From 2aec86a4bc8c75a2ad22eae925976e031346b4bd Mon Sep 17 00:00:00 2001
From: Ashish Gupta <hackerashish25@gmail.com>
Date: Sat, 12 Jan 2019 19:47:33 +0530
Subject: [PATCH 1/5] change in nlp_apps file

---
 nlp_apps.ipynb | 830 -------------------------------------------------
 1 file changed, 830 deletions(-)
 delete mode 100644 nlp_apps.ipynb

diff --git a/nlp_apps.ipynb b/nlp_apps.ipynb
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--- a/nlp_apps.ipynb
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-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# NATURAL LANGUAGE PROCESSING APPLICATIONS\n",
-    "\n",
-    "In this notebook we will take a look at some indicative applications of natural language processing. We will cover content from [`nlp.py`](https://github.com/aimacode/aima-python/blob/master/nlp.py) and [`text.py`](https://github.com/aimacode/aima-python/blob/master/text.py), for chapters 22 and 23 of Stuart Russel's and Peter Norvig's book [*Artificial Intelligence: A Modern Approach*](http://aima.cs.berkeley.edu/)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## CONTENTS\n",
-    "\n",
-    "* Language Recognition\n",
-    "* Author Recognition\n",
-    "* The Federalist Papers"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# LANGUAGE RECOGNITION\n",
-    "\n",
-    "A very useful application of text models (you can read more on them on the [`text notebook`](https://github.com/aimacode/aima-python/blob/master/text.ipynb)) is categorizing text into a language. In fact, with enough data we can categorize correctly mostly any text. That is because different languages have certain characteristics that set them apart. For example, in German it is very usual for 'c' to be followed by 'h' while in English we see 't' followed by 'h' a lot.\n",
-    "\n",
-    "Here we will build an application to categorize sentences in either English or German.\n",
-    "\n",
-    "First we need to build our dataset. We will take as input text in English and in German and we will extract n-gram character models (in this case, *bigrams* for n=2). For English, we will use *Flatland* by Edwin Abbott and for German *Faust* by Goethe.\n",
-    "\n",
-    "Let's build our text models for each language, which will hold the probability of each bigram occuring in the text."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "from utils import open_data\n",
-    "from text import *\n",
-    "\n",
-    "flatland = open_data(\"EN-text/flatland.txt\").read()\n",
-    "wordseq = words(flatland)\n",
-    "\n",
-    "P_flatland = NgramCharModel(2, wordseq)\n",
-    "\n",
-    "faust = open_data(\"GE-text/faust.txt\").read()\n",
-    "wordseq = words(faust)\n",
-    "\n",
-    "P_faust = NgramCharModel(2, wordseq)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can use this information to build a *Naive Bayes Classifier* that will be used to categorize sentences (you can read more on Naive Bayes on the [`learning notebook`](https://github.com/aimacode/aima-python/blob/master/learning.ipynb)). The classifier will take as input the probability distribution of bigrams and given a list of bigrams (extracted from the sentence to be classified), it will calculate the probability of the example/sentence coming from each language and pick the maximum.\n",
-    "\n",
-    "Let's build our classifier, with the assumption that English is as probable as German (the input is a dictionary with values the text models and keys the tuple `language, probability`):"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "from learning import NaiveBayesLearner\n",
-    "\n",
-    "dist = {('English', 1): P_flatland, ('German', 1): P_faust}\n",
-    "\n",
-    "nBS = NaiveBayesLearner(dist, simple=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we need to write a function that takes as input a sentence, breaks it into a list of bigrams and classifies it with the naive bayes classifier from above.\n",
-    "\n",
-    "Once we get the text model for the sentence, we need to unravel it. The text models show the probability of each bigram, but the classifier can't handle that extra data. It requires a simple *list* of bigrams. So, if the text model shows that a bigram appears three times, we need to add it three times in the list. Since the text model stores the n-gram information in a dictionary (with the key being the n-gram and the value the number of times the n-gram appears) we need to iterate through the items of the dictionary and manually add them to the list of n-grams."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "def recognize(sentence, nBS, n):\n",
-    "    sentence = sentence.lower()\n",
-    "    wordseq = words(sentence)\n",
-    "    \n",
-    "    P_sentence = NgramCharModel(n, wordseq)\n",
-    "    \n",
-    "    ngrams = []\n",
-    "    for b, p in P_sentence.dictionary.items():\n",
-    "        ngrams += [b]*p\n",
-    "    \n",
-    "    print(ngrams)\n",
-    "    \n",
-    "    return nBS(ngrams)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we can start categorizing sentences."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[(' ', 'i'), ('i', 'c'), ('c', 'h'), (' ', 'b'), ('b', 'i'), ('i', 'n'), ('i', 'n'), (' ', 'e'), ('e', 'i'), (' ', 'p'), ('p', 'l'), ('l', 'a'), ('a', 't'), ('t', 'z')]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'German'"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"Ich bin ein platz\", nBS, 2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[(' ', 't'), ('t', 'u'), ('u', 'r'), ('r', 't'), ('t', 'l'), ('l', 'e'), ('e', 's'), (' ', 'f'), ('f', 'l'), ('l', 'y'), (' ', 'h'), ('h', 'i'), ('i', 'g'), ('g', 'h')]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'English'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"Turtles fly high\", nBS, 2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[(' ', 'd'), ('d', 'e'), ('e', 'r'), ('e', 'r'), (' ', 'p'), ('p', 'e'), ('e', 'l'), ('l', 'i'), ('i', 'k'), ('k', 'a'), ('a', 'n'), (' ', 'i'), ('i', 's'), ('s', 't'), (' ', 'h'), ('h', 'i'), ('i', 'e')]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'German'"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"Der pelikan ist hier\", nBS, 2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[(' ', 'a'), ('a', 'n'), ('n', 'd'), (' ', 't'), (' ', 't'), ('t', 'h'), ('t', 'h'), ('h', 'u'), ('u', 's'), ('h', 'e'), (' ', 'w'), ('w', 'i'), ('i', 'z'), ('z', 'a'), ('a', 'r'), ('r', 'd'), (' ', 's'), ('s', 'p'), ('p', 'o'), ('o', 'k'), ('k', 'e')]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "'English'"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"And thus the wizard spoke\", nBS, 2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "You can add more languages if you want, the algorithm works for as many as you like! Also, you can play around with *n*. Here we used 2, but other numbers work too (even though 2 suffices). The algorithm is not perfect, but it has high accuracy even for small samples like the ones we used. That is because English and German are very different languages. The closer together languages are (for example, Norwegian and Swedish share a lot of common ground) the lower the accuracy of the classifier."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## AUTHOR RECOGNITION\n",
-    "\n",
-    "Another similar application to language recognition is recognizing who is more likely to have written a sentence, given text written by them. Here we will try and predict text from Edwin Abbott and Jane Austen. They wrote *Flatland* and *Pride and Prejudice* respectively.\n",
-    "\n",
-    "We are optimistic we can determine who wrote what based on the fact that Abbott wrote his novella on much later date than Austen, which means there will be linguistic differences between the two works. Indeed, *Flatland* uses more modern and direct language while *Pride and Prejudice* is written in a more archaic tone containing more sophisticated wording.\n",
-    "\n",
-    "Similarly with Language Recognition, we will first import the two datasets. This time though we are not looking for connections between characters, since that wouldn't give that great results. Why? Because both authors use English and English follows a set of patterns, as we show earlier. Trying to determine authorship based on this patterns would not be very efficient.\n",
-    "\n",
-    "Instead, we will abstract our querying to a higher level. We will use words instead of characters. That way we can more accurately pick at the differences between their writing style and thus have a better chance at guessing the correct author.\n",
-    "\n",
-    "Let's go right ahead and import our data:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "from utils import open_data\n",
-    "from text import *\n",
-    "\n",
-    "flatland = open_data(\"EN-text/flatland.txt\").read()\n",
-    "wordseq = words(flatland)\n",
-    "\n",
-    "P_Abbott = UnigramWordModel(wordseq, 5)\n",
-    "\n",
-    "pride = open_data(\"EN-text/pride.txt\").read()\n",
-    "wordseq = words(pride)\n",
-    "\n",
-    "P_Austen = UnigramWordModel(wordseq, 5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This time we set the `default` parameter of the model to 5, instead of 0. If we leave it at 0, then when we get a sentence containing a word we have not seen from that particular author, the chance of that sentence coming from that author is exactly 0 (since to get the probability, we multiply all the separate probabilities; if one is 0 then the result is also 0). To avoid that, we tell the model to add 5 to the count of all the words that appear.\n",
-    "\n",
-    "Next we will build the Naive Bayes Classifier:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "from learning import NaiveBayesLearner\n",
-    "\n",
-    "dist = {('Abbott', 1): P_Abbott, ('Austen', 1): P_Austen}\n",
-    "\n",
-    "nBS = NaiveBayesLearner(dist, simple=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now that we have build our classifier, we will start classifying. First, we need to convert the given sentence to the format the classifier needs. That is, a list of words."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "def recognize(sentence, nBS):\n",
-    "    sentence = sentence.lower()\n",
-    "    sentence_words = words(sentence)\n",
-    "    \n",
-    "    return nBS(sentence_words)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "First we will input a sentence that is something Abbott would write. Note the use of square and the simpler language."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Abbott'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"the square is mad\", nBS)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The classifier correctly guessed Abbott.\n",
-    "\n",
-    "Next we will input a more sophisticated sentence, similar to the style of Austen."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Austen'"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "recognize(\"a most peculiar acquaintance\", nBS)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The classifier guessed correctly again.\n",
-    "\n",
-    "You can try more sentences on your own. Unfortunately though, since the datasets are pretty small, chances are the guesses will not always be correct."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## THE FEDERALIST PAPERS\n",
-    "\n",
-    "Let's now take a look at a harder problem, classifying the authors of the [Federalist Papers](https://en.wikipedia.org/wiki/The_Federalist_Papers). The *Federalist Papers* are a series of papers written by Alexander Hamilton, James Madison and John Jay towards establishing the United States Constitution.\n",
-    "\n",
-    "What is interesting about these papers is that they were all written under a pseudonym, \"Publius\", to keep the identity of the authors a secret. Only after Hamilton's death, when a list was found written by him detailing the authorship of the papers, did the rest of the world learn what papers each of the authors wrote. After the list was published, Madison chimed in to make a couple of corrections: Hamilton, Madison said, hastily wrote down the list and assigned some papers to the wrong author!\n",
-    "\n",
-    "Here we will try and find out who really wrote these mysterious papers.\n",
-    "\n",
-    "To solve this we will learn from the undisputed papers to predict the disputed ones. First, let's read the texts from the file:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "from utils import open_data\n",
-    "from text import *\n",
-    "\n",
-    "federalist = open_data(\"EN-text/federalist.txt\").read()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's see how the text looks. We will print the first 500 characters:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'The Project Gutenberg EBook of The Federalist Papers, by \\nAlexander Hamilton and John Jay and James Madison\\n\\nThis eBook is for the use of anyone anywhere at no cost and with\\nalmost no restrictions whatsoever.  You may copy it, give it away or\\nre-use it under the terms of the Project Gutenberg License included\\nwith this eBook or online at www.gutenberg.net\\n\\n\\nTitle: The Federalist Papers\\n\\nAuthor: Alexander Hamilton\\n        John Jay\\n        James Madison\\n\\nPosting Date: December 12, 2011 [EBook #18]'"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "federalist[:500]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "It seems that the text file opens with a license agreement, hardly useful in our case. In fact, the license spans 113 words, while there is also a licensing agreement at the end of the file, which spans 3098 words. We need to remove them. To do so, we will first convert the text into words, to make our lives easier."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "wordseq = words(federalist)\n",
-    "wordseq = wordseq[114:-3098]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's now take a look at the first 100 words:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'federalist no 1 general introduction for the independent journal hamilton to the people of the state of new york after an unequivocal experience of the inefficacy of the subsisting federal government you are called upon to deliberate on a new constitution for the united states of america the subject speaks its own importance comprehending in its consequences nothing less than the existence of the union the safety and welfare of the parts of which it is composed the fate of an empire in many respects the most interesting in the world it has been frequently remarked that it seems to'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "' '.join(wordseq[:100])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Much better.\n",
-    "\n",
-    "As with any Natural Language Processing problem, it is prudent to do some text pre-processing and clean our data before we start building our model. Remember that all the papers are signed as 'Publius', so we can safely remove that word, since it doesn't give us any information as to the real author.\n",
-    "\n",
-    "NOTE: Since we are only removing a single word from each paper, this step can be skipped. We add it here to show that processing the data in our hands is something we should always be considering. Oftentimes pre-processing the data in just the right way is the difference between a robust model and a flimsy one."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "wordseq = [w for w in wordseq if w != 'publius']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we have to separate the text from a block of words into papers and assign them to their authors. We can see that each paper starts with the word 'federalist', so we will split the text on that word.\n",
