Train Toxicity Model.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train Toxicity Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook trains a model to detect toxicity in online comments. It uses a CNN architecture for text classification trained on the [Wikipedia Talk Labels: Toxicity dataset](https://figshare.com/articles/Wikipedia_Talk_Labels_Toxicity/4563973) and pre-trained GloVe embeddings which can be found at:\n",
    "http://nlp.stanford.edu/data/glove.6B.zip\n",
    "(source page: http://nlp.stanford.edu/projects/glove/).\n",
    "\n",
    "This model is a modification of [example code](https://github.com/fchollet/keras/blob/master/examples/pretrained_word_embeddings.py) found in the [Keras Github repository](https://github.com/fchollet/keras) and released under an [MIT license](https://github.com/fchollet/keras/blob/master/LICENSE). For further details of this license, find it [online](https://github.com/fchollet/keras/blob/master/LICENSE) or in this repository in the file KERAS_LICENSE. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage Instructions\n",
    "(TODO: nthain) - Move to README\n",
    "\n",
    "Prior to running the notebook, you must:\n",
    "\n",
    "* Download the [Wikipedia Talk Labels: Toxicity dataset](https://figshare.com/articles/Wikipedia_Talk_Labels_Toxicity/4563973)\n",
    "* Download pre-trained [GloVe embeddings](http://nlp.stanford.edu/data/glove.6B.zip)\n",
    "* (optional) To skip the training step, you will need to download a model and tokenizer file. We are looking into the appropriate means for distributing these (sometimes large) files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/matplotlib/__init__.py:962: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #2\n",
      "  (fname, cnt))\n",
      "/usr/local/lib/python2.7/dist-packages/matplotlib/__init__.py:962: UserWarning: Duplicate key in file \"/home/ubuntu/.config/matplotlib/matplotlibrc\", line #3\n",
      "  (fname, cnt))\n",
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HELLO from model_tool\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
      "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "from model_tool import ToxModel\n",
    "from gensim.models.keyedvectors import KeyedVectors\n",
    "from nltk.corpus import stopwords\n",
    "import re\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     explanation why have the edits been undone und...\n",
       "1     d'aww! it fits in with this background color, ...\n",
       "2     hey man, i really do not try to handle war. it...\n",
       "3     \" more i can not make any real suggestions for...\n",
       "4     you, my lord, are my hero. do you have a chanc...\n",
       "5     \" congratulations from me, use the tools well....\n",
       "6                 cocksucker before you fit on my work \n",
       "7     your vandalism to matt shirvington's article h...\n",
       "8     excuse me if the word \"nonsense\" was offensive...\n",
       "9     targeting this theme that contradicts those of...\n",
       "10    \" fair use for image: wonju.jpg thank you for ...\n",
       "11    bbq be a man and let's talk about it - maybe o...\n",
       "12    hey ... what is it .. at | talk . what is it ....\n",
       "13    before you begin to throw accusations and warn...\n",
       "14    oh, and the girl upstairs started arguing with...\n",
       "15    \" juelz santana's age juelz santana was one ei...\n",
       "16    bye! do not look, come or think of coming back...\n",
       "17    redirect conversation: voydan pop georgiev - c...\n",
       "18    the mitsurugi point made no sense - why do not...\n",
       "19    i do not want to disturb you i see you write s...\n",
       "Name: comment_text, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Number of features 616774\n"
     ]
    }
   ],
   "source": [
    "#training_3rd_vis = pd.read_csv('cleaned_final_train_clean.csv')\n",
    "training_3rd_vis = pd.read_csv('clean_train_aug_third.csv')\n",
    "\n",
    "display(training_3rd_vis[\"comment_text\"].head(n=20))\n",
    "n_records_features_vis_3rd = len(training_3rd_vis)\n",
    "print(\" Number of features {}\".format(n_records_features_vis_3rd))\n",
    "train = 'clean_train_aug_third.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_list = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 150000\n",
      "dropout_rate: 0.5\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 5]\n",
      "es_min_delta: 0\n",
      "learning_rate: 0.001\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 200\n",
      "epochs: 1\n",
      "cnn_filter_sizes: [512, 512, 32]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 250\n",
      "stop_early: False\n",
      "embedding_trainable: False\n",
      "\n",
      "Fitting tokenizer...\n",
      "Tokenizer fitted!\n",
      "Preparing data...\n",
      "train_text_temp shape (616774, 250) and train_labels_temp shape (616774, 6)\n",
      " ---- \n",
      "train_text shape (616774, 250) and train_labels shape (616774, 6)\n",
      "Data prepared!\n",
      "Loading embeddings...\n",
      "Embeddings loaded!\n",
      "Building model graph...\n",
      "WARNING:tensorflow:From /usr/local/lib/python2.7/dist-packages/tensorflow/python/util/deprecation.py:497: calling conv1d (from tensorflow.python.ops.nn_ops) with data_format=NHWC is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "`NHWC` for data_format is deprecated, use `NWC` instead\n",
      "Training model...\n",
      "Train on 555097 samples, validate on 61677 samples\n",
      "Epoch 1/1\n",
      " - 1100s - loss: 0.0638 - acc: 0.9784 - val_loss: 0.0500 - val_acc: 0.9815\n",
      "\n",
      "Epoch 00001: val_loss improved from inf to 0.05001, saving model to models/aug_gruconv_twitter0_model.h5\n",
      "Epoch 0 logloss 0.0500063290481 best_logloss -1, ROC_AUC 0.980273843949\n",
      "Train on 555097 samples, validate on 61677 samples\n",
      "Epoch 1/1\n",
      " - 1096s - loss: 0.0510 - acc: 0.9817 - val_loss: 0.0469 - val_acc: 0.9824\n",
      "\n",
      "Epoch 00001: val_loss improved from 0.05001 to 0.04690, saving model to models/aug_gruconv_twitter0_model.h5\n",
      "Epoch 1 logloss 0.0469013925595 best_logloss 0.0500063290481, ROC_AUC 0.983500567646\n",
      "Train on 555097 samples, validate on 61677 samples\n",
      "Epoch 1/1\n",
      " - 1095s - loss: 0.0470 - acc: 0.9826 - val_loss: 0.0442 - val_acc: 0.9833\n",
      "\n",
      "Epoch 00001: val_loss improved from 0.04690 to 0.04416, saving model to models/aug_gruconv_twitter0_model.h5\n",
      "Epoch 2 logloss 0.0441699345227 best_logloss 0.0469013925595, ROC_AUC 0.986254057322\n",
      "Train on 555097 samples, validate on 61677 samples\n",
      "Epoch 1/1\n",
      " - 1094s - loss: 0.0440 - acc: 0.9834 - val_loss: 0.0415 - val_acc: 0.9843\n",
      "\n",
      "Epoch 00001: val_loss improved from 0.04416 to 0.04150, saving model to models/aug_gruconv_twitter0_model.h5\n"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'aug_gruconv_twitter'\n",
    "debias_random_model = ToxModel()\n",
    "debias_random_model.train(2,train, text_column = 'comment_text', toxic = 'toxic', severe_toxic = 'severe_toxic', obscene = 'obscene', threat = 'threat', insult = 'insult', identity_hate = 'identity_hate', model_name = MODEL_NAME, model_list = model_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_test = pd.read_csv('cleaned_test_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>comment_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
       "      <td>yo bitch ja rule succesful ever whats hating s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0000247867823ef7</td>\n",
       "      <td>rfc title fine imo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00013b17ad220c46</td>\n",
       "      <td>sources zawe ashton lapland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00017563c3f7919a</td>\n",
       "      <td>look back source information updated correct f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00017695ad8997eb</td>\n",
       "      <td>anonymously edit articles</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                                       comment_text\n",
       "0  00001cee341fdb12  yo bitch ja rule succesful ever whats hating s...\n",
       "1  0000247867823ef7                                 rfc title fine imo\n",
       "2  00013b17ad220c46                        sources zawe ashton lapland\n",
       "3  00017563c3f7919a  look back source information updated correct f...\n",
       "4  00017695ad8997eb                          anonymously edit articles"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 195121\n",
      "dropout_rate: 0.5\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 0.001\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 300\n",
      "epochs: 1\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 150\n",
      "stop_early: False\n",
      "embedding_trainable: False\n",
      "\n",
      "loading embeddings\n",
      "embeddings loaded\n"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'concat_bigru'\n",
    "debias_random_model = ToxModel()\n",
    "debias_random_model.predict_test(2,train, text_column = 'comment_text', toxic = 'toxic', severe_toxic = 'severe_toxic', obscene = 'obscene', threat = 'threat', insult = 'insult', identity_hate = 'identity_hate', model_name = MODEL_NAME, model_list = model_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras.models import load_model\n",
    "import os\n",
    "model_list = []\n",
    "for fold_id in range(0, 10):\n",
    "    model_path = 'augmentori_gru_lstm' + str(fold_id)\n",
    "    model = load_model(\n",
    "        os.path.join('models', '%s_model.h5' % model_path))\n",
    "    model_list.append(model)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras.models import load_model\n",
    "import numpy as np\n",
    "import os\n",
    "model_list = []\n",
    "for fold_id in range(0, 10):\n",
    "    model_path = 'augmentori_gru_lstm' + str(fold_id)\n",
    "    model = load_model(\n",
    "        os.path.join('models', '%s_model.h5' % model_path))\n",
    "    model_path = os.path.join('models', \"model{0}_weights.npy\".format(fold_id))\n",
    "    weights = np.load(model_path)\n",
    "    model.set_weights(weights)\n",
    "    model_list.append(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras.preprocessing.sequence import pad_sequences\n",
    "import cPickle\n",
    "import os\n",
    "def prep_text(texts):\n",
    "    \"\"\"Turns text into into padded sequences.\n",
    "\n",
    "    The tokenizer must be initialized before calling this method.\n",
    "\n",
    "    Args:\n",
    "      texts: Sequence of text strings.\n",
    "\n",
    "    Returns:\n",
    "      A tokenized and padded text sequence as a model input.\n",
    "    \"\"\"\n",
    "    model_name = 'augmentori_gru_lstm'\n",
    "    tokenizer = cPickle.load(\n",
    "        open(\n",
    "            os.path.join('models', '%s_tokenizer.pkl' % model_name),\n",
    "            'rb'))\n",
    "    text_sequences = tokenizer.texts_to_sequences(texts)\n",
    "    return pad_sequences(\n",
    "        text_sequences, maxlen=250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "total_meta = []\n",
    "meta_train = pd.read_csv('final_train.csv')\n",
    "X_test = meta_train['comment_text']\n",
    "X_test = prep_text(X_test)\n",
    "X= X_test\n",
    "fold_size = len(X) // 10\n",
    "for fold_id in range(0, 10):\n",
    "    fold_start = fold_size * fold_id\n",
    "    fold_end = fold_start + fold_size\n",
    "            \n",
    "    if fold_id == 10 - 1:\n",
    "        fold_end = len(X)\n",
    "\n",
    "    train_x = np.concatenate([X[:fold_start], X[fold_end:]])\n",
    "\n",
    "    val_x = X[fold_start:fold_end]\n",
    "          \n",
    "    meta = model_list[fold_id].predict(val_x, batch_size=128)\n",
    "    if (fold_id == 0):\n",
    "        total_meta = meta\n",
    "    else:\n",
    "        total_meta = np.concatenate((total_meta, meta), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "label_cols = ['toxic', 'severe_toxic', 'obscene', 'threat', 'insult', 'identity_hate']\n",
    "subm = pd.read_csv('sample_submission.csv')\n",
    "submid = pd.DataFrame({'id': subm[\"id\"]})\n",
    "total_meta_data = pd.concat([submid, pd.DataFrame(total_meta, columns = label_cols)], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
       "      <td>5.298672e-07</td>\n",
       "      <td>1.361637e-10</td>\n",
       "      <td>7.528020e-09</td>\n",
       "      <td>3.818864e-10</td>\n",
       "      <td>3.872117e-08</td>\n",
       "      <td>7.897755e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0000247867823ef7</td>\n",
       "      <td>2.175462e-06</td>\n",
       "      <td>2.507667e-09</td>\n",
       "      <td>3.737669e-08</td>\n",
       "      <td>7.730432e-10</td>\n",
       "      <td>1.419462e-07</td>\n",
       "      <td>1.429161e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00013b17ad220c46</td>\n",
       "      <td>1.382709e-02</td>\n",
       "      <td>1.843092e-07</td>\n",
       "      <td>4.588822e-06</td>\n",
       "      <td>1.099868e-08</td>\n",
       "      <td>9.896796e-06</td>\n",
       "      <td>1.191894e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00017563c3f7919a</td>\n",
       "      <td>4.313957e-07</td>\n",
       "      <td>9.578123e-11</td>\n",
       "      <td>6.308026e-09</td>\n",
       "      <td>3.524564e-10</td>\n",
       "      <td>3.479985e-08</td>\n",
       "      <td>8.696782e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00017695ad8997eb</td>\n",
       "      <td>2.839943e-06</td>\n",
       "      <td>5.312022e-09</td>\n",
       "      <td>1.006481e-07</td>\n",
       "      <td>1.515298e-09</td>\n",
       "      <td>3.593553e-07</td>\n",
       "      <td>2.260464e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0001ea8717f6de06</td>\n",
       "      <td>2.226181e-06</td>\n",
       "      <td>1.201818e-08</td>\n",
       "      <td>6.024056e-08</td>\n",
       "      <td>2.033103e-09</td>\n",
       "      <td>2.641394e-07</td>\n",
       "      <td>3.800403e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>00024115d4cbde0f</td>\n",
       "      <td>9.997441e-01</td>\n",
       "      <td>9.550502e-04</td>\n",
       "      <td>9.863858e-01</td>\n",
       "      <td>2.469440e-08</td>\n",
       "      <td>9.533083e-01</td>\n",
       "      <td>2.931226e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000247e83dcc1211</td>\n",
       "      <td>7.835670e-05</td>\n",
       "      <td>3.863176e-08</td>\n",
       "      <td>1.403170e-07</td>\n",
       "      <td>7.525878e-10</td>\n",
       "      <td>6.863291e-07</td>\n",
       "      <td>3.154716e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>00025358d4737918</td>\n",
       "      <td>6.994727e-07</td>\n",
       "      <td>4.960894e-10</td>\n",
       "      <td>1.851791e-08</td>\n",
       "      <td>6.080487e-10</td>\n",
       "      <td>4.313723e-08</td>\n",
       "      <td>7.851165e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>00026d1092fe71cc</td>\n",
       "      <td>1.341810e-06</td>\n",
       "      <td>1.451595e-09</td>\n",
       "      <td>2.378028e-08</td>\n",
       "      <td>4.642549e-10</td>\n",
       "      <td>8.334749e-08</td>\n",
       "      <td>4.743154e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0002eadc3b301559</td>\n",
       "      <td>1.986370e-06</td>\n",
       "      <td>9.781389e-11</td>\n",
       "      <td>1.483516e-07</td>\n",
       "      <td>1.452800e-09</td>\n",
       "      <td>9.736061e-08</td>\n",
       "      <td>1.490874e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0002f87b16116a7f</td>\n",
       "      <td>9.599260e-06</td>\n",
       "      <td>1.724384e-08</td>\n",
       "      <td>1.678981e-07</td>\n",
       "      <td>2.372269e-09</td>\n",
       "      <td>4.836497e-07</td>\n",
       "      <td>2.098017e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0003806b11932181</td>\n",
       "      <td>5.253562e-06</td>\n",
       "      <td>1.791848e-09</td>\n",
       "      <td>2.810255e-08</td>\n",
       "      <td>2.835796e-10</td>\n",
       "      <td>1.509382e-07</td>\n",
       "      <td>5.707657e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0003e1cccfd5a40a</td>\n",
       "      <td>6.555797e-05</td>\n",
       "      <td>1.222377e-09</td>\n",
       "      <td>1.898613e-07</td>\n",
       "      <td>2.528772e-09</td>\n",
       "      <td>1.271750e-06</td>\n",
       "      <td>1.798481e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>00059ace3e3e9a53</td>\n",
       "      <td>1.116358e-06</td>\n",
       "      <td>2.017020e-09</td>\n",
       "      <td>1.635940e-08</td>\n",
       "      <td>5.346498e-10</td>\n",
       "      <td>6.028953e-08</td>\n",
       "      <td>9.067921e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000634272d0d44eb</td>\n",
       "      <td>4.985952e-07</td>\n",
       "      <td>1.461743e-10</td>\n",
       "      <td>8.767838e-09</td>\n",
       "      <td>4.608355e-10</td>\n",
       "      <td>5.436491e-08</td>\n",
       "      <td>1.309162e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000663aff0fffc80</td>\n",
       "      <td>9.267725e-01</td>\n",
       "      <td>1.172730e-06</td>\n",
       "      <td>6.477467e-04</td>\n",
       "      <td>7.028744e-07</td>\n",
       "      <td>3.404405e-04</td>\n",
       "      <td>8.409886e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000689dd34e20979</td>\n",
       "      <td>2.733972e-06</td>\n",
       "      <td>6.897238e-09</td>\n",
       "      <td>3.611359e-08</td>\n",
       "      <td>1.012735e-09</td>\n",
       "      <td>1.205138e-07</td>\n",
       "      <td>1.165219e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000834769115370c</td>\n",
       "      <td>1.094949e-06</td>\n",
       "      <td>1.486072e-09</td>\n",
       "      <td>2.094767e-08</td>\n",
       "      <td>7.656855e-10</td>\n",
       "      <td>7.583320e-08</td>\n",
       "      <td>9.852114e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000844b52dee5f3f</td>\n",
       "      <td>1.726998e-06</td>\n",
       "      <td>7.215361e-10</td>\n",
       "      <td>1.978880e-08</td>\n",
       "      <td>3.698216e-10</td>\n",
       "      <td>1.246003e-07</td>\n",
       "      <td>8.946820e-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id         toxic  severe_toxic       obscene        threat  \\\n",
       "0   00001cee341fdb12  5.298672e-07  1.361637e-10  7.528020e-09  3.818864e-10   \n",
       "1   0000247867823ef7  2.175462e-06  2.507667e-09  3.737669e-08  7.730432e-10   \n",
       "2   00013b17ad220c46  1.382709e-02  1.843092e-07  4.588822e-06  1.099868e-08   \n",
       "3   00017563c3f7919a  4.313957e-07  9.578123e-11  6.308026e-09  3.524564e-10   \n",
       "4   00017695ad8997eb  2.839943e-06  5.312022e-09  1.006481e-07  1.515298e-09   \n",
       "5   0001ea8717f6de06  2.226181e-06  1.201818e-08  6.024056e-08  2.033103e-09   \n",
       "6   00024115d4cbde0f  9.997441e-01  9.550502e-04  9.863858e-01  2.469440e-08   \n",
       "7   000247e83dcc1211  7.835670e-05  3.863176e-08  1.403170e-07  7.525878e-10   \n",
       "8   00025358d4737918  6.994727e-07  4.960894e-10  1.851791e-08  6.080487e-10   \n",
       "9   00026d1092fe71cc  1.341810e-06  1.451595e-09  2.378028e-08  4.642549e-10   \n",
       "10  0002eadc3b301559  1.986370e-06  9.781389e-11  1.483516e-07  1.452800e-09   \n",
       "11  0002f87b16116a7f  9.599260e-06  1.724384e-08  1.678981e-07  2.372269e-09   \n",
       "12  0003806b11932181  5.253562e-06  1.791848e-09  2.810255e-08  2.835796e-10   \n",
       "13  0003e1cccfd5a40a  6.555797e-05  1.222377e-09  1.898613e-07  2.528772e-09   \n",
       "14  00059ace3e3e9a53  1.116358e-06  2.017020e-09  1.635940e-08  5.346498e-10   \n",
       "15  000634272d0d44eb  4.985952e-07  1.461743e-10  8.767838e-09  4.608355e-10   \n",
       "16  000663aff0fffc80  9.267725e-01  1.172730e-06  6.477467e-04  7.028744e-07   \n",
       "17  000689dd34e20979  2.733972e-06  6.897238e-09  3.611359e-08  1.012735e-09   \n",
       "18  000834769115370c  1.094949e-06  1.486072e-09  2.094767e-08  7.656855e-10   \n",
       "19  000844b52dee5f3f  1.726998e-06  7.215361e-10  1.978880e-08  3.698216e-10   \n",
       "\n",
       "          insult  identity_hate  \n",
       "0   3.872117e-08   7.897755e-10  \n",
       "1   1.419462e-07   1.429161e-09  \n",
       "2   9.896796e-06   1.191894e-07  \n",
       "3   3.479985e-08   8.696782e-10  \n",
       "4   3.593553e-07   2.260464e-09  \n",
       "5   2.641394e-07   3.800403e-09  \n",
       "6   9.533083e-01   2.931226e-05  \n",
       "7   6.863291e-07   3.154716e-09  \n",
       "8   4.313723e-08   7.851165e-10  \n",
       "9   8.334749e-08   4.743154e-10  \n",
       "10  9.736061e-08   1.490874e-08  \n",
       "11  4.836497e-07   2.098017e-09  \n",
       "12  1.509382e-07   5.707657e-10  \n",
       "13  1.271750e-06   1.798481e-08  \n",
       "14  6.028953e-08   9.067921e-10  \n",
       "15  5.436491e-08   1.309162e-09  \n",
       "16  3.404405e-04   8.409886e-06  \n",
       "17  1.205138e-07   1.165219e-09  \n",
       "18  7.583320e-08   9.852114e-10  \n",
       "19  1.246003e-07   8.946820e-10  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(total_meta_data.head(n=20))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "total_meta_data.to_csv('augmentori_meta_grulstmCV_nopretrain.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
       "      <td>0.999538</td>\n",
       "      <td>6.181733e-01</td>\n",
       "      <td>0.997640</td>\n",
       "      <td>5.096922e-02</td>\n",
       "      <td>9.898657e-01</td>\n",
       "      <td>3.255197e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0000247867823ef7</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>1.247423e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>4.708379e-08</td>\n",
       "      <td>2.553956e-06</td>\n",
       "      <td>1.125692e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00013b17ad220c46</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>1.836647e-06</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>6.441840e-07</td>\n",
       "      <td>1.196271e-05</td>\n",
       "      <td>7.204705e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00017563c3f7919a</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>2.737614e-07</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>1.778666e-07</td>\n",
       "      <td>1.700491e-06</td>\n",
       "      <td>5.387048e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00017695ad8997eb</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>9.784006e-06</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>2.973163e-06</td>\n",
       "      <td>2.222102e-05</td>\n",
       "      <td>6.399844e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0001ea8717f6de06</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>1.483309e-06</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>9.474676e-07</td>\n",
       "      <td>1.413156e-05</td>\n",
       "      <td>4.073511e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>00024115d4cbde0f</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>6.720049e-07</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>7.150590e-07</td>\n",
       "      <td>9.158607e-06</td>\n",
       "      <td>1.265853e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000247e83dcc1211</td>\n",
       "      <td>0.295549</td>\n",
       "      <td>2.245386e-04</td>\n",
       "      <td>0.005013</td>\n",
       "      <td>3.404184e-06</td>\n",
       "      <td>6.566032e-03</td>\n",
       "      <td>1.335455e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>00025358d4737918</td>\n",
       "      <td>0.029627</td>\n",
       "      <td>5.836995e-06</td>\n",
       "      <td>0.000559</td>\n",
       "      <td>3.917941e-07</td>\n",
       "      <td>1.921604e-03</td>\n",
       "      <td>1.296143e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>00026d1092fe71cc</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>1.825587e-07</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>4.109103e-07</td>\n",
       "      <td>1.300620e-06</td>\n",
       "      <td>3.998649e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0002eadc3b301559</td>\n",
       "      <td>0.524255</td>\n",
       "      <td>5.303777e-04</td>\n",
       "      <td>0.273319</td>\n",
       "      <td>2.110697e-05</td>\n",
       "      <td>5.117643e-03</td>\n",
       "      <td>2.119174e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0002f87b16116a7f</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>4.553926e-07</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>4.885462e-08</td>\n",
       "      <td>7.590138e-06</td>\n",
       "      <td>1.153923e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0003806b11932181</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>7.794360e-08</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>4.036658e-08</td>\n",
       "      <td>9.041725e-07</td>\n",
       "      <td>3.523835e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0003e1cccfd5a40a</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>7.491968e-08</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2.737765e-08</td>\n",
       "      <td>2.101176e-06</td>\n",
       "      <td>5.336782e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>00059ace3e3e9a53</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>8.513661e-08</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>3.299682e-08</td>\n",
       "      <td>7.087185e-07</td>\n",
       "      <td>3.470930e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000634272d0d44eb</td>\n",
       "      <td>0.000244</td>\n",
       "      <td>9.864972e-07</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>1.876895e-07</td>\n",
       "      <td>1.923671e-05</td>\n",
       "      <td>2.114261e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000663aff0fffc80</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>2.570370e-06</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>4.309317e-07</td>\n",
       "      <td>1.627778e-05</td>\n",
       "      <td>1.190652e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000689dd34e20979</td>\n",
       "      <td>0.000038</td>\n",
       "      <td>2.113363e-07</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>3.975727e-08</td>\n",
       "      <td>2.643774e-06</td>\n",
       "      <td>8.087368e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000834769115370c</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>1.898640e-07</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>6.959656e-08</td>\n",
       "      <td>2.387771e-06</td>\n",
       "      <td>4.670644e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000844b52dee5f3f</td>\n",
       "      <td>0.001022</td>\n",
       "      <td>1.203353e-05</td>\n",
       "      <td>0.000202</td>\n",
       "      <td>9.268087e-06</td>\n",
       "      <td>1.202526e-04</td>\n",
       "      <td>9.806483e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id     toxic  severe_toxic   obscene        threat  \\\n",
       "0   00001cee341fdb12  0.999538  6.181733e-01  0.997640  5.096922e-02   \n",
       "1   0000247867823ef7  0.000013  1.247423e-07  0.000003  4.708379e-08   \n",
       "2   00013b17ad220c46  0.000055  1.836647e-06  0.000020  6.441840e-07   \n",
       "3   00017563c3f7919a  0.000013  2.737614e-07  0.000003  1.778666e-07   \n",
       "4   00017695ad8997eb  0.000919  9.784006e-06  0.000113  2.973163e-06   \n",
       "5   0001ea8717f6de06  0.000131  1.483309e-06  0.000048  9.474676e-07   \n",
       "6   00024115d4cbde0f  0.000043  6.720049e-07  0.000012  7.150590e-07   \n",
       "7   000247e83dcc1211  0.295549  2.245386e-04  0.005013  3.404184e-06   \n",
       "8   00025358d4737918  0.029627  5.836995e-06  0.000559  3.917941e-07   \n",
       "9   00026d1092fe71cc  0.000014  1.825587e-07  0.000002  4.109103e-07   \n",
       "10  0002eadc3b301559  0.524255  5.303777e-04  0.273319  2.110697e-05   \n",
       "11  0002f87b16116a7f  0.000080  4.553926e-07  0.000031  4.885462e-08   \n",
       "12  0003806b11932181  0.000015  7.794360e-08  0.000005  4.036658e-08   \n",
       "13  0003e1cccfd5a40a  0.000027  7.491968e-08  0.000004  2.737765e-08   \n",
       "14  00059ace3e3e9a53  0.000009  8.513661e-08  0.000002  3.299682e-08   \n",
       "15  000634272d0d44eb  0.000244  9.864972e-07  0.000035  1.876895e-07   \n",
       "16  000663aff0fffc80  0.000202  2.570370e-06  0.000085  4.309317e-07   \n",
       "17  000689dd34e20979  0.000038  2.113363e-07  0.000012  3.975727e-08   \n",
       "18  000834769115370c  0.000034  1.898640e-07  0.000011  6.959656e-08   \n",
       "19  000844b52dee5f3f  0.001022  1.203353e-05  0.000202  9.268087e-06   \n",
       "\n",
       "          insult  identity_hate  \n",
       "0   9.898657e-01   3.255197e-01  \n",
       "1   2.553956e-06   1.125692e-06  \n",
       "2   1.196271e-05   7.204705e-06  \n",
       "3   1.700491e-06   5.387048e-07  \n",
       "4   2.222102e-05   6.399844e-06  \n",
       "5   1.413156e-05   4.073511e-06  \n",
       "6   9.158607e-06   1.265853e-06  \n",
       "7   6.566032e-03   1.335455e-04  \n",
       "8   1.921604e-03   1.296143e-05  \n",
       "9   1.300620e-06   3.998649e-07  \n",
       "10  5.117643e-03   2.119174e-05  \n",
       "11  7.590138e-06   1.153923e-05  \n",
       "12  9.041725e-07   3.523835e-07  \n",
       "13  2.101176e-06   5.336782e-07  \n",
       "14  7.087185e-07   3.470930e-07  \n",
       "15  1.923671e-05   2.114261e-06  \n",
       "16  1.627778e-05   1.190652e-05  \n",
       "17  2.643774e-06   8.087368e-07  \n",
       "18  2.387771e-06   4.670644e-07  \n",
       "19  1.202526e-04   9.806483e-06  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(153164, 7)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_predicts = pd.read_csv('gru_cv_output.csv')\n",
    "display(test_predicts.head(n=20))\n",
    "test_predicts.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 50000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 7e-05\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 300\n",
      "epochs: 50\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 250\n",
      "stop_early: True\n",
      "embedding_trainable: False\n",
      "\n",
      "Fitting tokenizer...\n",
      "Tokenizer fitted!\n",
      "Preparing data...\n",
      "train_text_temp shape (159571, 250) and train_labels_temp shape (159571, 4)\n",
      " ---- \n",
      "valid_text shape (15958, 250) and valid_labels shape (15958, 4)\n",
      "train_text shape (143613, 250) and train_labels shape (143613, 4)\n",
      "Data prepared!\n",
      "Loading embeddings...\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nicknamer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "songfulness not in vocabulary\n",
      "Elonore not in vocabulary\n",
      "homager not in vocabulary\n",
      "forebodingness not in vocabulary\n",
      " not in vocabulary\n",
      "Fredek not in vocabulary\n",
      " not in vocabulary\n",
      "Evaleen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "troths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Agnesse not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inchoates not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Sherlocke not in vocabulary\n",
      " not in vocabulary\n",
      "attributer not in vocabulary\n",
      " not in vocabulary\n",
      "unharnesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Saraann not in vocabulary\n",
      "philanders not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "matricides not in vocabulary\n",
      "crossbarred not in vocabulary\n",
      "Natka not in vocabulary\n",
      "barning not in vocabulary\n",
      "victoriousness not in vocabulary\n",
      "Ingaborg not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "objectionableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wimpled not in vocabulary\n",
      "filibusterer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "wickerworks not in vocabulary\n",
      " not in vocabulary\n",
      "codeines not in vocabulary\n",
      "reedits not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "classicisms not in vocabulary\n",
      " not in vocabulary\n",
      "venireman not in vocabulary\n",
      " not in vocabulary\n",
      "curfs not in vocabulary\n",
      "troublesomeness not in vocabulary\n",
      "impracticableness not in vocabulary\n",
      "selenography not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wickerworks not in vocabulary\n",
      "journalisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bestubble not in vocabulary\n",
      "windwards not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "carillonning not in vocabulary\n",
      "Rivalee not in vocabulary\n",
      "aromaticness not in vocabulary\n",
      "gracefuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "zigzagger not in vocabulary\n",
      "underregistration not in vocabulary\n",
      "mananas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "junketeer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "anonymousness not in vocabulary\n",
      "excusableness not in vocabulary\n",
      " not in vocabulary\n",
      "cassavas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paraplegias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "belligerences not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "hosteler not in vocabulary\n",
      "Noelyn not in vocabulary\n",
      "Anatola not in vocabulary\n",
      " not in vocabulary\n",
      "Gavrielle not in vocabulary\n",
      "baloneys not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "antiabortionist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Morganica not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mistruster not in vocabulary\n",
      "Chanukahs not in vocabulary\n",
      " not in vocabulary\n",
      "scratchily not in vocabulary\n",
      "nicknamer not in vocabulary\n",
      "ultimateness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "insolubleness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ramadans not in vocabulary\n",
      " not in vocabulary\n",
      "Vilyui not in vocabulary\n",
      "Morgun not in vocabulary\n",
      " not in vocabulary\n",
      "histochemic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Corrianne not in vocabulary\n",
      "pitchstone not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ranees not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "camerawomen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hairsplitter not in vocabulary\n",
      "conservatisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypothalami not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mutably not in vocabulary\n",
      "winemaster not in vocabulary\n",
      "detestableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ellette not in vocabulary\n",
      " not in vocabulary\n",
      "interbreeds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dolefuller not in vocabulary\n",
      "differer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "inexhaustibleness not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      "cannibalisms not in vocabulary\n",
      "Confucianisms not in vocabulary\n",
      "rarebits not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "halalled not in vocabulary\n",
      " not in vocabulary\n",
      "Visakhapatnams not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "alluvials not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wolfishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "barbwires not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unresistant not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Filberto not in vocabulary\n",
      " not in vocabulary\n",
      "callows not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "matricidal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Norean not in vocabulary\n",
      " not in vocabulary\n",
      "embattle not in vocabulary\n",
      "gracefullest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pamperer not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      "Tawsha not in vocabulary\n",
      "anonymities not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Shandie not in vocabulary\n",
      " not in vocabulary\n",
      "catercorner not in vocabulary\n",
      "presentableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Petkiewicz not in vocabulary\n",
      "loyaler not in vocabulary\n",
      " not in vocabulary\n",
      "incorrigibleness not in vocabulary\n",
      " not in vocabulary\n",
      "ceaselessness not in vocabulary\n",
      " not in vocabulary\n",
      "Hejiras not in vocabulary\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonindependent not in vocabulary\n",
      "Michaelina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "campanological not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dissipatedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "musicianships not in vocabulary\n",
      "mahjongs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "campanologist not in vocabulary\n",
      " not in vocabulary\n",
      "reprinter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Christianizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dyslexically not in vocabulary\n",
      "preluder not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "moderatenesses not in vocabulary\n",
      "Ingamar not in vocabulary\n",
      "jiujitsus not in vocabulary\n",
      "subcomputation not in vocabulary\n",
      " not in vocabulary\n",
      "archfiends not in vocabulary\n",
      " not in vocabulary\n",
      "foxtrotting not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      "adverseness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Maurise not in vocabulary\n",
      " not in vocabulary\n",
      "swampiest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "undergrounder not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Husains not in vocabulary\n",
      "jurisprudences not in vocabulary\n",
      " not in vocabulary\n",
      "prospectiveness not in vocabulary\n",
      "whitings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ergophobia not in vocabulary\n",
      "Joseito not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lamebrains not in vocabulary\n",
      " not in vocabulary\n",
      "Fanchette not in vocabulary\n",
      "metalanguages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "miscopying not in vocabulary\n",
      " not in vocabulary\n",
      "featherbrain not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Winehead not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "austereness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imperfectability not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "empaneling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gabbiness not in vocabulary\n",
      "irenics not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Galahads not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rookiest not in vocabulary\n",
      " not in vocabulary\n",
      "barefacedness not in vocabulary\n",
      "Menkalinan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sosanna not in vocabulary\n",
      "radiopasteurization not in vocabulary\n",
      "Oderbergs not in vocabulary\n",
      "Doralia not in vocabulary\n",
      "filterer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Italianates not in vocabulary\n",
      "petrologist not in vocabulary\n",
      "Guntar not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "hajjes not in vocabulary\n",
      "hajjes not in vocabulary\n",
      "hajjes not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "obiing not in vocabulary\n",
      "Davidde not in vocabulary\n",
      " not in vocabulary\n",
      "deerstalkers not in vocabulary\n",
      "trisector not in vocabulary\n",
      "Donaugh not in vocabulary\n",
      "Zubeneschamali not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "columnize not in vocabulary\n",
