'iced', 'restroom', '##plify', '##tub', 'illustrating', 'pear', '##chner', '##sibility', 'inorganic', 'rappers', 'receipts', 'watery', '##kura', 'lucinda', '##oulos', 'reintroduced', '##8th', '##tched', 'gracefully', 'saxons', 'nutritional', 'wastewater', 'rained', 'favourites', 'bedrock', 'fisted', 'hallways', 'likeness', 'upscale', '##lateral', '1580', 'blinds', 'prequel', '##pps', '##tama', 'deter', 'humiliating', 'restraining', 'tn', 'vents', '1659', 'laundering', 'recess', 'rosary', 'tractors', 'coulter', 'federer', '##ifiers', '##plin', 'persistence', '##quitable', 'geschichte', 'pendulum', 'quakers', '##beam', 'bassett', 'pictorial', 'buffet', 'koln', '##sitor', 'drills', 'reciprocal', 'shooters', '##57', '##cton', '##tees', 'converge', 'pip', 'dmitri', 'donnelly', 'yamamoto', 'aqua', 'azores', 'demographics', 'hypnotic', 'spitfire', 'suspend', 'wryly', 'roderick', '##rran', 'sebastien', '##asurable', 'mavericks', '##fles', '##200', 'himalayan', 'prodigy', '##iance', 'transvaal', 'demonstrators', 'handcuffs', 'dodged', 'mcnamara', 'sublime', '1726', 'crazed', '##efined', '##till', 'ivo', 'pondered', 'reconciled', 'shrill', 'sava', '##duk', 'bal', 'cad', 'heresy', 'jaipur', 'goran', '##nished', '341', 'lux', 'shelly', 'whitehall', '##hre', 'israelis', 'peacekeeping', '##wled', '1703', 'demetrius', 'ousted', '##arians', '##zos', 'beale', 'anwar', 'backstroke', 'raged', 'shrinking', 'cremated', '##yck', 'benign', 'towing', 'wadi', 'darmstadt', 'landfill', 'parana', 'soothe', 'colleen', 'sidewalks', 'mayfair', 'tumble', 'hepatitis', 'ferrer', 'superstructure', '##gingly', '##urse', '##wee', 'anthropological', 'translators', '##mies', 'closeness', 'hooves', '##pw', 'mondays', '##roll', '##vita', 'landscaping', '##urized', 'purification', 'sock', 'thorns', 'thwarted', 'jalan', 'tiberius', '##taka', 'saline', '##rito', 'confidently', 'khyber', 'sculptors', '##ij', 'brahms', 'hammersmith', 'inspectors', 'battista', 'fivb', 'fragmentation', 'hackney', '##uls', 'arresting', 'exercising', 'antoinette', 'bedfordshire', '##zily', 'dyed', '##hema', '1656', 'racetrack', 'variability', '##tique', '1655', 'austrians', 'deteriorating', 'madman', 'theorists', 'aix', 'lehman', 'weathered', '1731', 'decreed', 'eruptions', '1729', 'flaw', 'quinlan', 'sorbonne', 'flutes', 'nunez', '1711', 'adored', 'downwards', 'fable', 'rasped', '1712', 'moritz', 'mouthful', 'renegade', 'shivers', 'stunts', 'dysfunction', 'restrain', 'translit', '327', 'pancakes', '##avio', '##cision', '##tray', '351', 'vial', '##lden', 'bain', '##maid', '##oxide', 'chihuahua', 'malacca', 'vimes', '##rba', '##rnier', '1664', 'donnie', 'plaques', '##ually', '337', 'bangs', 'floppy', 'huntsville', 'loretta', 'nikolay', '##otte', 'eater', 'handgun', 'ubiquitous', '##hett', 'eras', 'zodiac', '1634', '##omorphic', '1820s', '##zog', 'cochran', '##bula', '##lithic', 'warring', '##rada', 'dalai', 'excused', 'blazers', 'mcconnell', 'reeling', 'bot', 'este', '##abi', 'geese', 'hoax', 'taxon', '##bla', 'guitarists', '##icon', 'condemning', 'hunts', 'inversion', 'moffat', 'taekwondo', '##lvis', '1624', 'stammered', '##rest', '##rzy', 'sousa', 'fundraiser', 'marylebone', 'navigable', 'uptown', 'cabbage', 'daniela', 'salman', 'shitty', 'whimper', '##kian', '##utive', 'programmers', 'protections', 'rm', '##rmi', '##rued', 'forceful', '##enes', 'fuss', '##tao', '##wash', 'brat', 'oppressive', 'reykjavik', 'spartak', 'ticking', '##inkles', '##kiewicz', 'adolph', 'horst', 'maui', 'protege', 'straighten', 'cpc', 'landau', 'concourse', 'clements', 'resultant', '##ando', 'imaginative', 'joo', 'reactivated', '##rem', '##ffled', '##uising', 'consultative', '##guide', 'flop', 'kaitlyn', 'mergers', 'parenting', 'somber', '##vron', 'supervise', 'vidhan', '##imum', 'courtship', 'exemplified', 'harmonies', 'medallist', 'refining', '##rrow', '##ка', 'amara', '##hum', '780', 'goalscorer', 'sited', 'overshadowed', 'rohan', 'displeasure', 'secretive', 'multiplied', 'osman', '##orth', 'engravings', 'padre', '##kali', '##veda', 'miniatures', 'mis', '##yala', 'clap', 'pali', 'rook', '##cana', '1692', '57th', 'antennae', 'astro', 'oskar', '1628', 'bulldog', 'crotch', 'hackett', 'yucatan', '##sure', 'amplifiers', 'brno', 'ferrara', 'migrating', '##gree', 'thanking', 'turing', '##eza', 'mccann', 'ting', 'andersson', 'onslaught', 'gaines', 'ganga', 'incense', 'standardization', '##mation', 'sentai', 'scuba', 'stuffing', 'turquoise', 'waivers', 'alloys', '##vitt', 'regaining', 'vaults', '##clops', '##gizing', 'digger', 'furry', 'memorabilia', 'probing', '##iad', 'payton', 'rec', 