-    "\n",
-    "The disputed papers are the papers from 49 to 58, from 18 to 20 and paper 64. We want to leave these papers unassigned. Also, note that there are two versions of paper 70; both from Hamilton.\n",
-    "\n",
-    "Finally, to keep the implementation intuitive, we add a `None` object at the start of the `papers` list to make the list index match up with the paper numbering (for example, `papers[5]` now corresponds to paper no. 5 instead of the paper no.6 in the 0-indexed Python)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(4, 16, 52)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import re\n",
-    "\n",
-    "papers = re.split(r'federalist\\s', ' '.join(wordseq))\n",
-    "papers = [p for p in papers if p not in ['', ' ']]\n",
-    "papers = [None] + papers\n",
-    "\n",
-    "disputed = list(range(49, 58+1)) + [18, 19, 20, 64]\n",
-    "jay, madison, hamilton = [], [], []\n",
-    "for i, p in enumerate(papers):\n",
-    "    if i in disputed or i == 0:\n",
-    "        continue\n",
-    "    \n",
-    "    if 'jay' in p:\n",
-    "        jay.append(p)\n",
-    "    elif 'madison' in p:\n",
-    "        madison.append(p)\n",
-    "    else:\n",
-    "        hamilton.append(p)\n",
-    "\n",
-    "len(jay), len(madison), len(hamilton)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As we can see, from the undisputed papers Jay wrote 4, Madison 17 and Hamilton 51 (+1 duplicate). Let's now build our word models. The Unigram Word Model again will come in handy."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "hamilton = ''.join(hamilton)\n",
-    "hamilton_words = words(hamilton)\n",
-    "P_hamilton = UnigramWordModel(hamilton_words, default=1)\n",
-    "\n",
-    "madison = ''.join(madison)\n",
-    "madison_words = words(madison)\n",
-    "P_madison = UnigramWordModel(madison_words, default=1)\n",
-    "\n",
-    "jay = ''.join(jay)\n",
-    "jay_words = words(jay)\n",
-    "P_jay = UnigramWordModel(jay_words, default=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now it is time to build our new Naive Bayes Learner. It is very similar to the one found in `learning.py`, but with an important difference: it doesn't classify an example, but instead returns the probability of the example belonging to each class. This will allow us to not only see to whom a paper belongs to, but also the probability of authorship as well. \n",
-    "We will build two versions of Learners, one will multiply probabilities as is and other will add the logarithms of them.\n",
-    "\n",
-    "Finally, since we are dealing with long text and the string of probability multiplications is long, we will end up with the results being rounded to 0 due to floating point underflow. To work around this problem we will use the built-in Python library `decimal`, which allows as to set decimal precision to much larger than normal.\n",
-    "\n",
-    "Note that the logarithmic learner will compute a negative likelihood since the logarithm of values less than 1 will be negative.\n",
-    "Thus, the author with the lesser magnitude of proportion is more likely to have written that paper.\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "import random\n",
-    "import decimal\n",
-    "import math\n",
-    "from decimal import Decimal\n",
-    "\n",
-    "decimal.getcontext().prec = 100\n",
-    "\n",
-    "def precise_product(numbers):\n",
-    "    result = 1\n",
-    "    for x in numbers:\n",
-    "        result *= Decimal(x)\n",
-    "    return result\n",
-    "\n",
-    "def log_product(numbers):\n",
-    "    result = 0.0\n",
-    "    for x in numbers:\n",
-    "        result += math.log(x)\n",
-    "    return result\n",
-    "\n",
-    "def NaiveBayesLearner(dist):\n",
-    "    \"\"\"A simple naive bayes classifier that takes as input a dictionary of\n",
-    "    Counter distributions and can then be used to find the probability\n",
-    "    of a given item belonging to each class.\n",
-    "    The input dictionary is in the following form:\n",
-    "        ClassName: Counter\"\"\"\n",
-    "    attr_dist = {c_name: count_prob for c_name, count_prob in dist.items()}\n",
-    "\n",
-    "    def predict(example):\n",
-    "        \"\"\"Predict the probabilities for each class.\"\"\"\n",
-    "        def class_prob(target, e):\n",
-    "            attr = attr_dist[target]\n",
-    "            return precise_product([attr[a] for a in e])\n",
-    "\n",
-    "        pred = {t: class_prob(t, example) for t in dist.keys()}\n",
-    "\n",
-    "        total = sum(pred.values())\n",
-    "        for k, v in pred.items():\n",
-    "            pred[k] = v / total\n",
-    "\n",
-    "        return pred\n",
-    "\n",
-    "    return predict\n",
-    "\n",
-    "def NaiveBayesLearnerLog(dist):\n",
-    "    \"\"\"A simple naive bayes classifier that takes as input a dictionary of\n",
-    "    Counter distributions and can then be used to find the probability\n",
-    "    of a given item belonging to each class. It will compute the likelihood by adding the logarithms of probabilities.\n",
-    "    The input dictionary is in the following form:\n",
-    "        ClassName: Counter\"\"\"\n",
-    "    attr_dist = {c_name: count_prob for c_name, count_prob in dist.items()}\n",
-    "\n",
-    "    def predict(example):\n",
-    "        \"\"\"Predict the probabilities for each class.\"\"\"\n",
-    "        def class_prob(target, e):\n",
-    "            attr = attr_dist[target]\n",
-    "            return log_product([attr[a] for a in e])\n",
-    "\n",
-    "        pred = {t: class_prob(t, example) for t in dist.keys()}\n",
-    "\n",
-    "        total = -sum(pred.values())\n",
-    "        for k, v in pred.items():\n",
-    "            pred[k] = v/total\n",
-    "\n",
-    "        return pred\n",
-    "\n",
-    "    return predict\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Next we will build our Learner. Note that even though Hamilton wrote the most papers, that doesn't make it more probable that he wrote the rest, so all the class probabilities will be equal. We can change them if we have some external knowledge, which for this tutorial we do not have."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "dist = {('Madison', 1): P_madison, ('Hamilton', 1): P_hamilton, ('Jay', 1): P_jay}\n",
-    "nBS = NaiveBayesLearner(dist)\n",
-    "nBSL = NaiveBayesLearnerLog(dist)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As usual, the `recognize` function will take as input a string and after removing capitalization and splitting it into words, will feed it into the Naive Bayes Classifier."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": [
-    "def recognize(sentence, nBS):\n",
-    "    return nBS(words(sentence.lower()))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we can start predicting the disputed papers:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Straightforward Naive Bayes Learner\n",
-      "\n",
-      "Paper No. 49: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 50: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 51: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 52: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 53: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 54: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 55: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 56: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 57: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 58: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 18: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 19: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 20: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
-      "Paper No. 64: Hamilton: 1.0000 Madison: 0.0000 Jay: 0.0000\n",
-      "\n",
-      "Logarithmic Naive Bayes Learner\n",
-      "\n",
-      "Paper No. 49: Hamilton: -0.330591 Madison: -0.327717 Jay: -0.341692\n",
-      "Paper No. 50: Hamilton: -0.333119 Madison: -0.328454 Jay: -0.338427\n",
-      "Paper No. 51: Hamilton: -0.330246 Madison: -0.325758 Jay: -0.343996\n",
-      "Paper No. 52: Hamilton: -0.331094 Madison: -0.327491 Jay: -0.341415\n",
-      "Paper No. 53: Hamilton: -0.330942 Madison: -0.328364 Jay: -0.340693\n",
-      "Paper No. 54: Hamilton: -0.329566 Madison: -0.327157 Jay: -0.343277\n",
-      "Paper No. 55: Hamilton: -0.330821 Madison: -0.328143 Jay: -0.341036\n",
-      "Paper No. 56: Hamilton: -0.330333 Madison: -0.327496 Jay: -0.342171\n",
-      "Paper No. 57: Hamilton: -0.330625 Madison: -0.328602 Jay: -0.340772\n",
-      "Paper No. 58: Hamilton: -0.330271 Madison: -0.327215 Jay: -0.342515\n",
-      "Paper No. 18: Hamilton: -0.337781 Madison: -0.330932 Jay: -0.331287\n",
-      "Paper No. 19: Hamilton: -0.335635 Madison: -0.331774 Jay: -0.332590\n",
-      "Paper No. 20: Hamilton: -0.334911 Madison: -0.331866 Jay: -0.333223\n",
-      "Paper No. 64: Hamilton: -0.331004 Madison: -0.332968 Jay: -0.336028\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('\\nStraightforward Naive Bayes Learner\\n')\n",
-    "for d in disputed:\n",
-    "    probs = recognize(papers[d], nBS)\n",
-    "    results = ['{}: {:.4f}'.format(name, probs[(name, 1)]) for name in 'Hamilton Madison Jay'.split()]\n",
-    "    print('Paper No. {}: {}'.format(d, ' '.join(results)))\n",
-    "\n",
-    "print('\\nLogarithmic Naive Bayes Learner\\n')\n",
-    "for d in disputed:\n",
-    "    probs = recognize(papers[d], nBSL)\n",
-    "    results = ['{}: {:.6f}'.format(name, probs[(name, 1)]) for name in 'Hamilton Madison Jay'.split()]\n",
-    "    print('Paper No. {}: {}'.format(d, ' '.join(results)))\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can see that both learners classify the papers identically. Because of underflow in the straightforward learner, only one author remains with a positive value. The log learner is more accurate with marginal differences between all the authors. \n",
-    "\n",
-    "This is a simple approach to the problem and thankfully researchers are fairly certain that papers 49-58 were all written by Madison, while 18-20 were written in collaboration between Hamilton and Madison, with Madison being credited for most of the work. Our classifier is not that far off. It correctly identifies the papers written by Madison, even the ones in collaboration with Hamilton.\n",
-    "\n",
-    "Unfortunately, it misses paper 64. Consensus is that the paper was written by John Jay, while our classifier believes it was written by Hamilton. The classifier is wrong there because it does not have much information on Jay's writing; only 4 papers. This is one of the problems with using unbalanced datasets such as this one, where information on some classes is sparser than information on the rest. To avoid this, we can add more writings for Jay and Madison to end up with an equal amount of data for each author."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}

From de5d9707437074777ef356ad8f7e48d0ae2d2b94 Mon Sep 17 00:00:00 2001
From: Ashish Gupta <hackerashish25@gmail.com>
Date: Sat, 12 Jan 2019 19:48:41 +0530
Subject: [PATCH 2/5] changes in nlp_app file

---
 nlp_apps.ipynb | 900 +++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 900 insertions(+)
 create mode 100644 nlp_apps.ipynb

diff --git a/nlp_apps.ipynb b/nlp_apps.ipynb
new file mode 100644
index 000000000..035603d5b
--- /dev/null
+++ b/nlp_apps.ipynb
@@ -0,0 +1,900 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# NATURAL LANGUAGE PROCESSING APPLICATIONS\n",
+    "\n",
+    "In this notebook we will take a look at some indicative applications of natural language processing. We will cover content from [`nlp.py`](https://github.com/aimacode/aima-python/blob/master/nlp.py) and [`text.py`](https://github.com/aimacode/aima-python/blob/master/text.py), for chapters 22 and 23 of Stuart Russel's and Peter Norvig's book [*Artificial Intelligence: A Modern Approach*](http://aima.cs.berkeley.edu/)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## CONTENTS\n",
+    "\n",
+    "* Language Recognition\n",
+    "* Author Recognition\n",
+    "* The Federalist Papers"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# LANGUAGE RECOGNITION\n",
+    "\n",
+    "A very useful application of text models (you can read more on them on the [`text notebook`](https://github.com/aimacode/aima-python/blob/master/text.ipynb)) is categorizing text into a language. In fact, with enough data we can categorize correctly mostly any text. That is because different languages have certain characteristics that set them apart. For example, in German it is very usual for 'c' to be followed by 'h' while in English we see 't' followed by 'h' a lot.\n",
+    "\n",
+    "Here we will build an application to categorize sentences in either English or German.\n",
+    "\n",
+    "First we need to build our dataset. We will take as input text in English and in German and we will extract n-gram character models (in this case, *bigrams* for n=2). For English, we will use *Flatland* by Edwin Abbott and for German *Faust* by Goethe.\n",
+    "\n",
+    "Let's build our text models for each language, which will hold the probability of each bigram occuring in the text."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from utils import open_data\n",
+    "from utils import stopword_data\n",
+    "from text import *\n",
+    "\n",
+    "flatland = open_data(\"EN-text/flatland.txt\").read()\n",
+    "wordseq = words(flatland)\n",
+    "\n",
+    "P_flatland = NgramCharModel(2, wordseq)\n",
+    "\n",
+    "faust = open_data(\"GE-text/faust.txt\").read()\n",
+    "wordseq = words(faust)\n",
+    "\n",
+    "P_faust = NgramCharModel(2, wordseq)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can use this information to build a *Naive Bayes Classifier* that will be used to categorize sentences (you can read more on Naive Bayes on the [`learning notebook`](https://github.com/aimacode/aima-python/blob/master/learning.ipynb)). The classifier will take as input the probability distribution of bigrams and given a list of bigrams (extracted from the sentence to be classified), it will calculate the probability of the example/sentence coming from each language and pick the maximum.\n",
+    "\n",
+    "Let's build our classifier, with the assumption that English is as probable as German (the input is a dictionary with values the text models and keys the tuple `language, probability`):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from learning import NaiveBayesLearner\n",
+    "\n",
+    "dist = {('English', 1): P_flatland, ('German', 1): P_faust}\n",
+    "\n",
+    "nBS = NaiveBayesLearner(dist, simple=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we need to write a function that takes as input a sentence, breaks it into a list of bigrams and classifies it with the naive bayes classifier from above.\n",
+    "\n",
+    "Once we get the text model for the sentence, we need to unravel it. The text models show the probability of each bigram, but the classifier can't handle that extra data. It requires a simple *list* of bigrams. So, if the text model shows that a bigram appears three times, we need to add it three times in the list. Since the text model stores the n-gram information in a dictionary (with the key being the n-gram and the value the number of times the n-gram appears) we need to iterate through the items of the dictionary and manually add them to the list of n-grams."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def recognize(sentence, nBS, n):\n",
+    "    sentence = sentence.lower()\n",
+    "    wordseq = words(sentence)\n",