      "falterer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "blacklister not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pachysandras not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "serviceableness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "deferrer not in vocabulary\n",
      " not in vocabulary\n",
      "disguiser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "unravellings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Agnella not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "carrions not in vocabulary\n",
      "dilapidates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "homophobias not in vocabulary\n",
      "misstater not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Duky not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gunnysacks not in vocabulary\n",
      "seditiousness not in vocabulary\n",
      "remorses not in vocabulary\n",
      "anticked not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "deerstalking not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "grumpinesses not in vocabulary\n",
      " not in vocabulary\n",
      "Kettie not in vocabulary\n",
      "Johnath not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "isomerisms not in vocabulary\n",
      "cumulonimbi not in vocabulary\n",
      "bedevilments not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "searer not in vocabulary\n",
      "OHiggins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "buckrams not in vocabulary\n",
      "Nevadian not in vocabulary\n",
      " not in vocabulary\n",
      "hammier not in vocabulary\n",
      "deleteriousness not in vocabulary\n",
      "foremasts not in vocabulary\n",
      " not in vocabulary\n",
      "conservatisms not in vocabulary\n",
      "detailedness not in vocabulary\n",
      "cliometrician not in vocabulary\n",
      " not in vocabulary\n",
      "underenumeration not in vocabulary\n",
      "mananas not in vocabulary\n",
      " not in vocabulary\n",
      "savoringly not in vocabulary\n",
      " not in vocabulary\n",
      "muddily not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autorepeats not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gabriellia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "traffickings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "communisms not in vocabulary\n",
      " not in vocabulary\n",
      "sackcloths not in vocabulary\n",
      "Modestia not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cherisher not in vocabulary\n",
      " not in vocabulary\n",
      "buttoner not in vocabulary\n",
      "homeostases not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "plutoniums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fustians not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dumbnesses not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      "quackish not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "benefiter not in vocabulary\n",
      " not in vocabulary\n",
      "towardliness not in vocabulary\n",
      " not in vocabulary\n",
      "demonstrativenesses not in vocabulary\n",
      "gonion not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tutelaries not in vocabulary\n",
      " not in vocabulary\n",
      "Delcine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      "Ratfor not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "homeomorph not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "brainteasing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Heinrik not in vocabulary\n",
      " not in vocabulary\n",
      "patenter not in vocabulary\n",
      "handbarrow not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "godding not in vocabulary\n",
      " not in vocabulary\n",
      "supplely not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      "Arianist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "zigzagger not in vocabulary\n",
      "Exchequers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Jurua not in vocabulary\n",
      " not in vocabulary\n",
      "chanciness not in vocabulary\n",
      " not in vocabulary\n",
      "maydays not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "trinketed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "outargued not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "bluffness not in vocabulary\n",
      "whippletrees not in vocabulary\n",
      "baconer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "babels not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "angelicas not in vocabulary\n",
      "cartages not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "familiarizer not in vocabulary\n",
      " not in vocabulary\n",
      "Walliw not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "desirabilia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "timothies not in vocabulary\n",
      " not in vocabulary\n",
      "differer not in vocabulary\n",
      "Ingeberg not in vocabulary\n",
      "pitchstone not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Loutitia not in vocabulary\n",
      "sixshooter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Minnaminnie not in vocabulary\n",
      "populisms not in vocabulary\n",
      "Sidonnie not in vocabulary\n",
      "vintager not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Jillana not in vocabulary\n",
      "Gayel not in vocabulary\n",
      " not in vocabulary\n",
      "fortieths not in vocabulary\n",
      "motioner not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "perpend not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "becked not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "sadisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tsitsihar not in vocabulary\n",
      "agapes not in vocabulary\n",
      "Karlotte not in vocabulary\n",
      "tauts not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "sectionalisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "plainclothesman not in vocabulary\n",
      " not in vocabulary\n",
      "handbarrow not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "verticess not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Jurua not in vocabulary\n",
      " not in vocabulary\n",
      "Hurleigh not in vocabulary\n",
      "Amandie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "soapboxed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Caritta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overbooks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Isahella not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "anaphorically not in vocabulary\n",
      " not in vocabulary\n",
      "Netzahualcoyotl not in vocabulary\n",
      " not in vocabulary\n",
      "shanghais not in vocabulary\n",
      " not in vocabulary\n",
      "remorses not in vocabulary\n",
      "retrovision not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "palatines not in vocabulary\n",
      "Puritanisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "misguidedness not in vocabulary\n",
      "Wilone not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "intraindustry not in vocabulary\n",
      " not in vocabulary\n",
      "muleskinners not in vocabulary\n",
      " not in vocabulary\n",
      "interindustry not in vocabulary\n",
      "bariums not in vocabulary\n",
      "moper not in vocabulary\n",
      " not in vocabulary\n",
      "denunciates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ceders not in vocabulary\n",
      " not in vocabulary\n",
      "fusser not in vocabulary\n",
      " not in vocabulary\n",
      "Dalenna not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cunnings not in vocabulary\n",
      "revet not in vocabulary\n",
      " not in vocabulary\n",
      "dinnertimes not in vocabulary\n",
      "imponderableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "earwigged not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "beribbon not in vocabulary\n",
      "parturitions not in vocabulary\n",
      " not in vocabulary\n",
      "insentience not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paludal not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ngaliema not in vocabulary\n",
      "paraphraser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sickishness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Pyhrric not in vocabulary\n",
      " not in vocabulary\n",
      "misdoes not in vocabulary\n",
      " not in vocabulary\n",
      "hdqrs not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      " not in vocabulary\n",
      "Hollyanne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Korella not in vocabulary\n",
      " not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      "desirabilia not in vocabulary\n",
      " not in vocabulary\n",
      "shantis not in vocabulary\n",
      "opennesses not in vocabulary\n",
      "Nazisms not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      "abater not in vocabulary\n",
      "biophysic not in vocabulary\n",
      "Koressa not in vocabulary\n",
      "idolizer not in vocabulary\n",
      "bulldogger not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paperiness not in vocabulary\n",
      " not in vocabulary\n",
      "Othilie not in vocabulary\n",
      "honorarily not in vocabulary\n",
      "Annabal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "scolder not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Datamedia not in vocabulary\n",
      " not in vocabulary\n",
      "equiproportionality not in vocabulary\n",
      "remorsefulness not in vocabulary\n",
      " not in vocabulary\n",
      "determinativeness not in vocabulary\n",
      " not in vocabulary\n",
      "brackishness not in vocabulary\n",
      " not in vocabulary\n",
      "Betteann not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Styrofoams not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shurwood not in vocabulary\n",
      "shakably not in vocabulary\n",
      "bibliographics not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Eada not in vocabulary\n",
      "motioner not in vocabulary\n",
      "selenography not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "busgirl not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "venously not in vocabulary\n",
      "arrayer not in vocabulary\n",
      "tortoni not in vocabulary\n",
      " not in vocabulary\n",
      "carbuncular not in vocabulary\n",
      "ipecacs not in vocabulary\n",
      "rakishness not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ohos not in vocabulary\n",
      " not in vocabulary\n",
      "Reginauld not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kettie not in vocabulary\n",
      "agreers not in vocabulary\n",
      " not in vocabulary\n",
      "Francyne not in vocabulary\n",
      " not in vocabulary\n",
      "cholers not in vocabulary\n",
      " not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      "attentionality not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "peasanthood not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "outfaced not in vocabulary\n",
      "dumdums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      " not in vocabulary\n",
      "geocentricism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "uraniums not in vocabulary\n",
      " not in vocabulary\n",
      "disreputableness not in vocabulary\n",
      "monarchistic not in vocabulary\n",
      "hdqrs not in vocabulary\n",
      "Fahrenheits not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "disinformations not in vocabulary\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      "Nefen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Aguistin not in vocabulary\n",
      " not in vocabulary\n",
      "Gayel not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "maladapt not in vocabulary\n",
      "diapasons not in vocabulary\n",
      " not in vocabulary\n",
      "readabilities not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "seasonableness not in vocabulary\n",
      "Liuka not in vocabulary\n",
      " not in vocabulary\n",
      "channelizes not in vocabulary\n",
      "Bentlee not in vocabulary\n",
      "Dalenna not in vocabulary\n",
      "haggards not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gallanting not in vocabulary\n",
      " not in vocabulary\n",
      "palladiums not in vocabulary\n",
      " not in vocabulary\n",
      "intracohort not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ursola not in vocabulary\n",
      "Devondra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "adversed not in vocabulary\n",
      "ecumenicisms not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cristionna not in vocabulary\n",
      " not in vocabulary\n",
      "silentness not in vocabulary\n",
      "servileness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pigswill not in vocabulary\n",
      "Sheeree not in vocabulary\n",
      "Saudra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "poppycocks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dianemarie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Artair not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sherwynd not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cupidinously not in vocabulary\n",
      "cabinetries not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "dybbuks not in vocabulary\n",
      "indubitableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "causate not in vocabulary\n",
      "dilapidates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "barnsful not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sukkots not in vocabulary\n",
      " not in vocabulary\n",
      "ripener not in vocabulary\n",
      "prestidigitatorial not in vocabulary\n",
      "pothers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pleonasms not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "iratenesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clearheadedness not in vocabulary\n",
      "upstater not in vocabulary\n",
      "peregrinating not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "worldliest not in vocabulary\n",
      "Bartolemo not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "trodes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "preciser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Dulcine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gasohols not in vocabulary\n",
      "tauts not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      "widowhoods not in vocabulary\n",
      " not in vocabulary\n",
      "Donaugh not in vocabulary\n",
      "maharanis not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "shrewishness not in vocabulary\n",
      "libeler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ransomer not in vocabulary\n",
      " not in vocabulary\n",
      "sprier not in vocabulary\n",
      "hypersensitiveness not in vocabulary\n",
      " not in vocabulary\n",
      "isomerisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "banqueter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shingler not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "informativenesses not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "impracticableness not in vocabulary\n",
      " not in vocabulary\n",
      "beriberis not in vocabulary\n",
      "alundum not in vocabulary\n",
      "antihistorical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "thermostatted not in vocabulary\n",
      "flannelet not in vocabulary\n",
      "lambadas not in vocabulary\n",
      "scragging not in vocabulary\n",
      "corroborator not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "leeriness not in vocabulary\n",
      "meretriciousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Farand not in vocabulary\n",
      "radiogalaxy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hayrick not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Jorry not in vocabulary\n",
      " not in vocabulary\n",
      "contumelies not in vocabulary\n",
      "Tokyoite not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "trousseaux not in vocabulary\n",
      "Marsiella not in vocabulary\n",
      " not in vocabulary\n",
      "extemporaneousness not in vocabulary\n",
      "lovableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "airest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "thiamines not in vocabulary\n",
      "elastodynamics not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "ballcocks not in vocabulary\n",
      " not in vocabulary\n",
      "killdeers not in vocabulary\n",
      "hoofmark not in vocabulary\n",
      " not in vocabulary\n",
      "nonfreezing not in vocabulary\n",
      "outvotes not in vocabulary\n",
      "toadyism not in vocabulary\n",
      "shantis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Latrena not in vocabulary\n",
      " not in vocabulary\n",
      "finites not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "petrologist not in vocabulary\n",
      "unassigns not in vocabulary\n",
      " not in vocabulary\n",
      "purisms not in vocabulary\n",
      "supermachine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cretinisms not in vocabulary\n",
      "breastbones not in vocabulary\n",
      "brackens not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "disreputes not in vocabulary\n",
      " not in vocabulary\n",
      "Gerhardine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      "hydraulicking not in vocabulary\n",
      "friedcake not in vocabulary\n",
      "dratting not in vocabulary\n",
      " not in vocabulary\n",
      "Melamie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "womenfolks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "doters not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "legmen not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clamorer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rayshell not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "promenader not in vocabulary\n",
      "balefuller not in vocabulary\n",
      "nonbelligerent not in vocabulary\n",
      " not in vocabulary\n",
      "barning not in vocabulary\n",
      "Aubine not in vocabulary\n",
      "crowbait not in vocabulary\n",
      " not in vocabulary\n",
      "Heinrik not in vocabulary\n",
      " not in vocabulary\n",
      "nerviness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "augustness not in vocabulary\n",
      "burnables not in vocabulary\n",
      " not in vocabulary\n",
      "halfheartedness not in vocabulary\n",
      " not in vocabulary\n",
      "Allianora not in vocabulary\n",
      " not in vocabulary\n",
      "empaneling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "garred not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mananas not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      "Meredithe not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fingerer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ezmeralda not in vocabulary\n",
      " not in vocabulary\n",
      "Tsitsihar not in vocabulary\n",
      "Lucais not in vocabulary\n",
      " not in vocabulary\n",
      "bloodlessnesses not in vocabulary\n",
      " not in vocabulary\n",
      "editorializer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "baleens not in vocabulary\n",
      "venisons not in vocabulary\n",
      "Unitarianisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "quintillionth not in vocabulary\n",
      " not in vocabulary\n",
      "godded not in vocabulary\n",
      "octennial not in vocabulary\n",
      "ohos not in vocabulary\n",
      "imperfectability not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rennins not in vocabulary\n",
      "nepotist not in vocabulary\n",
      "Nanice not in vocabulary\n",
      "dipodic not in vocabulary\n",
      " not in vocabulary\n",
      "cancans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "garlicking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "telephotography not in vocabulary\n",
      "overoptimism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "autosuggestibility not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "roisterer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lanthanums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "billposters not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "jetsams not in vocabulary\n",
      "impressionableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Obadias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Anglophobes not in vocabulary\n",
      "megaword not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ingamar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cockeye not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chargeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pimplike not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Thornie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      " not in vocabulary\n",
      "sharkskins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Yolane not in vocabulary\n",
      "Janenna not in vocabulary\n",
      " not in vocabulary\n",
      "vagarious not in vocabulary\n",
      " not in vocabulary\n",
      "incarnadined not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanians not in vocabulary\n",
      " not in vocabulary\n",
      "Willabella not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Mariquilla not in vocabulary\n",
      " not in vocabulary\n",
      "papergirls not in vocabulary\n",
      " not in vocabulary\n",
      "Christean not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Saidee not in vocabulary\n",
      " not in vocabulary\n",
      "gigacycles not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "historicalness not in vocabulary\n",
      " not in vocabulary\n",
      "incentively not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cohabitational not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Nefen not in vocabulary\n",
      " not in vocabulary\n",
      "averrer not in vocabulary\n",
      " not in vocabulary\n",
      "Exchequers not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "velarize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "elodeas not in vocabulary\n",
      "proximateness not in vocabulary\n",
      "marlinespikes not in vocabulary\n",
      "Hatchure not in vocabulary\n",
      "kelpers not in vocabulary\n",
      "semitics not in vocabulary\n",
      " not in vocabulary\n",
      "lanthanums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "acidoses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Celestyn not in vocabulary\n",
      " not in vocabulary\n",
      "stouten not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonplussing not in vocabulary\n",
      "metathesized not in vocabulary\n",
      "indeterminably not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "megaword not in vocabulary\n",
      "Wilone not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "insubordinates not in vocabulary\n",
      "Cherye not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "radiopasteurization not in vocabulary\n",
      "consequentialness not in vocabulary\n",
      "Chiarra not in vocabulary\n",
      "busher not in vocabulary\n",
      "hesitater not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "uprear not in vocabulary\n",
      " not in vocabulary\n",
      "decrepitudes not in vocabulary\n",
      " not in vocabulary\n",
      "buttonweed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Isahella not in vocabulary\n",
      "ranees not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "coiffing not in vocabulary\n",
      " not in vocabulary\n",
      "nicotines not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Flemished not in vocabulary\n",
      " not in vocabulary\n",
      "engrosser not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mullikan not in vocabulary\n",
      " not in vocabulary\n",
      "Kristoforo not in vocabulary\n",
      "rakishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "demimondaines not in vocabulary\n",
      "stormbound not in vocabulary\n",
      "Katuscha not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Caroljean not in vocabulary\n",
      "Aprilette not in vocabulary\n",
      "epiglottises not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "saltinesses not in vocabulary\n",
      " not in vocabulary\n",
      "shirtmake not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clandestineness not in vocabulary\n",
      " not in vocabulary\n",
      "Ingeberg not in vocabulary\n",
      "Agace not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "glottalization not in vocabulary\n",
      "ignorantness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "backarrow not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "misrepresenter not in vocabulary\n",
      "Donaugh not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "overcapitalize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Marylinda not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Susanetta not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "kilocycle not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "maharanis not in vocabulary\n",
      "warrener not in vocabulary\n",
      " not in vocabulary\n",
      "Jillane not in vocabulary\n",
      "revertible not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "reallying not in vocabulary\n",
      "whirler not in vocabulary\n",
      "urbanologist not in vocabulary\n",
      " not in vocabulary\n",
      "Linoel not in vocabulary\n",
      " not in vocabulary\n",
      "macrosocioeconomic not in vocabulary\n",
      " not in vocabulary\n",
      "delfs not in vocabulary\n",
      " not in vocabulary\n",
      "hajjes not in vocabulary\n",
      "mouing not in vocabulary\n",
      " not in vocabulary\n",
      "dipodic not in vocabulary\n",
      "irrationalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shorer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Walliw not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "austereness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sheratan not in vocabulary\n",
      " not in vocabulary\n",
      "crumminess not in vocabulary\n",
      "kielbasi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gwenore not in vocabulary\n",
      "Padrewski not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ricoriki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "balefullest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "analgesias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "withdrawnness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "schussboomer not in vocabulary\n",
      "alliterates not in vocabulary\n",
      "hydrocephali not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lifelikeness not in vocabulary\n",
      " not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      " not in vocabulary\n",
      "Finnbogadottir not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dniren not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabas not in vocabulary\n",
      " not in vocabulary\n",
      "turniped not in vocabulary\n",
      "granduncles not in vocabulary\n",
      "Kariotta not in vocabulary\n",
      " not in vocabulary\n",
      "woodbines not in vocabulary\n",
      " not in vocabulary\n",
      "balloter not in vocabulary\n",
      "telekineses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rumorer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fishily not in vocabulary\n",
      "enunciable not in vocabulary\n",
      "electroplates not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      " not in vocabulary\n",
      "Nevsa not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      "Shandie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypermedias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "choroids not in vocabulary\n",
      "shirrs not in vocabulary\n",
      "galvanometric not in vocabulary\n",
      " not in vocabulary\n",
      "ebulliences not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Olenolin not in vocabulary\n",
      "toastmistress not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "anthraces not in vocabulary\n",
      "Nevadian not in vocabulary\n",
      " not in vocabulary\n",
      "rhymesters not in vocabulary\n",
      "fritterer not in vocabulary\n",
      "Kwanzaas not in vocabulary\n",
      "Markism not in vocabulary\n",
      "overfeeds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Markism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rafaellle not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "squadded not in vocabulary\n",
      "simonizes not in vocabulary\n",
      "nonplussing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sanguineness not in vocabulary\n",
      " not in vocabulary\n",
      "Mohandis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "waister not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hallsy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Joete not in vocabulary\n",
      "judos not in vocabulary\n",
      "inheritresses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Guinna not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "trueloves not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Michiganite not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "chargeableness not in vocabulary\n",
      "inexpressibles not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gauziness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chuckhole not in vocabulary\n",
      " not in vocabulary\n",
      "commender not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "trueloves not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "educatedness not in vocabulary\n",
      "Dneprs not in vocabulary\n",
      " not in vocabulary\n",
      "swankiness not in vocabulary\n",
      "huddler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "qwertys not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rochella not in vocabulary\n",
      " not in vocabulary\n",
      "dormants not in vocabulary\n",
      "capeskins not in vocabulary\n",
      "unbudging not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tenderheartedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cosignatory not in vocabulary\n",
      "instituter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "underusing not in vocabulary\n",
      "schussboomer not in vocabulary\n",
      " not in vocabulary\n",
      "empaneling not in vocabulary\n",
      " not in vocabulary\n",
      "Melisandra not in vocabulary\n",
      " not in vocabulary\n",
      "darkener not in vocabulary\n",
      "nonvoter not in vocabulary\n",
      "Guendolen not in vocabulary\n",
      "clawer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "squidded not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "decolletes not in vocabulary\n",
      "innumerability not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Reube not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ochers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      "deficients not in vocabulary\n",
      "factiously not in vocabulary\n",
      "Shandeigh not in vocabulary\n",
      "radded not in vocabulary\n",
      "localisms not in vocabulary\n",
      "perter not in vocabulary\n",
      " not in vocabulary\n",
      "allergically not in vocabulary\n",
      "basseted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rabidness not in vocabulary\n",
      " not in vocabulary\n",
      "afars not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Weidar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Matthiew not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sustenances not in vocabulary\n",
      " not in vocabulary\n",
      "avdp not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "designational not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bradding not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Doralia not in vocabulary\n",
      "mottler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "anticked not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "treasurership not in vocabulary\n",
      "sepses not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "blacksnakes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "entangler not in vocabulary\n",
      " not in vocabulary\n",
      "Cahra not in vocabulary\n",
      "anonymousness not in vocabulary\n",
      " not in vocabulary\n",
      "ogler not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Ulrikaumeko not in vocabulary\n",
      "pamperer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gastroenteritides not in vocabulary\n",
      " not in vocabulary\n",
      "Photostatted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "amasser not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "gaugeable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "drammed not in vocabulary\n",
      "marinaras not in vocabulary\n",
      "garring not in vocabulary\n",
      "imposting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      " not in vocabulary\n",
      "Corrianne not in vocabulary\n",
      " not in vocabulary\n",
      "Barbaraanne not in vocabulary\n",
      "caricaturisation not in vocabulary\n",
      "smrgsbord not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tanitansy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "quarrellings not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "superbness not in vocabulary\n",
      " not in vocabulary\n",
      "waylayer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "archaizer not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "marzipans not in vocabulary\n",
      " not in vocabulary\n",
      "Donaugh not in vocabulary\n",
      " not in vocabulary\n",
      "impassableness not in vocabulary\n",
      " not in vocabulary\n",
      "Talyah not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "historicalness not in vocabulary\n",
      "sanguineness not in vocabulary\n",
      "afars not in vocabulary\n",
      "Doloritas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Jerrome not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Katuscha not in vocabulary\n",
      "Dredi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hopkinsian not in vocabulary\n",
      "vaunter not in vocabulary\n",
      "closefisted not in vocabulary\n",
      " not in vocabulary\n",
      "sades not in vocabulary\n",
      " not in vocabulary\n",
      "tachometry not in vocabulary\n",
      " not in vocabulary\n",
      "marinaras not in vocabulary\n",
      " not in vocabulary\n",
      "jatos not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "haemoglobins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "proportionment not in vocabulary\n",
      "Buiron not in vocabulary\n",
      " not in vocabulary\n",
      "Exchequers not in vocabulary\n",
      "kilobuck not in vocabulary\n",
      "hydraulicking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "foxtrotted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      "hoodwinker not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "kettleful not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "delectableness not in vocabulary\n",
      "shrubbing not in vocabulary\n",
      " not in vocabulary\n",
      "pantomimist not in vocabulary\n",
      "osteoarthritides not in vocabulary\n",
      "ileitides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tobye not in vocabulary\n",
      "hdqrs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unaddressable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bewitchments not in vocabulary\n",
      "Sutherlan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ranique not in vocabulary\n",
      " not in vocabulary\n",
      "rattlebrain not in vocabulary\n",
      "patronizers not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pasturages not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "multifunctioned not in vocabulary\n",
      " not in vocabulary\n",
      "underlains not in vocabulary\n",
      "libelously not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wendeline not in vocabulary\n",
      "poniards not in vocabulary\n",
      " not in vocabulary\n",
      "notedness not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "ukases not in vocabulary\n",
      " not in vocabulary\n",
      "australites not in vocabulary\n",
      "Ramadans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "comeliest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "adductive not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "foregos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "adverses not in vocabulary\n",
      " not in vocabulary\n",
      "Velzquez not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "brickmason not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "illiteracies not in vocabulary\n",
      "abhorrer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sheeree not in vocabulary\n",
      " not in vocabulary\n",
      "linoleums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sorrower not in vocabulary\n",
      "shammer not in vocabulary\n",
      "irreproachableness not in vocabulary\n",
      "horsier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "courteousnesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "passioning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indubitableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supremal not in vocabulary\n",
      "Kamillah not in vocabulary\n",
      "cherisher not in vocabulary\n",
      " not in vocabulary\n",
      "heister not in vocabulary\n",
      " not in vocabulary\n",
      "Corenda not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lassoer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hookedness not in vocabulary\n",
      " not in vocabulary\n",
      "sextupling not in vocabulary\n",
      "spininess not in vocabulary\n",
      "spreeing not in vocabulary\n",
      "Kwangchows not in vocabulary\n",
      " not in vocabulary\n",
      "coveter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nazisms not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n",
      "windwards not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stenos not in vocabulary\n",
      "oughtnt not in vocabulary\n",
      "workingwoman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fruitfuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tybi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "loudspeaking not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "comprehensibleness not in vocabulary\n",
      "shiatsus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "newsdealers not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Guinna not in vocabulary\n",
      "Katuscha not in vocabulary\n",
      " not in vocabulary\n",
      "antivivisectionist not in vocabulary\n",
      " not in vocabulary\n",
      "jouncy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "roguing not in vocabulary\n",
      "hypermedias not in vocabulary\n",
      "stupefactions not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Guglielma not in vocabulary\n",
      "ochers not in vocabulary\n",
      "noncomprehending not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Caritta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "brassily not in vocabulary\n",
      "gluiest not in vocabulary\n",
      "ignorantness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spermatophyte not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "disyllable not in vocabulary\n",
      "comae not in vocabulary\n",
      "Betteann not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "individualizer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "marlinespike not in vocabulary\n",
      "Kizzee not in vocabulary\n",
      " not in vocabulary\n",
      "nestler not in vocabulary\n",
      "friedcake not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Niseis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "barbwires not in vocabulary\n",
      "oversoft not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "erasion not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "suffixer not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "misanalysed not in vocabulary\n",
      " not in vocabulary\n",