'deutschland', 'filippo', 'opaque', 'seamen', 'zenith', 'afrikaans', '##filtration', 'disciplined', 'inspirational', '##merie', 'banco', 'confuse', 'grafton', 'tod', '##dgets', 'championed', 'simi', 'anomaly', 'biplane', '##ceptive', 'electrode', '##para', '1697', 'cleavage', 'crossbow', 'swirl', 'informant', '##lars', '##osta', 'afi', 'bonfire', 'spec', '##oux', 'lakeside', 'slump', '##culus', '##lais', '##qvist', '##rrigan', '1016', 'facades', 'borg', 'inwardly', 'cervical', 'xl', 'pointedly', '050', 'stabilization', '##odon', 'chests', '1699', 'hacked', 'ctv', 'orthogonal', 'suzy', '##lastic', 'gaulle', 'jacobite', 'rearview', '##cam', '##erted', 'ashby', '##drik', '##igate', '##mise', '##zbek', 'affectionately', 'canine', 'disperse', 'latham', '##istles', '##ivar', 'spielberg', '##orin', '##idium', 'ezekiel', 'cid', '##sg', 'durga', 'middletown', '##cina', 'customized', 'frontiers', 'harden', '##etano', '##zzy', '1604', 'bolsheviks', '##66', 'coloration', 'yoko', '##bedo', 'briefs', 'slabs', 'debra', 'liquidation', 'plumage', '##oin', 'blossoms', 'dementia', 'subsidy', '1611', 'proctor', 'relational', 'jerseys', 'parochial', 'ter', '##ici', 'esa', 'peshawar', 'cavalier', 'loren', 'cpi', 'idiots', 'shamrock', '1646', 'dutton', 'malabar', 'mustache', '##endez', '##ocytes', 'referencing', 'terminates', 'marche', 'yarmouth', '##sop', 'acton', 'mated', 'seton', 'subtly', 'baptised', 'beige', 'extremes', 'jolted', 'kristina', 'telecast', '##actic', 'safeguard', 'waldo', '##baldi', '##bular', 'endeavors', 'sloppy', 'subterranean', '##ensburg', '##itung', 'delicately', 'pigment', 'tq', '##scu', '1626', '##ound', 'collisions', 'coveted', 'herds', '##personal', '##meister', '##nberger', 'chopra', '##ricting', 'abnormalities', 'defective', 'galician', 'lucie', '##dilly', 'alligator', 'likened', '##genase', 'burundi', 'clears', 'complexion', 'derelict', 'deafening', 'diablo', 'fingered', 'champaign', 'dogg', 'enlist', 'isotope', 'labeling', 'mrna', '##erre', 'brilliance', 'marvelous', '##ayo', '1652', 'crawley', 'ether', 'footed', 'dwellers', 'deserts', 'hamish', 'rubs', 'warlock', 'skimmed', '##lizer', '870', 'buick', 'embark', 'heraldic', 'irregularities', '##ajan', 'kiara', '##kulam', '##ieg', 'antigen', 'kowalski', '##lge', 'oakley', 'visitation', '##mbit', 'vt', '##suit', '1570', 'murderers', '##miento', '##rites', 'chimneys', '##sling', 'condemn', 'custer', 'exchequer', 'havre', '##ghi', 'fluctuations', '##rations', 'dfb', 'hendricks', 'vaccines', '##tarian', 'nietzsche', 'biking', 'juicy', '##duced', 'brooding', 'scrolling', 'selangor', '##ragan', '352', 'annum', 'boomed', 'seminole', 'sugarcane', '##dna', 'departmental', 'dismissing', 'innsbruck', 'arteries', 'ashok', 'batavia', 'daze', 'kun', 'overtook', '##rga', '##tlan', 'beheaded', 'gaddafi', 'holm', 'electronically', 'faulty', 'galilee', 'fractures', 'kobayashi', '##lized', 'gunmen', 'magma', 'aramaic', 'mala', 'eastenders', 'inference', 'messengers', 'bf', '##qu', '407', 'bathrooms', '##vere', '1658', 'flashbacks', 'ideally', 'misunderstood', '##jali', '##weather', 'mendez', '##grounds', '505', 'uncanny', '##iii', '1709', 'friendships', '##nbc', 'sacrament', 'accommodated', 'reiterated', 'logistical', 'pebbles', 'thumped', '##escence', 'administering', 'decrees', 'drafts', '##flight', '##cased', '##tula', 'futuristic', 'picket', 'intimidation', 'winthrop', '##fahan', 'interfered', '339', 'afar', 'francoise', 'morally', 'uta', 'cochin', 'croft', 'dwarfs', '##bruck', '##dents', '##nami', 'biker', '##hner', '##meral', 'nano', '##isen', '##ometric', '##pres', '##ан', 'brightened', 'meek', 'parcels', 'securely', 'gunners', '##jhl', '##zko', 'agile', 'hysteria', '##lten', '##rcus', 'bukit', 'champs', 'chevy', 'cuckoo', 'leith', 'sadler', 'theologians', 'welded', '##section', '1663', 'jj', 'plurality', 'xander', '##rooms', '##formed', 'shredded', 'temps', 'intimately', 'pau', 'tormented', '##lok', '##stellar', '1618', 'charred', 'ems', 'essen', '##mmel', 'alarms', 'spraying', 'ascot', 'blooms', 'twinkle', '##abia', '##apes', 'internment', 'obsidian', '##chaft', 'snoop', '##dav', '##ooping', 'malibu', '##tension', 'quiver', '##itia', 'hays', 'mcintosh', 'travers', 'walsall', '##ffie', '1623', 'beverley', 'schwarz', 'plunging', 'structurally', 'm3', 'rosenthal', 'vikram', '##tsk', '770', 'ghz', '##onda', '##tiv', 'chalmers', 'groningen', 'pew', 'reckon', 'unicef', '##rvis', '55th', '##gni', '1651', 'sulawesi', 'avila', 'cai', 'metaphysical', 'screwing', 'turbulence', '##mberg', 'augusto', 'samba', '56th', 'baffled', 'momentary', 'toxin', '##urian', '##wani', 