+    "    \n",
+    "    P_sentence = NgramCharModel(n, wordseq)\n",
+    "    \n",
+    "    ngrams = []\n",
+    "    for b, p in P_sentence.dictionary.items():\n",
+    "        ngrams += [b]*p\n",
+    "    \n",
+    "    print(ngrams)\n",
+    "    \n",
+    "    return nBS(ngrams)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we can start categorizing sentences."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(' ', 'i'), ('i', 'c'), ('c', 'h'), (' ', 'b'), ('b', 'i'), ('i', 'n'), ('i', 'n'), (' ', 'e'), ('e', 'i'), (' ', 'p'), ('p', 'l'), ('l', 'a'), ('a', 't'), ('t', 'z')]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'German'"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"Ich bin ein platz\", nBS, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(' ', 't'), ('t', 'u'), ('u', 'r'), ('r', 't'), ('t', 'l'), ('l', 'e'), ('e', 's'), (' ', 'f'), ('f', 'l'), ('l', 'y'), (' ', 'h'), ('h', 'i'), ('i', 'g'), ('g', 'h')]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'English'"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"Turtles fly high\", nBS, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(' ', 'd'), ('d', 'e'), ('e', 'r'), ('e', 'r'), (' ', 'p'), ('p', 'e'), ('e', 'l'), ('l', 'i'), ('i', 'k'), ('k', 'a'), ('a', 'n'), (' ', 'i'), ('i', 's'), ('s', 't'), (' ', 'h'), ('h', 'i'), ('i', 'e')]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'German'"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"Der pelikan ist hier\", nBS, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(' ', 'a'), ('a', 'n'), ('n', 'd'), (' ', 't'), (' ', 't'), ('t', 'h'), ('t', 'h'), ('h', 'u'), ('u', 's'), ('h', 'e'), (' ', 'w'), ('w', 'i'), ('i', 'z'), ('z', 'a'), ('a', 'r'), ('r', 'd'), (' ', 's'), ('s', 'p'), ('p', 'o'), ('o', 'k'), ('k', 'e')]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'English'"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"And thus the wizard spoke\", nBS, 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can add more languages if you want, the algorithm works for as many as you like! Also, you can play around with *n*. Here we used 2, but other numbers work too (even though 2 suffices). The algorithm is not perfect, but it has high accuracy even for small samples like the ones we used. That is because English and German are very different languages. The closer together languages are (for example, Norwegian and Swedish share a lot of common ground) the lower the accuracy of the classifier."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## AUTHOR RECOGNITION\n",
+    "\n",
+    "Another similar application to language recognition is recognizing who is more likely to have written a sentence, given text written by them. Here we will try and predict text from Edwin Abbott and Jane Austen. They wrote *Flatland* and *Pride and Prejudice* respectively.\n",
+    "\n",
+    "We are optimistic we can determine who wrote what based on the fact that Abbott wrote his novella on much later date than Austen, which means there will be linguistic differences between the two works. Indeed, *Flatland* uses more modern and direct language while *Pride and Prejudice* is written in a more archaic tone containing more sophisticated wording.\n",
+    "\n",
+    "Similarly with Language Recognition, we will first import the two datasets. This time though we are not looking for connections between characters, since that wouldn't give that great results. Why? Because both authors use English and English follows a set of patterns, as we show earlier. Trying to determine authorship based on this patterns would not be very efficient.\n",
+    "\n",
+    "Instead, we will abstract our querying to a higher level. We will use words instead of characters. That way we can more accurately pick at the differences between their writing style and thus have a better chance at guessing the correct author.\n",
+    "\n",
+    "Let's go right ahead and import our data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from utils import open_data\n",
+    "from text import *\n",
+    "\n",
+    "flatland = open_data(\"EN-text/flatland.txt\").read()\n",
+    "wordseq = words(flatland)\n",
+    "\n",
+    "P_Abbott = UnigramWordModel(wordseq, 5)\n",
+    "\n",
+    "pride = open_data(\"EN-text/pride.txt\").read()\n",
+    "wordseq = words(pride)\n",
+    "\n",
+    "P_Austen = UnigramWordModel(wordseq, 5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This time we set the `default` parameter of the model to 5, instead of 0. If we leave it at 0, then when we get a sentence containing a word we have not seen from that particular author, the chance of that sentence coming from that author is exactly 0 (since to get the probability, we multiply all the separate probabilities; if one is 0 then the result is also 0). To avoid that, we tell the model to add 5 to the count of all the words that appear.\n",
+    "\n",
+    "Next we will build the Naive Bayes Classifier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from learning import NaiveBayesLearner\n",
+    "\n",
+    "dist = {('Abbott', 1): P_Abbott, ('Austen', 1): P_Austen}\n",
+    "\n",
+    "nBS = NaiveBayesLearner(dist, simple=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now that we have build our classifier, we will start classifying. First, we need to convert the given sentence to the format the classifier needs. That is, a list of words."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def recognize(sentence, nBS):\n",
+    "    sentence = sentence.lower()\n",
+    "    sentence_words = words(sentence)\n",
+    "    \n",
+    "    return nBS(sentence_words)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First we will input a sentence that is something Abbott would write. Note the use of square and the simpler language."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Abbott'"
+      ]
+     },
+     "execution_count": 85,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"the square is mad\", nBS)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The classifier correctly guessed Abbott.\n",
+    "\n",
+    "Next we will input a more sophisticated sentence, similar to the style of Austen."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Austen'"
+      ]
+     },
+     "execution_count": 86,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recognize(\"a most peculiar acquaintance\", nBS)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The classifier guessed correctly again.\n",
+    "\n",
+    "You can try more sentences on your own. Unfortunately though, since the datasets are pretty small, chances are the guesses will not always be correct."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## THE FEDERALIST PAPERS\n",
+    "\n",
+    "Let's now take a look at a harder problem, classifying the authors of the [Federalist Papers](https://en.wikipedia.org/wiki/The_Federalist_Papers). The *Federalist Papers* are a series of papers written by Alexander Hamilton, James Madison and John Jay towards establishing the United States Constitution.\n",
+    "\n",
+    "What is interesting about these papers is that they were all written under a pseudonym, \"Publius\", to keep the identity of the authors a secret. Only after Hamilton's death, when a list was found written by him detailing the authorship of the papers, did the rest of the world learn what papers each of the authors wrote. After the list was published, Madison chimed in to make a couple of corrections: Hamilton, Madison said, hastily wrote down the list and assigned some papers to the wrong author!\n",
+    "\n",
+    "Here we will try and find out who really wrote these mysterious papers.\n",
+    "\n",
+    "To solve this we will learn from the undisputed papers to predict the disputed ones. First, let's read the texts from the file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from utils import open_data\n",
+    "from utils import stopword_data\n",
+    "from text import *\n",
+    "stopword = stopword_data(\"englishstopwords.odt\",\"r+\").read()\n",
+    "federalist = open_data(\"EN-text/federalist.txt\").read()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's see how the text looks. We will print the first 500 characters:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "stopword = stopword.split('\\n')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'The Project Gutenberg EBook of The Federalist Papers, by Alexander Hamilton and John Jay and James Madison\\n\\nThis eBook is for the use of anyone anywhere at no cost and with almost no restrictions whatsoever. You may copy it, give it away or re-use it under the terms of the Project Gutenberg License included with this eBook or online at www.gutenberg.net\\n\\nTitle: The Federalist Papers\\n\\nAuthor: Alexander Hamilton\\n        John Jay\\n        James Madison\\nPosting Date: December 12, 2011 [EBook #18] Rel'"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "federalist[:500]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It seems that the text file opens with a license agreement, hardly useful in our case. In fact, the license spans 113 words, while there is also a licensing agreement at the end of the file, which spans 3098 words. We need to remove them. To do so, we will first convert the text into words, to make our lives easier."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "wordseq = words(federalist)\n",
+    "wordseq = wordseq[114:-3098]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's now take a look at the first 100 words:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'federalist no 1 general introduction for the independent journal hamilton to the people of the state of new york after an unequivocal experience of the inefficacy of the subsisting federal government you are called upon to deliberate on a new constitution for the united states of america the subject speaks its own importance comprehending in its consequences nothing less than the existence of the union the safety and welfare of the parts of which it is composed the fate of an empire in many respects the most interesting in the world it has been frequently remarked that it seems to'"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "' '.join(wordseq[:100])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Much better.\n",
+    "\n",
+    "As with any Natural Language Processing problem, it is prudent to do some text pre-processing and clean our data before we start building our model. Remember that all the papers are signed as 'Publius', so we can safely remove that word, since it doesn't give us any information as to the real author.\n",
+    "\n",
+    "NOTE: Since we are only removing a single word from each paper, this step can be skipped. We add it here to show that processing the data in our hands is something we should always be considering. Oftentimes pre-processing the data in just the right way is the difference between a robust model and a flimsy one."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "wordseq = [w for w in wordseq if w != 'publius']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we have to separate the text from a block of words into papers and assign them to their authors. We can see that each paper starts with the word 'federalist', so we will split the text on that word.\n",
+    "\n",
+    "The disputed papers are the papers from 49 to 58, from 18 to 20 and paper 64. We want to leave these papers unassigned. Also, note that there are two versions of paper 70; both from Hamilton.\n",
+    "\n",
+    "Finally, to keep the implementation intuitive, we add a `None` object at the start of the `papers` list to make the list index match up with the paper numbering (for example, `papers[5]` now corresponds to paper no. 5 instead of the paper no.6 in the 0-indexed Python)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#removing stopwords\n",
+    "wordseq = [w for w in wordseq if not w in stopword] "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#uploading english lemmatizing list\n",
+    "lemma = open_data(\"lemmatization-en.txt\",\"r+\").read()[3:]\n",
+    "lemma = lemma.split(\"\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "d={}\n",
+    "for word in lemma:\n",
+    "    value = word.split()[:1][0]\n",
+    "    key = word.split()[1:2][0]\n",
+    "    d[key] = value   \n",
+    "   \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# stemming and lemmatization\n",
+    "n=0\n",
+    "for w , word in enumerate(wordseq):\n",
+    "    if word in d.keys():\n",
+    "        wordseq[w] = d[word]        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4, 16, 52)"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import re\n",
+    "\n",
+    "papers = re.split(r'federalist\\s', ' '.join(wordseq))\n",
+    "papers = [p for p in papers if p not in ['', ' ']]\n",
+    "papers = [None] + papers\n",
+    "\n",
+    "disputed = list(range(49, 58+1)) + [18, 19, 20, 64]\n",
+    "jay, madison, hamilton = [], [], []\n",
+    "for i, p in enumerate(papers):\n",
+    "    if i in disputed or i == 0:\n",
+    "        continue\n",
+    "    \n",
+    "    if 'jay' in p:\n",
+    "        jay.append(p)\n",
+    "    elif 'madison' in p:\n",
+    "        madison.append(p)\n",
+    "    else:\n",
+    "        hamilton.append(p)\n",
+    "\n",
+    "len(jay), len(madison), len(hamilton)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As we can see, from the undisputed papers Jay wrote 4, Madison 17 and Hamilton 51 (+1 duplicate). Let's now build our word models. The Unigram Word Model again will come in handy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "hamilton = ''.join(hamilton)\n",
+    "hamilton_words = words(hamilton)\n",
+    "P_hamilton = UnigramWordModel(hamilton_words, default=1)\n",
+    "\n",
+    "madison = ''.join(madison)\n",
+    "madison_words = words(madison)\n",
+    "P_madison = UnigramWordModel(madison_words, default=1)\n",
+    "\n",
+    "jay = ''.join(jay)\n",
+    "jay_words = words(jay)\n",
+    "P_jay = UnigramWordModel(jay_words, default=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now it is time to build our new Naive Bayes Learner. It is very similar to the one found in `learning.py`, but with an important difference: it doesn't classify an example, but instead returns the probability of the example belonging to each class. This will allow us to not only see to whom a paper belongs to, but also the probability of authorship as well. \n",
+    "We will build two versions of Learners, one will multiply probabilities as is and other will add the logarithms of them.\n",
+    "\n",
+    "Finally, since we are dealing with long text and the string of probability multiplications is long, we will end up with the results being rounded to 0 due to floating point underflow. To work around this problem we will use the built-in Python library `decimal`, which allows as to set decimal precision to much larger than normal.\n",
+    "\n",
+    "Note that the logarithmic learner will compute a negative likelihood since the logarithm of values less than 1 will be negative.\n",
+    "Thus, the author with the lesser magnitude of proportion is more likely to have written that paper.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import decimal\n",
+    "import math\n",
+    "from decimal import Decimal\n",
+    "\n",
+    "decimal.getcontext().prec = 100\n",
+    "\n",
+    "def precise_product(numbers):\n",
+    "    result = 1\n",
+    "    for x in numbers:\n",
+    "        result *= Decimal(x)\n",
+    "    return result\n",
+    "\n",
+    "def log_product(numbers):\n",
+    "    result = 0.0\n",
+    "    for x in numbers:\n",