      "donged not in vocabulary\n",
      "Klarrisa not in vocabulary\n",
      "metalanguages not in vocabulary\n",
      "wontedly not in vocabulary\n",
      " not in vocabulary\n",
      "Morissa not in vocabulary\n",
      " not in vocabulary\n",
      "Heindrick not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nephrites not in vocabulary\n",
      "draftiness not in vocabulary\n",
      "broughams not in vocabulary\n",
      "unfunnily not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      "noncooperations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clandestineness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pompanos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "thuggee not in vocabulary\n",
      " not in vocabulary\n",
      "analgesias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "haircloths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "princelinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "applesauces not in vocabulary\n",
      "trenchermen not in vocabulary\n",
      " not in vocabulary\n",
      "sukiyakis not in vocabulary\n",
      " not in vocabulary\n",
      "Andeee not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "holmiums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "aberrants not in vocabulary\n",
      "Canonicals not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rwandas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wezen not in vocabulary\n",
      " not in vocabulary\n",
      "Vaselining not in vocabulary\n",
      "burier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "adverseness not in vocabulary\n",
      " not in vocabulary\n",
      "bushmasters not in vocabulary\n",
      "harelipped not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chuckhole not in vocabulary\n",
      "horsebacks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paramagnet not in vocabulary\n",
      " not in vocabulary\n",
      "redemptioner not in vocabulary\n",
      " not in vocabulary\n",
      "droopinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "plagiaries not in vocabulary\n",
      "Saidee not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unravellings not in vocabulary\n",
      " not in vocabulary\n",
      "telekineses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Parrnell not in vocabulary\n",
      "maraschinos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "jiffs not in vocabulary\n",
      " not in vocabulary\n",
      "thermostatics not in vocabulary\n",
      "Atatrk not in vocabulary\n",
      " not in vocabulary\n",
      "noblenesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imagoes not in vocabulary\n",
      " not in vocabulary\n",
      "bawler not in vocabulary\n",
      "homophobias not in vocabulary\n",
      "pompanos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "muddlehead not in vocabulary\n",
      "vocabularianism not in vocabulary\n",
      "inheritableness not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "Arliene not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "drowses not in vocabulary\n",
      "Visakhapatnams not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Artair not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mistruster not in vocabulary\n",
      " not in vocabulary\n",
      "effacements not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wallache not in vocabulary\n",
      "nutmegging not in vocabulary\n",
      " not in vocabulary\n",
      "Parrnell not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Alasteir not in vocabulary\n",
      " not in vocabulary\n",
      "wigwags not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shantis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inalterableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "masterliness not in vocabulary\n",
      "unstilted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "blanketers not in vocabulary\n",
      "[] not in vocabulary List is empty\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cacophonist not in vocabulary\n",
      " not in vocabulary\n",
      "plainsongs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bonhomies not in vocabulary\n",
      "dishabilles not in vocabulary\n",
      " not in vocabulary\n",
      "zigzagger not in vocabulary\n",
      "Kwangchows not in vocabulary\n",
      " not in vocabulary\n",
      "nonperformances not in vocabulary\n",
      "reputing not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tradeswoman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Janenna not in vocabulary\n",
      "respectableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Diannne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "guaranis not in vocabulary\n",
      " not in vocabulary\n",
      "Tildie not in vocabulary\n",
      "gigacycle not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "manilas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "groveler not in vocabulary\n",
      " not in vocabulary\n",
      "twentieths not in vocabulary\n",
      "hooliganisms not in vocabulary\n",
      " not in vocabulary\n",
      "silicoses not in vocabulary\n",
      "ransacker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handbagging not in vocabulary\n",
      "aliyahs not in vocabulary\n",
      "lunary not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "contributively not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rastaban not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "homeostases not in vocabulary\n",
      " not in vocabulary\n",
      "showmanships not in vocabulary\n",
      "cascaras not in vocabulary\n",
      "fusspots not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "machismos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vyky not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "vivisectional not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "slapsticks not in vocabulary\n",
      "blinkering not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "civilizedness not in vocabulary\n",
      " not in vocabulary\n",
      "anabolisms not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "datedly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Olenolin not in vocabulary\n",
      "retrod not in vocabulary\n",
      " not in vocabulary\n",
      "junketeer not in vocabulary\n",
      "sportinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "swankily not in vocabulary\n",
      "Malissia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mannishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Caddric not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handbarrow not in vocabulary\n",
      "samariums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "airfreights not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Robenia not in vocabulary\n",
      "Kaylil not in vocabulary\n",
      "onionskins not in vocabulary\n",
      "Helvetians not in vocabulary\n",
      " not in vocabulary\n",
      "Rafaelia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "redoubtably not in vocabulary\n",
      "supertitle not in vocabulary\n",
      " not in vocabulary\n",
      "trochaics not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      " not in vocabulary\n",
      "newspaperwomen not in vocabulary\n",
      "sandmen not in vocabulary\n",
      "netts not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "conferrer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Michiganite not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "reproacher not in vocabulary\n",
      "Ziegfelds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "whistleable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "glycerins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cockeye not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ulrikaumeko not in vocabulary\n",
      "grists not in vocabulary\n",
      "pussiest not in vocabulary\n",
      "neurasthenias not in vocabulary\n",
      " not in vocabulary\n",
      "overcapitalizing not in vocabulary\n",
      " not in vocabulary\n",
      "Kariotta not in vocabulary\n",
      " not in vocabulary\n",
      "insupportableness not in vocabulary\n",
      "Tsitsihar not in vocabulary\n",
      "Melloney not in vocabulary\n",
      " not in vocabulary\n",
      "Kessiah not in vocabulary\n",
      "Tabina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "seizins not in vocabulary\n",
      " not in vocabulary\n",
      "officialness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bluebill not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imaginariness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "zoophytic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Olenek not in vocabulary\n",
      " not in vocabulary\n",
      "radding not in vocabulary\n",
      " not in vocabulary\n",
      "courteousnesses not in vocabulary\n",
      "radioastronomical not in vocabulary\n",
      " not in vocabulary\n",
      "Callean not in vocabulary\n",
      "tommed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "northeasters not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "parthenogeneses not in vocabulary\n",
      "Theresina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "elegiacal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Wandie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hangdogs not in vocabulary\n",
      "Kylynn not in vocabulary\n",
      " not in vocabulary\n",
      "paramagnet not in vocabulary\n",
      "companionableness not in vocabulary\n",
      "persecutive not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "engorgements not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "saiths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Daffi not in vocabulary\n",
      " not in vocabulary\n",
      "Addia not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dichotomizes not in vocabulary\n",
      "farinas not in vocabulary\n",
      " not in vocabulary\n",
      "scrota not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Iseabal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hatchure not in vocabulary\n",
      " not in vocabulary\n",
      "confabbed not in vocabulary\n",
      "balefullest not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "demonstrativenesses not in vocabulary\n",
      "affrayed not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "candlelighter not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "brittlenesses not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "chafferer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "congruousness not in vocabulary\n",
      " not in vocabulary\n",
      "tirings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "animateness not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "branchlike not in vocabulary\n",
      "polygraphing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "disproportionates not in vocabulary\n",
      "dreamlessness not in vocabulary\n",
      "dishabilles not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "havocked not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Chiarra not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "Jillana not in vocabulary\n",
      "deathward not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sicklies not in vocabulary\n",
      "battledores not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "markkaa not in vocabulary\n",
      "interindex not in vocabulary\n",
      "countersignatures not in vocabulary\n",
      "Weidar not in vocabulary\n",
      "possessional not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sheratan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Netzahualcoyotl not in vocabulary\n",
      "belittlements not in vocabulary\n",
      "Barnebas not in vocabulary\n",
      " not in vocabulary\n",
      "robotism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "welcomeness not in vocabulary\n",
      " not in vocabulary\n",
      "skywriters not in vocabulary\n",
      " not in vocabulary\n",
      "coccis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Giavani not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cadencing not in vocabulary\n",
      " not in vocabulary\n",
      "sniffler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "towardliness not in vocabulary\n",
      " not in vocabulary\n",
      "Emlynn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "threescores not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "impenetrableness not in vocabulary\n",
      "feudalisms not in vocabulary\n",
      " not in vocabulary\n",
      "surpriser not in vocabulary\n",
      "enteritises not in vocabulary\n",
      "coprophagous not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "equiproportionality not in vocabulary\n",
      " not in vocabulary\n",
      "behooving not in vocabulary\n",
      "Baedekers not in vocabulary\n",
      "dolefuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "posthastes not in vocabulary\n",
      "latherer not in vocabulary\n",
      "rattlebrain not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "multimegaton not in vocabulary\n",
      "moraller not in vocabulary\n",
      "unpropagated not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dorolisa not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Broderic not in vocabulary\n",
      "Guinna not in vocabulary\n",
      "successiveness not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      "supersensitiveness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rabis not in vocabulary\n",
      "Therine not in vocabulary\n",
      " not in vocabulary\n",
      "schwas not in vocabulary\n",
      " not in vocabulary\n",
      "Finnbogadottir not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "strikebreak not in vocabulary\n",
      "overmanning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "noontides not in vocabulary\n",
      "typicalness not in vocabulary\n",
      "australes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "metatarsi not in vocabulary\n",
      "marinaras not in vocabulary\n",
      "dolefuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "surceases not in vocabulary\n",
      " not in vocabulary\n",
      "Karalynn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wetnesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "authoresses not in vocabulary\n",
      "philistinisms not in vocabulary\n",
      " not in vocabulary\n",
      "hastener not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Karlotte not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "thwarter not in vocabulary\n",
      "thanker not in vocabulary\n",
      "Rubetta not in vocabulary\n",
      "Rubetta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rotundness not in vocabulary\n",
      "Aridatha not in vocabulary\n",
      "academicianship not in vocabulary\n",
      " not in vocabulary\n",
      "Wilone not in vocabulary\n",
      "sidestrokes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Briticism not in vocabulary\n",
      "foxtrotting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bolshevistic not in vocabulary\n",
      "nonindependent not in vocabulary\n",
      "Mureil not in vocabulary\n",
      "werwolfs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "politesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Daveta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "abolisher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "Husains not in vocabulary\n",
      "acetonic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "columnize not in vocabulary\n",
      "peartrees not in vocabulary\n",
      " not in vocabulary\n",
      "Nikolia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gradeigh not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Waunona not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "missilery not in vocabulary\n",
      "saiths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "salacity not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Melisenda not in vocabulary\n",
      " not in vocabulary\n",
      "Padrewski not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "aviatrices not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caravaner not in vocabulary\n",
      " not in vocabulary\n",
      "garred not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      "gnomelike not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "misunderstander not in vocabulary\n",
      "nonindependent not in vocabulary\n",
      "rhodiums not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "freewheeler not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "headshrinkers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "morphemics not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "inscrutableness not in vocabulary\n",
      " not in vocabulary\n",
      "hackworks not in vocabulary\n",
      "Menkent not in vocabulary\n",
      "Kirghistan not in vocabulary\n",
      " not in vocabulary\n",
      "Gilkson not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indestructibleness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tabbatha not in vocabulary\n",
      "notepapers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "afars not in vocabulary\n",
      " not in vocabulary\n",
      "carthorses not in vocabulary\n",
      "Christmastimes not in vocabulary\n",
      "hinger not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      "hisser not in vocabulary\n",
      " not in vocabulary\n",
      "determinativeness not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sikhisms not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "meagres not in vocabulary\n",
      " not in vocabulary\n",
      "Europeanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Valenka not in vocabulary\n",
      " not in vocabulary\n",
      "Ransell not in vocabulary\n",
      " not in vocabulary\n",
      "Trevar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Elladine not in vocabulary\n",
      "detailedness not in vocabulary\n",
      " not in vocabulary\n",
      "sharkskins not in vocabulary\n",
      "Nikolia not in vocabulary\n",
      "nepotist not in vocabulary\n",
      "dozenths not in vocabulary\n",
      "blacksnakes not in vocabulary\n",
      "Janenna not in vocabulary\n",
      "technocracies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hatstands not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "reservednesses not in vocabulary\n",
      "eloquences not in vocabulary\n",
      " not in vocabulary\n",
      "misogamist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "factorisable not in vocabulary\n",
      "designational not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "somersetting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "motherer not in vocabulary\n",
      "diplomata not in vocabulary\n",
      "rococos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "amontillados not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "randies not in vocabulary\n",
      "enjoyableness not in vocabulary\n",
      "Mormonisms not in vocabulary\n",
      "ebulliences not in vocabulary\n",
      "amenably not in vocabulary\n",
      "perinea not in vocabulary\n",
      " not in vocabulary\n",
      "motherer not in vocabulary\n",
      "Ameslan not in vocabulary\n",
      " not in vocabulary\n",
      "dolefuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tokyoite not in vocabulary\n",
      "butcherer not in vocabulary\n",
      "Daveta not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "mungers not in vocabulary\n",
      "reticences not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "mysterying not in vocabulary\n",
      "carbuncular not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "motleys not in vocabulary\n",
      "beggarliness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "avasts not in vocabulary\n",
      " not in vocabulary\n",
      "egalitarianisms not in vocabulary\n",
      "credent not in vocabulary\n",
      "Kirsteni not in vocabulary\n",
      " not in vocabulary\n",
      "semiyearly not in vocabulary\n",
      "kiddying not in vocabulary\n",
      "unpropertied not in vocabulary\n",
      "estranger not in vocabulary\n",
      " not in vocabulary\n",
      "Urson not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Heinrik not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "velds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sukkoths not in vocabulary\n",
      "midweekly not in vocabulary\n",
      " not in vocabulary\n",
      "imaginariness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "megadeaths not in vocabulary\n",
      "Zitella not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "impracticableness not in vocabulary\n",
      " not in vocabulary\n",
      "czarism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "antivivisectionists not in vocabulary\n",
      "Rafaelia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bricklayings not in vocabulary\n",
      " not in vocabulary\n",
      "revenuer not in vocabulary\n",
      "bilging not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabas not in vocabulary\n",
      " not in vocabulary\n",
      "dialogging not in vocabulary\n",
      "vacillator not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "frangibility not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "microdensitometer not in vocabulary\n",
      "banzais not in vocabulary\n",
      "trodes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "goldbricker not in vocabulary\n",
      " not in vocabulary\n",
      "standardizer not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "bossily not in vocabulary\n",
      " not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      "transcendences not in vocabulary\n",
      "Tokyoite not in vocabulary\n",
      "subcomputation not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dcolletages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "squabbing not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "broncobuster not in vocabulary\n",
      "chestier not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "balminess not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sitarists not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tackinesses not in vocabulary\n",
      " not in vocabulary\n",
      "nudely not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shadowiness not in vocabulary\n",
      "parametrizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cymbre not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "neocolonialisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "empaneling not in vocabulary\n",
      "Iolande not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "delightedness not in vocabulary\n",
      "universalizer not in vocabulary\n",
      "teatimes not in vocabulary\n",
      " not in vocabulary\n",
      "Krishnah not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dcolletage not in vocabulary\n",
      " not in vocabulary\n",
      "catatonias not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tantalizingness not in vocabulary\n",
      " not in vocabulary\n",
      "electioneers not in vocabulary\n",
      "pimplike not in vocabulary\n",
      " not in vocabulary\n",
      "swordplayer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bredes not in vocabulary\n",
      "limberly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Christalle not in vocabulary\n",
      "Hyacinthie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "alundum not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kolas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fernier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "constrainedly not in vocabulary\n",
      "womanizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      " not in vocabulary\n",
      "spreeing not in vocabulary\n",
      " not in vocabulary\n",
      "amarettos not in vocabulary\n",
      "fashioners not in vocabulary\n",
      "jokier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "purisms not in vocabulary\n",
      "monodists not in vocabulary\n",
      " not in vocabulary\n",
      "insistingly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Verile not in vocabulary\n",
      "sigher not in vocabulary\n",
      "magniloquence not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "osmiums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supersaturate not in vocabulary\n",
      " not in vocabulary\n",
      "Yanaton not in vocabulary\n",
      "defalcates not in vocabulary\n",
      "Thedrick not in vocabulary\n",
      "moraller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "belittler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "skas not in vocabulary\n",
      "parsleys not in vocabulary\n",
      " not in vocabulary\n",
      "magnetodynamics not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "disproportionates not in vocabulary\n",
      " not in vocabulary\n",
      "butterfats not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "temporarinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "waitpeople not in vocabulary\n",
      " not in vocabulary\n",
      "avarices not in vocabulary\n",
      " not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      "jocoseness not in vocabulary\n",
      "companionableness not in vocabulary\n",
      " not in vocabulary\n",
      "stockpiler not in vocabulary\n",
      "beseecher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      " not in vocabulary\n",
      "intraindustry not in vocabulary\n",
      " not in vocabulary\n",
      "perspicuousness not in vocabulary\n",
      "Gabriellia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "excusableness not in vocabulary\n",
      " not in vocabulary\n",
      "supersaturate not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "acmes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tersina not in vocabulary\n",
      " not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      "diabolicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "subproofs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unscandalized not in vocabulary\n",
      "unreferencing not in vocabulary\n",
      " not in vocabulary\n",
      "wardrooms not in vocabulary\n",
      "dictatorialness not in vocabulary\n",
      " not in vocabulary\n",
      "afterbirths not in vocabulary\n",
      "Gerhardine not in vocabulary\n",
      "seventeenths not in vocabulary\n",
      "counterrevolutions not in vocabulary\n",
      "tetrameron not in vocabulary\n",
      "Zackariah not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overconscientious not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Packston not in vocabulary\n",
      " not in vocabulary\n",
      "Artair not in vocabulary\n",
      "amoks not in vocabulary\n",
      "regretfulness not in vocabulary\n",
      "demimondes not in vocabulary\n",
      " not in vocabulary\n",
      "Bordie not in vocabulary\n",
      "willower not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "precocities not in vocabulary\n",
      " not in vocabulary\n",
      "Malissia not in vocabulary\n",
      "generalizer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overpopulous not in vocabulary\n",
      "meaneing not in vocabulary\n",
      "nonfading not in vocabulary\n",
      "ersatzes not in vocabulary\n",
      "fibrins not in vocabulary\n",
      "winemake not in vocabulary\n",
      " not in vocabulary\n",
      "ravener not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "indescribableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Bahamanian not in vocabulary\n",
      "Hugibert not in vocabulary\n",
      " not in vocabulary\n",
      "Weidar not in vocabulary\n",
      "militancies not in vocabulary\n",
      "shoetrees not in vocabulary\n",
      "causticities not in vocabulary\n",
      "Jillane not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hankerer not in vocabulary\n",
      " not in vocabulary\n",
      "gormandized not in vocabulary\n",
      "comprehensibleness not in vocabulary\n",
      "Bartolemo not in vocabulary\n",
      "creationisms not in vocabulary\n",
      "Christye not in vocabulary\n",
      "mananas not in vocabulary\n",
      "meliorates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Europeanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "alternativeness not in vocabulary\n",
      "speedboating not in vocabulary\n",
      "oldening not in vocabulary\n",
      "amercing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prefacer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Giacobo not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "Shandee not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vidovik not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "snippiest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "plainclothesman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      "deleteriousness not in vocabulary\n",
      "mering not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barnebas not in vocabulary\n",
      "Elnore not in vocabulary\n",
      "banefuller not in vocabulary\n",
      "Pepillo not in vocabulary\n",
      "Melloney not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "aphelions not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mathian not in vocabulary\n",
      "Kirghistan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "brazers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "purdahs not in vocabulary\n",
      " not in vocabulary\n",
      "Falito not in vocabulary\n",
      " not in vocabulary\n",
      "Technicolors not in vocabulary\n",
      "Davinich not in vocabulary\n",
      " not in vocabulary\n",
      "squidding not in vocabulary\n",
      "antihistorical not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "argons not in vocabulary\n",
      " not in vocabulary\n",
      "Meredithe not in vocabulary\n",
      "antifundamentalist not in vocabulary\n",
      "weirdies not in vocabulary\n",
      "amasser not in vocabulary\n",
      "misogamist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unconscionableness not in vocabulary\n",
      "horselaughs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "earnestnesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "sisals not in vocabulary\n",
      "serviceableness not in vocabulary\n",
      " not in vocabulary\n",
      "oversensitiveness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Callida not in vocabulary\n",
      " not in vocabulary\n",
      "urbanologists not in vocabulary\n",
      "bacchanalians not in vocabulary\n",
      "acknowledger not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      "yukked not in vocabulary\n",
      "garlicking not in vocabulary\n",
      "Shalne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Morgun not in vocabulary\n",
      "deerstalking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bulimarexia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "viragoes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Verile not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "totterer not in vocabulary\n",
      " not in vocabulary\n",
      "banzais not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Edithe not in vocabulary\n",
      "Scheat not in vocabulary\n",
      "intrametropolitan not in vocabulary\n",
      "Celestyna not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "capeskin not in vocabulary\n",
      " not in vocabulary\n",
      "serener not in vocabulary\n",
      "kayoing not in vocabulary\n",
      "joyousnesses not in vocabulary\n",
      "rationalness not in vocabulary\n",
      "AstroTurfs not in vocabulary\n",
      "embroilments not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "periphrases not in vocabulary\n",
      "boughed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "siroccos not in vocabulary\n",
      "affrication not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dorelle not in vocabulary\n",
      " not in vocabulary\n",
      "juniority not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "antivivisectionist not in vocabulary\n",
      "nimbi not in vocabulary\n",
      "courtesied not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handbarrow not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "haywires not in vocabulary\n",
      "nigglers not in vocabulary\n",
      "cabstand not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Caralie not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabra not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      "fruitfuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hatchure not in vocabulary\n",
      "valetudinarianism not in vocabulary\n",
      "nonadministrative not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "repaves not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shrewishly not in vocabulary\n",
      " not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      " not in vocabulary\n",
      "Gaultiero not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "magnetohydrodynamical not in vocabulary\n",
      "williwaws not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dismalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanian not in vocabulary\n",
      "indisputableness not in vocabulary\n",
      "Tawsha not in vocabulary\n",
      "Sheeree not in vocabulary\n",
      " not in vocabulary\n",
      "noncarbohydrate not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Barbabas not in vocabulary\n",
      " not in vocabulary\n",
      "bedaub not in vocabulary\n",
      " not in vocabulary\n",
      "thorniness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "estranger not in vocabulary\n",
      "Sisile not in vocabulary\n",
      " not in vocabulary\n",
      "Daffie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "atavists not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Elysiums not in vocabulary\n",
      " not in vocabulary\n",
      "Giavani not in vocabulary\n",
      "maharishis not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      " not in vocabulary\n",
      "firefightings not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiane not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "preciouses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "streptomycins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "palatalize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rattraps not in vocabulary\n",
      "underneaths not in vocabulary\n",
      "fixatifs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "subconstituent not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nihilisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Emmey not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      " not in vocabulary\n",
      "Granthem not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "causate not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Athabaskans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Pulaskis not in vocabulary\n",
      "bypath not in vocabulary\n",
      " not in vocabulary\n",
      "dickiest not in vocabulary\n",
      "Finnbogadottir not in vocabulary\n",
      " not in vocabulary\n",
      "despairer not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "leewards not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "showbizzes not in vocabulary\n",
      " not in vocabulary\n",
      "alohas not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      "Brandais not in vocabulary\n",
      "bulimias not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      "hdqrs not in vocabulary\n",
      "dairywomen not in vocabulary\n",
      " not in vocabulary\n",
      "australes not in vocabulary\n",
      "macrosocioeconomic not in vocabulary\n",
      "Joseito not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Daffi not in vocabulary\n",
      "outhits not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "thwarter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vocabularianism not in vocabulary\n",
      " not in vocabulary\n",
      "Ruchbah not in vocabulary\n",
      "Unukalhai not in vocabulary\n",
      "brainteasing not in vocabulary\n",
      "springeing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "coediting not in vocabulary\n",
      "ethnocentrisms not in vocabulary\n",
      "ceruleans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prestidigitatorial not in vocabulary\n",
      " not in vocabulary\n",
      "Isiahi not in vocabulary\n",
      " not in vocabulary\n",
      "forfeiters not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imaginariness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "scolioses not in vocabulary\n",
      " not in vocabulary\n",
      "discusser not in vocabulary\n",
      "dinkies not in vocabulary\n",
      " not in vocabulary\n",
      "telemeters not in vocabulary\n",
      "ennobler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Oderbergs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sigher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Malchy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nontheatrical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "halalling not in vocabulary\n",
      "Hellenisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "beauteousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ladyloves not in vocabulary\n",
      "Kommunizma not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "seraglios not in vocabulary\n",
      "dialogged not in vocabulary\n",
      "squabblers not in vocabulary\n",
      " not in vocabulary\n",
      "cabbaged not in vocabulary\n",
      "hankerer not in vocabulary\n",
      "adverses not in vocabulary\n",
      " not in vocabulary\n",
      "misstater not in vocabulary\n",
      "headlessness not in vocabulary\n",
      "dimethylglyoxime not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hildegaard not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "glasnosts not in vocabulary\n",
      "feyer not in vocabulary\n",
      "feudalisms not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      "deerstalking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tsitsihar not in vocabulary\n",
      "urbanologists not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Olenolin not in vocabulary\n",
      "scotchs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supermachine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Husains not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bunsens not in vocabulary\n",
      " not in vocabulary\n",
      "faithed not in vocabulary\n",
      " not in vocabulary\n",
      "thankfullest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Khrushchevs not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "cementa not in vocabulary\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pitapats not in vocabulary\n",
      "colatitude not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "personifier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Welshwomen not in vocabulary\n",
      "impenitents not in vocabulary\n",
      " not in vocabulary\n",
      "cranelike not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rakishness not in vocabulary\n",
      " not in vocabulary\n",
      "gastroenteritides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "archaists not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Anthiathia not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OHiggins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nerti not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "miscopying not in vocabulary\n",
      "dogtrotting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "irremediableness not in vocabulary\n",
      "kilocycle not in vocabulary\n",
      " not in vocabulary\n",
      "Murvyn not in vocabulary\n",
      "humaner not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "glibber not in vocabulary\n",
      " not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      " not in vocabulary\n",
      "Gerianna not in vocabulary\n",
      " not in vocabulary\n",
      "fopping not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "redyes not in vocabulary\n",