'aachen', 'condoms', 'dali', 'steppe', '##3d', '##app', '##oed', '##year', 'adolescence', 'dauphin', 'electrically', 'inaccessible', 'microscopy', 'nikita', '##ega', 'atv', '##cel', '##enter', '##oles', '##oteric', '##ы', 'accountants', 'punishments', 'wrongly', 'bribes', 'adventurous', 'clinch', 'flinders', 'southland', '##hem', '##kata', 'gough', '##ciency', 'lads', 'soared', '##ה', 'undergoes', 'deformation', 'outlawed', 'rubbish', '##arus', '##mussen', '##nidae', '##rzburg', 'arcs', '##ingdon', '##tituted', '1695', 'wheelbase', 'wheeling', 'bombardier', 'campground', 'zebra', '##lices', '##oj', '##bain', 'lullaby', '##ecure', 'donetsk', 'wylie', 'grenada', '##arding', '##ης', 'squinting', 'eireann', 'opposes', '##andra', 'maximal', 'runes', '##broken', '##cuting', '##iface', '##ror', '##rosis', 'additive', 'britney', 'adultery', 'triggering', '##drome', 'detrimental', 'aarhus', 'containment', 'jc', 'swapped', 'vichy', '##ioms', 'madly', '##oric', '##rag', 'brant', '##ckey', '##trix', '1560', '1612', 'broughton', 'rustling', '##stems', '##uder', 'asbestos', 'mentoring', '##nivorous', 'finley', 'leaps', '##isan', 'apical', 'pry', 'slits', 'substitutes', '##dict', 'intuitive', 'fantasia', 'insistent', 'unreasonable', '##igen', '##vna', 'domed', 'hannover', 'margot', 'ponder', '##zziness', 'impromptu', 'jian', 'lc', 'rampage', 'stemming', '##eft', 'andrey', 'gerais', 'whichever', 'amnesia', 'appropriated', 'anzac', 'clicks', 'modifying', 'ultimatum', 'cambrian', 'maids', 'verve', 'yellowstone', '##mbs', 'conservatoire', '##scribe', 'adherence', 'dinners', 'spectra', 'imperfect', 'mysteriously', 'sidekick', 'tatar', 'tuba', '##aks', '##ifolia', 'distrust', '##athan', '##zle', 'c2', 'ronin', 'zac', '##pse', 'celaena', 'instrumentalist', 'scents', 'skopje', '##mbling', 'comical', 'compensated', 'vidal', 'condor', 'intersect', 'jingle', 'wavelengths', '##urrent', 'mcqueen', '##izzly', 'carp', 'weasel', '422', 'kanye', 'militias', 'postdoctoral', 'eugen', 'gunslinger', '##ɛ', 'faux', 'hospice', '##for', 'appalled', 'derivation', 'dwarves', '##elis', 'dilapidated', '##folk', 'astoria', 'philology', '##lwyn', '##otho', '##saka', 'inducing', 'philanthropy', '##bf', '##itative', 'geek', 'markedly', 'sql', '##yce', 'bessie', 'indices', 'rn', '##flict', '495', 'frowns', 'resolving', 'weightlifting', 'tugs', 'cleric', 'contentious', '1653', 'mania', 'rms', '##miya', '##reate', '##ruck', '##tucket', 'bien', 'eels', 'marek', '##ayton', '##cence', 'discreet', 'unofficially', '##ife', 'leaks', '##bber', '1705', '332', 'dung', 'compressor', 'hillsborough', 'pandit', 'shillings', 'distal', '##skin', '381', '##tat', '##you', 'nosed', '##nir', 'mangrove', 'undeveloped', '##idia', 'textures', '##inho', '##500', '##rise', 'ae', 'irritating', 'nay', 'amazingly', 'bancroft', 'apologetic', 'compassionate', 'kata', 'symphonies', '##lovic', 'airspace', '##lch', '930', 'gifford', 'precautions', 'fulfillment', 'sevilla', 'vulgar', 'martinique', '##urities', 'looting', 'piccolo', 'tidy', '##dermott', 'quadrant', 'armchair', 'incomes', 'mathematicians', 'stampede', 'nilsson', '##inking', '##scan', 'foo', 'quarterfinal', '##ostal', 'shang', 'shouldered', 'squirrels', '##owe', '344', 'vinegar', '##bner', '##rchy', '##systems', 'delaying', '##trics', 'ars', 'dwyer', 'rhapsody', 'sponsoring', '##gration', 'bipolar', 'cinder', 'starters', '##olio', '##urst', '421', 'signage', '##nty', 'aground', 'figurative', 'mons', 'acquaintances', 'duets', 'erroneously', 'soyuz', 'elliptic', 'recreated', '##cultural', '##quette', '##ssed', '##tma', '##zcz', 'moderator', 'scares', '##itaire', '##stones', '##udence', 'juniper', 'sighting', '##just', '##nsen', 'britten', 'calabria', 'ry', 'bop', 'cramer', 'forsyth', 'stillness', '##л', 'airmen', 'gathers', 'unfit', '##umber', '##upt', 'taunting', '##rip', 'seeker', 'streamlined', '##bution', 'holster', 'schumann', 'tread', 'vox', '##gano', '##onzo', 'strive', 'dil', 'reforming', 'covent', 'newbury', 'predicting', '##orro', 'decorate', 'tre', '##puted', 'andover', 'ie', 'asahi', 'dept', 'dunkirk', 'gills', '##tori', 'buren', 'huskies', '##stis', '##stov', 'abstracts', 'bets', 'loosen', '##opa', '1682', 'yearning', '##glio', '##sir', 'berman', 'effortlessly', 'enamel', 'napoli', 'persist', '##peration', '##uez', 'attache', 'elisa', 'b1', 'invitations', '##kic', 'accelerating', 'reindeer', 'boardwalk', 'clutches', 'nelly', 'polka', 'starbucks', '##kei', 'adamant', 'huey', 'lough', 'unbroken', 'adventurer', 'embroidery', 'inspecting', 'stanza', '##ducted', 'naia', 'taluka', '##pone', '##roids', 'chases', 