+    "        result += math.log(x)\n",
+    "    return result\n",
+    "\n",
+    "def NaiveBayesLearner(dist):\n",
+    "    \"\"\"A simple naive bayes classifier that takes as input a dictionary of\n",
+    "    Counter distributions and can then be used to find the probability\n",
+    "    of a given item belonging to each class.\n",
+    "    The input dictionary is in the following form:\n",
+    "        ClassName: Counter\"\"\"\n",
+    "    attr_dist = {c_name: count_prob for c_name, count_prob in dist.items()}\n",
+    "\n",
+    "    def predict(example):\n",
+    "        \"\"\"Predict the probabilities for each class.\"\"\"\n",
+    "        def class_prob(target, e):\n",
+    "            attr = attr_dist[target]\n",
+    "            return precise_product([attr[a] for a in e])\n",
+    "\n",
+    "        pred = {t: class_prob(t, example) for t in dist.keys()}\n",
+    "\n",
+    "        total = sum(pred.values())\n",
+    "        for k, v in pred.items():\n",
+    "            pred[k] = v / total\n",
+    "\n",
+    "        return pred\n",
+    "\n",
+    "    return predict\n",
+    "\n",
+    "def NaiveBayesLearnerLog(dist):\n",
+    "    \"\"\"A simple naive bayes classifier that takes as input a dictionary of\n",
+    "    Counter distributions and can then be used to find the probability\n",
+    "    of a given item belonging to each class. It will compute the likelihood by adding the logarithms of probabilities.\n",
+    "    The input dictionary is in the following form:\n",
+    "        ClassName: Counter\"\"\"\n",
+    "    attr_dist = {c_name: count_prob for c_name, count_prob in dist.items()}\n",
+    "\n",
+    "    def predict(example):\n",
+    "        \"\"\"Predict the probabilities for each class.\"\"\"\n",
+    "        def class_prob(target, e):\n",
+    "            attr = attr_dist[target]\n",
+    "            return log_product([attr[a] for a in e])\n",
+    "\n",
+    "        pred = {t: class_prob(t, example) for t in dist.keys()}\n",
+    "\n",
+    "        total = -sum(pred.values())\n",
+    "        for k, v in pred.items():\n",
+    "            pred[k] = v/total\n",
+    "\n",
+    "        return pred\n",
+    "\n",
+    "    return predict\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next we will build our Learner. Note that even though Hamilton wrote the most papers, that doesn't make it more probable that he wrote the rest, so all the class probabilities will be equal. We can change them if we have some external knowledge, which for this tutorial we do not have."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dist = {('Madison', 1): P_madison, ('Hamilton', 1): P_hamilton, ('Jay', 1): P_jay}\n",
+    "nBS = NaiveBayesLearner(dist)\n",
+    "nBSL = NaiveBayesLearnerLog(dist)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As usual, the `recognize` function will take as input a string and after removing capitalization and splitting it into words, will feed it into the Naive Bayes Classifier."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def recognize(sentence, nBS):\n",
+    "    return nBS(words(sentence.lower()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now we can start predicting the disputed papers:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Straightforward Naive Bayes Learner\n",
+      "\n",
+      "Paper No. 49: Hamilton: 0.0000 Madison: 0.9999 Jay: 0.0001\n",
+      "Paper No. 50: Hamilton: 0.0000 Madison: 0.0000 Jay: 1.0000\n",
+      "Paper No. 51: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 52: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 53: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 54: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 55: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 56: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 57: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 58: Hamilton: 0.0000 Madison: 1.0000 Jay: 0.0000\n",
+      "Paper No. 18: Hamilton: 0.0000 Madison: 0.0000 Jay: 1.0000\n",
+      "Paper No. 19: Hamilton: 0.0000 Madison: 0.0000 Jay: 1.0000\n",
+      "Paper No. 20: Hamilton: 0.0000 Madison: 0.0000 Jay: 1.0000\n",
+      "Paper No. 64: Hamilton: 1.0000 Madison: 0.0000 Jay: 0.0000\n",
+      "\n",
+      "Logarithmic Naive Bayes Learner\n",
+      "\n",
+      "Paper No. 49: Hamilton: -0.331697 Madison: -0.326863 Jay: -0.341440\n",
+      "Paper No. 50: Hamilton: -0.333205 Madison: -0.327921 Jay: -0.338873\n",
+      "Paper No. 51: Hamilton: -0.330310 Madison: -0.324677 Jay: -0.345013\n",
+      "Paper No. 52: Hamilton: -0.332139 Madison: -0.326491 Jay: -0.341371\n",
+      "Paper No. 53: Hamilton: -0.331788 Madison: -0.328252 Jay: -0.339960\n",
+      "Paper No. 54: Hamilton: -0.330469 Madison: -0.326071 Jay: -0.343460\n",
+      "Paper No. 55: Hamilton: -0.332310 Madison: -0.327168 Jay: -0.340522\n",
+      "Paper No. 56: Hamilton: -0.330732 Madison: -0.326126 Jay: -0.343142\n",
+      "Paper No. 57: Hamilton: -0.331118 Madison: -0.327682 Jay: -0.341200\n",
+      "Paper No. 58: Hamilton: -0.330975 Madison: -0.326455 Jay: -0.342569\n",
+      "Paper No. 18: Hamilton: -0.340153 Madison: -0.333392 Jay: -0.326455\n",
+      "Paper No. 19: Hamilton: -0.338006 Madison: -0.333832 Jay: -0.328162\n",
+      "Paper No. 20: Hamilton: -0.335571 Madison: -0.333239 Jay: -0.331190\n",
+      "Paper No. 64: Hamilton: -0.331212 Madison: -0.334541 Jay: -0.334247\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('\\nStraightforward Naive Bayes Learner\\n')\n",
+    "for d in disputed:\n",
+    "    probs = recognize(papers[d], nBS)\n",
+    "    results = ['{}: {:.4f}'.format(name, probs[(name, 1)]) for name in 'Hamilton Madison Jay'.split()]\n",
+    "    print('Paper No. {}: {}'.format(d, ' '.join(results)))\n",
+    "\n",
+    "print('\\nLogarithmic Naive Bayes Learner\\n')\n",
+    "for d in disputed:\n",
+    "    probs = recognize(papers[d], nBSL)\n",
+    "    results = ['{}: {:.6f}'.format(name, probs[(name, 1)]) for name in 'Hamilton Madison Jay'.split()]\n",
+    "    print('Paper No. {}: {}'.format(d, ' '.join(results)))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see that both learners classify the papers identically. Because of underflow in the straightforward learner, only one author remains with a positive value. The log learner is more accurate with marginal differences between all the authors. \n",
+    "\n",
+    "This is a simple approach to the problem and thankfully researchers are fairly certain that papers 49-58 were all written by Madison, while 18-20 were written in collaboration between Hamilton and Madison, with Madison being credited for most of the work. Our classifier is not that far off. It correctly identifies the papers written by Madison, even the ones in collaboration with Hamilton.\n",
+    "\n",
+    "Unfortunately, it misses paper 64. Consensus is that the paper was written by John Jay, while our classifier believes it was written by Hamilton. The classifier is wrong there because it does not have much information on Jay's writing; only 4 papers. This is one of the problems with using unbalanced datasets such as this one, where information on some classes is sparser than information on the rest. To avoid this, we can add more writings for Jay and Madison to end up with an equal amount of data for each author."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From 346dc62e3e256b86b7be694a00890d189f8cf808 Mon Sep 17 00:00:00 2001
From: Ashish Gupta <hackerashish25@gmail.com>
Date: Sat, 12 Jan 2019 20:06:47 +0530
Subject: [PATCH 3/5] adding lemmatize word and stopword file

---
 lemmatization/lemmatization-en.txt | 41760 +++++++++++++++++++++++++++
 stopword/englishstopwords.odt      |   127 +
 2 files changed, 41887 insertions(+)
 create mode 100644 lemmatization/lemmatization-en.txt
 create mode 100644 stopword/englishstopwords.odt

diff --git a/lemmatization/lemmatization-en.txt b/lemmatization/lemmatization-en.txt
new file mode 100644
index 000000000..ba5010ecd
--- /dev/null
+++ b/lemmatization/lemmatization-en.txt
@@ -0,0 +1,41760 @@
+1	first
+10	tenth
+100	hundredth
+1000	thousandth
+1000000	millionth
+1000000000	billionth
+11	eleventh
+12	twelfth
+13	thirteenth
+14	fourteenth
+15	fifteenth
+16	sixteenth
+17	seventeenth
+18	eighteenth
+19	nineteenth
+2	second
+20	twentieth
+200	two-hundredth
+21	twenty-first
+22	twenty-second
+23	twenty-third
+24	twenty-fourth
+25	twenty-fifth
+26	twenty-sixth
+27	twenty-seventh
+28	twenty-eighth
+29	twenty-ninth
+3	third
+30	thirtieth
+300	three-hundredth
+31	thirty-first
+32	thirty-second
+33	thirty-third
+34	thirty-fourth
+35	thirty-fifth
+36	thirty-sixth
+37	thirty-seventh
+38	thirty-eighth
+39	thirty-ninth
+4	fourth
+40	fortieth
+400	four-hundredth
+41	forty-first
+42	forty-second
+43	forty-third
+44	forty-fourth
+45	forty-fifth
+46	forty-sixth
+47	forty-seventh
+48	forty-eighth
+49	forty-ninth
+5	fifth
+50	fiftieth
+500	five-hundredth
+51	fifty-first
+52	fifty-second
+53	fifty-third
+54	fifty-fourth
+55	fifty-fifth
+56	fifty-sixth
+57	fifty-seventh
+58	fifty-eighth
+59	fifty-ninth
+6	sixth
+60	sixtieth
+600	six-hundredth
+61	sixty-first
+62	sixty-second
+63	sixty-third
+64	sixty-fourth
+65	sixty-fifth
+66	sixty-sixth
+67	sixty-seventh
+68	sixty-eighth
+69	sixty-ninth
+7	seventh
+70	seventieth
+700	seven-hundredth
+71	seventy-first
+72	seventy-second
+73	seventy-third
+74	seventy-fourth
+75	seventy-fifth
+76	seventy-sixth
+77	seventy-seventh
+78	seventy-eighth
+79	seventy-ninth
+8	eighth
+80	eightieth
+800	eight-hundredth
+81	eighty-first
+82	eighty-second
+83	eighty-third
+84	eighty-fourth
+85	eighty-fifth
+86	eighty-sixth
+87	eighty-seventh
+88	eighty-eighth
+89	eighty-ninth
+9	ninth
+90	ninetieth
+900	nine-hundredth
+91	ninety-first
+92	ninety-second
+93	ninety-third
+94	ninety-fourth
+95	ninety-fifth
+96	ninety-sixth
+97	ninety-seventh
+98	ninety-eighth
+99	ninety-ninth
+a	an
+a	as
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+abacus	abacuses
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+abandon	abandoned
+abandon	abandoning
+abandon	abandons
+abase	abased
+abase	abases
+abase	abasing
+abash	abashed
+abash	abashes
+abash	abashing
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+abate	abates
+abate	abating
+abatement	abatements
+abattoir	abattoirs
+abbess	abbesses
+abbey	abbeys
+abbot	abbots
+abbreviate	abbreviated
+abbreviate	abbreviates
+abbreviate	abbreviating
+abbreviation	abbreviations
+abcess	abcesses
+abdicate	abdicated
+abdicate	abdicates
+abdicate	abdicating
+abdication	abdications
+abdomen	abdomens
+abdomen	abdomina
+abdominal	abdominals
+abduct	abducted
+abduct	abducting
+abduct	abducts
+abduction	abductions
+abductor	abductors
+aberration	aberrations
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+abet	abetting
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+abhor	abhorring
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+abide	abides
+abide	abiding
+abide	abode
+ability	abilities
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+abject	abjecting
+abject	abjects
+abjecter	abjecters
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+abjure	abjures
+abjure	abjuring
+ablate	ablated
+ablate	ablates
+ablate	ablating
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+able	abler
+able	ablest
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+abode	abodes
+abolish	abolished
+abolish	abolishes
+abolish	abolishing
+abolition	abolitions
+abolitionist	abolitionists
+A-bomb	A-bombs
+abominate	abominated
+abominate	abominates
+abominate	abominating
+abomination	abominations
+aboriginal	aboriginals
+Aborigine	Aborigines
+abort	aborted
+abort	aborting
+abort	aborts
+abortifacient	abortifacients
+abortion	abortions
+abortionist	abortionists
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+abound	abounding
+abound	abounds
+about-face	about-faces
+about-turn	about-turns
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+abrogate	abrogates
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+abscissa	abscissas
+abscond	absconded
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+absolute	absolutes
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+acclimation	acclimations
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+acclimatise	acclimatises
+acclimatise	acclimatising
+acclimatization	acclimatizations
+acclimatize	acclimatized
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+acclivity	acclivities
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+accommodation	accommodations
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+account	accounting
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+acetabulum	acetabulums
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+acetate	acetates
+acetazolamide	acetazolamides
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+acetylcholine	acetylcholines
+acetylcholinesterase	acetylcholinesterases
+acetylene	acetylenes
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+acrostic	acrostics
+acrylamide	acrylamides
+acrylic	acrylics
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+act	acting
+act	acts
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+action	actioning
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+activate	activating
+activation	activations
+activator	activators
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+actualise	actualises
+actualise	actualising
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+actuation	actuations
+actuator	actuators
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+acumen	acumens
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+acupuncturist	acupuncturists
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+acute	acutest
+acuteness	acutenesses
+acyl	acyls
+ad	ads
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+addle	addles
+addle	addling
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+address	addresses
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+adduct	adducts
+adductor	adductors
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+adenine	adenines
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+adenosine	adenosines
+adenovirus	adenoviruses
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+adjuvant	adjuvants
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+administrate	administrated
+administrate	administrates
+administrate	administrating
+administration	administrations
+administrator	administrators
+admiral	admirals
+Admiralty	Admiralties
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+admire	admires
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+admirer	admirers
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+afterbirth	afterbirths
+afterburner	afterburners
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+after-shave	after-shaves
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+age	ageing
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+age	aging
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+agoraphobic	agoraphobics
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+agranulocytosis	agranulocytoses
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+agree	agreeing
+agree	agrees
+agreement	agreements
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+ague	agues
+ah	ahs
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+aid	aiding
+aid	aids
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+aide-de-camp	aides-de-camp
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+ail	ailing
+ail	ails
+aileron	ailerons
+ailment	ailments
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+aim	aiming
+aim	aims
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+air	airing
+air	airs
+airbag	airbags
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+airbrush	airbrushes