      " not in vocabulary\n",
      "Celisse not in vocabulary\n",
      "Ulberto not in vocabulary\n",
      " not in vocabulary\n",
      "Hurleigh not in vocabulary\n",
      "vibraharps not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cascaras not in vocabulary\n",
      "malarkeys not in vocabulary\n",
      "jingoisms not in vocabulary\n",
      " not in vocabulary\n",
      "octennial not in vocabulary\n",
      "libeler not in vocabulary\n",
      "symmetricalness not in vocabulary\n",
      "halalled not in vocabulary\n",
      " not in vocabulary\n",
      "foxtrotted not in vocabulary\n",
      " not in vocabulary\n",
      "militarizations not in vocabulary\n",
      "Shandee not in vocabulary\n",
      "shadinesses not in vocabulary\n",
      " not in vocabulary\n",
      "transistorize not in vocabulary\n",
      " not in vocabulary\n",
      "prekindergartens not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cumins not in vocabulary\n",
      "vintager not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nondetachable not in vocabulary\n",
      "newsgirls not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "effaceable not in vocabulary\n",
      "sinewed not in vocabulary\n",
      "sharkskins not in vocabulary\n",
      "impressionableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Judaical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Othelia not in vocabulary\n",
      "wigwags not in vocabulary\n",
      "vestigially not in vocabulary\n",
      " not in vocabulary\n",
      "dilling not in vocabulary\n",
      "rusticities not in vocabulary\n",
      "Nevadian not in vocabulary\n",
      " not in vocabulary\n",
      "dogtrotting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wallache not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Winehead not in vocabulary\n",
      "imperialistically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Willisson not in vocabulary\n",
      " not in vocabulary\n",
      "hammerers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "strangulates not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Netzahualcoyotl not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "flambes not in vocabulary\n",
      " not in vocabulary\n",
      "grunges not in vocabulary\n",
      "pitifullest not in vocabulary\n",
      "Miguelita not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spavins not in vocabulary\n",
      "satyriases not in vocabulary\n",
      "Cornelle not in vocabulary\n",
      " not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prerecords not in vocabulary\n",
      " not in vocabulary\n",
      "endungeoned not in vocabulary\n",
      " not in vocabulary\n",
      "weightlessnesses not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Bernelle not in vocabulary\n",
      "savorier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "missilery not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supertitle not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "yessed not in vocabulary\n",
      " not in vocabulary\n",
      "malarias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Cherianne not in vocabulary\n",
      "Nazisms not in vocabulary\n",
      " not in vocabulary\n",
      "discording not in vocabulary\n",
      "attributer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "obos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "butcherer not in vocabulary\n",
      "cunnilinguses not in vocabulary\n",
      "palatalize not in vocabulary\n",
      " not in vocabulary\n",
      "comprehensibleness not in vocabulary\n",
      "scutcheons not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "impurely not in vocabulary\n",
      "unravellings not in vocabulary\n",
      "Elysiums not in vocabulary\n",
      "osculates not in vocabulary\n",
      "Joycelin not in vocabulary\n",
      " not in vocabulary\n",
      "permanentness not in vocabulary\n",
      "Heall not in vocabulary\n",
      "Sheratan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "piing not in vocabulary\n",
      "hounder not in vocabulary\n",
      "hahnium not in vocabulary\n",
      "Shalna not in vocabulary\n",
      "flippest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      " not in vocabulary\n",
      "paratyphoids not in vocabulary\n",
      "evangelisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "DECsystem not in vocabulary\n",
      "barnful not in vocabulary\n",
      "worldliest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Bahamanian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Daffie not in vocabulary\n",
      " not in vocabulary\n",
      "paradoxicalness not in vocabulary\n",
      " not in vocabulary\n",
      "snarler not in vocabulary\n",
      "Jehanna not in vocabulary\n",
      "tesseral not in vocabulary\n",
      " not in vocabulary\n",
      "ephemerids not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "quadratical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electrotherapist not in vocabulary\n",
      "barrenest not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "crudded not in vocabulary\n",
      " not in vocabulary\n",
      "sanguining not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fecundates not in vocabulary\n",
      " not in vocabulary\n",
      "irrationalness not in vocabulary\n",
      "stetted not in vocabulary\n",
      " not in vocabulary\n",
      "monodist not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "saccharins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "plainclothesman not in vocabulary\n",
      "indestructibleness not in vocabulary\n",
      "Karlotta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sharias not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "glibber not in vocabulary\n",
      "Fanchette not in vocabulary\n",
      "Tallahoosa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "laxes not in vocabulary\n",
      " not in vocabulary\n",
      "karates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pollacks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "erysipelases not in vocabulary\n",
      "homeomorph not in vocabulary\n",
      " not in vocabulary\n",
      "metalanguages not in vocabulary\n",
      "cephalics not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "salacity not in vocabulary\n",
      " not in vocabulary\n",
      "xylophonists not in vocabulary\n",
      " not in vocabulary\n",
      "dcolletage not in vocabulary\n",
      "ageists not in vocabulary\n",
      "tachometry not in vocabulary\n",
      "seleniums not in vocabulary\n",
      "warranter not in vocabulary\n",
      " not in vocabulary\n",
      "Ebeneser not in vocabulary\n",
      "revolutionariness not in vocabulary\n",
      "prepender not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      "restudies not in vocabulary\n",
      "underwaters not in vocabulary\n",
      " not in vocabulary\n",
      "irrecoverableness not in vocabulary\n",
      " not in vocabulary\n",
      "badmintons not in vocabulary\n",
      "kirsches not in vocabulary\n",
      "preener not in vocabulary\n",
      "septicemias not in vocabulary\n",
      "concusses not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      " not in vocabulary\n",
      "devilments not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hopples not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "marshiness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "delinquently not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "designational not in vocabulary\n",
      " not in vocabulary\n",
      "thirtieths not in vocabulary\n",
      "mortifier not in vocabulary\n",
      "Yanaton not in vocabulary\n",
      " not in vocabulary\n",
      "retroflection not in vocabulary\n",
      "Myrwyn not in vocabulary\n",
      " not in vocabulary\n",
      "changeablenesses not in vocabulary\n",
      "warinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dadaisms not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "demimondaines not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indiscriminateness not in vocabulary\n",
      "mumbletypeg not in vocabulary\n",
      " not in vocabulary\n",
      "splashiness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Metrecal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      "forbiddingness not in vocabulary\n",
      "swarthiness not in vocabulary\n",
      "housemothers not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "simonize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "motorcaded not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "atheroscleroses not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "worldliest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "mananas not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "starboarded not in vocabulary\n",
      "Shaylynn not in vocabulary\n",
      " not in vocabulary\n",
      "dangs not in vocabulary\n",
      " not in vocabulary\n",
      "manumits not in vocabulary\n",
      " not in vocabulary\n",
      "ragbags not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Brahmanisms not in vocabulary\n",
      "subsentence not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      "platinize not in vocabulary\n",
      " not in vocabulary\n",
      "flatulences not in vocabulary\n",
      "priestliness not in vocabulary\n",
      " not in vocabulary\n",
      "mesmerizers not in vocabulary\n",
      "neuritides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "antifundamentalist not in vocabulary\n",
      " not in vocabulary\n",
      "caveatting not in vocabulary\n",
      " not in vocabulary\n",
      "thanker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "academicianship not in vocabulary\n",
      "obscureness not in vocabulary\n",
      " not in vocabulary\n",
      "Mirilla not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bossinesses not in vocabulary\n",
      "filminesses not in vocabulary\n",
      "surrogating not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "windwards not in vocabulary\n",
      "hoofmark not in vocabulary\n",
      " not in vocabulary\n",
      "crossbarring not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dialogged not in vocabulary\n",
      "swinishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rastaban not in vocabulary\n",
      "reveilles not in vocabulary\n",
      "Keelia not in vocabulary\n",
      "willinger not in vocabulary\n",
      "rugbies not in vocabulary\n",
      " not in vocabulary\n",
      "wanderlusts not in vocabulary\n",
      "Joelie not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "laughableness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "complementariness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mellownesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pharyngitides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "uraniums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hydrocephali not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pitapatting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "branning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "unverbalized not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bigly not in vocabulary\n",
      " not in vocabulary\n",
      "Aguistin not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prophylaxes not in vocabulary\n",
      "princeliness not in vocabulary\n",
      "flashcube not in vocabulary\n",
      "glibber not in vocabulary\n",
      "Magdaia not in vocabulary\n",
      "meninx not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "triangularization not in vocabulary\n",
      "Bogartian not in vocabulary\n",
      "cirrhoses not in vocabulary\n",
      "symmetricalness not in vocabulary\n",
      "spoilages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "circularities not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "midweekly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "civilizedness not in vocabulary\n",
      "contaminator not in vocabulary\n",
      " not in vocabulary\n",
      "coltishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vidovik not in vocabulary\n",
      "haranguer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prohibiter not in vocabulary\n",
      "josher not in vocabulary\n",
      "peartrees not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cherianne not in vocabulary\n",
      "Drud not in vocabulary\n",
      "impossibleness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "piccalillis not in vocabulary\n",
      "Blakelee not in vocabulary\n",
      "trimonthly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unchangingness not in vocabulary\n",
      " not in vocabulary\n",
      "kidskins not in vocabulary\n",
      "Judaical not in vocabulary\n",
      " not in vocabulary\n",
      "sclerotics not in vocabulary\n",
      "mananas not in vocabulary\n",
      " not in vocabulary\n",
      "gumboil not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "timelinesses not in vocabulary\n",
      "lieus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "feyer not in vocabulary\n",
      "nullifications not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "spikinesses not in vocabulary\n",
      "clockwatcher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bordie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inflexibleness not in vocabulary\n",
      "squatness not in vocabulary\n",
      "Ulrikaumeko not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "scandalmongers not in vocabulary\n",
      "Zubeneschamali not in vocabulary\n",
      "Canonicals not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "quackish not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kryptons not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "verves not in vocabulary\n",
      "corianders not in vocabulary\n",
      " not in vocabulary\n",
      "lowbrows not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sheeree not in vocabulary\n",
      " not in vocabulary\n",
      "roistered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kolas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "insinuator not in vocabulary\n",
      " not in vocabulary\n",
      "spatterdock not in vocabulary\n",
      " not in vocabulary\n",
      "compartmentalizations not in vocabulary\n",
      "counterpoising not in vocabulary\n",
      " not in vocabulary\n",
      "dismals not in vocabulary\n",
      " not in vocabulary\n",
      "mortgageable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Visakhapatnams not in vocabulary\n",
      " not in vocabulary\n",
      "Menkalinan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tympanums not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Frederigo not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wafs not in vocabulary\n",
      "autocorrelate not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "antiformant not in vocabulary\n",
      " not in vocabulary\n",
      "greathearted not in vocabulary\n",
      "Bahamanians not in vocabulary\n",
      "Wezen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "certainer not in vocabulary\n",
      "deerstalking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sukiyakis not in vocabulary\n",
      "Vitia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tadzhikstan not in vocabulary\n",
      "prigging not in vocabulary\n",
      "Unitarianisms not in vocabulary\n",
      "chamberer not in vocabulary\n",
      " not in vocabulary\n",
      "metropolitanization not in vocabulary\n",
      "Magdaia not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "spuming not in vocabulary\n",
      "Netzahualcoyotl not in vocabulary\n",
      "hugenesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "marshiness not in vocabulary\n",
      "systematizer not in vocabulary\n",
      " not in vocabulary\n",
      "Byronism not in vocabulary\n",
      "Dulcine not in vocabulary\n",
      "antilogs not in vocabulary\n",
      "jerkinesses not in vocabulary\n",
      "paraphraser not in vocabulary\n",
      " not in vocabulary\n",
      "Irtish not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "ledgered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "woolgatherer not in vocabulary\n",
      "unifilar not in vocabulary\n",
      "excelsiors not in vocabulary\n",
      "Hurlee not in vocabulary\n",
      "hinger not in vocabulary\n",
      " not in vocabulary\n",
      "bladdernut not in vocabulary\n",
      "sulfaquinoxaline not in vocabulary\n",
      " not in vocabulary\n",
      "pepperer not in vocabulary\n",
      "Matthiew not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "sandaling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tubae not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "Elnore not in vocabulary\n",
      "Agnola not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "credent not in vocabulary\n",
      "chlorinates not in vocabulary\n",
      "tallows not in vocabulary\n",
      "glamorizer not in vocabulary\n",
      " not in vocabulary\n",
      "Gwenore not in vocabulary\n",
      "Italianates not in vocabulary\n",
      " not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Athabaskans not in vocabulary\n",
      "fainer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonmilitant not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Athabaskans not in vocabulary\n",
      "lutanist not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "galumphs not in vocabulary\n",
      "Eolande not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inhospitableness not in vocabulary\n",
      "libretos not in vocabulary\n",
      " not in vocabulary\n",
      "moraller not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "ticktacktoe not in vocabulary\n",
      "unharnesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Malissia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shoeshines not in vocabulary\n",
      " not in vocabulary\n",
      "eightieths not in vocabulary\n",
      "Karalynn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mananas not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "australes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overrefined not in vocabulary\n",
      " not in vocabulary\n",
      "dillis not in vocabulary\n",
      "vims not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shanghais not in vocabulary\n",
      " not in vocabulary\n",
      "Sigismundo not in vocabulary\n",
      "rummest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Thedrick not in vocabulary\n",
      "clamberer not in vocabulary\n",
      "candors not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Allianora not in vocabulary\n",
      "Walliw not in vocabulary\n",
      "predesignates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonsuccessive not in vocabulary\n",
      " not in vocabulary\n",
      "quintillionth not in vocabulary\n",
      "clockwatcher not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      "haywain not in vocabulary\n",
      " not in vocabulary\n",
      "mightnt not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "retrofiring not in vocabulary\n",
      " not in vocabulary\n",
      "retrogressions not in vocabulary\n",
      " not in vocabulary\n",
      "fondnesses not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "willingest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nondisciplinary not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "branned not in vocabulary\n",
      " not in vocabulary\n",
      "selenography not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "boniness not in vocabulary\n",
      " not in vocabulary\n",
      "staphs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Willabella not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "watchdogged not in vocabulary\n",
      " not in vocabulary\n",
      "Markism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Steffane not in vocabulary\n",
      "nonvocational not in vocabulary\n",
      " not in vocabulary\n",
      "resignedness not in vocabulary\n",
      " not in vocabulary\n",
      "Kirghistan not in vocabulary\n",
      "anglicizing not in vocabulary\n",
      " not in vocabulary\n",
      "lugubriousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "surpriser not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magicking not in vocabulary\n",
      " not in vocabulary\n",
      "austereness not in vocabulary\n",
      " not in vocabulary\n",
      "determinableness not in vocabulary\n",
      "woodshedded not in vocabulary\n",
      "choleras not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "demographies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kirghistan not in vocabulary\n",
      "discreetest not in vocabulary\n",
      " not in vocabulary\n",
      "affrication not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "towropes not in vocabulary\n",
      "skas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Lucais not in vocabulary\n",
      "Melamie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "troths not in vocabulary\n",
      " not in vocabulary\n",
      "pitapatting not in vocabulary\n",
      " not in vocabulary\n",
      "diagonalizes not in vocabulary\n",
      " not in vocabulary\n",
      "supersensitiveness not in vocabulary\n",
      "Jeralee not in vocabulary\n",
      " not in vocabulary\n",
      "Annmaria not in vocabulary\n",
      " not in vocabulary\n",
      "openhandedness not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "solvently not in vocabulary\n",
      " not in vocabulary\n",
      "facsimiled not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "insentience not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "steeplejacks not in vocabulary\n",
      " not in vocabulary\n",
      "Allianora not in vocabulary\n",
      "balkiness not in vocabulary\n",
      "Kelbee not in vocabulary\n",
      " not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      "contentments not in vocabulary\n",
      "Kessia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prexes not in vocabulary\n",
      "ballyhoos not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "AstroTurfs not in vocabulary\n",
      " not in vocabulary\n",
      "imping not in vocabulary\n",
      "Gabrila not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gregoor not in vocabulary\n",
      "Photostatted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "effeteness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "harelips not in vocabulary\n",
      "importunateness not in vocabulary\n",
      " not in vocabulary\n",
      "pellagras not in vocabulary\n",
      "sumachs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "intendedly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "donnybrooks not in vocabulary\n",
      " not in vocabulary\n",
      "languors not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "noninterchangeable not in vocabulary\n",
      "watchdogged not in vocabulary\n",
      " not in vocabulary\n",
      "deanships not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Archaimbaud not in vocabulary\n",
      "Stillmann not in vocabulary\n",
      "willpowers not in vocabulary\n",
      "avdp not in vocabulary\n",
      " not in vocabulary\n",
      "maharishis not in vocabulary\n",
      "Artair not in vocabulary\n",
      "Kwangchows not in vocabulary\n",
      " not in vocabulary\n",
      "doggoning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "hastener not in vocabulary\n",
      " not in vocabulary\n",
      "ransacker not in vocabulary\n",
      " not in vocabulary\n",
      "Karlotte not in vocabulary\n",
      "misreader not in vocabulary\n",
      "defaecate not in vocabulary\n",
      "Trstram not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      "fiftieths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sadella not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "anchoritism not in vocabulary\n",
      " not in vocabulary\n",
      "garring not in vocabulary\n",
      " not in vocabulary\n",
      "antivivisectionists not in vocabulary\n",
      "mananas not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "resonants not in vocabulary\n",
      "cyders not in vocabulary\n",
      " not in vocabulary\n",
      "paragrapher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "curlicuing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "amasser not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "liberalizer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hellenisms not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "delfs not in vocabulary\n",
      " not in vocabulary\n",
      "haranguer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "disreputableness not in vocabulary\n",
      " not in vocabulary\n",
      "Nazisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "whiffler not in vocabulary\n",
      " not in vocabulary\n",
      "kelpers not in vocabulary\n",
      " not in vocabulary\n",
      "Algieba not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "satanisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "absurder not in vocabulary\n",
      " not in vocabulary\n",
      "Dedie not in vocabulary\n",
      "Dniren not in vocabulary\n",
      "nonvolunteers not in vocabulary\n",
      " not in vocabulary\n",
      "incestuousness not in vocabulary\n",
      " not in vocabulary\n",
      "semitrance not in vocabulary\n",
      " not in vocabulary\n",
      "complementariness not in vocabulary\n",
      " not in vocabulary\n",
      "prestidigitatorial not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Indianian not in vocabulary\n",
      "incondensable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dogtrotted not in vocabulary\n",
      " not in vocabulary\n",
      "australites not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "neighborlinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      "Maximilianus not in vocabulary\n",
      " not in vocabulary\n",
      "impracticableness not in vocabulary\n",
      "guffs not in vocabulary\n",
      "Llywellyn not in vocabulary\n",
      "nonexchangeable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "spacewomen not in vocabulary\n",
      " not in vocabulary\n",
      "autorepeats not in vocabulary\n",
      "herringboning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unmemorialized not in vocabulary\n",
      " not in vocabulary\n",
      "karakuls not in vocabulary\n",
      " not in vocabulary\n",
      "guiling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gigacycle not in vocabulary\n",
      "cyclopedias not in vocabulary\n",
      "sanguining not in vocabulary\n",
      "nicknamer not in vocabulary\n",
      " not in vocabulary\n",
      "sputterer not in vocabulary\n",
      "recontribute not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Peterus not in vocabulary\n",
      " not in vocabulary\n",
      "imaginableness not in vocabulary\n",
      " not in vocabulary\n",
      "ukases not in vocabulary\n",
      " not in vocabulary\n",
      "Ethelind not in vocabulary\n",
      " not in vocabulary\n",
      "malachites not in vocabulary\n",
      "attributer not in vocabulary\n",
      "animateness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "uglis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Daffi not in vocabulary\n",
      " not in vocabulary\n",
      "spruceness not in vocabulary\n",
      "Towney not in vocabulary\n",
      "Zionisms not in vocabulary\n",
      " not in vocabulary\n",
      "Allistir not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bogartian not in vocabulary\n",
      "underproductions not in vocabulary\n",
      "marrowbones not in vocabulary\n",
      "bilker not in vocabulary\n",
      " not in vocabulary\n",
      "wolfishness not in vocabulary\n",
      "crotchetiness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Michaelina not in vocabulary\n",
      " not in vocabulary\n",
      "Socratics not in vocabulary\n",
      "Celka not in vocabulary\n",
      "penuches not in vocabulary\n",
      " not in vocabulary\n",
      "tannings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handshaker not in vocabulary\n",
      "Doroteya not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mareah not in vocabulary\n",
      " not in vocabulary\n",
      "stablemen not in vocabulary\n",
      "remonstrant not in vocabulary\n",
      " not in vocabulary\n",
      "painfullest not in vocabulary\n",
      "perfunctoriness not in vocabulary\n",
      "malposed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chge not in vocabulary\n",
      " not in vocabulary\n",
      "resowed not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "emblazonment not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imperialistically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "roundheadedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dniepers not in vocabulary\n",
      "Alderamin not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "paludal not in vocabulary\n",
      "Hanukas not in vocabulary\n",
      " not in vocabulary\n",
      "almoners not in vocabulary\n",
      "communized not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Emelyne not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "landslid not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pitapats not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "comprehensibleness not in vocabulary\n",
      "fierier not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      "Gwenore not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Faunie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "intraline not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnanimousness not in vocabulary\n",
      "godhoods not in vocabulary\n",
      "trilaterals not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "impracticalness not in vocabulary\n",
      "poppycocks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "priestlinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "metalanguages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sentimentalization not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "chummier not in vocabulary\n",
      " not in vocabulary\n",
      "academicianship not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "faining not in vocabulary\n",
      "Atatrk not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "semisecret not in vocabulary\n",
      "dandify not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "realpolitiks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      "thuggee not in vocabulary\n",
      " not in vocabulary\n",
      "Artair not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "missilery not in vocabulary\n",
      " not in vocabulary\n",
      "qualmish not in vocabulary\n",
      " not in vocabulary\n",
      "roughnecking not in vocabulary\n",
      " not in vocabulary\n",
      "malarkeys not in vocabulary\n",
      " not in vocabulary\n",
      "crooknecks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Martguerita not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mizzens not in vocabulary\n",
      " not in vocabulary\n",
      "Beverie not in vocabulary\n",
      "thirteenths not in vocabulary\n",
      " not in vocabulary\n",
      "misprisions not in vocabulary\n",
      "Ogdan not in vocabulary\n",
      "nonchargeable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "TEirtza not in vocabulary\n",
      "individualizations not in vocabulary\n",
      " not in vocabulary\n",
      "designational not in vocabulary\n",
      "thorniness not in vocabulary\n",
      "inveracity not in vocabulary\n",
      " not in vocabulary\n",
      "onsetting not in vocabulary\n",
      "Rastaban not in vocabulary\n",
      "antiformant not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "irremediableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "rotundness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hopples not in vocabulary\n",
      "Americanizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hisser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Beilul not in vocabulary\n",
      " not in vocabulary\n",
      "Veronike not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handshaker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Faunie not in vocabulary\n",
      "presidia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "microdensitometer not in vocabulary\n",
      "judos not in vocabulary\n",
      "Anthiathia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "molter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "proverbing not in vocabulary\n",
      "newspaperwomen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vigilances not in vocabulary\n",
      " not in vocabulary\n",
      "qwertys not in vocabulary\n",
      "brownly not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bethina not in vocabulary\n",
      " not in vocabulary\n",
      "guaranis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "brunts not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "epistolatory not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "braggest not in vocabulary\n",
      " not in vocabulary\n",
      "engrossments not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "racetracker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caricaturisation not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kolas not in vocabulary\n",
      "rutheniums not in vocabulary\n",
      "mooter not in vocabulary\n",
      "petrologist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      " not in vocabulary\n",
      "Lilllie not in vocabulary\n",
      " not in vocabulary\n",
      "compassionateness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ammamaria not in vocabulary\n",
      "Mendie not in vocabulary\n",
      "Barbaraanne not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "antifundamentalist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supremal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "exclaimer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "legated not in vocabulary\n",
      "Tabina not in vocabulary\n",
      "Oderbergs not in vocabulary\n",
      " not in vocabulary\n",
      "babier not in vocabulary\n",
      "priestliest not in vocabulary\n",
      "roisters not in vocabulary\n",
      "scrutinizers not in vocabulary\n",
      " not in vocabulary\n",
      "Wanids not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mullikan not in vocabulary\n",
      "japanner not in vocabulary\n",
      "Hansiain not in vocabulary\n",
      " not in vocabulary\n",
      "marblings not in vocabulary\n",
      "Afrocentrisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "crestfallenness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "mannishness not in vocabulary\n",
      " not in vocabulary\n",
      "keyclicks not in vocabulary\n",
      " not in vocabulary\n",
      "peartrees not in vocabulary\n",
      "Bordie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vealer not in vocabulary\n",
      "metathesized not in vocabulary\n",
      " not in vocabulary\n",
      "bawler not in vocabulary\n",
      "Karalynn not in vocabulary\n",
      " not in vocabulary\n",
      "erbiums not in vocabulary\n",
      "candlelighter not in vocabulary\n",
      "maharanis not in vocabulary\n",
      "hankerer not in vocabulary\n",
      "nonsensicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overmasters not in vocabulary\n",
      " not in vocabulary\n",
      "Melisenda not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caparisons not in vocabulary\n",
      "maharishis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "captiousness not in vocabulary\n",
      "signoras not in vocabulary\n",
      " not in vocabulary\n",
      "heterogamous not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "megaword not in vocabulary\n",
      "alabasters not in vocabulary\n",
      " not in vocabulary\n",
      "sneakinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mannishness not in vocabulary\n",
      " not in vocabulary\n",
      "internationalizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wintertimes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      "squabbest not in vocabulary\n",
      "Mullikan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Anglophobes not in vocabulary\n",
      "loyaler not in vocabulary\n",
      " not in vocabulary\n",
      "shadowiness not in vocabulary\n",
      "outhits not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tallahoosa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "extricable not in vocabulary\n",
      "deallocator not in vocabulary\n",
      "Gallicism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Lucais not in vocabulary\n",
      "LOuverture not in vocabulary\n",
      "wherewithals not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sanes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tarpapered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "historicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "distributiveness not in vocabulary\n",
      " not in vocabulary\n",
      "Nikolia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mitchael not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypochondrias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gibraltars not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vagarious not in vocabulary\n",
      " not in vocabulary\n",
      "obliqued not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "churchgoings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Zubeneschamali not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cherianne not in vocabulary\n",
      "stockinettes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caravaner not in vocabulary\n",
      "improperness not in vocabulary\n",
      " not in vocabulary\n",
      "jiujitsus not in vocabulary\n",
      "seismologic not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "individualizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Sanskritize not in vocabulary\n",
      "lawmakings not in vocabulary\n",
      "Gloriane not in vocabulary\n",
      "stadias not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "roadblocking not in vocabulary\n",
      " not in vocabulary\n",
      "generalships not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "freewheeler not in vocabulary\n",
      " not in vocabulary\n",
      "umbilici not in vocabulary\n",
      " not in vocabulary\n",
      "unbarring not in vocabulary\n",
      "pellagras not in vocabulary\n",
      "chamberer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Petkiewicz not in vocabulary\n",
      "Kwanzaas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "metatheses not in vocabulary\n",
      "eggheaded not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tadzhikstan not in vocabulary\n",
      " not in vocabulary\n",
      "Llywellyn not in vocabulary\n",
      "empaneling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cancelate not in vocabulary\n",
      "myrrhs not in vocabulary\n",
      "Tanitansy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rancidness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "savorer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "amblers not in vocabulary\n",
      "discourager not in vocabulary\n",
      " not in vocabulary\n",
      "holystones not in vocabulary\n",
      "deallocator not in vocabulary\n",
      "weatherer not in vocabulary\n",
      "archduchesses not in vocabulary\n",
      " not in vocabulary\n",
      "lallygagged not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "thermostatting not in vocabulary\n",
      " not in vocabulary\n",
      "neurasthenias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      " not in vocabulary\n",
      "Nevadian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "plainsongs not in vocabulary\n",
      "curvilinearity not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "maharishis not in vocabulary\n",
      " not in vocabulary\n",
      "Marsiella not in vocabulary\n",
      " not in vocabulary\n",
      "contritions not in vocabulary\n",