'deprivation', 'florian', '##jing', '##ppet', 'earthly', '##lib', '##ssee', 'colossal', 'foreigner', 'vet', 'freaks', 'patrice', 'rosewood', 'triassic', 'upstate', '##pkins', 'dominates', 'ata', 'chants', 'ks', 'vo', '##400', '##bley', '##raya', '##rmed', '555', 'agra', 'infiltrate', '##ailing', '##ilation', '##tzer', '##uppe', '##werk', 'binoculars', 'enthusiast', 'fujian', 'squeak', '##avs', 'abolitionist', 'almeida', 'boredom', 'hampstead', 'marsden', 'rations', '##ands', 'inflated', '334', 'bonuses', 'rosalie', 'patna', '##rco', '329', 'detachments', 'penitentiary', '54th', 'flourishing', 'woolf', '##dion', '##etched', 'papyrus', '##lster', '##nsor', '##toy', 'bobbed', 'dismounted', 'endelle', 'inhuman', 'motorola', 'tbs', 'wince', 'wreath', '##ticus', 'hideout', 'inspections', 'sanjay', 'disgrace', 'infused', 'pudding', 'stalks', '##urbed', 'arsenic', 'leases', '##hyl', '##rrard', 'collarbone', '##waite', '##wil', 'dowry', '##bant', '##edance', 'genealogical', 'nitrate', 'salamanca', 'scandals', 'thyroid', 'necessitated', '##!', '##\"', '###', '##$', '##%', '##&', \"##'\", '##(', '##)', '##*', '##+', '##,', '##-', '##.', '##/', '##:', '##;', '##<', '##=', '##>', '##?', '##@', '##[', '##\\\\', '##]', '##^', '##_', '##`', '##{', '##|', '##}', '##~', '##¡', '##¢', '##£', '##¤', '##¥', '##¦', '##§', '##¨', '##©', '##ª', '##«', '##¬', '##®', '##±', '##´', '##µ', '##¶', '##·', '##º', '##»', '##¼', '##¾', '##¿', '##æ', '##ð', '##÷', '##þ', '##đ', '##ħ', '##ŋ', '##œ', '##ƒ', '##ɐ', '##ɑ', '##ɒ', '##ɔ', '##ɕ', '##ə', '##ɡ', '##ɣ', '##ɨ', '##ɪ', '##ɫ', '##ɬ', '##ɯ', '##ɲ', '##ɴ', '##ɹ', '##ɾ', '##ʀ', '##ʁ', '##ʂ', '##ʃ', '##ʉ', '##ʊ', '##ʋ', '##ʌ', '##ʎ', '##ʐ', '##ʑ', '##ʒ', '##ʔ', '##ʰ', '##ʲ', '##ʳ', '##ʷ', '##ʸ', '##ʻ', '##ʼ', '##ʾ', '##ʿ', '##ˈ', '##ˡ', '##ˢ', '##ˣ', '##ˤ', '##β', '##γ', '##δ', '##ε', '##ζ', '##θ', '##κ', '##λ', '##μ', '##ξ', '##ο', '##π', '##ρ', '##σ', '##τ', '##υ', '##φ', '##χ', '##ψ', '##ω', '##б', '##г', '##д', '##ж', '##з', '##м', '##п', '##с', '##у', '##ф', '##х', '##ц', '##ч', '##ш', '##щ', '##ъ', '##э', '##ю', '##ђ', '##є', '##і', '##ј', '##љ', '##њ', '##ћ', '##ӏ', '##ա', '##բ', '##գ', '##դ', '##ե', '##թ', '##ի', '##լ', '##կ', '##հ', '##մ', '##յ', '##ն', '##ո', '##պ', '##ս', '##վ', '##տ', '##ր', '##ւ', '##ք', '##־', '##א', '##ב', '##ג', '##ד', '##ו', '##ז', '##ח', '##ט', '##י', '##ך', '##כ', '##ל', '##ם', '##מ', '##ן', '##נ', '##ס', '##ע', '##ף', '##פ', '##ץ', '##צ', '##ק', '##ר', '##ש', '##ת', '##،', '##ء', '##ب', '##ت', '##ث', '##ج', '##ح', '##خ', '##ذ', '##ز', '##س', '##ش', '##ص', '##ض', '##ط', '##ظ', '##ع', '##غ', '##ـ', '##ف', '##ق', '##ك', '##و', '##ى', '##ٹ', '##پ', '##چ', '##ک', '##گ', '##ں', '##ھ', '##ہ', '##ے', '##अ', '##आ', '##उ', '##ए', '##क', '##ख', '##ग', '##च', '##ज', '##ट', '##ड', '##ण', '##त', '##थ', '##द', '##ध', '##न', '##प', '##ब', '##भ', '##म', '##य', '##र', '##ल', '##व', '##श', '##ष', '##स', '##ह', '##ा', '##ि', '##ी', '##ो', '##।', '##॥', '##ং', '##অ', '##আ', '##ই', '##উ', '##এ', '##ও', '##ক', '##খ', '##গ', '##চ', '##ছ', '##জ', '##ট', '##ড', '##ণ', '##ত', '##থ', '##দ', '##ধ', '##ন', '##প', '##ব', '##ভ', '##ম', '##য', '##র', '##ল', '##শ', '##ষ', '##স', '##হ', '##া', '##ি', '##ী', '##ে', '##க', '##ச', '##ட', '##த', '##ந', '##ன', '##ப', '##ம', '##ய', '##ர', '##ல', '##ள', '##வ', '##ா', '##ி', '##ு', '##ே', '##ை', '##ನ', '##ರ', '##ಾ', '##ක', '##ය', '##ර', '##ල', '##ව', '##ා', '##ก', '##ง', '##ต', '##ท', '##น', '##พ', '##ม', '##ย', '##ร', '##ล', '##ว', '##ส', '##อ', '##า', '##เ', '##་', '##།', '##ག', '##ང', '##ད', '##ན', '##པ', '##བ', '##མ', '##འ', '##ར', '##ལ', '##ས', '##မ', '##ა', '##ბ', '##გ', '##დ', '##ე', '##ვ', '##თ', '##ი', '##კ', '##ლ', '##მ', '##ნ', '##ო', '##რ', '##ს', '##ტ', '##უ', '##ᄀ', '##ᄂ', '##ᄃ', '##ᄅ', '##ᄆ', '##ᄇ', '##ᄉ', '##ᄊ', '##ᄋ', '##ᄌ', '##ᄎ', '##ᄏ', '##ᄐ', '##ᄑ', '##ᄒ', '##ᅡ', '##ᅢ', '##ᅥ', '##ᅦ', '##ᅧ', '##ᅩ', '##ᅪ', '##ᅭ', '##ᅮ', '##ᅯ', '##ᅲ', '##ᅳ', '##ᅴ', '##ᅵ', '##ᆨ', '##ᆫ', '##ᆯ', '##ᆷ', '##ᆸ', '##ᆼ', '##ᴬ', '##ᴮ', '##ᴰ', '##ᴵ', '##ᴺ', '##ᵀ', '##ᵃ', '##ᵇ', '##ᵈ', '##ᵉ', '##ᵍ', '##ᵏ', '##ᵐ', '##ᵒ', '##ᵖ', '##ᵗ', '##ᵘ', '##ᵣ', '##ᵤ', '##ᵥ', '##ᶜ', '##ᶠ', '##‐', '##‑', '##‒', '##–', '##—', '##―', '##‖', '##‘', '##’', '##‚', '##“', '##”', '##„', '##†', '##‡', '##•', '##…', '##‰', '##′', '##″', '##›', '##‿', '##⁄', '##⁰', '##ⁱ', '##⁴', '##⁵', '##⁶', '##⁷', '##⁸', '##⁹', '##⁻', '##ⁿ', '##₅', '##₆', '##₇', '##₈', '##₉', '##₊', '##₍', '##₎', '##ₐ', '##ₑ', '##ₒ', '##ₓ', '##ₕ', '##ₖ', '##ₗ', '##ₘ', '##ₚ', '##ₛ', '##ₜ', '##₤', '##₩', '##€', '##₱', '##₹', '##ℓ', '##№', '##ℝ', '##™', '##⅓', '##⅔', '##←', '##↑', '##→', '##↓', '##↔', '##↦', '##⇄', '##⇌', '##⇒', '##∂', '##∅', '##∆', '##∇', '##∈', '##∗', '##∘', '##√', '##∞', '##∧', '##∨', '##∩', '##∪', '##≈', '##≡', '##≤', '##≥', '##⊂', '##⊆', '##⊕', '##⊗', '##⋅', '##─', '##│', '##■', '##▪', '##●', '##★', '##☆', '##☉', '##♠', '##♣', '##♥', '##♦', '##♯', '##⟨', '##⟩', '##ⱼ', '##⺩', '##⺼', '##⽥', '##、', '##。', '##〈', '##〉', '##《', '##》', '##「', '##」', '##『', '##』', '##〜', '##あ', '##い', '##う', '##え', '##お', '##か', '##き', '##く', '##け', '##こ', '##さ', '##し', '##す', '##せ', '##そ', '##た', '##ち', '##っ', '##つ', '##て', '##と', '##な', '##に', '##ぬ', '##ね', '##の', '##は', '##ひ', '##ふ', '##へ', '##ほ', '##ま', '##み', '##む', '##め', '##も', '##や', '##ゆ', '##よ', '##ら', '##り', '##る', '##れ', '##ろ', '##を', '##ん', '##ァ', '##ア', '##ィ', '##イ', '##ウ', '##ェ', '##エ', '##オ', '##カ', '##キ', '##ク', '##ケ', '##コ', '##サ', '##シ', '##ス', '##セ', '##タ', '##チ', '##ッ', '##ツ', '##テ', '##ト', '##ナ', '##ニ', '##ノ', '##ハ', '##ヒ', '##フ', '##ヘ', '##ホ', '##マ', '##ミ', '##ム', '##メ', '##モ', '##ャ', '##ュ', '##ョ', '##ラ', '##リ', '##ル', '##レ', '##ロ', '##ワ', '##ン', '##・', '##ー', '##一', '##三', '##上', '##下', '##不', '##世', '##中', '##主', '##久', '##之', '##也', '##事', '##二', '##五', '##井', '##京', '##人', '##亻', '##仁', '##介', '##代', '##仮', '##伊', '##会', '##佐', '##侍', '##保', '##信', '##健', '##元', '##光', '##八', '##公', '##内', '##出', '##分', '##前', '##劉', '##力', '##加', '##勝', '##北', '##区', '##十', '##千', '##南', '##博', '##原', '##口', '##古', '##史', '##司', '##合', '##吉', '##同', '##名', '##和', '##囗', '##四', '##国', '##國', '##土', '##地', '##坂', '##城', '##堂', '##場', '##士', '##夏', '##外', '##大', '##天', '##太', '##夫', '##奈', '##女', '##子', '##学', '##宀', '##宇', '##安', '##宗', '##定', '##宣', '##宮', '##家', '##宿', '##寺', '##將', '##小', '##尚', '##山', '##岡', '##島', '##崎', '##川', '##州', '##巿', '##帝', '##平', '##年', '##幸', '##广', '##弘', '##張', '##彳', '##後', '##御', '##德', '##心', '##忄', '##志', '##忠', '##愛', '##成', '##我', '##戦', '##戸', '##手', '##扌', '##政', '##文', '##新', '##方', '##日', '##明', '##星', '##春', '##昭', '##智', '##曲', '##書', '##月', '##有', '##朝', '##木', '##本', '##李', '##村', '##東', '##松', '##林', '##森', '##楊', '##樹', '##橋', '##歌', '##止', '##正', '##武', '##比', '##氏', '##民', '##水', '##氵', '##氷', '##永', '##江', '##沢', '##河', '##治', '##法', '##海', '##清', '##漢', '##瀬', '##火', '##版', '##犬', '##王', '##生', '##田', '##男', '##疒', '##発', '##白', '##的', '##皇', '##目', '##相', '##省', '##真', '##石', '##示', '##社', '##神', '##福', '##禾', '##秀', '##秋', '##空', '##立', '##章', '##竹', '##糹', '##美', '##義', '##耳', '##良', '##艹', '##花', '##英', '##華', '##葉', '##藤', '##行', '##街', '##西', '##見', '##訁', '##語', '##谷', '##貝', '##貴', '##車', '##軍', '##辶', '##道', '##郎', '##郡', '##部', '##都', '##里', '##野', '##金', '##鈴', '##镇', '##長', '##門', '##間', '##阝', '##阿', '##陳', '##陽', '##雄', '##青', '##面', '##風', '##食', '##香', '##馬', '##高', '##龍', '##龸', '##ﬁ', '##ﬂ', '##！', '##（', '##）', '##，', '##－', '##．', '##／', '##：', '##？', '##～'])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lQ0anx5FYB4P",
        "colab_type": "text"
      },
      "source": [
        "## Creating Model\n",
        "\n",
        "Use BERT pretrained model and fine tune it for our problem by adding some layers."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jJVx_e7NX4ix",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def Create_Modle(max_seq_len, bert_ckpt_file):\n",
        "  with tf.io.gfile.GFile(bert_config_file,'r') as reader:\n",
        "    bc = StockBertConfig.from_json_string(reader.read())\n",
        "    bert_params = map_stock_config_to_params(bc)\n",
        "    bert_params.adapter_size = None\n",
        "    # Creating Model\n",
        "    bert = BertModelLayer.from_params(bert_params, name='bert')\n",
        "  # Keras Input Layer\n",
        "  input_ids = keras.layers.Input(shape=(max_seq_len, ), dtype='int32', name='input_ids')\n",
        "  bert_output = bert(input_ids)\n",
        "  # pirnting bert shape\n",
        "  print('Bert Shape: ', bert_output.shape)\n",
        "\n",
        "  cls_out = keras.layers.Lambda(lambda seq: seq[:,0,:])(bert_output)\n",
        "  cls_out = keras.layers.Dropout(0.5)(cls_out)\n",
        "\n",
        "  logits = keras.layers.Dense(units=768, activation='tanh')(cls_out)\n",
        "  logits = keras.layers.Dropout(0.5)(logits)\n",
        "  logits = keras.layers.Dense(units=len(classes), activation='softmax')(logits)\n",
        "\n",
        "  model = keras.Model(inputs=input_ids, outputs=logits)\n",
        "  model.build(input_shape = (None, max_seq_len))\n",
        "  load_stock_weights(bert, bert_ckpt_file) # loading weights\n",
        "\n",