+airbrush	airbrushing
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+air-conditioner	air-conditioners
+airconditioning	airconditionings
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+aircrew	aircrews
+airdrop	airdrops
+air-dry	air-dried
+air-dry	air-dries
+air-dry	air-drying
+aire	airig
+airfield	airfields
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+air-flow	air-flows
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+airlane	airlanes
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+airlift	airlifting
+airlift	airlifts
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+airliner	airliners
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+airmail	airmailed
+airmail	airmailing
+airmail	airmails
+airman	airmen
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+ante	antes
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+April	Aprils
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+apt	apter
+apt	aptest
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+aquaplane	aquaplanes
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+aquarium	aquaria
+aquarium	aquariums
+Aquarius	Aquariuses
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+arabesque	arabesques
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+arc	arcing
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+arc	arcking
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+argue	argues
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+arm-chair	arm-chairs
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+armourer	armourers
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+balance	balances
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+bandy	bandier
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+bang	banging
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+Baptist	Baptists
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+bar	barring
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+base	baser
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+blouse	blouses
+blow	blew
+blow	blowed
+blow	blowing
+blow	blown
+blow	blows
+blow-dry	blow-dried
+blow-dry	blow-dries
+blow-dry	blow-drying
+blower	blowers
+blowfly	blowflies
+blowhole	blowholes
+blowlamp	blowlamps
+blowout	blowouts
+blow-out	blow-outs
+blowpipe	blowpipes
+blowsy	blowsier
+blowsy	blowsiest
+blowtorch	blowtorches
+blow-up	blow-ups
+blubber	blubbered
+blubber	blubbering
+blubber	blubbers
+bludgeon	bludgeoned
+bludgeon	bludgeoning
+bludgeon	bludgeons
+blue	blued
+blue	blueing
+blue	bluer
+blue	blues
+blue	bluest
+blue	bluing
+bluebell	bluebells
+blueberry	blueberries
+bluebird	bluebirds
+bluebottle	bluebottles
+bluefin	bluefins
+bluenose	bluenoses
+blueprint	blueprints
+blue-print	blue-prints
+bluesman	bluesmen
+bluestocking	bluestockings
+bluestone	bluestones
+bluff	bluffed
+bluff	bluffer
+bluff	bluffest
+bluff	bluffing
+bluff	bluffs
+blunder	blundered
+blunder	blundering
+blunder	blunders
+blunderbuss	blunderbusses
+blunt	blunted
+blunt	blunter
+blunt	bluntest
+blunt	blunting
+blunt	blunts
+blur	blurred
+blur	blurring
+blur	blurs
+blurb	blurbs
+blurry	blurrier
+blurry	blurriest
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+blurt	blurting
+blurt	blurts
+blush	blushed
+blush	blushes
+blush	blushing
+blusher	blushers
+bluster	blustered
+bluster	blustering
+bluster	blusters
+boa	boas
+boar	boars
+board	boarded
+board	boarding
+board	boards
+boarder	boarders
+boarding	boardings
+boarding-school	boarding-schools
+boardroom	boardrooms
+board-room	board-rooms
+boardwalk	boardwalks
+boast	boasted
+boast	boasting
+boast	boasts
+boat	boated
+boat	boating
+boat	boats
+boatbuilder	boatbuilders
+boater	boaters
+boat-hook	boat-hooks
+boathouse	boathouses
+boating	boatings
+boatman	boatmen
+boatswain	boatswains
+bob	bobbed
+bob	bobbing
+bob	bobs
+bobbin	bobbins
+bobble	bobbles
+bobby	bobbies
+bobsled	bobsleds
+bobsleigh	bobsleighs
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+bode	bodes
+bode	boding
+bodega	bodegas
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+bodge	bodges
+bodge	bodging
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+bodkin	bodkins
+body	bodies
+bodybuilder	bodybuilders
+bodyguard	bodyguards
+bodysuit	bodysuits
+bodyweight	bodyweights
+Boer	Boers
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+bog	bogging
+bog	bogs
+bogey	bogeys
+bogeyman	bogeymen
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+boggle	boggles
+boggle	boggling
+boggy	boggier
+boggy	boggiest
+bogie	bogies
+bogy	bogies
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+boil	boiling
+boil	boils
+boiler	boilers
+bold	bolder
+bold	boldest
+bold	bolds
+boldface	boldfaces
+boldness	boldnesses
+bole	boles
+bolero	boleros
+Bolivian	Bolivians
+boll	bolls
+bollard	bollards
+bollworm	bollworms
+Bolshevik	Bolsheviks
+bolster	bolstered
+bolster	bolstering
+bolster	bolsters
+bolt	bolted
+bolt	bolting
+bolt	bolts
+bolt-hole	bolt-holes
+bolus	boli
+bolus	boluses
+bom	boms
+boma	bomas
+bomb	bombed
+bomb	bombing
+bomb	bombs
+bombard	bombarded
+bombard	bombarding
+bombard	bombards
+bombardment	bombardments
+bomber	bombers
+bombing	bombings
+bomblet	bomblets
+bombshell	bombshells
+bombsite	bombsites
+bonanza	bonanzas
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+bond	bonded
+bond	bonding
+bond	bonds
+bondholder	bondholders
+bondman	bondmen
+bondsman	bondsmen
+bone	boned
+bone	bones
+bone	boning
+bonefish	bonefishes
+boneshaker	boneshakers
+bonfire	bonfires
+bong	bongs
+bongo	bongoes
+bongo	bongos
+bonne	bonnes
+bonnet	bonnets
+bonny	bonnier
+bonny	bonniest
+bonobo	bonobos
+bonsai	bonsais
+bonus	bonuses
+bony	bonier
+bony	boniest
+boo	booed
+boo	booing
+boo	boos
+boob	boobed
+boob	boobing
+boob	boobs
+booby	boobies
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+booby-trap	booby-trapping
+booby-trap	booby-traps
+boogie	boogied
+boogie	boogieing
+boogie	boogies
+boohoo	boohooed
+boohoo	boohooing
+boohoo	boohoos
+book	booked
+book	booking
+book	books
+bookbinder	bookbinders
+bookbinding	bookbindings
+bookcase	bookcases
+bookend	bookends
+bookie	bookies
+booking	bookings
+bookkeeper	bookkeepers
+booklet	booklets
+booklist	booklists
+bookmaker	bookmakers
+bookmark	bookmarked
+bookmark	bookmarking
+bookmark	bookmarks
+bookplate	bookplates
+bookseller	booksellers
+bookshelf	bookshelfs
+bookshelf	bookshelves
+bookshop	bookshops
+bookstall	bookstalls
+bookstore	bookstores
+bookworm	bookworms
+boom	boomed
+boom	booming
+boom	booms
+boomer	boomers
+boomerang	boomeranged
+boomerang	boomeranging
+boomerang	boomerangs
+boon	boons
+boor	boors
+boost	boosted
+boost	boosting
+boost	boosts
+booster	boosters
+boot	booted
+boot	booting
+boot	boots
+bootee	bootees
+booth	booths
+bootie	booties
+bootlace	bootlaces
+bootleg	bootlegged
+bootleg	bootlegging
+bootleg	bootlegs
+bootlegger	bootleggers
+bootstrap	bootstrapped
+bootstrap	bootstrapping
+bootstrap	bootstraps
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+booze	boozes
+booze	boozing
+boozer	boozers
+booze-up	booze-ups
+boozy	boozier
+bop	bopped
+bop	bopping
+bop	bops
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+bordello	bordellos
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+border	bordering
+border	borders
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+bore	boring
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+boss	bosses
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+botch	botching
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+bother	bothering
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+bottle	bottle-feeding
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+bottle-feed	bottle-feeding
+bottle-feed	bottle-feeds
+bottleneck	bottlenecks
+bottlenose	bottlenoses
+bottle-opener	bottle-openers
+bottler	bottlers
+bottom	bottomed
+bottom	bottoming
+bottom	bottoms
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+bounce	bouncing
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+bound	bounding
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+bow	bowing
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+bowl	bowling
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+bowler	bowlers
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+box	boxed
+box	boxes
+box	boxing
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+boycott	boycotting
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+brace	braced
+brace	braces
+brace	bracing
+bracelet	bracelets
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+bracket	bracketed
+bracket	bracketing
+bracket	brackets
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+brag	bragging
+brag	brags
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+brain	braining
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+brainstem	brainstems
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+brainwash	brainwashing
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+brainy	brainiest
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+brake	braking
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+branch	branches
+branch	branching
+branchy	branchier
+brand	branded
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+brandish	brandishes
+brandish	brandishing
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+brash	brashest
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+brave	braving
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+brawl	brawling
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+brawny	brawniest
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+bray	braying
+bray	brays
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+braze	brazes
+braze	brazing
+brazen	brazened
+brazen	brazening
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+brazier	braziers
+Brazilian	Brazilians
+breach	breached
+breach	breaches
+breach	breaching
+bread	breads
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+breadboard	breadboards
+bread-board	bread-boards
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+breadcrust	breadcrusts
+breadfruit	breadfruits
+breadth	breadths
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+break	breaking
+break	breaks
+break	broke
+break	broken
+breakage	breakages
+breakaway	breakaways
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+break-down	break-downs
+breaker	breakers
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+breakfast	breakfasting
+breakfast	breakfasts
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+breakup	breakups
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+breast	breasted
+breast	breasting
+breast	breasts
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+breastfeed	breastfed
+breastfeed	breastfeeding
+breastfeed	breastfeeds
+breast-feed	breast-fed
+breast-feed	breast-feeding
+breast-feed	breast-feeds
+breastplate	breastplates
+breast-stroke	breast-strokes
+breath	breaths
+breathalyser	breathalysers
+breathalyze	breathalyzed
+breathalyze	breathalyzes
+breathalyze	breathalyzing
+Breathalyzer	Breathalyzers
+breathe	breathed
+breathe	breathes
+breathe	breathing
+breather	breathers
+breathing	breathings
+breccia	breccias
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+breed	breeding
+breed	breeds
+breeder	breeders
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+breeze	breezing
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+breezy	breeziest
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+brew	brewing
+brew	brews
+brewer	brewers
+brewery	breweries
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+bribe	bribes
+bribe	bribing
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+brick	bricks
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+bride-to-be	brides-to-be
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+bridge	bridges
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+brief	briefer
+brief	briefest
+brief	briefing
+brief	briefs
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+briefing	briefings
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+bright	brightest
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+brighten	brightening
+brighten	brightens
+brightness	brightnesses
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+brim	brimming
+brim	brims
+brimstone	brimstones
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+bring	bringing
+bring	brings
+bring	brought
+bringer	bringers
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+briny	brinier
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+brisk	briskest
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+bristle	bristles
+bristle	bristling
+bristly	bristlier
+bristly	bristliest
+Brit	Brits
+Britisher	Britishers
+Briton	Britons
+brittle	brittler
+brittle	brittlest
+broach	broached
+broach	broaches
+broach	broaching
+broad	broader
+broad	broadest
+broad	broads
+broadcast	broadcasted
+broadcast	broadcasting
+broadcast	broadcasts
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+broaden	broadened
+broaden	broadening
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+broadleaf	broadleaves
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+broil	broiling
+broil	broils
+broiler	broilers
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+broke	brokest
+broker	brokered
+broker	brokering
+broker	brokers
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+brominate	brominates
+brominate	brominating
+bromine	bromines
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+bronchitis	bronchitides
+bronchodilator	bronchodilators
+bronchopneumonia	bronchopneumoniae
+bronchopneumonia	bronchopneumonias
+bronchoscopy	bronchoscopies
+bronchospasm	bronchospasms
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+bronco	broncos
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+brontosaurus	brontosauruses
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+bronze	bronzer
+bronze	bronzes
+bronze	bronzest
+bronze	bronzing
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+brood	brooding
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+broody	broodiest
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+brook	brooking
+brook	brooks
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+brother	brethren
+brother	brothers
+brotherhood	brotherhoods
+brother-in-law	brothers-in-law
+brougham	broughams
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+brow	brows
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+browbeat	browbeating
+browbeat	browbeats
+brown	browned
+brown	browner
+brown	brownest
+brown	browning
+brown	browns
+brownie	brownies
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+browse	browses
+browse	browsing
+browser	browsers
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+bruise	bruises
+bruise	bruising
+bruiser	bruisers
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+brunette	brunettes
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+brush	brushed
+brush	brushes
+brush	brushing
+brush-off	brush-offs
+brushwood	brushwoods
+brutalise	brutalised
+brutalise	brutalises
+brutalise	brutalising
+brutality	brutalities
+brutalize	brutalized
+brutalize	brutalizes
+brutalize	brutalizing
+brute	brutes
+bryophyte	bryophytes
+bryozoan	bryozoans
+BSc	BScs
+bubble	bubbled
+bubble	bubbles
+bubble	bubbling
+bubbly	bubblier
+bubbly	bubbliest
+bubo	buboes
+buccaneer	buccaneers
+buck	bucked
+buck	bucking
+buck	bucks
+bucket	bucketed
+bucket	bucketing
+bucket	buckets
+bucketful	bucketfuls
+bucketful	bucketsful
+buckle	buckled
+buckle	buckles
+buckle	buckling
+buckskin	buckskins
+buckthorn	buckthorns
+bud	budded
+bud	budding
+bud	buds
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+Buddhist	Buddhists
+buddleia	buddleias
+buddy	buddied
+buddy	buddies
+buddy	buddying
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+budge	budges