      "nonadministrative not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Americanizations not in vocabulary\n",
      "amercing not in vocabulary\n",
      " not in vocabulary\n",
      "mistruster not in vocabulary\n",
      " not in vocabulary\n",
      "spherics not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "picaresques not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      "unpaintable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shrubbed not in vocabulary\n",
      "dudder not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "indestructibleness not in vocabulary\n",
      "whistleable not in vocabulary\n",
      "Katuscha not in vocabulary\n",
      "metatarsi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "moraller not in vocabulary\n",
      "Baryram not in vocabulary\n",
      "Annadiane not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Anestassia not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "triangularization not in vocabulary\n",
      "thinkableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "editorializer not in vocabulary\n",
      " not in vocabulary\n",
      "muckrakes not in vocabulary\n",
      "radons not in vocabulary\n",
      " not in vocabulary\n",
      "Rochella not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      "mishitting not in vocabulary\n",
      "deleteriousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gnomelike not in vocabulary\n",
      "moroccos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "carfares not in vocabulary\n",
      "austerest not in vocabulary\n",
      "anchoritism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      "duodena not in vocabulary\n",
      "subconstituent not in vocabulary\n",
      "majordomos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "euphemist not in vocabulary\n",
      "vaporings not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "speedwells not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "roguing not in vocabulary\n",
      "obiing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kuchens not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Elset not in vocabulary\n",
      "advantageousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paradoxicalness not in vocabulary\n",
      "Kippar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Aridatha not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "triphosphopyridine not in vocabulary\n",
      "boogeymans not in vocabulary\n",
      "jackrabbiting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "comprehensibleness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unconscionableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "preinitializes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "carfares not in vocabulary\n",
      " not in vocabulary\n",
      "scolioses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "politickings not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "jiujitsus not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      "obligingness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "whimseys not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "peristalses not in vocabulary\n",
      "Viviyan not in vocabulary\n",
      " not in vocabulary\n",
      "Mariejeanne not in vocabulary\n",
      " not in vocabulary\n",
      "goldenest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "heterogeneousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "osculated not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Chiarra not in vocabulary\n",
      "trustworthier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "vertigoes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rriocard not in vocabulary\n",
      "benzines not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lutanist not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Michaelina not in vocabulary\n",
      "centerings not in vocabulary\n",
      "Raddie not in vocabulary\n",
      "rhodiums not in vocabulary\n",
      "fonding not in vocabulary\n",
      "presciences not in vocabulary\n",
      "maharishis not in vocabulary\n",
      "paragrapher not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Zebulen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "halfheartedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "forayer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "creditableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "faining not in vocabulary\n",
      " not in vocabulary\n",
      "Ulrikaumeko not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barbaraanne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "waitpeople not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "indescribableness not in vocabulary\n",
      " not in vocabulary\n",
      "superconcept not in vocabulary\n",
      "graininesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hyacintha not in vocabulary\n",
      "Annnora not in vocabulary\n",
      " not in vocabulary\n",
      "Aigneis not in vocabulary\n",
      "inexpressibleness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sagaciousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dopas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sumachs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dolefuller not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "illogicalness not in vocabulary\n",
      " not in vocabulary\n",
      "castigators not in vocabulary\n",
      "Schedar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "beseecher not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Beograds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "japanner not in vocabulary\n",
      "perpend not in vocabulary\n",
      "yessed not in vocabulary\n",
      "owlishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tabina not in vocabulary\n",
      " not in vocabulary\n",
      "delightedness not in vocabulary\n",
      " not in vocabulary\n",
      "testates not in vocabulary\n",
      " not in vocabulary\n",
      "derrires not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wilfulnesss not in vocabulary\n",
      "Christianizes not in vocabulary\n",
      "Farica not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mulishness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "amusingness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tantalizations not in vocabulary\n",
      " not in vocabulary\n",
      "Doloritas not in vocabulary\n",
      " not in vocabulary\n",
      "Trstram not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ciceroni not in vocabulary\n",
      "Parmesans not in vocabulary\n",
      "scansions not in vocabulary\n",
      " not in vocabulary\n",
      "Parmesans not in vocabulary\n",
      " not in vocabulary\n",
      "transistorize not in vocabulary\n",
      "germanized not in vocabulary\n",
      " not in vocabulary\n",
      "Jehanna not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pauperisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bradding not in vocabulary\n",
      "naturalisms not in vocabulary\n",
      "hayrick not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shivving not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "barracker not in vocabulary\n",
      " not in vocabulary\n",
      "masochisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Karlotte not in vocabulary\n",
      " not in vocabulary\n",
      "Gabriellia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ostracisms not in vocabulary\n",
      " not in vocabulary\n",
      "Graffias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "toughener not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bisyllabic not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Tokyoite not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "supertitle not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "purisms not in vocabulary\n",
      " not in vocabulary\n",
      "subteens not in vocabulary\n",
      "Ailsun not in vocabulary\n",
      "welcomeness not in vocabulary\n",
      "Llywellyn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stigmatizations not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "verisimilitudes not in vocabulary\n",
      " not in vocabulary\n",
      "Merridie not in vocabulary\n",
      "decreer not in vocabulary\n",
      " not in vocabulary\n",
      "deathliest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "triphosphopyridine not in vocabulary\n",
      "beriberis not in vocabulary\n",
      "busbies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      "Bearnard not in vocabulary\n",
      "consulars not in vocabulary\n",
      "cubbed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] not in vocabulary List is empty\n",
      "courteousnesses not in vocabulary\n",
      "testatrices not in vocabulary\n",
      " not in vocabulary\n",
      "overcomplexity not in vocabulary\n",
      "outgoes not in vocabulary\n",
      "thymines not in vocabulary\n",
      "feater not in vocabulary\n",
      "Franciskus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Aridatha not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "millidegrees not in vocabulary\n",
      "mayoresses not in vocabulary\n",
      "peristalses not in vocabulary\n",
      "Hildagard not in vocabulary\n",
      " not in vocabulary\n",
      "Dickensians not in vocabulary\n",
      "krills not in vocabulary\n",
      " not in vocabulary\n",
      "ransomer not in vocabulary\n",
      "wolfishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Melisandra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "singletree not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sanguineness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dreader not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      "newnesses not in vocabulary\n",
      "riotings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "copycatted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanian not in vocabulary\n",
      "Maximilianus not in vocabulary\n",
      " not in vocabulary\n",
      "Melisenda not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Elonore not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "bisyllabic not in vocabulary\n",
      "glaciate not in vocabulary\n",
      " not in vocabulary\n",
      "Sukkots not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "germaniums not in vocabulary\n",
      " not in vocabulary\n",
      "wigwagged not in vocabulary\n",
      "savoringly not in vocabulary\n",
      " not in vocabulary\n",
      "supertitle not in vocabulary\n",
      " not in vocabulary\n",
      "indestructibleness not in vocabulary\n",
      " not in vocabulary\n",
      "Briticism not in vocabulary\n",
      "Hyacinthia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "penultimates not in vocabulary\n",
      " not in vocabulary\n",
      "kitsches not in vocabulary\n",
      "Cherianne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "moralled not in vocabulary\n",
      " not in vocabulary\n",
      "duckiest not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "Ingunna not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "troths not in vocabulary\n",
      "mortgageable not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "nihilisms not in vocabulary\n",
      "argents not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Gradeigh not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stetted not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Salaidh not in vocabulary\n",
      "Saraann not in vocabulary\n",
      " not in vocabulary\n",
      "mishitting not in vocabulary\n",
      " not in vocabulary\n",
      "copras not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "toolmake not in vocabulary\n",
      "denuder not in vocabulary\n",
      "quaky not in vocabulary\n",
      "resoluble not in vocabulary\n",
      "thievings not in vocabulary\n",
      " not in vocabulary\n",
      "seaworthinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rahing not in vocabulary\n",
      "landaus not in vocabulary\n",
      " not in vocabulary\n",
      "cacaos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ferdinande not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "swordplayer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypothalami not in vocabulary\n",
      " not in vocabulary\n",
      "saturater not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      "mahjongs not in vocabulary\n",
      " not in vocabulary\n",
      "Arianists not in vocabulary\n",
      "seizor not in vocabulary\n",
      " not in vocabulary\n",
      "hokier not in vocabulary\n",
      "Barnebas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Nikolia not in vocabulary\n",
      "temporizer not in vocabulary\n",
      " not in vocabulary\n",
      "slownesses not in vocabulary\n",
      "fraudulences not in vocabulary\n",
      "seaworthinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      "peasanthood not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "handshaker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chuckholes not in vocabulary\n",
      " not in vocabulary\n",
      "defaecate not in vocabulary\n",
      "larker not in vocabulary\n",
      " not in vocabulary\n",
      "paperer not in vocabulary\n",
      "coediting not in vocabulary\n",
      "urticarias not in vocabulary\n",
      "czarism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Victorianisms not in vocabulary\n",
      "detestableness not in vocabulary\n",
      " not in vocabulary\n",
      "perinea not in vocabulary\n",
      " not in vocabulary\n",
      "dairywomen not in vocabulary\n",
      "stigmatizations not in vocabulary\n",
      " not in vocabulary\n",
      "Leelah not in vocabulary\n",
      "flimflamming not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "altogethers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "empiricisms not in vocabulary\n",
      "pronominalize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Llywellyn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "retrogradations not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "underneaths not in vocabulary\n",
      "commerced not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "devilments not in vocabulary\n",
      " not in vocabulary\n",
      "subtenancy not in vocabulary\n",
      "rabbinates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Elnar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "whippletrees not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sterlingness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vulcanizations not in vocabulary\n",
      " not in vocabulary\n",
      "skas not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "primogenitures not in vocabulary\n",
      " not in vocabulary\n",
      "subcategorizing not in vocabulary\n",
      "kelpers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "minestrones not in vocabulary\n",
      " not in vocabulary\n",
      "chumminesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sarsaparillas not in vocabulary\n",
      " not in vocabulary\n",
      "upriser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Betteann not in vocabulary\n",
      "valetudinarianism not in vocabulary\n",
      " not in vocabulary\n",
      "nonfreezing not in vocabulary\n",
      "sanes not in vocabulary\n",
      "evangelicalisms not in vocabulary\n",
      "Eirena not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "Tallou not in vocabulary\n",
      "hounder not in vocabulary\n",
      "serenader not in vocabulary\n",
      " not in vocabulary\n",
      "decolletes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "huckstered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tallahoosa not in vocabulary\n",
      " not in vocabulary\n",
      "microhydrodynamics not in vocabulary\n",
      "chiffoniers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "arbores not in vocabulary\n",
      "sophistics not in vocabulary\n",
      "commensuration not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atheroscleroses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "debauchedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "swaggerer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bleater not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Anestassia not in vocabulary\n",
      "colitises not in vocabulary\n",
      "farinas not in vocabulary\n",
      "catguts not in vocabulary\n",
      "promenader not in vocabulary\n",
      " not in vocabulary\n",
      "banditries not in vocabulary\n",
      "meantimes not in vocabulary\n",
      "voluminousness not in vocabulary\n",
      " not in vocabulary\n",
      "baccarats not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Koressa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Wynny not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "ensilages not in vocabulary\n",
      " not in vocabulary\n",
      "frozenness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Orbadiah not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shoemake not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "paludal not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mumbletypeg not in vocabulary\n",
      "pontificals not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "penologists not in vocabulary\n",
      "calcimined not in vocabulary\n",
      " not in vocabulary\n",
      "postconsonantal not in vocabulary\n",
      "badinages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Michiganites not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hardings not in vocabulary\n",
      " not in vocabulary\n",
      "Beatrisa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inhospitableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "affrayed not in vocabulary\n",
      " not in vocabulary\n",
      "karakuls not in vocabulary\n",
      " not in vocabulary\n",
      "hobbler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "surpriser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dubbins not in vocabulary\n",
      "Guglielma not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fricasseeing not in vocabulary\n",
      "gossamers not in vocabulary\n",
      "Leonanie not in vocabulary\n",
      " not in vocabulary\n",
      "barned not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "polios not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clockwatcher not in vocabulary\n",
      "chanticleers not in vocabulary\n",
      "copras not in vocabulary\n",
      "daces not in vocabulary\n",
      " not in vocabulary\n",
      "preponderated not in vocabulary\n",
      " not in vocabulary\n",
      "sniveler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "giddies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      "psittacoses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "trouncer not in vocabulary\n",
      "skoals not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Welshwomen not in vocabulary\n",
      "halals not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Quintilla not in vocabulary\n",
      "mesdemoiselles not in vocabulary\n",
      " not in vocabulary\n",
      "Lucais not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rewed not in vocabulary\n",
      "silverer not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "bestubble not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "placekick not in vocabulary\n",
      " not in vocabulary\n",
      "Alisun not in vocabulary\n",
      " not in vocabulary\n",
      "equivocalness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "commemorator not in vocabulary\n",
      "flourisher not in vocabulary\n",
      " not in vocabulary\n",
      "voling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dermises not in vocabulary\n",
      " not in vocabulary\n",
      "resourcefulnesses not in vocabulary\n",
      "parkish not in vocabulary\n",
      "Verderer not in vocabulary\n",
      "misunderstander not in vocabulary\n",
      "cheesecloths not in vocabulary\n",
      " not in vocabulary\n",
      "beauteousness not in vocabulary\n",
      "brokennesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hockshop not in vocabulary\n",
      "Lonee not in vocabulary\n",
      "Fredra not in vocabulary\n",
      "Kommunizma not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "signories not in vocabulary\n",
      " not in vocabulary\n",
      "sociabilities not in vocabulary\n",
      " not in vocabulary\n",
      "wincher not in vocabulary\n",
      " not in vocabulary\n",
      "gaspers not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "electroencephalographs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hahnium not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Graehme not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "seafare not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cheesecloths not in vocabulary\n",
      "floorer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bernete not in vocabulary\n",
      "Harwilll not in vocabulary\n",
      "nepotist not in vocabulary\n",
      "extemporaneousness not in vocabulary\n",
      " not in vocabulary\n",
      "Dvork not in vocabulary\n",
      "thirtieths not in vocabulary\n",
      " not in vocabulary\n",
      "chinner not in vocabulary\n",
      " not in vocabulary\n",
      "noncomprehending not in vocabulary\n",
      "catatonias not in vocabulary\n",
      " not in vocabulary\n",
      "hydraulicked not in vocabulary\n",
      "havocking not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "incognitos not in vocabulary\n",
      " not in vocabulary\n",
      "stardusts not in vocabulary\n",
      "gartering not in vocabulary\n",
      "willpowers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "advantageousness not in vocabulary\n",
      "encephalitides not in vocabulary\n",
      " not in vocabulary\n",
      "Arianist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "southernisms not in vocabulary\n",
      "waspishness not in vocabulary\n",
      " not in vocabulary\n",
      "noondays not in vocabulary\n",
      "bedimming not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "germanized not in vocabulary\n",
      "Therine not in vocabulary\n",
      "Tomasine not in vocabulary\n",
      "complementariness not in vocabulary\n",
      "gaudies not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "charlatanisms not in vocabulary\n",
      " not in vocabulary\n",
      "ecrus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "debonairness not in vocabulary\n",
      "Tiebold not in vocabulary\n",
      "gavotted not in vocabulary\n",
      "caveatting not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Daloris not in vocabulary\n",
      "Klarika not in vocabulary\n",
      " not in vocabulary\n",
      "unsystematized not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Merridie not in vocabulary\n",
      "backarrow not in vocabulary\n",
      "wilded not in vocabulary\n",
      "gigacycle not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "forestallment not in vocabulary\n",
      " not in vocabulary\n",
      "newsdealer not in vocabulary\n",
      " not in vocabulary\n",
      "bulimias not in vocabulary\n",
      "maharishis not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vidovik not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kelila not in vocabulary\n",
      "gestapos not in vocabulary\n",
      " not in vocabulary\n",
      "junketeered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "handshaker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electroencephalographs not in vocabulary\n",
      "candlewicks not in vocabulary\n",
      " not in vocabulary\n",
      "earwigging not in vocabulary\n",
      " not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      "Italianates not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "Katuscha not in vocabulary\n",
      "Ammamaria not in vocabulary\n",
      " not in vocabulary\n",
      "kuchens not in vocabulary\n",
      " not in vocabulary\n",
      "chutzpahs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "phantasmagorias not in vocabulary\n",
      "raffishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cheerfullest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "retrovision not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sundris not in vocabulary\n",
      "befogging not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Melisenda not in vocabulary\n",
      "overpraises not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "digitalizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      "eruct not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "axers not in vocabulary\n",
      "hullabaloos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "commensurates not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "abortiveness not in vocabulary\n",
      "furtherer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      "curvilinearity not in vocabulary\n",
      "dogtrotting not in vocabulary\n",
      "multipliable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "colonialisms not in vocabulary\n",
      "antifundamentalist not in vocabulary\n",
      "proceeder not in vocabulary\n",
      "Kommunizma not in vocabulary\n",
      " not in vocabulary\n",
      "parader not in vocabulary\n",
      "technicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "restructurability not in vocabulary\n",
      " not in vocabulary\n",
      "gradely not in vocabulary\n",
      " not in vocabulary\n",
      "mobcaps not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "distinctest not in vocabulary\n",
      "Lebbie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vilyui not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Tokyoite not in vocabulary\n",
      "xylophonist not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wolfishness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "duennas not in vocabulary\n",
      " not in vocabulary\n",
      "Hewe not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "uraniums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "guanos not in vocabulary\n",
      "presager not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ashil not in vocabulary\n",
      "cockeye not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      "Mohandis not in vocabulary\n",
      "Kamillah not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "imperishably not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "acknowledgedly not in vocabulary\n",
      "tiresomenesses not in vocabulary\n",
      " not in vocabulary\n",
      "guarders not in vocabulary\n",
      "alundum not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gigacycle not in vocabulary\n",
      "cindering not in vocabulary\n",
      "Hellenisms not in vocabulary\n",
      "Maitilde not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Athabaskans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "predefinition not in vocabulary\n",
      " not in vocabulary\n",
      "telegraphists not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "marabous not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "howdies not in vocabulary\n",
      "hairsplittings not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "misguidedness not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      "Saraann not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonintellectuals not in vocabulary\n",
      " not in vocabulary\n",
      "neuritides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "aniseikonic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Koressa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Alisander not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wittings not in vocabulary\n",
      " not in vocabulary\n",
      "deathward not in vocabulary\n",
      "radiosterilization not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "calorics not in vocabulary\n",
      " not in vocabulary\n",
      "novelizes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mistruster not in vocabulary\n",
      "satoris not in vocabulary\n",
      "Barbaraanne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "generalizer not in vocabulary\n",
      "Tadzhikstan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Stillmann not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "equivocalness not in vocabulary\n",
      "mousiness not in vocabulary\n",
      "Exchequers not in vocabulary\n",
      "nonsensicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Joelie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "perviousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "symboled not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tabbatha not in vocabulary\n",
      "halites not in vocabulary\n",
      "turgidness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "seedcase not in vocabulary\n",
      " not in vocabulary\n",
      "markkaa not in vocabulary\n",
      " not in vocabulary\n",
      "maladapt not in vocabulary\n",
      "confirmedness not in vocabulary\n",
      "Dniepers not in vocabulary\n",
      " not in vocabulary\n",
      "Eberto not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "glycerinate not in vocabulary\n",
      "randiest not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Hopkinsian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonadministrative not in vocabulary\n",
      "certainer not in vocabulary\n",
      "candlers not in vocabulary\n",
      "anglicizing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      "Margette not in vocabulary\n",
      "henpecks not in vocabulary\n",
      "Guntar not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "telemarketings not in vocabulary\n",
      " not in vocabulary\n",
      "astronomies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "permafrosts not in vocabulary\n",
      "perihelia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "babbitts not in vocabulary\n",
      " not in vocabulary\n",
      "ensurer not in vocabulary\n",
      "dirking not in vocabulary\n",
      "Gabriellia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "newsdealer not in vocabulary\n",
      "crudding not in vocabulary\n",
      "musculatures not in vocabulary\n",
      "tomcatted not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "nervelessness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tawsha not in vocabulary\n",
      " not in vocabulary\n",
      "prosciuttos not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "russetting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "incorporable not in vocabulary\n",
      "engineeringly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "subproof not in vocabulary\n",
      "Porrima not in vocabulary\n",
      "Jobina not in vocabulary\n",
      " not in vocabulary\n",
      "evangelisms not in vocabulary\n",
      "Aridatha not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "computerizations not in vocabulary\n",
      " not in vocabulary\n",
      "discusser not in vocabulary\n",
      "cavalierness not in vocabulary\n",
      "squabbing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "oldens not in vocabulary\n",
      " not in vocabulary\n",
      "amphibology not in vocabulary\n",
      "prolixities not in vocabulary\n",
      " not in vocabulary\n",
      "mannishness not in vocabulary\n",
      "radiogalaxy not in vocabulary\n",
      "cabstand not in vocabulary\n",
      " not in vocabulary\n",
      "Auberta not in vocabulary\n",
      " not in vocabulary\n",
      "maharishis not in vocabulary\n",
      "antihistorical not in vocabulary\n",
      "Markism not in vocabulary\n",
      " not in vocabulary\n",
      "Klarrisa not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hardings not in vocabulary\n",
      " not in vocabulary\n",
      "maharanis not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      "Concepcin not in vocabulary\n",
      "sleken not in vocabulary\n",
      "unpartizan not in vocabulary\n",
      " not in vocabulary\n",
      "Markism not in vocabulary\n",
      "haranguer not in vocabulary\n",
      "friendlinesses not in vocabulary\n",
      "sentimentalization not in vocabulary\n",
      "kooked not in vocabulary\n",
      " not in vocabulary\n",
      "sleken not in vocabulary\n",
      " not in vocabulary\n",
      "blackener not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "duxes not in vocabulary\n",
      " not in vocabulary\n",
      "sharias not in vocabulary\n",
      "televangelisms not in vocabulary\n",
      " not in vocabulary\n",
      "williwaw not in vocabulary\n",
      " not in vocabulary\n",
      "noncollectable not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Robenia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Vernen not in vocabulary\n",
      " not in vocabulary\n",
      "Gipsys not in vocabulary\n",
      " not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "furtherer not in vocabulary\n",
      "grunions not in vocabulary\n",
      "judicatures not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "overdecorate not in vocabulary\n",
      "hibernator not in vocabulary\n",
      "archaizers not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "warrener not in vocabulary\n",
      "whittlers not in vocabulary\n",
      " not in vocabulary\n",
      "fayer not in vocabulary\n",
      " not in vocabulary\n",
      "Mbini not in vocabulary\n",
      "endungeoned not in vocabulary\n",
      " not in vocabulary\n",
      "garring not in vocabulary\n",
      "Ofilia not in vocabulary\n",
      "arrayer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "scurviness not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      "historicalness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "simonize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prologuize not in vocabulary\n",
      " not in vocabulary\n",
      "cossets not in vocabulary\n",
      "ransacker not in vocabulary\n",
      " not in vocabulary\n",
      "editorializer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Celinka not in vocabulary\n",
      " not in vocabulary\n",
      "lenients not in vocabulary\n",
      "squabbing not in vocabulary\n",
      " not in vocabulary\n",
      "nonprogrammer not in vocabulary\n",
      " not in vocabulary\n",
      "malenesses not in vocabulary\n",
      "radiosterilization not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "consternate not in vocabulary\n",
      " not in vocabulary\n",
      "winemake not in vocabulary\n",
      "suddens not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      "Adelice not in vocabulary\n",
      " not in vocabulary\n",
      "cooperages not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gridlocking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "diagrammable not in vocabulary\n",
      "corroborator not in vocabulary\n",
      "growlier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sentimentalizer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pantomimists not in vocabulary\n",
      " not in vocabulary\n",
      "jerkwaters not in vocabulary\n",
      "voicelessnesses not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "reparteed not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "acupunctures not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Willabella not in vocabulary\n",
      "Irtish not in vocabulary\n",
      " not in vocabulary\n",
      "Tiertza not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "extemporaneousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      " not in vocabulary\n",
      "intricateness not in vocabulary\n",
      "Frederigo not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Riobard not in vocabulary\n",
      " not in vocabulary\n",
      "overladed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "detestableness not in vocabulary\n",
      " not in vocabulary\n",
      "plainclothesman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spanielling not in vocabulary\n",
      " not in vocabulary\n",
      "baizing not in vocabulary\n",
      "mentioners not in vocabulary\n",
      " not in vocabulary\n",
      "alundum not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "laborings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "belier not in vocabulary\n",
      " not in vocabulary\n",
      "paramagnet not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cheslie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Matelda not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "branning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gavrielle not in vocabulary\n",
      "inexpressibleness not in vocabulary\n",
      " not in vocabulary\n",
      "Leelah not in vocabulary\n",
      "occulter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bespangle not in vocabulary\n",
      "zigzagger not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "towropes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mortifier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Fidole not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Karalynn not in vocabulary\n",
      "rabis not in vocabulary\n",
      " not in vocabulary\n",
      "Steffane not in vocabulary\n",
      "arrases not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Spanglishes not in vocabulary\n",
      "homeomorph not in vocabulary\n",
      "Ardelis not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "polychemicals not in vocabulary\n",
      " not in vocabulary\n",
      "childes not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "eggheaded not in vocabulary\n",
      "gorgeousnesses not in vocabulary\n",
      "Ashien not in vocabulary\n",
      "climbings not in vocabulary\n",
      " not in vocabulary\n",
      "perverter not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "roadsweepers not in vocabulary\n",
      "Tadio not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sentimentalization not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "coynesses not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "dopier not in vocabulary\n",
      " not in vocabulary\n",
      "elodeas not in vocabulary\n",
      "Isahella not in vocabulary\n",
      " not in vocabulary\n",
      "Labradorean not in vocabulary\n",
      "vitalizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "turgidness not in vocabulary\n",
      " not in vocabulary\n",
      "purisms not in vocabulary\n",
      "meataxe not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lallygag not in vocabulary\n",
      "Minnaminnie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vulgarizations not in vocabulary\n",
      "australites not in vocabulary\n",
      "signorinas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "serviceableness not in vocabulary\n",
      " not in vocabulary\n",
      "disconnecter not in vocabulary\n",
      "pirogies not in vocabulary\n",
      " not in vocabulary\n",
      "karates not in vocabulary\n",
      "noncarbohydrate not in vocabulary\n",
      "labellings not in vocabulary\n",
      "Japura not in vocabulary\n",
      " not in vocabulary\n",
      "deerstalkers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Patrizius not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Oderbergs not in vocabulary\n",
      "twaddling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "urbanologist not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "brushoffs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inveteracies not in vocabulary\n",
      " not in vocabulary\n",
      "intrasectoral not in vocabulary\n",
      "unbreakability not in vocabulary\n",
      " not in vocabulary\n",
      "hdqrs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bailsman not in vocabulary\n",
      "gunsling not in vocabulary\n",
      "Malissia not in vocabulary\n",
      " not in vocabulary\n",
      "commonplaceness not in vocabulary\n",
      "lamper not in vocabulary\n",
      "gagwriter not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "ochered not in vocabulary\n",
      "Lulita not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "trustworthier not in vocabulary\n",