        "  return model # returning model"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xdYQKbmaYIxf",
        "colab_type": "text"
      },
      "source": [
        "## Traing Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "07zyvNXyYEmU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "8612d73f-5f45-444b-86c0-029729951547"
      },
      "source": [
        "classes = train.intent.unique().tolist()\n",
        "data = IntentDetectionData(train, test, tokenizer, classes, max_seq_len=128)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "13784it [00:04, 3249.36it/s]\n",
            "700it [00:00, 3220.20it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "max seq_len 38\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tYVRaTuHYLXP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "0f18a914-7f1a-4565-f148-defc4d560b3e"
      },
      "source": [
        "data.train_x.shape"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(13784, 38)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NWbWpnHVYOhB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "112eef15-e57e-44c3-8d8d-2881905ef58d"
      },
      "source": [
        "data.test_x.shape"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(700, 38)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G0NBMql8YQ9u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        },
        "outputId": "e4465be5-28b4-450b-d4c7-b6c61a44cabf"
      },
      "source": [
        "model = Create_Modle(data.max_seq_len, bert_ckpt_file)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Bert Shape:  (None, 38, 768)\n",
            "Done loading 196 BERT weights from: model/uncased_L-12_H-768_A-12/bert_model.ckpt into <bert.model.BertModelLayer object at 0x7f023e273080> (prefix:bert). Count of weights not found in the checkpoint was: [0]. Count of weights with mismatched shape: [0]\n",
            "Unused weights from checkpoint: \n",
            "\tbert/embeddings/token_type_embeddings\n",
            "\tbert/pooler/dense/bias\n",
            "\tbert/pooler/dense/kernel\n",
            "\tcls/predictions/output_bias\n",
            "\tcls/predictions/transform/LayerNorm/beta\n",
            "\tcls/predictions/transform/LayerNorm/gamma\n",
            "\tcls/predictions/transform/dense/bias\n",
            "\tcls/predictions/transform/dense/kernel\n",
            "\tcls/seq_relationship/output_bias\n",
            "\tcls/seq_relationship/output_weights\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MTikUQWSYVLk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399
        },
        "outputId": "5b2ea4ee-7cae-4592-cc85-2ff5dbde78d3"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_ids (InputLayer)       [(None, 38)]              0         \n",
            "_________________________________________________________________\n",
            "bert (BertModelLayer)        (None, 38, 768)           108890112 \n",
            "_________________________________________________________________\n",
            "lambda (Lambda)              (None, 768)               0         \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 768)               0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 768)               590592    \n",
            "_________________________________________________________________\n",
            "dropout_1 (Dropout)          (None, 768)               0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 7)                 5383      \n",
            "=================================================================\n",
            "Total params: 109,486,087\n",
            "Trainable params: 109,486,087\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PhzrKuLkYgKz",
        "colab_type": "text"
      },
      "source": [
        "## Compiling Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lImZ8TYuYeuj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.compile(\n",
        "    optimizer = keras.optimizers.Adam(1e-5),\n",
        "    loss = keras.losses.SparseCategoricalCrossentropy(from_logits=True)\n",
        "    # matrics = [keras.metrics.SparseCategoricalAccuracy(name='acc')]\n",
        ")"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DVcu0Ow5Y36O",
        "colab_type": "text"
      },
      "source": [
        "## Fitting Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zvE4vUFqZ2MR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%load_ext tensorboard"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dfaDmREMYkX7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 156
        },