+budge	budging
+budgerigar	budgerigars
+budget	budgeted
+budget	budgeting
+budget	budgets
+budgie	budgies
+buff	buffed
+buff	buffer
+buff	buffest
+buff	buffing
+buff	buffs
+buffalo	buffaloed
+buffalo	buffaloes
+buffalo	buffaloing
+buffalo	buffalos
+buffer	buffered
+buffer	buffering
+buffer	buffers
+buffet	buffeted
+buffet	buffeting
+buffet	buffets
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+bug	bugged
+bug	bugging
+bug	bugs
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+bugger	buggered
+bugger	buggering
+bugger	buggers
+buggy	buggies
+bugle	bugles
+bugler	buglers
+build	building
+build	builds
+build	built
+builder	builders
+building	buildings
+buildup	buildups
+build-up	build-ups
+built-in	built-ins
+bulb	bulbs
+bulbous	bulbouser
+bulbous	bulbousest
+bulbul	bulbuls
+Bulgarian	Bulgarians
+bulge	bulged
+bulge	bulges
+bulge	bulging
+bulk	bulked
+bulk	bulking
+bulk	bulks
+bulkhead	bulkheads
+bulky	bulkier
+bulky	bulkiest
+bull	bulled
+bull	bulling
+bull	bulls
+bulla	bullae
+bulldog	bulldogs
+bulldoze	bulldozed
+bulldoze	bulldozes
+bulldoze	bulldozing
+bulldozer	bulldozers
+bullet	bullets
+bulletin	bulletins
+bullfight	bullfights
+bullfighter	bullfighters
+bullfinch	bullfinches
+bullfrog	bullfrogs
+bullhead	bullheads
+bullock	bullocks
+bullring	bullrings
+bullseye	bullseyes
+bull's-eye	bull's-eyes
+bullshit	bullshits
+bullshit	bullshitted
+bullshit	bullshitting
+bully	bullied
+bully	bullies
+bully	bullying
+bulrush	bulrushes
+bulwark	bulwarks
+bum	bummed
+bum	bumming
+bum	bums
+bumble	bumbled
+bumble	bumbles
+bumble	bumbling
+bumblebee	bumblebees
+bummer	bummers
+bump	bumped
+bump	bumping
+bump	bumps
+bumper	bumpers
+bumpkin	bumpkins
+bumpy	bumpier
+bumpy	bumpiest
+bun	buns
+bunch	bunched
+bunch	bunches
+bunch	bunching
+bund	bunde
+bundle	bundled
+bundle	bundles
+bundle	bundling
+bung	bunged
+bung	bunging
+bung	bungs
+bungalow	bungalows
+bungee	bungees
+bungle	bungled
+bungle	bungles
+bungle	bungling
+bungler	bunglers
+bunion	bunions
+bunk	bunked
+bunk	bunking
+bunk	bunks
+bunker	bunkered
+bunker	bunkering
+bunker	bunkers
+bunny	bunnies
+bunt	bunts
+bunting	buntings
+buoy	buoyed
+buoy	buoying
+buoy	buoys
+buoyancy	buoyancies
+bur	burs
+burble	burbled
+burble	burbles
+burble	burbling
+burden	burdened
+burden	burdening
+burden	burdens
+burdock	burdocks
+bureau	bureaus
+bureau	bureaux
+bureaucracy	bureaucracies
+bureaucrat	bureaucrats
+bureaucratise	bureaucratised
+bureaucratise	bureaucratises
+bureaucratise	bureaucratising
+burette	burettes
+burgeon	burgeoned
+burgeon	burgeoning
+burgeon	burgeons
+burgess	burgesses
+burgher	burghers
+burglar	burglars
+burglarize	burglarized
+burglarize	burglarizes
+burglarize	burglarizing
+burglary	burglaries
+burgle	burgled
+burgle	burgles
+burgle	burgling
+Burgomaster	Burgomasters
+Burgundy	Burgundies
+burial	burials
+burka	burkas
+burlesque	burlesques
+burly	burlier
+burly	burliest
+Burmese	Burmeses
+burn	burned
+burn	burning
+burn	burns
+burn	burnt
+burner	burners
+burnet	burnets
+burning	burnings
+burnish	burnished
+burnish	burnishes
+burnish	burnishing
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+burnt-out	burned-out
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+burp	burping
+burp	burps
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+burr	burring
+burr	burrs
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+burst	bursting
+burst	bursts
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+bury	buries
+bury	burying
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+bus	buses
+bus	busing
+bus	bussed
+bus	busses
+bus	bussing
+busby	busbies
+bush	bushes
+bushbaby	bushbabies
+bushel	bushels
+bushing	bushings
+Bushman	Bushmen
+bushy	bushier
+bushy	bushiest
+business	businesses
+businessman	businessmen
+businesswoman	businesswomen
+busk	busked
+busk	busking
+busk	busks
+busker	buskers
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+bus-stop	bus-stops
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+bust	busting
+bust	busts
+bustard	bustards
+buster	busters
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+bustle	bustles
+bustle	bustling
+bust-up	bust-ups
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+busty	bustiest
+busy	busied
+busy	busier
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+busy	busiest
+busy	busying
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+butch	butches
+butcher	butchered
+butcher	butchering
+butcher	butchers
+butchery	butcheries
+butler	butlers
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+butt	butting
+butt	butts
+butter	buttered
+butter	buttering
+butter	butters
+buttercup	buttercups
+butter-dish	butter-dishes
+butterfat	butterfats
+butterfly	butterflies
+buttermilk	buttermilks
+butternut	butternuts
+butterscotch	butterscotches
+buttery	butteries
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+button	buttoned
+button	buttoning
+button	buttons
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+buttonhole	buttonholes
+buttonhole	buttonholing
+buttress	buttressed
+buttress	buttresses
+buttress	buttressing
+butyl	butyls
+butyrate	butyrates
+buxom	buxomer
+buxom	buxomest
+buy	bought
+buy	buying
+buy	buys
+buyer	buyers
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+buzz	buzzes
+buzz	buzzing
+buzzard	buzzards
+buzzer	buzzers
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+buzz-word	buzz-words
+bv	bvs
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+bygone	bygones
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+by-line	by-lines
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+bypass	bypasses
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+by-pass	by-passes
+by-pass	by-passing
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+by-product	by-products
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+c	c's
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+cabana	cabanas
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+cabinet-maker	cabinet-makers
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+cable	cables
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+caesar	caesars
+Caesarean	Caesareans
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+cajole	cajoles
+cajole	cajoling
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+cake	cakes
+cake	caking
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+calcification	calcifications
+calcify	calcified
+calcify	calcifies
+calcify	calcifying
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+calcine	calcines
+calcine	calcining
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+calcium	calciums
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+calculation	calculations
+calculator	calculators
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+calculus	calculuses
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+calendar	calendared
+calendar	calendaring
+calendar	calendars
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+calf	calves
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+calibrate	calibrating
+calibration	calibrations
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+calicivirus	caliciviruses
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+caliper	calipering
+caliper	calipers
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+call	calling
+call	calls
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+calling	callings
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+calorie	calories
+calorifier	calorifiers
+calorimeter	calorimeters
+calorimetry	calorimetries
+calory	calories
+calumny	calumnies
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+calve	calves
+calve	calving
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+calyx	calyces
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+camber	cambering
+camber	cambers
+Cambodian	Cambodians
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+camera	cameras
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+camouflage	camouflages
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+camp	camping
+camp	camps
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+campaign	campaigning
+campaign	campaigns
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+can	canned
+can	canning
+can	cans
+can	could
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+canalise	canalised
+canalise	canalises
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+cannibalise	cannibalises
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+cannon	cannoning
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+canonize	canonizing
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+cantilever	cantilevering
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+cap	capping
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+capitalise	capitalises
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+caption	captioning
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+capture	capturing
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+cash	cashes
+cash	cashing
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+casino	casinos
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+casserole	casseroles
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+cast	casts
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+caster	casters
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+castigate	castigates
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+casting	castings
+castle	castled
+castle	castles
+castle	castling
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+castrate	castrates
+castrate	castrating
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+catalog	cataloging
+catalog	catalogs
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+catapult	catapulting
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+catch	catching
+catch	caught
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+catchphrase	catchphrases
+catch-phrase	catch-phrases
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+catchy	catchiest
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+categorise	categorised
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+cater	caters
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+catheterise	catheterises
+catheterise	catheterising
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+Catholic	Catholics
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+catkin	catkins
+catnap	catnapped
+catnap	catnapping
+catnap	catnaps
+cat's-eye	cat's-eyes
+cattery	catteries
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+cattleman	cattlemen
+catty	cattier
+catty	cattiest
+catwalk	catwalks
+caucus	caucuses
+cauda	caudae
+caul	cauls
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+cauliflower	cauliflowers
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+caulk	caulking
+caulk	caulks
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+cause	causes
+cause	causing
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+cauterize	cauterizes
+cauterize	cauterizing
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+caution	cautioned
+caution	cautioning
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+cave	caves
+cave	caving
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+cavil	cavilling
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+cavort	cavorting
+cavort	cavorts
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+caw	cawing
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+CBI	CBIs
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+CD	CDs
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+cease	ceases
+cease	ceasing
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+cede	cedes
+cede	ceding
+cedilla	cedillas
+ceil	ceiling
+ceil	ceils
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+cello	cellos
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+cellulitis	cellulitides
+cellulose	celluloses
+Celt	Celts
+cement	cemented
+cement	cementing
+cement	cements
+cementation	cementations
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+censor	censoring
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+centaur	centaurs
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+claim	claiming
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+cross	crosser
+cross	crosses
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+cross-dress	cross-dresses
+cross-dress	cross-dressing
+crosse	crosses
+crosser	crossers
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+cut	cutting
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+cute	cutest
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+cutlass	cutlasses
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+cut-off	cut-offs
+cutout	cutouts
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+cutting	cuttings
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+CV	CV's
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+cyanobacterium	cyanobacteria
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+Cypriot	Cypriots
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+cystectomy	cystectomies
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+cystoscopy	cystoscopies
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+cytochrome	cytochromes
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+dank	danker
+dank	dankest
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+deaconess	deaconesses
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+deactivate	deactivates
+deactivate	deactivating
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+de-activate	de-activating
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+deadly	deadliest
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+debug	debugging
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+decamp	decamping
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+genius	geniuses
+genocide	genocides
+genome	genomes
+genotoxicity	genotoxicities
+genotype	genotyped
+genotype	genotypes
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+gentamicin	gentamicins
+genteel	genteeler
+genteel	genteelest
+gentian	gentians
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+gentlewoman	gentlewomen
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+gentrify	gentrifying
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+genuflect	genuflecting
+genuflect	genuflects
+genus	genera
+genus	genuses
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+geography	geographies
+geologist	geologists
+geology	geologies
+geometer	geometers
+geometry	geometries
+geomorphologist	geomorphologists
+geomorphology	geomorphologies
+geophysicist	geophysicists
+geoscience	geosciences
+ger	gerim
+geranium	geraniums
+gerbil	gerbils
+geriatric	geriatrics
+geriatrician	geriatricians
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+German	Germans
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+germinate	germinates
+germinate	germinating
+germination	germinations
+germline	germlines
+germ-line	germ-lines
+gerontology	gerontologies
+gerund	gerunds
+gestalt	gestalten
+gestalt	gestalts
+gestapo	gestapos
+gestate	gestated
+gestate	gestates
+gestate	gestating
+gestation	gestations
+gesticulate	gesticulated
+gesticulate	gesticulates
+gesticulate	gesticulating
+gesticulation	gesticulations
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+get	gets
+get	getting
+get	got
+get	gotten
+getaway	getaways
+get-together	get-togethers
+get-up	get-ups
+gewgaw	gewgaws
+geyser	geysers
+Ghanaian	Ghanaians
+ghastly	ghastlier
+ghastly	ghastliest
+gherkin	gherkins
+ghetto	ghettoes
+ghetto	ghettos
+ghettoisation	ghettoisations
+ghettoise	ghettoised
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+ghostwrite	ghostwriting
+ghostwrite	ghostwritten
+ghostwrite	ghostwrote
+ghost-write	ghost-writes
+ghost-write	ghost-writing
+ghost-write	ghost-written
+ghost-write	ghost-wrote