      "complementariness not in vocabulary\n",
      "junketeer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "motleys not in vocabulary\n",
      "antiformant not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Lebbie not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Davinich not in vocabulary\n",
      "Stevana not in vocabulary\n",
      "interlayering not in vocabulary\n",
      "voluntarisms not in vocabulary\n",
      "Modestia not in vocabulary\n",
      " not in vocabulary\n",
      "jalapeo not in vocabulary\n",
      "Tokyoite not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Alvinia not in vocabulary\n",
      "Varityping not in vocabulary\n",
      "Tabbatha not in vocabulary\n",
      " not in vocabulary\n",
      "karakuls not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Iormina not in vocabulary\n",
      "folklike not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypochondrias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "leadenly not in vocabulary\n",
      "metathesizing not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "jurywoman not in vocabulary\n",
      "pluralizer not in vocabulary\n",
      "fragmentariness not in vocabulary\n",
      " not in vocabulary\n",
      "loyalisms not in vocabulary\n",
      " not in vocabulary\n",
      "Europeanizations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "williwaw not in vocabulary\n",
      "ministrants not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Domeniga not in vocabulary\n",
      "anorexias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Hejiras not in vocabulary\n",
      "Sanskritize not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "datedly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nananne not in vocabulary\n",
      "Cretaceously not in vocabulary\n",
      "Cassandry not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "calcareousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ricoriki not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Visakhapatnams not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "austereness not in vocabulary\n",
      "breastbones not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "farragoes not in vocabulary\n",
      " not in vocabulary\n",
      "Sheratan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "poliomyelitides not in vocabulary\n",
      " not in vocabulary\n",
      "bizzes not in vocabulary\n",
      " not in vocabulary\n",
      "randies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "theeing not in vocabulary\n",
      "dogtrotted not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "zoundses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Guthry not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "spectrographically not in vocabulary\n",
      "Melisandra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Aridatha not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Japura not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electrotherapist not in vocabulary\n",
      "muddlehead not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "calcareousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rabbinates not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sherye not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hundreder not in vocabulary\n",
      " not in vocabulary\n",
      "geopolitic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "mannas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ulberto not in vocabulary\n",
      " not in vocabulary\n",
      "wiretapper not in vocabulary\n",
      "Joelly not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "squeakiness not in vocabulary\n",
      " not in vocabulary\n",
      "vagarious not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "guanos not in vocabulary\n",
      " not in vocabulary\n",
      "glutinousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caballed not in vocabulary\n",
      "warpaths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "verballing not in vocabulary\n",
      "heathenisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "baggily not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "coattest not in vocabulary\n",
      "kilocycle not in vocabulary\n",
      "hoking not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "thirtieths not in vocabulary\n",
      "peevers not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "metallings not in vocabulary\n",
      "horticultures not in vocabulary\n",
      "epicyclical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wildcatted not in vocabulary\n",
      "Ardelis not in vocabulary\n",
      "perfunctoriness not in vocabulary\n",
      " not in vocabulary\n",
      "patricides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chutzpahs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "calciums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "batistes not in vocabulary\n",
      "vims not in vocabulary\n",
      " not in vocabulary\n",
      "squirehood not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "homeopathies not in vocabulary\n",
      " not in vocabulary\n",
      "uncoloredness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "cephalics not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inconsiderableness not in vocabulary\n",
      "misanthropically not in vocabulary\n",
      " not in vocabulary\n",
      "Karlotta not in vocabulary\n",
      "uppercases not in vocabulary\n",
      " not in vocabulary\n",
      "bluely not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "SMSAs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Krishnah not in vocabulary\n",
      "narcotization not in vocabulary\n",
      "commercializations not in vocabulary\n",
      "skindive not in vocabulary\n",
      "batistes not in vocabulary\n",
      "Indianians not in vocabulary\n",
      "microhydrodynamics not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "childes not in vocabulary\n",
      "spandexes not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "havocked not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Latrena not in vocabulary\n",
      "hurrays not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "impracticalness not in vocabulary\n",
      " not in vocabulary\n",
      "mortgageable not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Tallahoosa not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Fahrenheits not in vocabulary\n",
      " not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      "alderwomen not in vocabulary\n",
      "cheesecloths not in vocabulary\n",
      "fallowness not in vocabulary\n",
      "Ranique not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "schusses not in vocabulary\n",
      " not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "brushoffs not in vocabulary\n",
      "Emalia not in vocabulary\n",
      "Willied not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "waylayer not in vocabulary\n",
      " not in vocabulary\n",
      "impracticableness not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanian not in vocabulary\n",
      " not in vocabulary\n",
      "jiujitsus not in vocabulary\n",
      "Chiarra not in vocabulary\n",
      "Kariotta not in vocabulary\n",
      "semolinas not in vocabulary\n",
      "babels not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      " not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "keypunches not in vocabulary\n",
      "caravaner not in vocabulary\n",
      "kiddied not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pieceworker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "oversuspicious not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "stiling not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "authoresses not in vocabulary\n",
      "asphyxias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "estoppal not in vocabulary\n",
      "ecumenic not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "delinquently not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kizzee not in vocabulary\n",
      "taskmistress not in vocabulary\n",
      "kudzus not in vocabulary\n",
      " not in vocabulary\n",
      "conversioning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "deanships not in vocabulary\n",
      " not in vocabulary\n",
      "equivocalness not in vocabulary\n",
      "Ngaliema not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cahra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Elnath not in vocabulary\n",
      " not in vocabulary\n",
      "Zorine not in vocabulary\n",
      "Austina not in vocabulary\n",
      "anticking not in vocabulary\n",
      "glossolalias not in vocabulary\n",
      " not in vocabulary\n",
      "labellings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "keypuncher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "becked not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "varnisher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "maneuverer not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Wilek not in vocabulary\n",
      "cyders not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gerianna not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bindweeds not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "defis not in vocabulary\n",
      " not in vocabulary\n",
      "caballing not in vocabulary\n",
      " not in vocabulary\n",
      "Cacilia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Sigismundo not in vocabulary\n",
      "palatalize not in vocabulary\n",
      " not in vocabulary\n",
      "junketeers not in vocabulary\n",
      "Khrushchevs not in vocabulary\n",
      "hedgehopping not in vocabulary\n",
      "rabis not in vocabulary\n",
      " not in vocabulary\n",
      "unexceptionably not in vocabulary\n",
      "decennials not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cassias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "toastmistresses not in vocabulary\n",
      " not in vocabulary\n",
      "vialed not in vocabulary\n",
      "industrializes not in vocabulary\n",
      " not in vocabulary\n",
      "advantageousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "flightinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kryptons not in vocabulary\n",
      "nacres not in vocabulary\n",
      " not in vocabulary\n",
      "baggagemen not in vocabulary\n",
      " not in vocabulary\n",
      "platinizing not in vocabulary\n",
      "endungeoned not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "codetermine not in vocabulary\n",
      " not in vocabulary\n",
      "samenesses not in vocabulary\n",
      "taskmistress not in vocabulary\n",
      "ecumenicisms not in vocabulary\n",
      "misogamy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Dalenna not in vocabulary\n",
      "avitaminoses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Taddeusz not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "palenesses not in vocabulary\n",
      " not in vocabulary\n",
      "Jillana not in vocabulary\n",
      " not in vocabulary\n",
      "rosemaries not in vocabulary\n",
      "whistleable not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "qwertys not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tatiania not in vocabulary\n",
      "labellings not in vocabulary\n",
      "Husains not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      "squashiness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Farand not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "averrer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "imperishables not in vocabulary\n",
      "hisser not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rebeller not in vocabulary\n",
      "galliums not in vocabulary\n",
      "finites not in vocabulary\n",
      " not in vocabulary\n",
      "Olenek not in vocabulary\n",
      " not in vocabulary\n",
      "Cthrine not in vocabulary\n",
      "traditionalized not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caparisoning not in vocabulary\n",
      " not in vocabulary\n",
      "Sheffielder not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "aphoristically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fullword not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "buddings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      "figurativeness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nontheatrical not in vocabulary\n",
      "patriotisms not in vocabulary\n",
      "unpartizan not in vocabulary\n",
      "mannas not in vocabulary\n",
      "farfetchedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "misrepresenter not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Godthaab not in vocabulary\n",
      "affrication not in vocabulary\n",
      " not in vocabulary\n",
      "Wylma not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "aliyahs not in vocabulary\n",
      "Daffi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Alberik not in vocabulary\n",
      " not in vocabulary\n",
      "Franciskus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shadowiness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Singborg not in vocabulary\n",
      "mouthorgan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "defiances not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Weisenheimer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "deferrers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "godlinesses not in vocabulary\n",
      "robotism not in vocabulary\n",
      " not in vocabulary\n",
      "gigacycle not in vocabulary\n",
      " not in vocabulary\n",
      "badmintons not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "dairywomen not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hypotenuses not in vocabulary\n",
      "knowledgeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "renominations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "devilments not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "estimableness not in vocabulary\n",
      "Iosep not in vocabulary\n",
      "Eadith not in vocabulary\n",
      " not in vocabulary\n",
      "constituently not in vocabulary\n",
      " not in vocabulary\n",
      "slanderousness not in vocabulary\n",
      " not in vocabulary\n",
      "astrakhans not in vocabulary\n",
      " not in vocabulary\n",
      "Khrushchevs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "remonstrant not in vocabulary\n",
      " not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      "Alderamin not in vocabulary\n",
      "nonthinkings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "changeabilities not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "representably not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "welcomeness not in vocabulary\n",
      "abstrusest not in vocabulary\n",
      "Johnath not in vocabulary\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "manpowers not in vocabulary\n",
      "cockshies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "defis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      "excusableness not in vocabulary\n",
      " not in vocabulary\n",
      "Cahra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "osteoarthritides not in vocabulary\n",
      "caravaner not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanians not in vocabulary\n",
      "diker not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sanguining not in vocabulary\n",
      "unservile not in vocabulary\n",
      " not in vocabulary\n",
      "Andeee not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Minnaminnie not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lanolins not in vocabulary\n",
      " not in vocabulary\n",
      "surpriser not in vocabulary\n",
      "vowelling not in vocabulary\n",
      "Cherianne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "ethologies not in vocabulary\n",
      " not in vocabulary\n",
      "baconer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "puttee not in vocabulary\n",
      " not in vocabulary\n",
      "metatarsi not in vocabulary\n",
      "Gabriellia not in vocabulary\n",
      "deliquesces not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Margette not in vocabulary\n",
      " not in vocabulary\n",
      "Fenelia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "testatrices not in vocabulary\n",
      "indubitableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonadministrative not in vocabulary\n",
      "drearinesses not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabra not in vocabulary\n",
      " not in vocabulary\n",
      "cassavas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Niseis not in vocabulary\n",
      "detestableness not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "impracticableness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "princeliness not in vocabulary\n",
      "endungeoned not in vocabulary\n",
      " not in vocabulary\n",
      "Kamillah not in vocabulary\n",
      "Garrik not in vocabulary\n",
      "headshrinkers not in vocabulary\n",
      "Rozele not in vocabulary\n",
      " not in vocabulary\n",
      "mensurations not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unmemorialized not in vocabulary\n",
      "congealment not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "autosuggestibility not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shingler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "revenuer not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "agrarianisms not in vocabulary\n",
      " not in vocabulary\n",
      "Irtish not in vocabulary\n",
      "Davinich not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "scourger not in vocabulary\n",
      "scleroses not in vocabulary\n",
      " not in vocabulary\n",
      "motherer not in vocabulary\n",
      "prestidigitatorial not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "lanthanums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dybbukim not in vocabulary\n",
      "sharpys not in vocabulary\n",
      " not in vocabulary\n",
      "taskmistress not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "urger not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "jinrikisha not in vocabulary\n",
      "diaereses not in vocabulary\n",
      " not in vocabulary\n",
      "Hugibert not in vocabulary\n",
      " not in vocabulary\n",
      "sallowed not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Ailina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Jurua not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rowings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gadded not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "precisest not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "silicoses not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lazinesses not in vocabulary\n",
      "Vitia not in vocabulary\n",
      "fuhrers not in vocabulary\n",
      "Porrima not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "reticences not in vocabulary\n",
      "sowbelly not in vocabulary\n",
      "astrakhans not in vocabulary\n",
      " not in vocabulary\n",
      "Sheratan not in vocabulary\n",
      " not in vocabulary\n",
      "toastmistress not in vocabulary\n",
      "melancholias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gauziness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "lovelinesses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "diagrammaticality not in vocabulary\n",
      "courteousnesses not in vocabulary\n",
      "militarisms not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      "bonhomies not in vocabulary\n",
      " not in vocabulary\n",
      "Rafaelia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Staffard not in vocabulary\n",
      "Gerhardine not in vocabulary\n",
      "dudder not in vocabulary\n",
      "aliyahs not in vocabulary\n",
      "polytheisms not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Hobard not in vocabulary\n",
      "subcomputation not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Barbabas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "houseworkers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unneutralized not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inconvertibility not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "indistinguishableness not in vocabulary\n",
      "Klarika not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "simonies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "noninterferences not in vocabulary\n",
      " not in vocabulary\n",
      "gaucheness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "Fiann not in vocabulary\n",
      "Gerianna not in vocabulary\n",
      " not in vocabulary\n",
      "multitudinousness not in vocabulary\n",
      " not in vocabulary\n",
      "Gothart not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "humerals not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      " not in vocabulary\n",
      "tumidity not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caballed not in vocabulary\n",
      "saning not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gimpier not in vocabulary\n",
      " not in vocabulary\n",
      "indoctrinator not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gravesides not in vocabulary\n",
      " not in vocabulary\n",
      "nonindependent not in vocabulary\n",
      "Devlen not in vocabulary\n",
      "Anatollo not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "barcarole not in vocabulary\n",
      "Davidde not in vocabulary\n",
      "sibilancy not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "selenographer not in vocabulary\n",
      "handshaker not in vocabulary\n",
      "choiceness not in vocabulary\n",
      "enjoyableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "endangerments not in vocabulary\n",
      " not in vocabulary\n",
      "Ardisj not in vocabulary\n",
      "mintier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tallyhos not in vocabulary\n",
      "Ammamaria not in vocabulary\n",
      " not in vocabulary\n",
      "Padrewski not in vocabulary\n",
      "discusser not in vocabulary\n",
      "sonnies not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "amusingness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fricasseeing not in vocabulary\n",
      "Ruchbah not in vocabulary\n",
      " not in vocabulary\n",
      "Huitzilopitchli not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "patronizer not in vocabulary\n",
      " not in vocabulary\n",
      "nilling not in vocabulary\n",
      "acquitter not in vocabulary\n",
      " not in vocabulary\n",
      "alterers not in vocabulary\n",
      " not in vocabulary\n",
      "Gerladina not in vocabulary\n",
      "unravellings not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "encephalographic not in vocabulary\n",
      "Nikaniki not in vocabulary\n",
      " not in vocabulary\n",
      "Cornelle not in vocabulary\n",
      "Salaidh not in vocabulary\n",
      " not in vocabulary\n",
      "hepatitides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lackadaisic not in vocabulary\n",
      "paradoxicalness not in vocabulary\n",
      "disconnecter not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "radiogalaxies not in vocabulary\n",
      "bluefishes not in vocabulary\n",
      " not in vocabulary\n",
      "transcendences not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stubbiest not in vocabulary\n",
      "anginas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "balker not in vocabulary\n",
      " not in vocabulary\n",
      "tzars not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "nestler not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "pitifuller not in vocabulary\n",
      "vivaxes not in vocabulary\n",
      " not in vocabulary\n",
      "Jurua not in vocabulary\n",
      "lacrosses not in vocabulary\n",
      "newspapered not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "novene not in vocabulary\n",
      " not in vocabulary\n",
      "Khrushchevs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonacids not in vocabulary\n",
      " not in vocabulary\n",
      "embroilments not in vocabulary\n",
      " not in vocabulary\n",
      "unorganizedness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "surrenderer not in vocabulary\n",
      " not in vocabulary\n",
      "gamesmanships not in vocabulary\n",
      "Cherianne not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "caricaturisation not in vocabulary\n",
      "Devland not in vocabulary\n",
      "zoophyte not in vocabulary\n",
      "Markism not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "kuchens not in vocabulary\n",
      " not in vocabulary\n",
      "doeskins not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "limberly not in vocabulary\n",
      "sades not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ogdan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "seventeenths not in vocabulary\n",
      " not in vocabulary\n",
      "Tadzhikstan not in vocabulary\n",
      "brachia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "whitewasher not in vocabulary\n",
      " not in vocabulary\n",
      "hadjs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "inexhaustibleness not in vocabulary\n",
      "manginess not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "savorinesses not in vocabulary\n",
      "Ricoriki not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Ninnette not in vocabulary\n",
      " not in vocabulary\n",
      "reconsecrating not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Rozele not in vocabulary\n",
      " not in vocabulary\n",
      "Nanice not in vocabulary\n",
      "cherisher not in vocabulary\n",
      " not in vocabulary\n",
      "mummed not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "excitableness not in vocabulary\n",
      "gadded not in vocabulary\n",
      " not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      " not in vocabulary\n",
      "freewheeler not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "extemporaneousness not in vocabulary\n",
      "Shebeli not in vocabulary\n",
      "hypersensitiveness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "freeings not in vocabulary\n",
      "Merrielle not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "alimented not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nondetachable not in vocabulary\n",
      "revertible not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "exacter not in vocabulary\n",
      " not in vocabulary\n",
      "caviled not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Heindrick not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Welshwoman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "briner not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "noninterchangeable not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Valenka not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "camaraderies not in vocabulary\n",
      " not in vocabulary\n",
      "Beitris not in vocabulary\n",
      "vigilantist not in vocabulary\n",
      " not in vocabulary\n",
      "Chiarra not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "greenswards not in vocabulary\n",
      " not in vocabulary\n",
      "burnables not in vocabulary\n",
      "flecker not in vocabulary\n",
      "speedboating not in vocabulary\n",
      "netts not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nefen not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "wainwrights not in vocabulary\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "ciceroni not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Baryram not in vocabulary\n",
      "astrakhans not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fashioners not in vocabulary\n",
      "Cissiee not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "forestallment not in vocabulary\n",
      "hadjis not in vocabulary\n",
      "polychemicals not in vocabulary\n",
      "saiths not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vagarious not in vocabulary\n",
      "detribalizing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "baggageman not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "countersignatures not in vocabulary\n",
      "gunsling not in vocabulary\n",
      "Alejoa not in vocabulary\n",
      " not in vocabulary\n",
      "gracefullest not in vocabulary\n",
      "wolfishness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Cretaceously not in vocabulary\n",
      "quoining not in vocabulary\n",
      "Ebeneser not in vocabulary\n",
      " not in vocabulary\n",
      "birdtables not in vocabulary\n",
      " not in vocabulary\n",
      "noncarbohydrate not in vocabulary\n",
      "garbaging not in vocabulary\n",
      "Tawsha not in vocabulary\n",
      "Agnesse not in vocabulary\n",
      "deviling not in vocabulary\n",
      "kaffeeklatch not in vocabulary\n",
      " not in vocabulary\n",
      "impureness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "circuitousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "dejectedness not in vocabulary\n",
      "ecumenics not in vocabulary\n",
      "Wezen not in vocabulary\n",
      " not in vocabulary\n",
      "horologic not in vocabulary\n",
      " not in vocabulary\n",
      "primogenitures not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lionizer not in vocabulary\n",
      "officerships not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gleeing not in vocabulary\n",
      " not in vocabulary\n",
      "maharishis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "surrenderer not in vocabulary\n",
      "Araguaya not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "triangularization not in vocabulary\n",
      "noninterchangeable not in vocabulary\n",
      "inexpressibility not in vocabulary\n",
      " not in vocabulary\n",
      "Peyter not in vocabulary\n",
      "Hansiain not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bahamanian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "steiners not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "clankingly not in vocabulary\n",
      " not in vocabulary\n",
      "rejuvenatory not in vocabulary\n",
      "legstraps not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "immaterialness not in vocabulary\n",
      " not in vocabulary\n",
      "copras not in vocabulary\n",
      "avdp not in vocabulary\n",
      "averrer not in vocabulary\n",
      "Victoir not in vocabulary\n",
      "overlier not in vocabulary\n",
      "Monsignori not in vocabulary\n",
      "inconsiderableness not in vocabulary\n",
      " not in vocabulary\n",
      "darkener not in vocabulary\n",
      "unclearer not in vocabulary\n",
      " not in vocabulary\n",
      "Amalita not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "acumens not in vocabulary\n",
      "temperer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "splenetics not in vocabulary\n",
      " not in vocabulary\n",
      "Llywellyn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Auberta not in vocabulary\n",
      " not in vocabulary\n",
      "pontificals not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Jillane not in vocabulary\n",
      " not in vocabulary\n",
      "giantkiller not in vocabulary\n",
      " not in vocabulary\n",
      "vagueing not in vocabulary\n",
      " not in vocabulary\n",
      "strafer not in vocabulary\n",
      " not in vocabulary\n",
      "gallanted not in vocabulary\n",
      "Mirilla not in vocabulary\n",
      "ouzos not in vocabulary\n",
      "rebeller not in vocabulary\n",
      " not in vocabulary\n",
      "stonewort not in vocabulary\n",
      "biophysic not in vocabulary\n",
      "Cherrita not in vocabulary\n",
      " not in vocabulary\n",
      "amender not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "unalterableness not in vocabulary\n",
      "kolas not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "demotics not in vocabulary\n",
      "Rriocard not in vocabulary\n",
      " not in vocabulary\n",
      "baconer not in vocabulary\n",
      " not in vocabulary\n",
      "purdahs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "giber not in vocabulary\n",
      "monkeyshine not in vocabulary\n",
      "mopiest not in vocabulary\n",
      " not in vocabulary\n",
      "robotism not in vocabulary\n",
      " not in vocabulary\n",
      "irids not in vocabulary\n",
      "fadedly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "magnetohydrodynamical not in vocabulary\n",
      "pericardia not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      "peskiness not in vocabulary\n",
      "Joyan not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "prepender not in vocabulary\n",
      " not in vocabulary\n",
      "haphazards not in vocabulary\n",
      " not in vocabulary\n",
      "Franciskus not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chiefer not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "predicables not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      "Fanechka not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gigacycles not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Provencals not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Iseabal not in vocabulary\n",
      "underregistration not in vocabulary\n",
      " not in vocabulary\n",
      "earnestnesses not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bedaub not in vocabulary\n",
      "mongolisms not in vocabulary\n",
      "Aguistin not in vocabulary\n",
      " not in vocabulary\n",
      "metropolitanization not in vocabulary\n",
      "salacity not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "underenumerated not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "passioning not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "colonelcies not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "bemire not in vocabulary\n",
      "consumerisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "tandooris not in vocabulary\n",
      "krills not in vocabulary\n",
      " not in vocabulary\n",
      "polychemicals not in vocabulary\n",
      " not in vocabulary\n",
      "foxtrotting not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gwenore not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "poloniums not in vocabulary\n",
      "estimableness not in vocabulary\n",
      "burier not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Christianizes not in vocabulary\n",
      "paregorics not in vocabulary\n",
      " not in vocabulary\n",
      "centralizations not in vocabulary\n",
      "metacarpi not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "hgwy not in vocabulary\n",
      "dangs not in vocabulary\n",
      "kilogauss not in vocabulary\n",
      "marlinespikes not in vocabulary\n",
      "finniest not in vocabulary\n",
      " not in vocabulary\n",
      "Rochella not in vocabulary\n",
      " not in vocabulary\n",
      "teetotaled not in vocabulary\n",
      "Jobrel not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "cloudlessness not in vocabulary\n",
      "downier not in vocabulary\n",
      " not in vocabulary\n",
      "Annadiana not in vocabulary\n",
      "austerer not in vocabulary\n",
      " not in vocabulary\n",
      "obscurantisms not in vocabulary\n",
      "caravaner not in vocabulary\n",
      " not in vocabulary\n",
      "ergophobia not in vocabulary\n",
      "Artair not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "marshiness not in vocabulary\n",
      "giganticness not in vocabulary\n",
      "Fanechka not in vocabulary\n",
      " not in vocabulary\n",
      "revet not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rejuvenatory not in vocabulary\n",
      "intelligibilities not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "unappeasably not in vocabulary\n",
      "metalanguages not in vocabulary\n",
      "Vergils not in vocabulary\n",
      "marshiness not in vocabulary\n",
      " not in vocabulary\n",
      "lacquerer not in vocabulary\n",
      "Goldina not in vocabulary\n",
      "clothesbrush not in vocabulary\n",
      "marzipans not in vocabulary\n",
      " not in vocabulary\n",
      "wilily not in vocabulary\n",
      " not in vocabulary\n",
      "Harwilll not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "mohairs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "satisfactoriness not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      "detonable not in vocabulary\n",
      "Aprilette not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Nikolia not in vocabulary\n",
      "thorniness not in vocabulary\n",
      "greenswards not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stockiness not in vocabulary\n",
      "perpend not in vocabulary\n",
      "lambadas not in vocabulary\n",
      "Ralina not in vocabulary\n",
      " not in vocabulary\n",
      "tortoni not in vocabulary\n",
      "crudding not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "fallowness not in vocabulary\n",
      " not in vocabulary\n",
      "alundum not in vocabulary\n",
      "Iseabal not in vocabulary\n",
      " not in vocabulary\n",
      "farragoes not in vocabulary\n",
      "misinformations not in vocabulary\n",
      "Estele not in vocabulary\n",
      " not in vocabulary\n",
      "hurrays not in vocabulary\n",
      " not in vocabulary\n",
      "stevedored not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stagestruck not in vocabulary\n",
      "Caroljean not in vocabulary\n",
      "mirthfulness not in vocabulary\n",
      " not in vocabulary\n",
      "defis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "antiserums not in vocabulary\n",
      " not in vocabulary\n",
      "mudlarks not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "baggageman not in vocabulary\n",
      " not in vocabulary\n",
      "saltcellars not in vocabulary\n",
      "slushiness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "noncomprehending not in vocabulary\n",
      " not in vocabulary\n",
      "sharias not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "gumboils not in vocabulary\n",
      " not in vocabulary\n",
      "hooeys not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "oldens not in vocabulary\n",
      "Malissia not in vocabulary\n",
      "resews not in vocabulary\n",
      " not in vocabulary\n",
      "megadeaths not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tokyoite not in vocabulary\n",
      " not in vocabulary\n",
      "Araguaya not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Singborg not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "talliers not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "springily not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "maharanis not in vocabulary\n",
      "intelligibilities not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "goldbricks not in vocabulary\n",
      "osteoarthritides not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "zoophyte not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "electromyographically not in vocabulary\n",
      "hypothalamically not in vocabulary\n",
      "DeKastere not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "monologists not in vocabulary\n",
      " not in vocabulary\n",
      "radiopasteurization not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "credibilities not in vocabulary\n",
      "overrefined not in vocabulary\n",
      "electrolyzes not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Ujungpandang not in vocabulary\n",
      "antihistorical not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Winifield not in vocabulary\n",
      "shpt not in vocabulary\n",
      " not in vocabulary\n",
      "squabbest not in vocabulary\n",
      "midlander not in vocabulary\n",
      "contemplativeness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vims not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "headmastership not in vocabulary\n",
      " not in vocabulary\n",
      "Guglielma not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "godding not in vocabulary\n",
      "narcoses not in vocabulary\n",