        "outputId": "c7e83b37-c2ae-4ca1-d7b8-296ae30684f2"
      },
      "source": [
        "# loging\n",
        "log_dir = 'log/intent_detection/'+datetime.datetime.now().strftime('%Y%m%d-%H%M%s')\n",
        "tensorboard_callback = keras.callbacks.TensorBoard(log_dir=log_dir)\n",
        "\n",
        "history = model.fit(\n",
        "    x = data.train_x,\n",
        "    y = data.train_y,\n",
        "    validation_split = 0.1,\n",
        "    batch_size = 16,\n",
        "    shuffle = True,\n",
        "    epochs = 4\n",
        ")"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/4\n",
            "776/776 [==============================] - 964s 1s/step - loss: 1.5087 - val_loss: 1.1724\n",
            "Epoch 2/4\n",
            "776/776 [==============================] - 948s 1s/step - loss: 1.1846 - val_loss: 1.1705\n",
            "Epoch 3/4\n",
            "776/776 [==============================] - 952s 1s/step - loss: 1.1782 - val_loss: 1.1701\n",
            "Epoch 4/4\n",
            "776/776 [==============================] - 949s 1s/step - loss: 1.1750 - val_loss: 1.1705\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8oy1higHY8xH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "df0f8c66-fa48-4fb9-9965-129ea6b6bf5b"
      },
      "source": [
        "# evaluate the model\n",
        "scores = model.evaluate(data.test_x, data.test_y, verbose=0)\n",
        "print(scores)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1.1865242719650269\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jy2HHxfSiI6S",
        "colab_type": "text"
      },
      "source": [
        "## Saving Model "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aO4IfyxksTf7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.save('./Intent_Trained_Bert-Model.h5')  # creates a HDF5 file 'my_model.h5'"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c3KPoYfbiMrv",
        "colab_type": "text"
      },
      "source": [
        "## Evaluating Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CSuDlu3usbQ4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 254
        },
        "outputId": "8ae56f23-eeed-48cc-aa2e-f44af8a010e5"
      },
      "source": [
        "_, train_acc = model.evaluate(data.train_x, data.train_y)\n",
        "_, test_acc = model.evaluate(data.test_x, data.test_y)\n",
        "\n",
        "print('Training Accuracy: ',train_acc)\n",
        "print('Testing Accuracy: ',test_acc)"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "431/431 [==============================] - 274s 637ms/step - loss: 1.1725\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "TypeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-39-ee9438ac07ba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_acc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_acc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_x\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_y\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Training Accuracy: '\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrain_acc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Testing Accuracy: '\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtest_acc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mTypeError\u001b[0m: 'float' object is not iterable"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fNVEzquCTzQG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4NUKP_-ViAxU",
        "colab_type": "text"
      },
      "source": [
        "# Prediting"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s1D_KK3lskAm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# predictions by model over test_x data\n",
        "y_pred = model.predict(data.test_x).argmax(axis=-1)"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IZ5Ma_MDss4d",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 260
        },
        "outputId": "131022e2-b7b4-4131-93da-e31d222f892d"
      },
      "source": [
        "# printing precision, recall, f1-score, support\n",
        "print(classification_report(data.test_y,y_pred, target_names=classes))\n"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "                      precision    recall  f1-score   support\n",
            "\n",
            "           PlayMusic       0.99      0.98      0.98        86\n",
            "       AddToPlaylist       1.00      1.00      1.00       124\n",
            "            RateBook       1.00      1.00      1.00        80\n",
            "SearchScreeningEvent       0.98      0.92      0.95       107\n",