+ghost-writer	ghost-writers
+ghoul	ghouls
+GI	GIs
+giant	giants
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+gibber	gibbering
+gibber	gibbers
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+gin	gins
+gingerbread	gingerbreads
+gingiva	gingivae
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+gingko	gingkoes
+gingko	gingkos
+ginkgo	ginkgoes
+ginkgo	ginkgos
+ginseng	ginsengs
+gipsy	gipsies
+giraffe	giraffes
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+gird	girding
+gird	girds
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+girder	girders
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+girdle	girdles
+girdle	girdling
+girl	girls
+girlfriend	girlfriends
+girly	girliest
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+give	given
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+give	giving
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+give-away	give-aways
+given	givens
+giver	givers
+gizzard	gizzards
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+glamorize	glamorized
+glamorize	glamorizes
+glamorize	glamorizing
+glance	glanced
+glance	glances
+glance	glancing
+gland	glands
+glans	glandes
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+glare	glares
+glare	glaring
+glass	glassed
+glass	glasses
+glass	glassing
+glassblower	glassblowers
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+glassy	glassiest
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+glaucoma	glaucomata
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+glean	gleaning
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+glider	gliders
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+glimpse	glimpses
+glimpse	glimpsing
+glint	glinted
+glint	glinting
+glint	glints
+glioblastoma	glioblastomas
+glioblastoma	glioblastomata
+glioma	gliomas
+glioma	gliomata
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+glissando	glissandos
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+glitter	glittering
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+glitzy	glitziest
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+gloat	gloating
+gloat	gloats
+glob	globs
+globalise	globalised
+globalise	globalises
+globalise	globalising
+globalize	globalized
+globalize	globalizes
+globalize	globalizing
+globe	globes
+globe-trot	globe-trots
+globe-trot	globe-trotted
+globe-trot	globe-trotting
+globetrotter	globetrotters
+globin	globins
+globule	globules
+globulin	globulins
+globus	globi
+glomerulonephritis	glomerulonephritides
+glomerulus	glomeruli
+gloomy	gloomier
+gloomy	gloomiest
+glorify	glorified
+glorify	glorifies
+glorify	glorifying
+glory	gloried
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+gloss	glossed
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+glove	gloves
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+glow	glowing
+glow	glows
+glower	glowered
+glower	glowering
+glower	glowers
+glow-worm	glow-worms
+glucagon	glucagons
+glucocerebrosidase	glucocerebrosidases
+glucocorticoid	glucocorticoids
+gluconate	gluconates
+gluconeogenesis	gluconeogeneses
+glucosamine	glucosamines
+glucose	glucoses
+glue	glued
+glue	glueing
+glue	glues
+glue	gluing
+glum	glummer
+glum	glummest
+gluon	gluons
+glut	gluts
+glut	glutted
+glut	glutting
+glutamate	glutamates
+glutamine	glutamines
+glutathione	glutathiones
+gluten	glutens
+gluteus	glutei
+glutton	gluttons
+gluttony	gluttonies
+glycerol	glycerols
+glycine	glycines
+glycogen	glycogens
+glycol	glycols
+glycolipid	glycolipids
+glycolysis	glycolyses
+glycoprotein	glycoproteins
+glycosaminoglycan	glycosaminoglycans
+glycoside	glycosides
+glycosylation	glycosylations
+glyph	glyphs
+gm	gms
+gn	gns
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+gnarl	gnarling
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+gnash	gnashes
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+gnaw	gnawed
+gnaw	gnawing
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+gnome	gnomes
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+go	going
+go	gone
+go	gorn
+go	went
+goad	goaded
+goad	goading
+goad	goads
+go-ahead	go-aheads
+goal	goals
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+goalkeeper	goalkeepers
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+goal-post	goal-posts
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+goatee	goatees
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+goddaughter	goddaughters
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+godmother	godmothers
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+goer	goers
+go-getter	go-getters
+goggle	goggled
+goggle	goggles
+goggle	goggling
+going-over	goings-over
+goitre	goitres
+go-kart	go-karts
+gold	golds
+goldcrest	goldcrests
+goldeneye	goldeneyes
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+goldfish	goldfishes
+goldmine	goldmines
+gold-plate	gold-plated
+gold-plate	gold-plates
+gold-plate	gold-plating
+goldsmith	goldsmiths
+golf	golfed
+golf	golfing
+golf	golfs
+golfer	golfers
+golliwog	golliwogs
+golly	gollies
+gonad	gonads
+gonadotrophin	gonadotrophins
+gonadotropin	gonadotropins
+gondola	gondolas
+gondolier	gondoliers
+goner	goners
+gong	gongs
+goniometer	goniometers
+gonorrhea	gonorrheae
+gonorrhea	gonorrheas
+gonorrhoea	gonorrhoeae
+gonorrhoea	gonorrhoeas
+good	best
+good	better
+good	gooder
+good	goodest
+good	goods
+good	well
+goodbye	goodbyes
+good-bye	good-byes
+good-for-nothing	good-for-nothings
+good-humoured	better-humoured
+goodie	goodies
+good-looking	best-looking
+good-looking	better-looking
+goodly	goodlier
+goodly	goodliest
+goodnight	goodnights
+goody	goodies
+goody-goody	goody-goodies
+gooey	gooier
+gooey	gooiest
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+goof	goofing
+goof	goofs
+goofy	goofier
+goofy	goofiest
+gook	gooks
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+goosander	goosanders
+goose	geese
+goose	goosed
+goose	gooses
+goose	goosing
+gooseberry	gooseberries
+goose-step	goose-stepped
+goose-step	goose-stepping
+goose-step	goose-steps
+gopher	gophers
+gore	gored
+gore	gores
+gore	goring
+gorge	gorged
+gorge	gorges
+gorge	gorging
+gorgonian	gorgonians
+gorilla	gorillas
+gory	gorier
+gory	goriest
+goshawk	goshawks
+gosling	goslings
+go-slow	go-slows
+gospel	gospels
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+gossip	gossiping
+gossip	gossipped
+gossip	gossipping
+gossip	gossips
+goth	goths
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+gouge	gouges
+gouge	gouging
+goulash	goulashes
+gourami	gouramies
+gourami	gouramis
+gourd	gourds
+gourmand	gourmands
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+gout	gouts
+gouty	goutier
+gov	govs
+govern	governed
+govern	governing
+govern	governs
+governess	governesses
+government	governments
+governor	governors
+governorate	governorates
+Governor-General	Governor-Generals
+Governor-General	Governors-General
+governorship	governorships
+Govt	Govts
+gown	gowned
+gown	gowning
+gown	gowns
+GP	GPs
+gr	grs
+grab	grabbed
+grab	grabbing
+grab	grabs
+grabber	grabbers
+grace	graced
+grace	graces
+grace	gracing
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+grad	grads
+gradation	gradations
+grade	graded
+grade	grades
+grade	grading
+grader	graders
+gradient	gradients
+grading	gradings
+gradiometer	gradiometers
+graduand	graduands
+graduate	graduated
+graduate	graduates
+graduate	graduating
+graduation	graduations
+graffito	graffiti
+graft	grafted
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+graft	grafts
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+grain	graining
+grain	grains
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+gram	grams
+grammar	grammars
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+gramophone	gramophones
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+granary	granaries
+grand	grander
+grand	grandest
+grand	grands
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+granddad	granddads
+granddaughter	granddaughters
+grand-daughter	grand-daughters
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+grandeur	grandeurs
+grandfather	grandfathered
+grandfather	grandfathering
+grandfather	grandfathers
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+grandmother	grandmothers
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+grandparent	grandparents
+grandson	grandsons
+grandstand	grandstands
+grange	granges
+grannie	grannies
+granny	grannies
+granola	granolas
+grant	granted
+grant	granting
+grant	grants
+grantee	grantees
+grant-in-aid	grants-in-aid
+granularity	granularities
+granulate	granulated
+granulate	granulates
+granulate	granulating
+granulation	granulations
+granulator	granulators
+granule	granules
+granulocyte	granulocytes
+granuloma	granulomas
+granuloma	granulomata
+grape	grapes
+grapefruit	grapefruits
+grapevine	grapevines
+graph	graphed
+graph	graphing
+graph	graphs
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+graphic	graphics
+grapnel	grapnels
+grapple	grappled
+grapple	grapples
+grapple	grappling
+grasp	grasped
+grasp	grasping
+grasp	grasps
+grass	grassed
+grass	grasses
+grass	grassing
+grasshopper	grasshoppers
+grassland	grasslands
+grassy	grassier
+grassy	grassiest
+grate	grated
+grate	grates
+grate	grating
+grater	graters
+graticule	graticules
+gratification	gratifications
+gratify	gratified
+gratify	gratifies
+gratify	gratifying
+grating	gratings
+gratuitous	gratuitouser
+gratuitous	gratuitousest
+gratuity	gratuities
+grave	graved
+grave	graven
+grave	graver
+grave	graves
+grave	gravest
+grave	graving
+gravedigger	gravediggers
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+gravel	graveling
+gravel	gravelled
+gravel	gravelling
+gravel	gravels
+gravestone	gravestones
+graveyard	graveyards
+gravitate	gravitated
+gravitate	gravitates
+gravitate	gravitating
+gravity	gravities
+gravure	gravures
+gravy	gravies
+gray	grayed
+gray	grayer
+gray	grayest
+gray	graying
+gray	grays
+grayling	graylings
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+graze	grazes
+graze	grazing
+grazer	grazers
+grazier	graziers
+grease	greased
+grease	greases
+grease	greasing
+greaser	greasers
+greasy	greasier
+greasy	greasiest
+great	greater
+great	greatest
+great	greats
+greatcoat	greatcoats
+great-grandfather	great-grandfathers
+great-grandmother	great-grandmothers
+great-uncle	great-uncles
+grebe	grebes
+greedy	greedier
+greedy	greediest
+Greek	Greeks
+green	greener
+green	greenest
+green	greens
+greenback	greenbacks
+greenfinch	greenfinches
+greenfly	greenflies
+greengage	greengages
+greengrocer	greengrocers
+greenhorn	greenhorns
+greenhouse	greenhouses
+greening	greenings
+greenroom	greenrooms
+greenshank	greenshanks
+greenstone	greenstones
+greet	greeted
+greet	greeting
+greet	greets
+greeting	greetings
+gremlin	gremlins
+grenade	grenades
+grenadier	grenadiers
+grey	greyed
+grey	greyer
+grey	greyest
+grey	greying
+grey	greys
+grey-green	grey-greens
+greyhound	greyhounds
+greylag	greylags
+greywacke	greywackes
+grid	grids
+griddle	griddles
+gridiron	gridirons
+grief	griefs
+grievance	grievances
+grieve	grieved
+grieve	grieves
+grieve	grieving
+griffin	griffins
+griffon	griffons
+grill	grilled
+grill	grilling
+grill	grills
+grille	grilles
+grillroom	grillrooms
+grilse	grilses
+grim	grimmer
+grim	grimmest
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+grimace	grimaces
+grimace	grimacing
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+grime	grimes
+grime	griming
+grimy	grimier
+grimy	grimiest
+grin	grinned
+grin	grinning
+grin	grins
+grind	grinding
+grind	grinds
+grind	ground
+grinder	grinders
+grindstone	grindstones
+grip	gripped
+grip	gripping
+grip	grips
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+gripe	gripes
+gripe	griping
+gripper	grippers
+grisly	grislier
+grisly	grisliest
+grit	grits
+grit	gritted
+grit	gritting
+gritty	grittier
+gritty	grittiest
+grizzle	grizzled
+grizzle	grizzles
+grizzle	grizzling
+grizzly	grizzlies
+groan	groaned
+groan	groaning
+groan	groans
+groat	groats
+grocer	grocers
+grocery	groceries
+groggy	groggier
+groggy	groggiest
+groin	groins
+grommet	grommets
+groom	groomed
+groom	grooming
+groom	grooms
+groomer	groomers
+groove	grooved
+groove	grooves
+groove	grooving
+groovy	groovier
+groovy	grooviest
+grope	groped
+grope	gropes
+grope	groping
+gross	grossed
+gross	grosser
+gross	grosses
+gross	grossest
+gross	grossing
+grotto	grottoes
+grotto	grottos
+grotty	grottier
+grotty	grottiest
+grouch	grouched
+grouch	grouches
+grouch	grouching
+grouchy	grouchier
+ground	grounded
+ground	grounding
+ground	grounds
+groundcloth	groundcloths
+groundnut	groundnuts
+groundsheet	groundsheets
+groundsman	groundsmen
+groundswell	groundswells
+groundwater	groundwaters
+groundwork	groundworks
+group	grouped
+group	grouping
+group	groups
+grouper	groupers
+groupie	groupies
+grouping	groupings
+groupy	groupies
+grouse	groused
+grouse	grouses
+grouse	grousing
+grove	groves
+grovel	groveled
+grovel	groveling
+grovel	grovelled
+grovel	grovelling
+grovel	grovels
+grow	grew
+grow	growing
+grow	grown
+grow	grows
+grower	growers
+growl	growled
+growl	growling
+growl	growls
+grownup	grownups
+grown-up	grown-ups
+growth	growths
+grub	grubbed
+grub	grubbing
+grub	grubs
+grubby	grubbier
+grubby	grubbiest
+grudge	grudged
+grudge	grudges
+grudge	grudging
+gruel	gruels
+gruff	gruffer
+gruff	gruffest
+grumble	grumbled
+grumble	grumbles
+grumble	grumbling
+grumpy	grumpier
+grumpy	grumpiest
+grunt	grunted
+grunt	grunting
+grunt	grunts
+G-string	G-strings
+guanaco	guanacos
+guanine	guanines
+guano	guanos
+guarantee	guaranteed
+guarantee	guaranteeing
+guarantee	guarantees
+guarantor	guarantors
+guaranty	guaranties
+guard	guarded
+guard	guarding
+guard	guards
+guardian	guardians
+guardianship	guardianships
+guardrail	guardrails
+guard-rail	guard-rails
+guardsman	guardsmen
+Guatemalan	Guatemalans
+guava	guavas
+gudgeon	gudgeons
+guerilla	guerillas
+guerrilla	guerrillas
+guess	guessed
+guess	guesses
+guess	guessing
+guesstimate	guesstimates
+guest	guested
+guest	guesting
+guest	guests
+guest-house	guest-houses
+guestimate	guestimates
+guest-room	guest-rooms
+guffaw	guffawed
+guffaw	guffawing
+guffaw	guffaws
+guidance	guidances
+guide	guided
+guide	guides
+guide	guiding
+guidebook	guidebooks
+guide-book	guide-books
+guideline	guidelines
+guide-line	guide-lines
+guidepost	guideposts
+guild	guilds
+guilder	guilders
+guildhall	guildhalls
+guillemot	guillemots
+guillotine	guillotined
+guillotine	guillotines
+guillotine	guillotining
+guilt	guilts
+guilty	guiltier
+guilty	guiltiest
+guinea	guineas
+guinea-pig	guinea-pigs
+guise	guises
+guitar	guitars
+guitarist	guitarists
+gulag	gulags
+gulch	gulches
+gulf	gulfs
+gull	gulled
+gull	gulling
+gull	gulls
+gullet	gullets
+gully	gullies
+gulp	gulped
+gulp	gulping
+gulp	gulps
+gum	gummed
+gum	gumming
+gum	gums
+gumboil	gumboils
+gumboot	gumboots
+gumdrop	gumdrops
+gummy	gummier
+gummy	gummiest
+gun	gunned
+gun	gunning
+gun	guns
+gunboat	gunboats
+gundog	gundogs
+gunfight	gunfights
+gunfire	gunfires
+gunman	gunmen
+gunnel	gunnels
+gunner	gunners
+gunpowder	gunpowders
+gun-runner	gun-runners
+gunshot	gunshots
+gunslinger	gunslingers
+gunsmith	gunsmiths
+guppy	guppies
+gurgle	gurgled
+gurgle	gurgles
+gurgle	gurgling
+gurney	gurneys
+guru	gurus
+gush	gushed
+gush	gushes
+gush	gushing
+gusset	gussets
+gust	gusted
+gust	gusting
+gust	gusts
+gusty	gustier
+gut	guts
+gut	gutted
+gut	gutting
+gutsy	gutsier
+gutta	guttae
+gutter	guttered
+gutter	guttering
+gutter	gutters
+guvnor	guvnors
+guy	guyed
+guy	guying
+guy	guys
+guzzle	guzzled
+guzzle	guzzles
+guzzle	guzzling
+guzzler	guzzlers
+gybe	gybed
+gybe	gybes
+gybe	gybing
+gym	gyms
+gymkhana	gymkhanas
+gymnasium	gymnasia
+gymnasium	gymnasiums
+gymnast	gymnasts
+gymnastic	gymnastics
+gymslip	gymslips
+gynaecologist	gynaecologists
+gynaecology	gynaecologies
+gynecologist	gynecologists
+gynecology	gynecologies
+gypsum	gypsums