      "ergophobia not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Pepillo not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "venireman not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nonogenarian not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "werwolfs not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vertigoes not in vocabulary\n",
      " not in vocabulary\n",
      "Jacenta not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "revertible not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "comparativeness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Indianians not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      "impressionableness not in vocabulary\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sigher not in vocabulary\n",
      "chrisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "vealer not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "molybdenums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "argots not in vocabulary\n",
      " not in vocabulary\n",
      "bleater not in vocabulary\n",
      "separatenesses not in vocabulary\n",
      "imping not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "seizors not in vocabulary\n",
      " not in vocabulary\n",
      "brontosaurs not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "ethnologies not in vocabulary\n",
      " not in vocabulary\n",
      "misguidedness not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "kriegspiel not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "stinkingly not in vocabulary\n",
      " not in vocabulary\n",
      "beriberis not in vocabulary\n",
      "sinisterness not in vocabulary\n",
      "connotatively not in vocabulary\n",
      "fortunateness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "rookier not in vocabulary\n",
      "Finnbogadottir not in vocabulary\n",
      "Bidget not in vocabulary\n",
      " not in vocabulary\n",
      "emeritae not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "triphosphopyridine not in vocabulary\n",
      "metricize not in vocabulary\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "velarize not in vocabulary\n",
      "skyscrape not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "superfix not in vocabulary\n",
      "Enrichetta not in vocabulary\n",
      " not in vocabulary\n",
      "Johnath not in vocabulary\n",
      "sereneness not in vocabulary\n",
      "insensateness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nicenesses not in vocabulary\n",
      "Jurua not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Tiertza not in vocabulary\n",
      "Petkiewicz not in vocabulary\n",
      " not in vocabulary\n",
      "homiest not in vocabulary\n",
      " not in vocabulary\n",
      "preachingly not in vocabulary\n",
      " not in vocabulary\n",
      "Mitchael not in vocabulary\n",
      " not in vocabulary\n",
      "vertigoes not in vocabulary\n",
      "slanderousness not in vocabulary\n",
      "jadeites not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Anglophobe not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Bethina not in vocabulary\n",
      " not in vocabulary\n",
      "swordsmanships not in vocabulary\n",
      " not in vocabulary\n",
      "bellyacher not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Mitchael not in vocabulary\n",
      "sowens not in vocabulary\n",
      "burier not in vocabulary\n",
      " not in vocabulary\n",
      "Wylma not in vocabulary\n",
      "superpredicate not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chauvinistically not in vocabulary\n",
      "hepper not in vocabulary\n",
      "Indianian not in vocabulary\n",
      "peacefuller not in vocabulary\n",
      "Kakalina not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Krishnah not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "shadowiness not in vocabulary\n",
      " not in vocabulary\n",
      "Celestyn not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "deleteriousness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Melisenda not in vocabulary\n",
      "complementariness not in vocabulary\n",
      "bravadoes not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "notepapers not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "towardliness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "grovelike not in vocabulary\n",
      "anastigmatic not in vocabulary\n",
      " not in vocabulary\n",
      "indiscriminateness not in vocabulary\n",
      "effendis not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "Shanghaiing not in vocabulary\n",
      "remediableness not in vocabulary\n",
      "wases not in vocabulary\n",
      "affricative not in vocabulary\n",
      "Kariotta not in vocabulary\n",
      "Abagael not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "sniveler not in vocabulary\n",
      "indefatigableness not in vocabulary\n",
      "lactoses not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "chafferer not in vocabulary\n",
      "legginesses not in vocabulary\n",
      " not in vocabulary\n",
      "Indianian not in vocabulary\n",
      " not in vocabulary\n",
      "tinfoils not in vocabulary\n",
      " not in vocabulary\n",
      "Isahella not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "inspective not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "Marylinda not in vocabulary\n",
      "viragoes not in vocabulary\n",
      "outhits not in vocabulary\n",
      "unitalicized not in vocabulary\n",
      "Wallache not in vocabulary\n",
      "brigandages not in vocabulary\n",
      "stenos not in vocabulary\n",
      "Ammamaria not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "nephritides not in vocabulary\n",
      "delectableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "lifetaking not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "radiophones not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Turkics not in vocabulary\n",
      " not in vocabulary\n",
      "Welbie not in vocabulary\n",
      "emblazonment not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Sherye not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Shebeli not in vocabulary\n",
      " not in vocabulary\n",
      "calciums not in vocabulary\n",
      " not in vocabulary\n",
      "interchangeableness not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "filterer not in vocabulary\n",
      "Heall not in vocabulary\n",
      "Kippar not in vocabulary\n",
      " not in vocabulary\n",
      "encephalographic not in vocabulary\n",
      "einsteiniums not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Reichstags not in vocabulary\n",
      "amened not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "calumets not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "interindex not in vocabulary\n",
      "presumingly not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Gothart not in vocabulary\n",
      "redoubtably not in vocabulary\n",
      "Karlotta not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      "syncopative not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "niggler not in vocabulary\n",
      "Putnem not in vocabulary\n",
      " not in vocabulary\n",
      "antivenins not in vocabulary\n",
      "nepotist not in vocabulary\n",
      "Waylin not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "[] not in vocabulary List is empty\n",
      " not in vocabulary\n",
      "classicisms not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      " not in vocabulary\n",
      "Number of words replaced: 108016  Failed: 10805\n",
      "Embeddings loaded!\n",
      "Building model graph...\n",
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_1 (InputLayer)             (None, 250)           0                                            \n",
      "____________________________________________________________________________________________________\n",
      "embedding_1 (Embedding)          (None, 250, 300)      63166500    input_1[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "bidirectional_2 (Bidirectional)  (None, 250, 100)      140400      embedding_1[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "bidirectional_1 (Bidirectional)  (None, 250, 100)      140400      embedding_1[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "attention_2 (Attention)          (None, 100)           350         bidirectional_2[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "attention_1 (Attention)          (None, 100)           350         bidirectional_1[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "dense_4 (Dense)                  (None, 128)           12928       attention_2[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "dense_1 (Dense)                  (None, 128)           12928       attention_1[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "dropout_3 (Dropout)              (None, 128)           0           dense_4[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "dropout_1 (Dropout)              (None, 128)           0           dense_1[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "dense_5 (Dense)                  (None, 128)           16512       dropout_3[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "dense_2 (Dense)                  (None, 128)           16512       dropout_1[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "dropout_4 (Dropout)              (None, 128)           0           dense_5[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "dropout_2 (Dropout)              (None, 128)           0           dense_2[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_2 (BatchNorm (None, 128)           512         dropout_4[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNorm (None, 128)           512         dropout_2[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "dense_6 (Dense)                  (None, 6)             774         batch_normalization_2[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "dense_3 (Dense)                  (None, 6)             774         batch_normalization_1[0][0]      \n",
      "____________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)      (None, 12)            0           dense_6[0][0]                    \n",
      "                                                                   dense_3[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "dropout_5 (Dropout)              (None, 12)            0           concatenate_1[0][0]              \n",
      "____________________________________________________________________________________________________\n",
      "dense_7 (Dense)                  (None, 128)           1664        dropout_5[0][0]                  \n",
      "____________________________________________________________________________________________________\n",
      "dense_8 (Dense)                  (None, 4)             516         dense_7[0][0]                    \n",
      "====================================================================================================\n",
      "Total params: 63,511,632\n",
      "Trainable params: 344,620\n",
      "Non-trainable params: 63,167,012\n",
      "____________________________________________________________________________________________________\n",
      "Training model...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 143613 samples, validate on 15958 samples\n",
      "Epoch 1/50\n",
      "Epoch 00000: val_loss improved from inf to 0.08809, saving model to models/multi-labelNLP_model.h5\n",
      "1049s - loss: 0.2646 - acc: 0.9442 - val_loss: 0.0881 - val_acc: 0.9708\n",
      "Epoch 2/50\n",
      "Epoch 00001: val_loss improved from 0.08809 to 0.06706, saving model to models/multi-labelNLP_model.h5\n",
      "1045s - loss: 0.0788 - acc: 0.9715 - val_loss: 0.0671 - val_acc: 0.9708\n",
      "Epoch 3/50\n",
      "Epoch 00002: val_loss improved from 0.06706 to 0.05972, saving model to models/multi-labelNLP_model.h5\n",
      "1011s - loss: 0.0646 - acc: 0.9774 - val_loss: 0.0597 - val_acc: 0.9833\n",
      "Epoch 4/50\n",
      "Epoch 00003: val_loss improved from 0.05972 to 0.05452, saving model to models/multi-labelNLP_model.h5\n",
      "1000s - loss: 0.0581 - acc: 0.9799 - val_loss: 0.0545 - val_acc: 0.9837\n",
      "Epoch 5/50\n",
      "Epoch 00004: val_loss improved from 0.05452 to 0.05107, saving model to models/multi-labelNLP_model.h5\n",
      "991s - loss: 0.0541 - acc: 0.9820 - val_loss: 0.0511 - val_acc: 0.9845\n",
      "Epoch 6/50\n",
      "Epoch 00005: val_loss improved from 0.05107 to 0.04932, saving model to models/multi-labelNLP_model.h5\n",
      "990s - loss: 0.0512 - acc: 0.9840 - val_loss: 0.0493 - val_acc: 0.9846\n",
      "Epoch 7/50\n",
      "Epoch 00006: val_loss improved from 0.04932 to 0.04794, saving model to models/multi-labelNLP_model.h5\n",
      "990s - loss: 0.0493 - acc: 0.9841 - val_loss: 0.0479 - val_acc: 0.9847\n",
      "Epoch 8/50\n",
      "Epoch 00007: val_loss improved from 0.04794 to 0.04689, saving model to models/multi-labelNLP_model.h5\n",
      "987s - loss: 0.0478 - acc: 0.9844 - val_loss: 0.0469 - val_acc: 0.9849\n",
      "Epoch 9/50\n",
      "Epoch 00008: val_loss did not improve\n",
      "953s - loss: 0.0464 - acc: 0.9847 - val_loss: 0.0474 - val_acc: 0.9849\n",
      "Epoch 10/50\n",
      "Epoch 00009: val_loss improved from 0.04689 to 0.04633, saving model to models/multi-labelNLP_model.h5\n",
      "957s - loss: 0.0455 - acc: 0.9847 - val_loss: 0.0463 - val_acc: 0.9853\n",
      "Epoch 11/50\n",
      "Epoch 00010: val_loss improved from 0.04633 to 0.04528, saving model to models/multi-labelNLP_model.h5\n",
      "957s - loss: 0.0448 - acc: 0.9848 - val_loss: 0.0453 - val_acc: 0.9855\n",
      "Epoch 12/50\n",
      "Epoch 00011: val_loss did not improve\n",
      "955s - loss: 0.0441 - acc: 0.9851 - val_loss: 0.0463 - val_acc: 0.9854\n",
      "Epoch 13/50\n",
      "Epoch 00012: val_loss improved from 0.04528 to 0.04468, saving model to models/multi-labelNLP_model.h5\n",
      "959s - loss: 0.0429 - acc: 0.9853 - val_loss: 0.0447 - val_acc: 0.9854\n",
      "Epoch 14/50\n",
      "Epoch 00013: val_loss did not improve\n",
      "957s - loss: 0.0426 - acc: 0.9851 - val_loss: 0.0449 - val_acc: 0.9854\n",
      "Epoch 15/50\n",
      "Epoch 00014: val_loss did not improve\n",
      "956s - loss: 0.0420 - acc: 0.9852 - val_loss: 0.0457 - val_acc: 0.9854\n",
      "Epoch 00014: early stopping\n",
      "Model trained!\n",
      "Best model saved to models/multi-labelNLP_model.h5\n",
      "Loading best model from checkpoint...\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Unknown layer: Attention",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-d60a1c8818fd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mMODEL_NAME\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'multi-labelNLP'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mdebias_random_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mToxModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdebias_random_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtext_column\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'comment_text'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtoxic\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'toxic'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msevere_toxic\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'severe_toxic'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobscene\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'obscene'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthreat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'threat'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minsult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'insult'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midentity_hate\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'identity_hate'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMODEL_NAME\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/media/dcek/ExtraDrive21/git/Kaggle/model_tool.py\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(self, cl, training_data_path, text_column, toxic, severe_toxic, obscene, threat, insult, identity_hate, model_name, pretrain)\u001b[0m\n\u001b[1;32m    476\u001b[0m         \u001b[0mepochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'epochs'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    477\u001b[0m         \u001b[0mvalidation_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalid_text\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalid_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 478\u001b[0;31m         \u001b[0mcallbacks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcallbacks\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    479\u001b[0m         verbose=2)\n\u001b[1;32m    480\u001b[0m     \u001b[0;32mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Model trained!'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/models.pyc\u001b[0m in \u001b[0;36mload_model\u001b[0;34m(filepath, custom_objects, compile)\u001b[0m\n\u001b[1;32m    237\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'No model found in config file.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    238\u001b[0m         \u001b[0mmodel_config\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_config\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf-8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 239\u001b[0;31m         \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel_from_config\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_config\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcustom_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcustom_objects\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    240\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    241\u001b[0m         \u001b[0;31m# set weights\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/models.pyc\u001b[0m in \u001b[0;36mmodel_from_config\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m    311\u001b[0m                         \u001b[0;34m'Maybe you meant to use '\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    312\u001b[0m                         '`Sequential.from_config(config)`?')\n\u001b[0;32m--> 313\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mlayer_module\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdeserialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcustom_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcustom_objects\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    314\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    315\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/layers/__init__.pyc\u001b[0m in \u001b[0;36mdeserialize\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m     52\u001b[0m                                     \u001b[0mmodule_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mglobs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m                                     \u001b[0mcustom_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcustom_objects\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m                                     printable_module_name='layer')\n\u001b[0m",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/utils/generic_utils.pyc\u001b[0m in \u001b[0;36mdeserialize_keras_object\u001b[0;34m(identifier, module_objects, custom_objects, printable_module_name)\u001b[0m\n\u001b[1;32m    137\u001b[0m                 return cls.from_config(config['config'],\n\u001b[1;32m    138\u001b[0m                                        custom_objects=dict(list(_GLOBAL_CUSTOM_OBJECTS.items()) +\n\u001b[0;32m--> 139\u001b[0;31m                                                            list(custom_objects.items())))\n\u001b[0m\u001b[1;32m    140\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mCustomObjectScope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcustom_objects\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    141\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_config\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'config'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/engine/topology.pyc\u001b[0m in \u001b[0;36mfrom_config\u001b[0;34m(cls, config, custom_objects)\u001b[0m\n\u001b[1;32m   2485\u001b[0m         \u001b[0;31m# First, we create all layers and enqueue nodes to be processed\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2486\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mlayer_data\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'layers'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2487\u001b[0;31m             \u001b[0mprocess_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlayer_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2488\u001b[0m         \u001b[0;31m# Then we process nodes in order of layer depth.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2489\u001b[0m         \u001b[0;31m# Nodes that cannot yet be processed (if the inbound node\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/engine/topology.pyc\u001b[0m in \u001b[0;36mprocess_layer\u001b[0;34m(layer_data)\u001b[0m\n\u001b[1;32m   2471\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2472\u001b[0m             layer = deserialize_layer(layer_data,\n\u001b[0;32m-> 2473\u001b[0;31m                                       custom_objects=custom_objects)\n\u001b[0m\u001b[1;32m   2474\u001b[0m             \u001b[0mcreated_layers\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlayer_name\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlayer\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2475\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/layers/__init__.pyc\u001b[0m in \u001b[0;36mdeserialize\u001b[0;34m(config, custom_objects)\u001b[0m\n\u001b[1;32m     52\u001b[0m                                     \u001b[0mmodule_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mglobs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m                                     \u001b[0mcustom_objects\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcustom_objects\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 54\u001b[0;31m                                     printable_module_name='layer')\n\u001b[0m",
      "\u001b[0;32m/home/dcek/anaconda2/envs/py27/lib/python2.7/site-packages/keras/utils/generic_utils.pyc\u001b[0m in \u001b[0;36mdeserialize_keras_object\u001b[0;34m(identifier, module_objects, custom_objects, printable_module_name)\u001b[0m\n\u001b[1;32m    131\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m                 raise ValueError('Unknown ' + printable_module_name +\n\u001b[0;32m--> 133\u001b[0;31m                                  ': ' + class_name)\n\u001b[0m\u001b[1;32m    134\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'from_config'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    135\u001b[0m             \u001b[0mcustom_objects\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcustom_objects\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Unknown layer: Attention"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'multi-labelNLP_charrnn'\n",
    "debias_random_model = ToxModel()\n",
    "debias_random_model.train(1,train, text_column = 'comment_text', toxic = 'toxic', severe_toxic = 'severe_toxic', obscene = 'obscene', threat = 'threat', insult = 'insult', identity_hate = 'identity_hate', model_name = MODEL_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 10000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 7e-05\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 300\n",
      "epochs: 50\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 250\n",
      "stop_early: False\n",
      "embedding_trainable: False\n",
      "\n",
      "Fitting tokenizer...\n",
      "Tokenizer fitted!\n",
      "Preparing data...\n",
      "train_text_temp shape (159571, 250) and train_labels_temp shape (159571, 2)\n",
      " ---- \n",
      "valid_text shape (15958, 250) and valid_labels shape (15958, 2)\n",
      "train_text shape (143613, 250) and train_labels shape (143613, 2)\n",
      "Data prepared!\n",
      "Loading embeddings...\n",
      "Embeddings loaded!\n",
      "Building model graph...\n",
      "Training model...\n",
      "Train on 143613 samples, validate on 15958 samples\n",
      "Epoch 1/50\n",
      "Epoch 00000: val_loss improved from inf to 0.19217, saving model to models/multi-labelNLP-second_model.h5\n",
      "493s - loss: 0.3494 - acc: 0.9083 - val_loss: 0.1922 - val_acc: 0.9470\n",
      "Epoch 2/50\n",
      "Epoch 00001: val_loss improved from 0.19217 to 0.08755, saving model to models/multi-labelNLP-second_model.h5\n",
      "490s - loss: 0.1361 - acc: 0.9628 - val_loss: 0.0875 - val_acc: 0.9753\n",
      "Epoch 3/50\n",
      "Epoch 00002: val_loss improved from 0.08755 to 0.07809, saving model to models/multi-labelNLP-second_model.h5\n",
      "487s - loss: 0.0950 - acc: 0.9723 - val_loss: 0.0781 - val_acc: 0.9763\n",
      "Epoch 4/50\n",
      "Epoch 00003: val_loss improved from 0.07809 to 0.07406, saving model to models/multi-labelNLP-second_model.h5\n",
      "489s - loss: 0.0862 - acc: 0.9736 - val_loss: 0.0741 - val_acc: 0.9765\n",
      "Epoch 5/50\n",
      "Epoch 00004: val_loss improved from 0.07406 to 0.07107, saving model to models/multi-labelNLP-second_model.h5\n",
      "490s - loss: 0.0803 - acc: 0.9746 - val_loss: 0.0711 - val_acc: 0.9773\n",
      "Epoch 6/50\n",
      "Epoch 00005: val_loss improved from 0.07107 to 0.06934, saving model to models/multi-labelNLP-second_model.h5\n",
      "490s - loss: 0.0766 - acc: 0.9754 - val_loss: 0.0693 - val_acc: 0.9773\n",
      "Epoch 7/50\n",
      "Epoch 00006: val_loss improved from 0.06934 to 0.06853, saving model to models/multi-labelNLP-second_model.h5\n",
      "491s - loss: 0.0736 - acc: 0.9763 - val_loss: 0.0685 - val_acc: 0.9770\n",
      "Epoch 8/50\n",
      "Epoch 00007: val_loss improved from 0.06853 to 0.06745, saving model to models/multi-labelNLP-second_model.h5\n",
      "491s - loss: 0.0703 - acc: 0.9769 - val_loss: 0.0675 - val_acc: 0.9779\n",
      "Epoch 9/50\n",
      "Epoch 00008: val_loss improved from 0.06745 to 0.06683, saving model to models/multi-labelNLP-second_model.h5\n",
      "491s - loss: 0.0681 - acc: 0.9774 - val_loss: 0.0668 - val_acc: 0.9772\n",
      "Epoch 10/50\n",
      "Epoch 00009: val_loss did not improve\n",
      "487s - loss: 0.0656 - acc: 0.9779 - val_loss: 0.0681 - val_acc: 0.9778\n",
      "Epoch 11/50\n",
      "Epoch 00010: val_loss improved from 0.06683 to 0.06667, saving model to models/multi-labelNLP-second_model.h5\n",
      "491s - loss: 0.0634 - acc: 0.9786 - val_loss: 0.0667 - val_acc: 0.9778\n",
      "Epoch 12/50\n",
      "Epoch 00011: val_loss did not improve\n",
      "487s - loss: 0.0614 - acc: 0.9794 - val_loss: 0.0692 - val_acc: 0.9777\n",
      "Epoch 13/50\n",
      "Epoch 00012: val_loss did not improve\n",
      "487s - loss: 0.0592 - acc: 0.9798 - val_loss: 0.0668 - val_acc: 0.9778\n",
      "Epoch 14/50\n",
      "Epoch 00013: val_loss did not improve\n",
      "487s - loss: 0.0566 - acc: 0.9807 - val_loss: 0.0678 - val_acc: 0.9775\n",
      "Epoch 15/50\n",
      "Epoch 00014: val_loss did not improve\n",
      "488s - loss: 0.0543 - acc: 0.9816 - val_loss: 0.0685 - val_acc: 0.9781\n",
      "Epoch 16/50\n",
      "Epoch 00015: val_loss did not improve\n",
      "487s - loss: 0.0524 - acc: 0.9820 - val_loss: 0.0701 - val_acc: 0.9779\n",
      "Epoch 17/50\n",
      "Epoch 00016: val_loss did not improve\n",
      "487s - loss: 0.0501 - acc: 0.9829 - val_loss: 0.0729 - val_acc: 0.9776\n",
      "Epoch 18/50\n",
      "Epoch 00017: val_loss did not improve\n",
      "487s - loss: 0.0486 - acc: 0.9833 - val_loss: 0.0747 - val_acc: 0.9774\n",
      "Epoch 19/50\n",
      "Epoch 00018: val_loss did not improve\n",
      "487s - loss: 0.0469 - acc: 0.9839 - val_loss: 0.0708 - val_acc: 0.9769\n",
      "Epoch 20/50\n",
      "Epoch 00019: val_loss did not improve\n",
      "487s - loss: 0.0450 - acc: 0.9847 - val_loss: 0.0744 - val_acc: 0.9775\n",
      "Epoch 21/50\n",
      "Epoch 00020: val_loss did not improve\n",
      "487s - loss: 0.0436 - acc: 0.9849 - val_loss: 0.0726 - val_acc: 0.9764\n",
      "Epoch 22/50\n",
      "Epoch 00021: val_loss did not improve\n",
      "487s - loss: 0.0421 - acc: 0.9857 - val_loss: 0.0769 - val_acc: 0.9765\n",
      "Epoch 23/50\n",
      "Epoch 00022: val_loss did not improve\n",
      "488s - loss: 0.0414 - acc: 0.9860 - val_loss: 0.0779 - val_acc: 0.9773\n",
      "Epoch 24/50\n",
      "Epoch 00023: val_loss did not improve\n",
      "488s - loss: 0.0395 - acc: 0.9866 - val_loss: 0.0769 - val_acc: 0.9764\n",
      "Epoch 25/50\n",
      "Epoch 00024: val_loss did not improve\n",
      "489s - loss: 0.0379 - acc: 0.9870 - val_loss: 0.0835 - val_acc: 0.9775\n",
      "Epoch 26/50\n",
      "Epoch 00025: val_loss did not improve\n",
      "488s - loss: 0.0377 - acc: 0.9871 - val_loss: 0.0825 - val_acc: 0.9773\n",
      "Epoch 27/50\n",
      "Epoch 00026: val_loss did not improve\n",
      "486s - loss: 0.0368 - acc: 0.9876 - val_loss: 0.0819 - val_acc: 0.9766\n",
      "Epoch 28/50\n",
      "Epoch 00027: val_loss did not improve\n",
      "487s - loss: 0.0356 - acc: 0.9878 - val_loss: 0.0811 - val_acc: 0.9765\n",
      "Epoch 29/50\n",
      "Epoch 00028: val_loss did not improve\n",
      "488s - loss: 0.0345 - acc: 0.9883 - val_loss: 0.0872 - val_acc: 0.9768\n",
      "Epoch 30/50\n",
      "Epoch 00029: val_loss did not improve\n",
      "488s - loss: 0.0341 - acc: 0.9884 - val_loss: 0.0817 - val_acc: 0.9769\n",
      "Epoch 31/50\n",
      "Epoch 00030: val_loss did not improve\n",
      "488s - loss: 0.0331 - acc: 0.9889 - val_loss: 0.0859 - val_acc: 0.9771\n",
      "Epoch 32/50\n",
      "Epoch 00031: val_loss did not improve\n",
      "488s - loss: 0.0323 - acc: 0.9890 - val_loss: 0.0879 - val_acc: 0.9772\n",
      "Epoch 33/50\n",
      "Epoch 00032: val_loss did not improve\n",
      "488s - loss: 0.0315 - acc: 0.9893 - val_loss: 0.0857 - val_acc: 0.9773\n",
      "Epoch 34/50\n",
      "Epoch 00033: val_loss did not improve\n",
      "488s - loss: 0.0310 - acc: 0.9893 - val_loss: 0.0854 - val_acc: 0.9768\n",
      "Epoch 35/50\n",
      "Epoch 00034: val_loss did not improve\n",
      "490s - loss: 0.0302 - acc: 0.9897 - val_loss: 0.0870 - val_acc: 0.9767\n",
      "Epoch 36/50\n",
      "Epoch 00035: val_loss did not improve\n",
      "491s - loss: 0.0296 - acc: 0.9901 - val_loss: 0.0870 - val_acc: 0.9770\n",
      "Epoch 37/50\n",
      "Epoch 00036: val_loss did not improve\n",
      "489s - loss: 0.0296 - acc: 0.9898 - val_loss: 0.0862 - val_acc: 0.9765\n",
      "Epoch 38/50\n",
      "Epoch 00037: val_loss did not improve\n",
      "489s - loss: 0.0289 - acc: 0.9900 - val_loss: 0.0862 - val_acc: 0.9766\n",
      "Epoch 39/50\n",
      "Epoch 00038: val_loss did not improve\n",
      "491s - loss: 0.0282 - acc: 0.9902 - val_loss: 0.0878 - val_acc: 0.9771\n",
      "Epoch 40/50\n",
      "Epoch 00039: val_loss did not improve\n",
      "495s - loss: 0.0280 - acc: 0.9905 - val_loss: 0.0853 - val_acc: 0.9765\n",
      "Epoch 41/50\n",
      "Epoch 00040: val_loss did not improve\n",
      "493s - loss: 0.0273 - acc: 0.9905 - val_loss: 0.0899 - val_acc: 0.9770\n",
      "Epoch 42/50\n",
      "Epoch 00041: val_loss did not improve\n",
      "494s - loss: 0.0271 - acc: 0.9908 - val_loss: 0.0954 - val_acc: 0.9767\n",
      "Epoch 43/50\n",
      "Epoch 00042: val_loss did not improve\n",
      "496s - loss: 0.0268 - acc: 0.9907 - val_loss: 0.0919 - val_acc: 0.9763\n",
      "Epoch 44/50\n",
      "Epoch 00043: val_loss did not improve\n",
      "503s - loss: 0.0262 - acc: 0.9908 - val_loss: 0.0933 - val_acc: 0.9764\n",
      "Epoch 45/50\n",
      "Epoch 00044: val_loss did not improve\n",
      "497s - loss: 0.0263 - acc: 0.9908 - val_loss: 0.0919 - val_acc: 0.9761\n",
      "Epoch 46/50\n",
      "Epoch 00045: val_loss did not improve\n",
      "496s - loss: 0.0254 - acc: 0.9912 - val_loss: 0.0918 - val_acc: 0.9770\n",
      "Epoch 47/50\n",
      "Epoch 00046: val_loss did not improve\n",
      "498s - loss: 0.0246 - acc: 0.9913 - val_loss: 0.0938 - val_acc: 0.9766\n",
      "Epoch 48/50\n",
      "Epoch 00047: val_loss did not improve\n",
      "502s - loss: 0.0246 - acc: 0.9912 - val_loss: 0.0922 - val_acc: 0.9763\n",
      "Epoch 49/50\n",
      "Epoch 00048: val_loss did not improve\n",
      "498s - loss: 0.0243 - acc: 0.9914 - val_loss: 0.0981 - val_acc: 0.9765\n",
      "Epoch 50/50\n",
      "Epoch 00049: val_loss did not improve\n",
      "487s - loss: 0.0242 - acc: 0.9915 - val_loss: 0.0957 - val_acc: 0.9764\n",
      "Model trained!\n",
      "Best model saved to models/multi-labelNLP-second_model.h5\n",
      "Loading best model from checkpoint...\n",
      "Model loaded!\n"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'multi-labelNLP-second'\n",
    "second_model = ToxModel()\n",
    "second_model.train(0,train, text_column = 'comment_text', toxic = 'toxic', severe_toxic = 'severe_toxic', obscene = 'obscene', threat = 'threat', insult = 'insult', identity_hate = 'identity_hate', model_name = MODEL_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 30000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 7e-05\n",
      "embedding_dim: 300\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "es_patience: 1\n",
      "epochs: 50\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "batch_size: 128\n",
      "model_name: multi-labelNLP-gru-cv\n",
      "max_sequence_length: 250\n",
      "stop_early: False\n",
      "embedding_trainable: False\n",
      "\n"
     ]
    }
   ],
   "source": [
    "debias_random_model = ToxModel(model_name=\"multi-labelNLP-gru-cv0\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 10000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 7e-05\n",
      "embedding_dim: 300\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "es_patience: 1\n",
      "epochs: 50\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "batch_size: 128\n",
      "model_name: multi-labelNLP-second\n",
      "max_sequence_length: 250\n",
      "stop_early: False\n",
      "embedding_trainable: False\n",
      "\n"
     ]
    }
   ],
   "source": [
    "second_model = ToxModel(model_name=\"multi-labelNLP-second\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([], dtype=int64), array([], dtype=int64))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "random_test = pd.read_csv('test.csv')\n",
    "np.where(pd.isnull(random_test)) #check null rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                                               56cf8b7315e85f14\n",
      "comment_text    SOmebody fucked up the homepage plz edit!! tha...\n",
      "Name: 52300, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(random_test.iloc[52300]) #print value of null row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "random_test = pd.read_csv('test.csv')\n",
    "#random_test = random_test.dropna()\n",
    "prediction = debias_random_model.predict(random_test['comment_text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153164, 6)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prediction.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                                                   231302702569\n",
      "comment_text    Just a note about external links: I have remov...\n",
      "Name: 52301, dtype: object\n"
     ]
    }
   ],
   "source": [
    "random_test = pd.read_csv('test.csv')\n",
    "random_test = random_test.dropna()\n",
    "print(random_test.iloc[52300])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(226997, 2)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.94351786 0.07261173 0.87614065 0.2488063 ]\n",
      "[2.8036063e-04 2.0171970e-05 3.3794012e-04 2.7047885e-05]\n",
      "[0.0013453  0.00012583 0.00167132 0.00017606]\n",
      "[1.0656077e-04 9.6954127e-06 1.1833789e-04 1.3261302e-05]\n",
      "[9.6572866e-04 7.3803014e-05 1.2766599e-03 1.0159020e-04]\n",
      "[1.4914108e-04 1.2232612e-05 1.7201710e-04 1.6546424e-05]\n",
      "[3.7022735e-04 3.1974312e-05 4.6733892e-04 4.4136799e-05]\n",
      "[0.03845833 0.00216745 0.05712204 0.00358418]\n",
      "[0.00292935 0.00019908 0.005152   0.00027639]\n",
      "[1.1728035e-04 1.0837189e-05 1.2751747e-04 1.4890081e-05]\n",
      "[0.06014245 0.00027489 0.07595153 0.00041313]\n",
      "[0.0037365  0.00061411 0.00671029 0.00094831]\n",
      "[1.1792146e-04 6.9626149e-06 1.3104505e-04 8.9941350e-06]\n",
      "[1.12934598e-04 1.16250676e-05 1.20583965e-04 1.62092383e-05]\n",
      "[9.21920000e-05 9.38676385e-06 1.02012295e-04 1.30086419e-05]\n",
      "[3.8325472e-04 3.0754032e-05 4.9539335e-04 4.2015748e-05]\n",
      "[0.00463269 0.00045546 0.00638342 0.000654  ]\n",
      "[0.00668138 0.00048621 0.01024681 0.00069852]\n",
      "[1.05928797e-04 1.01692503e-05 1.12349095e-04 1.40255634e-05]\n",
      "[0.00128499 0.00022907 0.00140288 0.00034797]\n"
     ]
    }
   ],
   "source": [
    "for id, p in enumerate(prediction):\n",
    "    if(id <20):\n",
    "        print(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153164, 2)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#second model\n",
    "random_test = pd.read_csv('test.csv')\n",
    "random_test = random_test.dropna()\n",
    "prediction_second = second_model.predict(random_test['comment_text'])\n",
    "prediction_second.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.98729837 0.32326353]\n",
      "[8.3768519e-04 1.1632358e-06]\n",
      "[1.1443039e-03 2.0584848e-06]\n",
      "[4.5535603e-04 3.8094805e-07]\n",
      "[2.3912357e-02 7.7905795e-05]\n",
      "[5.241920e-04 4.858725e-07]\n",
      "[2.1548306e-03 5.0328690e-06]\n",
      "[0.73191476 0.0132686 ]\n",
      "[0.03209163 0.00011017]\n",
      "[4.660586e-04 4.495613e-07]\n",
      "[0.43936914 0.00131104]\n",
      "[0.30907333 0.00103553]\n",
      "[6.220829e-04 5.968530e-07]\n",
      "[5.3532032e-04 4.9457026e-07]\n",
      "[4.8731244e-04 3.8716783e-07]\n",
      "[1.6188634e-03 2.8966961e-06]\n",
      "[1.9687539e-02 3.7851005e-05]\n",
      "[1.3295321e-02 4.3206492e-05]\n",
      "[5.089241e-04 4.337683e-07]\n",
      "[1.7802878e-03 3.2394330e-06]\n"
     ]
    }
   ],
   "source": [
    "for id, p in enumerate(prediction_second):\n",
    "    if(id <20):\n",
    "        print(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "random_test = pd.read_csv('test.csv')\n",
    "#random_test = random_test.dropna()\n",
    "test_id = random_test['id'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153164,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_id.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id    object\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
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       "      <th>14</th>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000634272d0d44eb</td>\n",
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       "    <tr>\n",
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      "text/plain": [
       "                  id\n",
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       "4   00017695ad8997eb\n",
       "5   0001ea8717f6de06\n",
       "6   00024115d4cbde0f\n",
       "7   000247e83dcc1211\n",
       "8   00025358d4737918\n",
       "9   00026d1092fe71cc\n",
       "10  0002eadc3b301559\n",
       "11  0002f87b16116a7f\n",
       "12  0003806b11932181\n",
       "13  0003e1cccfd5a40a\n",
       "14  00059ace3e3e9a53\n",
       "15  000634272d0d44eb\n",
       "16  000663aff0fffc80\n",
       "17  000689dd34e20979\n",
       "18  000834769115370c\n",
       "19  000844b52dee5f3f"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "header = [\"id\"]\n",
    "df = pd.DataFrame(test_id, columns=header)\n",
    "#display(df.head(n=20))\n",
    "\n",
    "df.id = df.id.astype(\"str\")\n",
    "print(df.dtypes)\n",
    "display(df.head(n=20))\n",
    "#print(np.where(pd.isnull(df)))\n",
    "#print(df.shape)\n",
    "#df.reset_index(drop=True, inplace=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.999144</td>\n",
       "      <td>4.910571e-01</td>\n",
       "      <td>0.997201</td>\n",
       "      <td>1.553519e-02</td>\n",
       "      <td>9.842854e-01</td>\n",
       "      <td>1.343174e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000013</td>\n",