            "      BookRestaurant       0.99      1.00      0.99        92\n",
            "          GetWeather       1.00      0.99      1.00       104\n",
            "  SearchCreativeWork       0.90      0.97      0.94       107\n",
            "\n",
            "            accuracy                           0.98       700\n",
            "           macro avg       0.98      0.98      0.98       700\n",
            "        weighted avg       0.98      0.98      0.98       700\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WAa-e5zes33U",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Confusion Matrix\n",
        "cm = confusion_matrix(data.test_y, y_pred)\n",
        "df_cm = pd.DataFrame(cm, index=classes, columns=classes) # converting to panda dataframe"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZICR31f7s49t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 579
        },
        "outputId": "9fb658fb-cedd-4521-9638-df3a0e94fcd4"
      },
      "source": [
        "hmap = sns.heatmap(df_cm, annot=True, fmt='d')\n",
        "hmap.xaxis.set_ticklabels(hmap.xaxis.get_ticklabels(), rotation=30, ha='right')\n",
        "hmap.yaxis.set_ticklabels(hmap.yaxis.get_ticklabels(), rotation=0, ha='right')\n",
        "plt.ylabel('True label')\n",
        "plt.xlabel('Predicted label');"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 816,
              "height": 562
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7NtXKX7Ns9fs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def prepare_Sentence(sentences):\n",
        "  # preproceing on these sentences\n",
        "  pred_tokens = map(tokenizer.tokenize, sentences) # tokenization\n",
        "  pred_tokens = map(lambda tok: [\"[CLS]\"] + tok + [\"[SEP]\"], pred_tokens) # appending sperator\n",
        "  pred_token_ids = list(map(tokenizer.convert_tokens_to_ids, pred_tokens)) # converting tokens to their ids\n",
        "\n",
        "  pred_token_ids = map(lambda tids: tids+[0]*(data.max_seq_len - len(tids)),  pred_token_ids)\n",
        "  pred_token_ids = np.array(list(pred_token_ids))\n",
        "  return pred_token_ids"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3yGMYcLKtBjN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Predicting Sentences\n",
        "def predict_Sentence(sentence):\n",
        "  pred_token_ids = prepare_Sentence(sentence)\n",
        "  predictions = model.predict(pred_token_ids).argmax(axis = -1)\n",
        "  for text, label in zip(sentence, predictions):\n",
        "    print('Intent:', classes[label])\n",
        "    print()"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "apHvmkGntE0j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "outputId": "00ddaa23-72b5-4f98-ed52-417677dfcf8e"
      },
      "source": [
        "for cls in data.classes:\n",
        "  print('> ',cls)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            ">  PlayMusic\n",
            ">  AddToPlaylist\n",
            ">  RateBook\n",
            ">  SearchScreeningEvent\n",
            ">  BookRestaurant\n",
            ">  GetWeather\n",
            ">  SearchCreativeWork\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a6vwyuBWz18s",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "aec905ab-b483-4e7d-9aa1-91274c6d40c1"
      },
      "source": [
        "text = input('Enter Text: ')\n",
        "predict_Sentence([text])"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Enter Text: you wanna get starbucks cause i am going outside for walk \n",
            "Intent: BookRestaurant\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uiC2a1eWY9EX",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 89
        },
        "outputId": "67a5f535-844e-4fcb-e023-807e97e12fec"
      },
      "source": [
        "text = input('Enter Text: ')\n",
        "predict_Sentence([text])"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Enter Text: apart from other thing i really like that record which was played during the dinner at restaurent\n",
            "Intent: PlayMusic\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AiSE74mKwa6_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        },
        "outputId": "d3ac9812-60fc-476d-c631-94bfe912fcb1"
      },
      "source": [
        "text = input('Enter Text: ')\n",
        "predict_Sentence([text])"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Enter Text: Is it windy in Punjab, MA right now?\n",
            "Intent: GetWeather\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4CaBbAt-wzPh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}