       "      <td>6.671647e-07</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>1.191349e-07</td>\n",
       "      <td>4.216913e-06</td>\n",
       "      <td>5.983958e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000209</td>\n",
       "      <td>6.238616e-06</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>1.348426e-06</td>\n",
       "      <td>3.153176e-05</td>\n",
       "      <td>5.135477e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000025</td>\n",
       "      <td>9.297542e-07</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>3.098087e-07</td>\n",
       "      <td>4.252371e-06</td>\n",
       "      <td>1.555411e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.002148</td>\n",
       "      <td>1.040108e-05</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>3.862768e-05</td>\n",
       "      <td>1.052680e-04</td>\n",
       "      <td>2.039362e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000042</td>\n",
       "      <td>1.268990e-06</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>2.848018e-07</td>\n",
       "      <td>4.899765e-06</td>\n",
       "      <td>3.813471e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000051</td>\n",
       "      <td>1.395919e-06</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>6.946671e-07</td>\n",
       "      <td>7.570949e-06</td>\n",
       "      <td>4.054838e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.071056</td>\n",
       "      <td>1.163827e-04</td>\n",
       "      <td>0.001971</td>\n",
       "      <td>1.682328e-06</td>\n",
       "      <td>8.182763e-04</td>\n",
       "      <td>6.897181e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.801900</td>\n",
       "      <td>3.431676e-05</td>\n",
       "      <td>0.024083</td>\n",
       "      <td>2.839076e-06</td>\n",
       "      <td>1.149196e-01</td>\n",
       "      <td>1.346543e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.321367e-07</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>5.973085e-08</td>\n",
       "      <td>1.487395e-06</td>\n",
       "      <td>1.684030e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.753341</td>\n",
       "      <td>1.943194e-03</td>\n",
       "      <td>0.343263</td>\n",
       "      <td>5.293602e-05</td>\n",
       "      <td>1.177455e-02</td>\n",
       "      <td>2.340290e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.000102</td>\n",
       "      <td>3.048829e-07</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>2.795570e-08</td>\n",
       "      <td>8.914047e-06</td>\n",
       "      <td>2.755909e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000034</td>\n",
       "      <td>2.825011e-07</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>4.486401e-08</td>\n",
       "      <td>2.500264e-06</td>\n",
       "      <td>5.238395e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000042</td>\n",
       "      <td>2.759356e-07</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>2.391401e-08</td>\n",
       "      <td>3.936682e-06</td>\n",
       "      <td>1.305350e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000015</td>\n",
       "      <td>1.927926e-07</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3.109963e-08</td>\n",
       "      <td>6.017103e-07</td>\n",
       "      <td>1.128519e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000093</td>\n",
       "      <td>1.302868e-06</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>1.435930e-07</td>\n",
       "      <td>8.811699e-06</td>\n",
       "      <td>8.281456e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.000341</td>\n",
       "      <td>5.421381e-06</td>\n",
       "      <td>0.000211</td>\n",
       "      <td>3.351438e-07</td>\n",
       "      <td>4.865562e-05</td>\n",
       "      <td>2.953769e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000042</td>\n",
       "      <td>6.250647e-07</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>3.199706e-08</td>\n",
       "      <td>3.575684e-06</td>\n",
       "      <td>2.659654e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000231</td>\n",
       "      <td>1.904634e-06</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>4.873854e-07</td>\n",
       "      <td>1.486732e-05</td>\n",
       "      <td>2.688753e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.002066</td>\n",
       "      <td>1.536943e-05</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>8.524466e-06</td>\n",
       "      <td>1.095073e-04</td>\n",
       "      <td>4.031982e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       toxic  severe_toxic   obscene        threat        insult  \\\n",
       "0   0.999144  4.910571e-01  0.997201  1.553519e-02  9.842854e-01   \n",
       "1   0.000013  6.671647e-07  0.000010  1.191349e-07  4.216913e-06   \n",
       "2   0.000209  6.238616e-06  0.000085  1.348426e-06  3.153176e-05   \n",
       "3   0.000025  9.297542e-07  0.000012  3.098087e-07  4.252371e-06   \n",
       "4   0.002148  1.040108e-05  0.000469  3.862768e-05  1.052680e-04   \n",
       "5   0.000042  1.268990e-06  0.000016  2.848018e-07  4.899765e-06   \n",
       "6   0.000051  1.395919e-06  0.000016  6.946671e-07  7.570949e-06   \n",
       "7   0.071056  1.163827e-04  0.001971  1.682328e-06  8.182763e-04   \n",
       "8   0.801900  3.431676e-05  0.024083  2.839076e-06  1.149196e-01   \n",
       "9   0.000011  3.321367e-07  0.000007  5.973085e-08  1.487395e-06   \n",
       "10  0.753341  1.943194e-03  0.343263  5.293602e-05  1.177455e-02   \n",
       "11  0.000102  3.048829e-07  0.000027  2.795570e-08  8.914047e-06   \n",
       "12  0.000034  2.825011e-07  0.000022  4.486401e-08  2.500264e-06   \n",
       "13  0.000042  2.759356e-07  0.000011  2.391401e-08  3.936682e-06   \n",
       "14  0.000015  1.927926e-07  0.000004  3.109963e-08  6.017103e-07   \n",
       "15  0.000093  1.302868e-06  0.000015  1.435930e-07  8.811699e-06   \n",
       "16  0.000341  5.421381e-06  0.000211  3.351438e-07  4.865562e-05   \n",
       "17  0.000042  6.250647e-07  0.000013  3.199706e-08  3.575684e-06   \n",
       "18  0.000231  1.904634e-06  0.000070  4.873854e-07  1.486732e-05   \n",
       "19  0.002066  1.536943e-05  0.000404  8.524466e-06  1.095073e-04   \n",
       "\n",
       "    identity_hate  \n",
       "0    1.343174e-01  \n",
       "1    5.983958e-07  \n",
       "2    5.135477e-06  \n",
       "3    1.555411e-07  \n",
       "4    2.039362e-05  \n",
       "5    3.813471e-07  \n",
       "6    4.054838e-07  \n",
       "7    6.897181e-06  \n",
       "8    1.346543e-05  \n",
       "9    1.684030e-07  \n",
       "10   2.340290e-05  \n",
       "11   2.755909e-06  \n",
       "12   5.238395e-07  \n",
       "13   1.305350e-07  \n",
       "14   1.128519e-07  \n",
       "15   8.281456e-07  \n",
       "16   2.953769e-06  \n",
       "17   2.659654e-07  \n",
       "18   2.688753e-07  \n",
       "19   4.031982e-06  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([], dtype=int64), array([], dtype=int64))\n",
      "(153164, 6)\n"
     ]
    }
   ],
   "source": [
    "#IF NO SPLIT\n",
    "headers = [\"toxic\",\"severe_toxic\",\"obscene\",\"threat\",\"insult\",\"identity_hate\"]\n",
    "test_df = pd.DataFrame(prediction, columns=headers, dtype=float)\n",
    "display(test_df.head(n=20))\n",
    "print(np.where(pd.isnull(test_df)))\n",
    "print(test_df.shape)\n",
    "test_df.reset_index(drop=True, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.987298</td>\n",
       "      <td>3.232635e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000838</td>\n",
       "      <td>1.163236e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.001144</td>\n",
       "      <td>2.058485e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000455</td>\n",
       "      <td>3.809481e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.023912</td>\n",
       "      <td>7.790580e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000524</td>\n",
       "      <td>4.858725e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.002155</td>\n",
       "      <td>5.032869e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.731915</td>\n",
       "      <td>1.326860e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.032092</td>\n",
       "      <td>1.101697e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000466</td>\n",
       "      <td>4.495613e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.439369</td>\n",
       "      <td>1.311041e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.309073</td>\n",
       "      <td>1.035529e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000622</td>\n",
       "      <td>5.968530e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000535</td>\n",
       "      <td>4.945703e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000487</td>\n",
       "      <td>3.871678e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.001619</td>\n",
       "      <td>2.896696e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.019688</td>\n",
       "      <td>3.785100e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.013295</td>\n",
       "      <td>4.320649e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000509</td>\n",
       "      <td>4.337683e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.001780</td>\n",
       "      <td>3.239433e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       toxic  severe_toxic\n",
       "0   0.987298  3.232635e-01\n",
       "1   0.000838  1.163236e-06\n",
       "2   0.001144  2.058485e-06\n",
       "3   0.000455  3.809481e-07\n",
       "4   0.023912  7.790580e-05\n",
       "5   0.000524  4.858725e-07\n",
       "6   0.002155  5.032869e-06\n",
       "7   0.731915  1.326860e-02\n",
       "8   0.032092  1.101697e-04\n",
       "9   0.000466  4.495613e-07\n",
       "10  0.439369  1.311041e-03\n",
       "11  0.309073  1.035529e-03\n",
       "12  0.000622  5.968530e-07\n",
       "13  0.000535  4.945703e-07\n",
       "14  0.000487  3.871678e-07\n",
       "15  0.001619  2.896696e-06\n",
       "16  0.019688  3.785100e-05\n",
       "17  0.013295  4.320649e-05\n",
       "18  0.000509  4.337683e-07\n",
       "19  0.001780  3.239433e-06"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([], dtype=int64), array([], dtype=int64))\n",
      "(153164, 2)\n"
     ]
    }
   ],
   "source": [
    "#IF SPLIT\n",
    "headers = [\"toxic\",\"severe_toxic\"]\n",
    "test_df_second = pd.DataFrame(prediction_second, columns=headers, dtype=float)\n",
    "display(test_df_second.head(n=20))\n",
    "print(np.where(pd.isnull(test_df_second)))\n",
    "print(test_df_second.shape)\n",
    "test_df_second.reset_index(drop=True, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.943518</td>\n",
       "      <td>0.072612</td>\n",
       "      <td>0.876141</td>\n",
       "      <td>0.248806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000280</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.001345</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.001671</td>\n",
       "      <td>0.000176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000966</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.001277</td>\n",
       "      <td>0.000102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.000044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.038458</td>\n",
       "      <td>0.002167</td>\n",
       "      <td>0.057122</td>\n",
       "      <td>0.003584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.002929</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.005152</td>\n",
       "      <td>0.000276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.060142</td>\n",
       "      <td>0.000275</td>\n",
       "      <td>0.075952</td>\n",
       "      <td>0.000413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.003737</td>\n",
       "      <td>0.000614</td>\n",
       "      <td>0.006710</td>\n",
       "      <td>0.000948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000102</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000383</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.000042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.004633</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.006383</td>\n",
       "      <td>0.000654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.006681</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.010247</td>\n",
       "      <td>0.000699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.001285</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>0.001403</td>\n",
       "      <td>0.000348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     obscene    threat    insult  identity_hate\n",
       "0   0.943518  0.072612  0.876141       0.248806\n",
       "1   0.000280  0.000020  0.000338       0.000027\n",
       "2   0.001345  0.000126  0.001671       0.000176\n",
       "3   0.000107  0.000010  0.000118       0.000013\n",
       "4   0.000966  0.000074  0.001277       0.000102\n",
       "5   0.000149  0.000012  0.000172       0.000017\n",
       "6   0.000370  0.000032  0.000467       0.000044\n",
       "7   0.038458  0.002167  0.057122       0.003584\n",
       "8   0.002929  0.000199  0.005152       0.000276\n",
       "9   0.000117  0.000011  0.000128       0.000015\n",
       "10  0.060142  0.000275  0.075952       0.000413\n",
       "11  0.003737  0.000614  0.006710       0.000948\n",
       "12  0.000118  0.000007  0.000131       0.000009\n",
       "13  0.000113  0.000012  0.000121       0.000016\n",
       "14  0.000092  0.000009  0.000102       0.000013\n",
       "15  0.000383  0.000031  0.000495       0.000042\n",
       "16  0.004633  0.000455  0.006383       0.000654\n",
       "17  0.006681  0.000486  0.010247       0.000699\n",
       "18  0.000106  0.000010  0.000112       0.000014\n",
       "19  0.001285  0.000229  0.001403       0.000348"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([], dtype=int64), array([], dtype=int64))\n",
      "(153164, 4)\n"
     ]
    }
   ],
   "source": [
    "headers = [\"obscene\",\"threat\",\"insult\",\"identity_hate\"]\n",
    "test_df = pd.DataFrame(prediction, columns=headers, dtype=float)\n",
    "display(test_df.head(n=20))\n",
    "print(np.where(pd.isnull(test_df)))\n",
    "print(test_df.shape)\n",
    "test_df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
       "      <td>0.999144</td>\n",
       "      <td>4.910571e-01</td>\n",
       "      <td>0.997201</td>\n",
       "      <td>1.553519e-02</td>\n",
       "      <td>9.842854e-01</td>\n",
       "      <td>1.343174e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0000247867823ef7</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>6.671647e-07</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>1.191349e-07</td>\n",
       "      <td>4.216913e-06</td>\n",
       "      <td>5.983958e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00013b17ad220c46</td>\n",
       "      <td>0.000209</td>\n",
       "      <td>6.238616e-06</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>1.348426e-06</td>\n",
       "      <td>3.153176e-05</td>\n",
       "      <td>5.135477e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00017563c3f7919a</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>9.297542e-07</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>3.098087e-07</td>\n",
       "      <td>4.252371e-06</td>\n",
       "      <td>1.555411e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00017695ad8997eb</td>\n",
       "      <td>0.002148</td>\n",
       "      <td>1.040108e-05</td>\n",
       "      <td>0.000469</td>\n",
       "      <td>3.862768e-05</td>\n",
       "      <td>1.052680e-04</td>\n",
       "      <td>2.039362e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0001ea8717f6de06</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>1.268990e-06</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>2.848018e-07</td>\n",
       "      <td>4.899765e-06</td>\n",
       "      <td>3.813471e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>00024115d4cbde0f</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>1.395919e-06</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>6.946671e-07</td>\n",
       "      <td>7.570949e-06</td>\n",
       "      <td>4.054838e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000247e83dcc1211</td>\n",
       "      <td>0.071056</td>\n",
       "      <td>1.163827e-04</td>\n",
       "      <td>0.001971</td>\n",
       "      <td>1.682328e-06</td>\n",
       "      <td>8.182763e-04</td>\n",
       "      <td>6.897181e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>00025358d4737918</td>\n",
       "      <td>0.801900</td>\n",
       "      <td>3.431676e-05</td>\n",
       "      <td>0.024083</td>\n",
       "      <td>2.839076e-06</td>\n",
       "      <td>1.149196e-01</td>\n",
       "      <td>1.346543e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>00026d1092fe71cc</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.321367e-07</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>5.973085e-08</td>\n",
       "      <td>1.487395e-06</td>\n",
       "      <td>1.684030e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0002eadc3b301559</td>\n",
       "      <td>0.753341</td>\n",
       "      <td>1.943194e-03</td>\n",
       "      <td>0.343263</td>\n",
       "      <td>5.293602e-05</td>\n",
       "      <td>1.177455e-02</td>\n",
       "      <td>2.340290e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0002f87b16116a7f</td>\n",
       "      <td>0.000102</td>\n",
       "      <td>3.048829e-07</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>2.795570e-08</td>\n",
       "      <td>8.914047e-06</td>\n",
       "      <td>2.755909e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0003806b11932181</td>\n",
       "      <td>0.000034</td>\n",
       "      <td>2.825011e-07</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>4.486401e-08</td>\n",
       "      <td>2.500264e-06</td>\n",
       "      <td>5.238395e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0003e1cccfd5a40a</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>2.759356e-07</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>2.391401e-08</td>\n",
       "      <td>3.936682e-06</td>\n",
       "      <td>1.305350e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>00059ace3e3e9a53</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>1.927926e-07</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3.109963e-08</td>\n",
       "      <td>6.017103e-07</td>\n",
       "      <td>1.128519e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000634272d0d44eb</td>\n",
       "      <td>0.000093</td>\n",
       "      <td>1.302868e-06</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>1.435930e-07</td>\n",
       "      <td>8.811699e-06</td>\n",
       "      <td>8.281456e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000663aff0fffc80</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>5.421381e-06</td>\n",
       "      <td>0.000211</td>\n",
       "      <td>3.351438e-07</td>\n",
       "      <td>4.865562e-05</td>\n",
       "      <td>2.953769e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000689dd34e20979</td>\n",
       "      <td>0.000042</td>\n",
       "      <td>6.250647e-07</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>3.199706e-08</td>\n",
       "      <td>3.575684e-06</td>\n",
       "      <td>2.659654e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000834769115370c</td>\n",
       "      <td>0.000231</td>\n",
       "      <td>1.904634e-06</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>4.873854e-07</td>\n",
       "      <td>1.486732e-05</td>\n",
       "      <td>2.688753e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000844b52dee5f3f</td>\n",
       "      <td>0.002066</td>\n",
       "      <td>1.536943e-05</td>\n",
       "      <td>0.000404</td>\n",
       "      <td>8.524466e-06</td>\n",
       "      <td>1.095073e-04</td>\n",
       "      <td>4.031982e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id     toxic  severe_toxic   obscene        threat  \\\n",
       "0   00001cee341fdb12  0.999144  4.910571e-01  0.997201  1.553519e-02   \n",
       "1   0000247867823ef7  0.000013  6.671647e-07  0.000010  1.191349e-07   \n",
       "2   00013b17ad220c46  0.000209  6.238616e-06  0.000085  1.348426e-06   \n",
       "3   00017563c3f7919a  0.000025  9.297542e-07  0.000012  3.098087e-07   \n",
       "4   00017695ad8997eb  0.002148  1.040108e-05  0.000469  3.862768e-05   \n",
       "5   0001ea8717f6de06  0.000042  1.268990e-06  0.000016  2.848018e-07   \n",
       "6   00024115d4cbde0f  0.000051  1.395919e-06  0.000016  6.946671e-07   \n",
       "7   000247e83dcc1211  0.071056  1.163827e-04  0.001971  1.682328e-06   \n",
       "8   00025358d4737918  0.801900  3.431676e-05  0.024083  2.839076e-06   \n",
       "9   00026d1092fe71cc  0.000011  3.321367e-07  0.000007  5.973085e-08   \n",
       "10  0002eadc3b301559  0.753341  1.943194e-03  0.343263  5.293602e-05   \n",
       "11  0002f87b16116a7f  0.000102  3.048829e-07  0.000027  2.795570e-08   \n",
       "12  0003806b11932181  0.000034  2.825011e-07  0.000022  4.486401e-08   \n",
       "13  0003e1cccfd5a40a  0.000042  2.759356e-07  0.000011  2.391401e-08   \n",
       "14  00059ace3e3e9a53  0.000015  1.927926e-07  0.000004  3.109963e-08   \n",
       "15  000634272d0d44eb  0.000093  1.302868e-06  0.000015  1.435930e-07   \n",
       "16  000663aff0fffc80  0.000341  5.421381e-06  0.000211  3.351438e-07   \n",
       "17  000689dd34e20979  0.000042  6.250647e-07  0.000013  3.199706e-08   \n",
       "18  000834769115370c  0.000231  1.904634e-06  0.000070  4.873854e-07   \n",
       "19  000844b52dee5f3f  0.002066  1.536943e-05  0.000404  8.524466e-06   \n",
       "\n",
       "          insult  identity_hate  \n",
       "0   9.842854e-01   1.343174e-01  \n",
       "1   4.216913e-06   5.983958e-07  \n",
       "2   3.153176e-05   5.135477e-06  \n",
       "3   4.252371e-06   1.555411e-07  \n",
       "4   1.052680e-04   2.039362e-05  \n",
       "5   4.899765e-06   3.813471e-07  \n",
       "6   7.570949e-06   4.054838e-07  \n",
       "7   8.182763e-04   6.897181e-06  \n",
       "8   1.149196e-01   1.346543e-05  \n",
       "9   1.487395e-06   1.684030e-07  \n",
       "10  1.177455e-02   2.340290e-05  \n",
       "11  8.914047e-06   2.755909e-06  \n",
       "12  2.500264e-06   5.238395e-07  \n",
       "13  3.936682e-06   1.305350e-07  \n",
       "14  6.017103e-07   1.128519e-07  \n",
       "15  8.811699e-06   8.281456e-07  \n",
       "16  4.865562e-05   2.953769e-06  \n",
       "17  3.575684e-06   2.659654e-07  \n",
       "18  1.486732e-05   2.688753e-07  \n",
       "19  1.095073e-04   4.031982e-06  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                object\n",
      "toxic            float64\n",
      "severe_toxic     float64\n",
      "obscene          float64\n",
      "threat           float64\n",
      "insult           float64\n",
      "identity_hate    float64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([], dtype=int64), array([], dtype=int64))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#IF NO SPLIT\n",
    "df_new = pd.concat([df,test_df], axis=1)\n",
    "#df_new = df.merge(test_df, how='outer')\n",
    "#df_new.id = df_new.id.astype(\"int\")\n",
    "display(df_new.head(n=20))\n",
    "print(df_new.dtypes)\n",
    "\n",
    "np.where(pd.isnull(df_new))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>toxic</th>\n",
       "      <th>severe_toxic</th>\n",
       "      <th>obscene</th>\n",
       "      <th>threat</th>\n",
       "      <th>insult</th>\n",
       "      <th>identity_hate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00001cee341fdb12</td>\n",
       "      <td>0.987298</td>\n",
       "      <td>3.232635e-01</td>\n",
       "      <td>0.943518</td>\n",
       "      <td>0.072612</td>\n",
       "      <td>0.876141</td>\n",
       "      <td>0.248806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0000247867823ef7</td>\n",
       "      <td>0.000838</td>\n",
       "      <td>1.163236e-06</td>\n",
       "      <td>0.000280</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.000027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00013b17ad220c46</td>\n",
       "      <td>0.001144</td>\n",
       "      <td>2.058485e-06</td>\n",
       "      <td>0.001345</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.001671</td>\n",
       "      <td>0.000176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00017563c3f7919a</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>3.809481e-07</td>\n",
       "      <td>0.000107</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00017695ad8997eb</td>\n",
       "      <td>0.023912</td>\n",
       "      <td>7.790580e-05</td>\n",
       "      <td>0.000966</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>0.001277</td>\n",
       "      <td>0.000102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0001ea8717f6de06</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>4.858725e-07</td>\n",
       "      <td>0.000149</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000172</td>\n",
       "      <td>0.000017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>00024115d4cbde0f</td>\n",
       "      <td>0.002155</td>\n",
       "      <td>5.032869e-06</td>\n",
       "      <td>0.000370</td>\n",
       "      <td>0.000032</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.000044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000247e83dcc1211</td>\n",
       "      <td>0.731915</td>\n",
       "      <td>1.326860e-02</td>\n",
       "      <td>0.038458</td>\n",
       "      <td>0.002167</td>\n",
       "      <td>0.057122</td>\n",
       "      <td>0.003584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>00025358d4737918</td>\n",
       "      <td>0.032092</td>\n",
       "      <td>1.101697e-04</td>\n",
       "      <td>0.002929</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.005152</td>\n",
       "      <td>0.000276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>00026d1092fe71cc</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>4.495613e-07</td>\n",
       "      <td>0.000117</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0002eadc3b301559</td>\n",
       "      <td>0.439369</td>\n",
       "      <td>1.311041e-03</td>\n",
       "      <td>0.060142</td>\n",
       "      <td>0.000275</td>\n",
       "      <td>0.075952</td>\n",
       "      <td>0.000413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0002f87b16116a7f</td>\n",
       "      <td>0.309073</td>\n",
       "      <td>1.035529e-03</td>\n",
       "      <td>0.003737</td>\n",
       "      <td>0.000614</td>\n",
       "      <td>0.006710</td>\n",
       "      <td>0.000948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0003806b11932181</td>\n",
       "      <td>0.000622</td>\n",
       "      <td>5.968530e-07</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0003e1cccfd5a40a</td>\n",
       "      <td>0.000535</td>\n",
       "      <td>4.945703e-07</td>\n",
       "      <td>0.000113</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000121</td>\n",
       "      <td>0.000016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>00059ace3e3e9a53</td>\n",
       "      <td>0.000487</td>\n",
       "      <td>3.871678e-07</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000102</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000634272d0d44eb</td>\n",
       "      <td>0.001619</td>\n",
       "      <td>2.896696e-06</td>\n",
       "      <td>0.000383</td>\n",
       "      <td>0.000031</td>\n",
       "      <td>0.000495</td>\n",
       "      <td>0.000042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000663aff0fffc80</td>\n",
       "      <td>0.019688</td>\n",
       "      <td>3.785100e-05</td>\n",
       "      <td>0.004633</td>\n",
       "      <td>0.000455</td>\n",
       "      <td>0.006383</td>\n",
       "      <td>0.000654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000689dd34e20979</td>\n",
       "      <td>0.013295</td>\n",
       "      <td>4.320649e-05</td>\n",
       "      <td>0.006681</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.010247</td>\n",
       "      <td>0.000699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000834769115370c</td>\n",
       "      <td>0.000509</td>\n",
       "      <td>4.337683e-07</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>0.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000844b52dee5f3f</td>\n",
       "      <td>0.001780</td>\n",
       "      <td>3.239433e-06</td>\n",
       "      <td>0.001285</td>\n",
       "      <td>0.000229</td>\n",
       "      <td>0.001403</td>\n",
       "      <td>0.000348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id     toxic  severe_toxic   obscene    threat    insult  \\\n",
       "0   00001cee341fdb12  0.987298  3.232635e-01  0.943518  0.072612  0.876141   \n",
       "1   0000247867823ef7  0.000838  1.163236e-06  0.000280  0.000020  0.000338   \n",
       "2   00013b17ad220c46  0.001144  2.058485e-06  0.001345  0.000126  0.001671   \n",
       "3   00017563c3f7919a  0.000455  3.809481e-07  0.000107  0.000010  0.000118   \n",
       "4   00017695ad8997eb  0.023912  7.790580e-05  0.000966  0.000074  0.001277   \n",
       "5   0001ea8717f6de06  0.000524  4.858725e-07  0.000149  0.000012  0.000172   \n",
       "6   00024115d4cbde0f  0.002155  5.032869e-06  0.000370  0.000032  0.000467   \n",
       "7   000247e83dcc1211  0.731915  1.326860e-02  0.038458  0.002167  0.057122   \n",
       "8   00025358d4737918  0.032092  1.101697e-04  0.002929  0.000199  0.005152   \n",
       "9   00026d1092fe71cc  0.000466  4.495613e-07  0.000117  0.000011  0.000128   \n",
       "10  0002eadc3b301559  0.439369  1.311041e-03  0.060142  0.000275  0.075952   \n",
       "11  0002f87b16116a7f  0.309073  1.035529e-03  0.003737  0.000614  0.006710   \n",
       "12  0003806b11932181  0.000622  5.968530e-07  0.000118  0.000007  0.000131   \n",
       "13  0003e1cccfd5a40a  0.000535  4.945703e-07  0.000113  0.000012  0.000121   \n",
       "14  00059ace3e3e9a53  0.000487  3.871678e-07  0.000092  0.000009  0.000102   \n",
       "15  000634272d0d44eb  0.001619  2.896696e-06  0.000383  0.000031  0.000495   \n",
       "16  000663aff0fffc80  0.019688  3.785100e-05  0.004633  0.000455  0.006383   \n",
       "17  000689dd34e20979  0.013295  4.320649e-05  0.006681  0.000486  0.010247   \n",
       "18  000834769115370c  0.000509  4.337683e-07  0.000106  0.000010  0.000112   \n",
       "19  000844b52dee5f3f  0.001780  3.239433e-06  0.001285  0.000229  0.001403   \n",
       "\n",
       "    identity_hate  \n",
       "0        0.248806  \n",
       "1        0.000027  \n",
       "2        0.000176  \n",
       "3        0.000013  \n",
       "4        0.000102  \n",
       "5        0.000017  \n",
       "6        0.000044  \n",
       "7        0.003584  \n",
       "8        0.000276  \n",
       "9        0.000015  \n",
       "10       0.000413  \n",
       "11       0.000948  \n",
       "12       0.000009  \n",
       "13       0.000016  \n",
       "14       0.000013  \n",
       "15       0.000042  \n",
       "16       0.000654  \n",
       "17       0.000699  \n",
       "18       0.000014  \n",
       "19       0.000348  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                object\n",
      "toxic            float64\n",
      "severe_toxic     float64\n",
      "obscene          float64\n",
      "threat           float64\n",
      "insult           float64\n",
      "identity_hate    float64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([], dtype=int64), array([], dtype=int64))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#IF SPLIT\n",
    "df_new = pd.concat([df,test_df_second,test_df], axis=1)\n",
    "#df_new = df.merge(test_df, how='outer')\n",
    "#df_new.id = df_new.id.astype(\"int\")\n",
    "display(df_new.head(n=20))\n",
    "print(df_new.dtypes)\n",
    "\n",
    "np.where(pd.isnull(df_new))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#hds = [\"id\",\"toxic\",\"severe_toxic\",\"obscene\",\"threat\",\"insult\",\"identity_hate\"]\n",
    "\n",
    "#df2 = pd.DataFrame([[231298963278,0.5,0.5,0.5,0.5,0.5,0.5]], columns = hds)\n",
    "#df_newer = df_new.append(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(153164, 7)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "head = [\"id\",\"toxic\",\"severe_toxic\",\"obscene\",\"threat\",\"insult\",\"identity_hate\"]\n",
    "df_new.to_csv('cv_gru_output.csv', columns = head, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for id, p in enumerate(prediction):\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plain wikipedia model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 10000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 5e-05\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 100\n",
      "epochs: 20\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 250\n",
      "stop_early: True\n",
      "embedding_trainable: False\n",
      "\n",
      "Fitting tokenizer...\n",
      "Tokenizer fitted!\n",
      "Preparing data...\n",
      "Data prepared!\n",
      "Loading embeddings...\n",
      "Embeddings loaded!\n",
      "Building model graph...\n",
      "Training model...\n",
      "Train on 95692 samples, validate on 32128 samples\n",
      "Epoch 1/20\n",
      "Epoch 00000: val_loss improved from inf to 0.17471, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "134s - loss: 0.2437 - acc: 0.9141 - val_loss: 0.1747 - val_acc: 0.9359\n",
      "Epoch 2/20\n",
      "Epoch 00001: val_loss improved from 0.17471 to 0.14997, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "134s - loss: 0.1654 - acc: 0.9388 - val_loss: 0.1500 - val_acc: 0.9439\n",
      "Epoch 3/20\n",
      "Epoch 00002: val_loss improved from 0.14997 to 0.13735, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "134s - loss: 0.1467 - acc: 0.9455 - val_loss: 0.1373 - val_acc: 0.9492\n",
      "Epoch 4/20\n",
      "Epoch 00003: val_loss improved from 0.13735 to 0.13248, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "135s - loss: 0.1345 - acc: 0.9497 - val_loss: 0.1325 - val_acc: 0.9516\n",
      "Epoch 5/20\n",
      "Epoch 00004: val_loss improved from 0.13248 to 0.12877, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "135s - loss: 0.1258 - acc: 0.9535 - val_loss: 0.1288 - val_acc: 0.9536\n",
      "Epoch 6/20\n",
      "Epoch 00005: val_loss did not improve\n",
      "135s - loss: 0.1188 - acc: 0.9560 - val_loss: 0.1297 - val_acc: 0.9498\n",
      "Epoch 7/20\n",
      "Epoch 00006: val_loss improved from 0.12877 to 0.12534, saving model to ../models/cnn_wiki_tox_v3_model.h5\n",
      "140s - loss: 0.1131 - acc: 0.9584 - val_loss: 0.1253 - val_acc: 0.9550\n",
      "Epoch 8/20\n",
      "Epoch 00007: val_loss did not improve\n",
      "135s - loss: 0.1078 - acc: 0.9598 - val_loss: 0.1269 - val_acc: 0.9521\n",
      "Epoch 9/20\n",
      "Epoch 00008: val_loss did not improve\n",
      "135s - loss: 0.1015 - acc: 0.9622 - val_loss: 0.1288 - val_acc: 0.9554\n",
      "Epoch 00008: early stopping\n",
      "Model trained!\n",
      "Best model saved to ../models/cnn_wiki_tox_v3_model.h5\n",
      "Loading best model from checkpoint...\n",
      "Model loaded!\n"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'cnn_wiki_tox_v3'\n",
    "wiki_model = ToxModel()\n",
    "wiki_model.train(wiki['train'], wiki['dev'], text_column = 'comment', label_column = 'is_toxic', model_name = MODEL_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.95997760130597887"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wiki_test = pd.read_csv(wiki['test'])\n",
    "wiki_model.score_auc(wiki_test['comment'], wiki_test['is_toxic'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Debiased model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hyperparameters\n",
      "---------------\n",
      "max_num_words: 10000\n",
      "dropout_rate: 0.3\n",
      "verbose: True\n",
      "cnn_pooling_sizes: [5, 5, 40]\n",
      "es_min_delta: 0\n",
      "learning_rate: 5e-05\n",
      "es_patience: 1\n",
      "batch_size: 128\n",
      "embedding_dim: 100\n",
      "epochs: 20\n",
      "cnn_filter_sizes: [128, 128, 128]\n",
      "cnn_kernel_sizes: [5, 5, 5]\n",
      "max_sequence_length: 250\n",
      "stop_early: True\n",
      "embedding_trainable: False\n",
      "\n",
      "Fitting tokenizer...\n",
      "Tokenizer fitted!\n",
      "Preparing data...\n",
      "Data prepared!\n",
      "Loading embeddings...\n",
      "Embeddings loaded!\n",
      "Building model graph...\n",
      "Training model...\n",
      "Train on 99157 samples, validate on 33283 samples\n",
      "Epoch 1/20\n",
      "Epoch 00000: val_loss improved from inf to 0.16575, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "140s - loss: 0.2258 - acc: 0.9215 - val_loss: 0.1657 - val_acc: 0.9406\n",
      "Epoch 2/20\n",
      "Epoch 00001: val_loss improved from 0.16575 to 0.14430, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "139s - loss: 0.1595 - acc: 0.9420 - val_loss: 0.1443 - val_acc: 0.9472\n",
      "Epoch 3/20\n",
      "Epoch 00002: val_loss improved from 0.14430 to 0.13724, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "140s - loss: 0.1414 - acc: 0.9482 - val_loss: 0.1372 - val_acc: 0.9502\n",
      "Epoch 4/20\n",
      "Epoch 00003: val_loss improved from 0.13724 to 0.13068, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "140s - loss: 0.1307 - acc: 0.9521 - val_loss: 0.1307 - val_acc: 0.9525\n",
      "Epoch 5/20\n",
      "Epoch 00004: val_loss did not improve\n",
      "140s - loss: 0.1229 - acc: 0.9543 - val_loss: 0.1316 - val_acc: 0.9540\n",
      "Epoch 6/20\n",
      "Epoch 00005: val_loss improved from 0.13068 to 0.12352, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "140s - loss: 0.1168 - acc: 0.9566 - val_loss: 0.1235 - val_acc: 0.9541\n",
      "Epoch 7/20\n",
      "Epoch 00006: val_loss did not improve\n",
      "140s - loss: 0.1105 - acc: 0.9596 - val_loss: 0.1244 - val_acc: 0.9563\n",
      "Epoch 8/20\n",
      "Epoch 00007: val_loss improved from 0.12352 to 0.12325, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "149s - loss: 0.1054 - acc: 0.9612 - val_loss: 0.1232 - val_acc: 0.9548\n",
      "Epoch 9/20\n",
      "Epoch 00008: val_loss improved from 0.12325 to 0.12280, saving model to ../models/cnn_debias_tox_v3_model.h5\n",
      "147s - loss: 0.1004 - acc: 0.9631 - val_loss: 0.1228 - val_acc: 0.9559\n",
      "Epoch 10/20\n",
      "Epoch 00009: val_loss did not improve\n",
      "140s - loss: 0.0947 - acc: 0.9652 - val_loss: 0.1256 - val_acc: 0.9546\n",
      "Epoch 11/20\n",
      "Epoch 00010: val_loss did not improve\n",
      "139s - loss: 0.0896 - acc: 0.9674 - val_loss: 0.1249 - val_acc: 0.9550\n",
      "Epoch 00010: early stopping\n",
      "Model trained!\n",
      "Best model saved to ../models/cnn_debias_tox_v3_model.h5\n",
      "Loading best model from checkpoint...\n",
      "Model loaded!\n"
     ]
    }
   ],
   "source": [
    "MODEL_NAME = 'cnn_debias_tox_v3'\n",
    "debias_model = ToxModel()\n",
    "debias_model.train(debias['train'], debias['dev'], text_column = 'comment', label_column = 'is_toxic', model_name = MODEL_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "ToxModel instance has no attribute 'prep_data_and_score'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-c2e330991cd3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mdebias_test\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdebias\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'test'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdebias_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprep_data_and_score\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdebias_test\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'comment'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdebias_test\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'is_toxic'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: ToxModel instance has no attribute 'prep_data_and_score'"
     ]
    }
   ],
   "source": [
    "debias_test = pd.read_csv(debias['test'])\n",
    "debias_model.prep_data_and_score(debias_test['comment'], debias_test['is_toxic'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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