+gypsy	gypsies
+gyrate	gyrated
+gyrate	gyrates
+gyrate	gyrating
+gyration	gyrations
+gyre	gyres
+gyroscope	gyroscopes
+gyrus	gyri
+h	hs
+haberdasher	haberdashers
+haberdashery	haberdasheries
+habit	habits
+habitant	habitants
+habitat	habitats
+habitation	habitations
+habituate	habituated
+habituate	habituates
+habituate	habituating
+habituation	habituations
+habitue	habitues
+hacienda	haciendas
+hack	hacked
+hack	hacking
+hack	hacks
+hacker	hackers
+hackle	hackles
+hackney	hackneys
+hacksaw	hacksaws
+haddock	haddocks
+hadji	hadjis
+hadron	hadrons
+haem	haems
+haemagglutinin	haemagglutinins
+haematocrit	haematocrits
+haematologist	haematologists
+haematology	haematologies
+haematoma	haematomae
+haematoma	haematomas
+haematoma	haematomata
+haematoxylin	haematoxylins
+haematuria	haematurias
+haemochromatosis	haemochromatoses
+haemodialysis	haemodialyses
+haemoglobin	haemoglobins
+haemoglobinopathy	haemoglobinopathies
+haemolysis	haemolyses
+haemophilia	haemophilias
+haemophiliac	haemophiliacs
+haemorrhage	haemorrhaged
+haemorrhage	haemorrhages
+haemorrhage	haemorrhaging
+haemorrhoid	haemorrhoids
+haemostasis	haemostases
+haft	hafts
+hag	hags
+haggis	haggises
+haggle	haggled
+haggle	haggles
+haggle	haggling
+hagiography	hagiographies
+hail	hailed
+hail	hailing
+hail	hails
+hailstone	hailstones
+hailstorm	hailstorms
+hair	hairs
+hairball	hairballs
+hairbrush	hairbrushes
+haircut	haircuts
+hairdo	hairdos
+hairdresser	hairdressers
+hair-drier	hair-driers
+hairdryer	hairdryers
+hair-grip	hair-grips
+hairline	hairlines
+hairnet	hairnets
+hairpiece	hairpieces
+hairpin	hairpins
+hairspray	hairsprays
+hairstyle	hairstyles
+hairy	hairier
+hairy	hairiest
+Haitian	Haitians
+hajj	hajjes
+half	halfs
+half	halves
+half-back	half-backs
+half-brother	half-brothers
+half-caste	half-castes
+half-day	half-days
+half-dozen	half-dozens
+half-hour	half-hours
+half-life	half-lifes
+half-life	half-lives
+half-litre	half-litres
+half-moon	half-moons
+half-note	half-notes
+halfpenny	halfpence
+halfpenny	halfpennies
+halfpipe	halfpipes
+half-pipe	half-pipes
+half-sister	half-sisters
+half-term	half-terms
+halftime	halftimes
+half-time	half-times
+halftone	halftones
+half-wit	half-wits
+halibut	halibuts
+halide	halides
+halitosis	halitoses
+hall	halls
+hallmark	hallmarked
+hallmark	hallmarking
+hallmark	hallmarks
+hallow	hallowed
+hallow	hallowing
+hallow	hallows
+hallstand	hallstands
+hallucinate	hallucinated
+hallucinate	hallucinates
+hallucinate	hallucinating
+hallucination	hallucinations
+hallucinogen	hallucinogens
+hallux	halluces
+hallux	halluxes
+hallway	hallways
+halo	haloes
+halo	halos
+halogen	halogens
+halogenate	halogenated
+halogenate	halogenates
+halogenate	halogenating
+halon	halons
+halt	halted
+halt	halting
+halt	halts
+halter	halters
+halve	halved
+halve	halves
+halve	halving
+ham	hammed
+ham	hamming
+ham	hams
+hamburger	hamburgers
+hamlet	hamlets
+hammer	hammered
+hammer	hammering
+hammer	hammers
+hammerhead	hammerheads
+hammock	hammocks
+hamper	hampered
+hamper	hampering
+hamper	hampers
+hamster	hamsters
+hamstring	hamstringing
+hamstring	hamstrings
+hamstring	hamstrung
+hand	handed
+hand	handing
+hand	hands
+handbag	handbags
+handball	handballs
+handbasin	handbasins
+handbill	handbills
+handbook	handbooks
+handbrake	handbrakes
+handcart	handcarts
+handcraft	handcrafted
+handcraft	handcrafting
+handcraft	handcrafts
+handcuff	handcuffed
+handcuff	handcuffing
+handcuff	handcuffs
+handedness	handednesses
+handful	handfuls
+handful	handsful
+handgrip	handgrips
+handgun	handguns
+handheld	handhelds
+handicap	handicapped
+handicap	handicapping
+handicap	handicaps
+handicapper	handicappers
+handicraft	handicrafts
+handkerchief	handkerchiefs
+handkerchief	handkerchieves
+handle	handled
+handle	handles
+handle	handling
+handlebar	handlebars
+handler	handlers
+handling	handlings
+hand-luggage	hand-luggaged
+hand-luggage	hand-luggages
+hand-luggage	hand-luggaging
+handmaiden	handmaidens
+hand-me-down	hand-me-downs
+handout	handouts
+hand-out	hand-outs
+handover	handovers
+handpick	handpicked
+handpick	handpicking
+handpick	handpicks
+hand-pick	hand-picked
+hand-pick	hand-picking
+hand-pick	hand-picks
+handprint	handprints
+handrail	handrails
+handset	handsets
+handshake	handshakes
+handsome	handsomer
+handsome	handsomest
+handstand	handstands
+handwashing	handwashings
+hand-washing	hand-washings
+handwriting	handwritings
+hand-writing	hand-writings
+handy	handier
+handy	handiest
+handyman	handymen
+hang	hanged
+hang	hanging
+hang	hangs
+hang	hung
+hangar	hangars
+hanger	hangers
+hanger-on	hanger-ons
+hanger-on	hangers-on
+hang-glider	hang-gliders
+hang-gliding	hang-glidings
+hanging	hangings
+hangman	hangmen
+hangout	hangouts
+hangover	hangovers
+hang-up	hang-ups
+hank	hanks
+hanker	hankered
+hanker	hankering
+hanker	hankers
+hankering	hankerings
+hankie	hankies
+hanky	hankies
+hansom	hansoms
+hap	happed
+hap	happing
+hap	haps
+haplotype	haplotypes
+happen	happened
+happen	happening
+happen	happens
+happening	happenings
+happenstance	happenstances
+happy	happier
+happy	happiest
+harangue	harangued
+harangue	harangues
+harangue	haranguing
+harass	harassed
+harass	harasses
+harass	harassing
+harasser	harassers
+harassment	harassments
+harbinger	harbingers
+harbor	harbored
+harbor	harboring
+harbor	harbors
+harbour	harboured
+harbour	harbouring
+harbour	harbours
+hard	harder
+hard	hardest
+hardback	hardbacks
+hardboard	hardboards
+hardcopy	hardcopies
+hard-copy	hard-copies
+harden	hardened
+harden	hardening
+harden	hardens
+hardener	hardeners
+hardliner	hardliners
+hardmetal	hardmetals
+hardness	hardnesses
+hardship	hardships
+hardwood	hardwoods
+hardy	hardier
+hardy	hardiest
+hare	hared
+hare	hares
+hare	haring
+harebell	harebells
+harelip	harelips
+harem	harems
+haricot	haricots
+hark	harked
+hark	harking
+hark	harks
+harken	harkened
+harken	harkening
+harken	harkens
+harlequin	harlequins
+harlot	harlots
+harm	harmed
+harm	harming
+harm	harms
+harman	harmans
+harmonic	harmonics
+harmonica	harmonicas
+harmonise	harmonised
+harmonise	harmonises
+harmonise	harmonising
+harmonium	harmoniums
+harmonize	harmonized
+harmonize	harmonizes
+harmonize	harmonizing
+harmony	harmonies
+harness	harnessed
+harness	harnesses
+harness	harnessing
+harp	harped
+harp	harping
+harp	harps
+harpist	harpists
+harpoon	harpooned
+harpoon	harpooning
+harpoon	harpoons
+harpsichord	harpsichords
+harpy	harpies
+harrier	harriers
+harrow	harrowed
+harrow	harrowing
+harrow	harrows
+harry	harried
+harry	harries
+harry	harrying
+harsh	harsher
+harsh	harshest
+hart	harts
+harvest	harvested
+harvest	harvesting
+harvest	harvests
+harvester	harvesters
+harvesting	harvestings
+harvestman	harvestmen
+has-been	has-beens
+hash	hashed
+hash	hashes
+hash	hashing
+hasp	hasps
+hassle	hassled
+hassle	hassles
+hassle	hassling
+hassock	hassocks
+hasten	hastened
+hasten	hastening
+hasten	hastens
+hasty	hastier
+hasty	hastiest
+hat	hats
+hatband	hatbands
+hatbox	hatboxes
+hatch	hatched
+hatch	hatches
+hatch	hatching
+hatchback	hatchbacks
+hatchery	hatcheries
+hatchet	hatchets
+hatchling	hatchlings
+hatchway	hatchways
+hate	hated
+hate	hates
+hate	hating
+hatpin	hatpins
+hatred	hatreds
+hatstand	hatstands
+hatter	hatters
+haughty	haughtier
+haughty	haughtiest
+haul	hauled
+haul	hauling
+haul	hauls
+hauler	haulers
+haulier	hauliers
+haulm	haulms
+haunch	haunches
+haunt	haunted
+haunt	haunting
+haunt	haunts
+have	ai
+have	d
+have	'd
+have	had
+have	has
+have	having
+have	oughter
+have	's
+have	ve
+have	've
+haven	havens
+haversack	haversacks
+havoc	havocs
+haw	hawed
+haw	hawing
+haw	haws
+hawk	hawked
+hawk	hawking
+hawk	hawks
+hawker	hawkers
+hawkmoth	hawkmoths
+hawser	hawsers
+hawthorn	hawthorns
+haycock	haycocks
+haystack	haystacks
+hazard	hazarded
+hazard	hazarding
+hazard	hazards
+haze	hazed
+haze	hazes
+haze	hazing
+hazel	hazels
+hazelnut	hazelnuts
+hazy	hazier
+hazy	haziest
+H-bomb	H-bombs
+head	headed
+head	heading
+head	heads
+headache	headaches
+headband	headbands
+headbanger	headbangers
+headboard	headboards
+headdress	headdresses
+header	headers
+headgear	headgears
+headhunt	headhunted
+headhunt	headhunting
+headhunt	headhunts
+headhunter	headhunters
+head-hunter	head-hunters
+heading	headings
+headlamp	headlamps
+headland	headlands
+headlight	headlights
+headline	headlined
+headline	headlines
+headline	headlining
+headlouse	headlice
+headman	headmen
+headmaster	headmasters
+headmistress	headmistresses
+headphone	headphones
+headpiece	headpieces
+headquarter	headquartered
+headquarter	headquartering
+headquarter	headquarters
+headrest	headrests
+head-rest	head-rested
+head-rest	head-resting
+head-rest	head-rests
+headroom	headrooms
+headscarf	headscarfs
+headscarf	headscarves
+headset	headsets
+headship	headships
+head-shrinker	head-shrinkers
+headspace	headspaces
+headstand	headstands
+headstone	headstones
+headwall	headwalls
+headwater	headwaters
+headwind	headwinds
+headword	headwords
+heady	headier
+heady	headiest
+heal	healed
+heal	healing
+heal	heals
+healer	healers
+healing	healings
+healthy	healthier
+healthy	healthiest
+heap	heaped
+heap	heaping
+heap	heaps
+hear	heard
+hear	hearing
+hear	hears
+hearer	hearers
+hearing	hearings
+hearing-aid	hearing-aids
+hearken	hearkened
+hearken	hearkening
+hearken	hearkens
+hearse	hearses
+heart	hearts
+heartache	heartaches
+heartbeat	heartbeats
+heartbreak	heartbreaks
+hearten	heartened
+hearten	heartening
+hearten	heartens
+hearth	hearths
+hearthrug	hearthrugs
+heartland	heartlands
+heart-rate	heart-rates
+heartthrob	heartthrobs
+heart-to-heart	heart-to-hearts
+hearty	heartier
+hearty	heartiest
+heat	heated
+heat	heating
+heat	heats
+heater	heaters
+heath	heaths
+heathen	heathens
+heating	heatings
+heatstroke	heatstrokes
+heat-treat	heat-treated
+heat-treat	heat-treating
+heat-treat	heat-treats
+heatwave	heatwaves
+heave	heaved
+heave	heaves
+heave	heaving
+heave	hove
+heaven	heavens
+heavy	heavier
+heavy	heavies
+heavy	heaviest
+heavyweight	heavyweights
+he-bear	he-bears
+Hebrew	Hebrews
+heckle	heckled
+heckle	heckles
+heckle	heckling
+heckler	hecklers
+hectare	hectares
+hectometre	hectometres
+hector	hectored
+hector	hectoring
+hector	hectors
+hedge	hedged
+hedge	hedges
+hedge	hedging
+hedgehog	hedgehogs
+hedgerow	hedgerows
+hedonist	hedonists
+heed	heeded
+heed	heeding
+heed	heeds
+hee-haw	hee-haws
+heel	heeled
+heel	heeling
+heel	heels
+heft	hefted
+heft	hefting
+heft	hefts
+hefty	heftier
+hefty	heftiest
+hegemony	hegemonies
+heifer	heifers
+height	heights
+heighten	heightened
+heighten	heightening
+heighten	heightens
+heir	heirs
+heiress	heiresses
+heirloom	heirlooms
+helicase	helicases
+helicity	helicities
+helicopter	helicopters
+heliport	heliports
+helix	helices
+helix	helixes
+hell	hells
+hellenise	hellenised
+hellenise	hellenises
+hellenise	hellenising
+hellenize	hellenized
+hellenize	hellenizes
+hellenize	hellenizing
+hello	hellos
+hello	hi
+helm	helmed
+helm	helming
+helm	helms
+helmet	helmets
+helminth	helminths
+helmsman	helmsmen
+help	helped
+help	helping
+help	helps
+helper	helpers
+helping	helpings
+helpline	helplines
+help-line	help-lines
+helpmate	helpmates
+helter-skelter	helter-skelters
+hem	hemmed
+hem	hemming
+hem	hems
+he-man	he-men
+heme	hemes
+hemiplegia	hemiplegias
+hemisphere	hemispheres
+hemline	hemlines
+hemlock	hemlocks
+hemoglobin	hemoglobins
+hemophilia	hemophilias
+hemorrhage	hemorrhages
+hemorrhoid	hemorrhoids
+hen	hens
+henchman	henchmen
+henna	hennaed
+henna	hennaing
+henna	hennas
+henry	henries
+heparin	heparins
+hepatic	hepatics
+hepatica	hepaticas
+hepatitis	hepatitides
+hepatitis	hepatitises
+hepatocyte	hepatocytes
+hepatology	hepatologies
+hepatotoxicity	hepatotoxicities
+heptagon	heptagons
+heptameter	heptameters
+herald	heralded
+herald	heralding
+herald	heralds
+herb	herbs
+herbal	herbals
+herbalist	herbalists
+herbarium	herbaria
+herbicide	herbicides
+herbivore	herbivores
+herd	herded
+herd	herding
+herd	herds
+herder	herders
+herdsman	herdsmen
+hereafter	hereafters
+heresy	heresies
+heretic	heretics
+heritability	heritabilities
+heritage	heritages
+hermaphrodite	hermaphrodites
+hermit	hermits
+hernia	herniae
+hernia	hernias
+herniation	herniations
+hero	heroes
+heroic	heroics
+heroin	heroins
+heroine	heroines
+heroism	heroisms
+heron	herons
+heronry	heronries
+herpesvirus	herpesviruses
+herring	herrings
+hesitancy	hesitancies
+hesitate	hesitated
+hesitate	hesitates
+hesitate	hesitating
+hesitation	hesitations
+hetero	heteros
+heteroatom	heteroatoms
+heterocycle	heterocycles
+heterodimer	heterodimers
+heterogeneity	heterogeneities
+heterosexual	heterosexuals
+heterostructure	heterostructures
+heterozygosity	heterozygosities
+heterozygote	heterozygotes
+heuristic	heuristics
+hew	hewed
+hew	hewing
+hew	hewn
+hew	hews
+hewer	hewers
+hex	hexed
+hex	hexes
+hex	hexing
+hexadecimal	hexadecimals
+hexafluoride	hexafluorides
+hexagon	hexagons
+hexagram	hexagrams
+hexamer	hexamers
+hexameter	hexameters
+hexane	hexanes
+heyday	heydays
+hh	hhs
+hiatus	hiatuses
+hibernaculum	hibernacula
+hibernate	hibernated
+hibernate	hibernates
+hibernate	hibernating
+hibernation	hibernations
+hibiscus	hibiscuses
+hiccough	hiccoughed
+hiccough	hiccoughing
+hiccough	hiccoughs
+hiccup	hiccupped
+hiccup	hiccupping
+hiccup	hiccups
+hick	hicks
+hickory	hickories
+hide	hid
+hide	hidden
+hide	hides
+hide	hiding
+hideaway	hideaways
+hideout	hideouts
+hide-out	hide-outs
+hiding	hidings
+hiding-place	hiding-places
+hie	hied
+hie	hieing
+hie	hies
+hie	hying
+hierarchy	hierarchies
+hieroglyph	hieroglyphs
+hieroglyphic	hieroglyphics
+hi-fi	hi-fis
+high	higher
+high	highest
+high	highs
+highball	highballs
+highbrow	highbrows
+highchair	highchairs
+high-flier	high-fliers
+high-flyer	high-flyers
+high-frequency	high-frequencies
+highjack	highjacked
+highjack	highjacking
+highjack	highjacks
+highland	highlands
+highlander	highlanders
+highlight	highlighted
+highlight	highlighting
+highlight	highlights
+Highness	Highnesses
+high-quality	higher-quality
+high-quality	highest-quality
+highroad	highroads
+highschool	highschools
+high-up	high-ups
+highway	highways
+highwayman	highwaymen
+hijack	hijacked
+hijack	hijacking
+hijack	hijacks
+hijacker	hijackers
+hijacking	hijackings
+hike	hiked
+hike	hikes
+hike	hiking
+hiker	hikers
+hill	hills
+hillbilly	hillbillies
+hillock	hillocks
+hillside	hillsides
+hilltop	hilltops
+hilly	hillier
+hilly	hilliest
+hilt	hilts
+himself	isself
+hind	hinds
+hinder	hindered
+hinder	hindering
+hinder	hinders
+hinderance	hinderances
+hindfoot	hindfeet
+hindquarter	hindquarters
+hindrance	hindrances
+Hindu	Hindus
+hindwing	hindwings
+hinge	hinged
+hinge	hinges
+hinge	hinging
+hink	hinked
+hink	hinking
+hink	hinks
+hint	hinted
+hint	hinting
+hint	hints
+hinterland	hinterlands
+hip	hips
+hip-bath	hip-baths
+hippie	hippies
+hippo	hippos
+hippocampus	hippocampi
+hippopotamus	hippopotami
+hippopotamus	hippopotamuses
+hippopotamus	hippopotamusses
+hippy	hippies
+hire	hired
+hire	hires
+hire	hiring
+hireling	hirelings
+hirer	hirers
+hirsutism	hirsutisms
+hirundine	hirundines
+hiss	hissed
+hiss	hisses
+hiss	hissing
+hist	hists
+histamine	histamines
+histidine	histidines
+histocompatibility	histocompatibilities
+histogram	histograms
+histology	histologies
+histone	histones
+histopathologist	histopathologists
+histopathology	histopathologies
+historian	historians
+historiography	historiographies
+history	histories
+histrionic	histrionics
+hit	hits
+hit	hitting
+hitch	hitched
+hitch	hitches
+hitch	hitching
+hitchhike	hitchhiked
+hitchhike	hitchhikes
+hitchhike	hitchhiking
+hitch-hike	hitch-hiked
+hitch-hike	hitch-hikes
+hitch-hike	hitch-hiking
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+hold	holding
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+holler	hollering
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+hollow	hollower
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+icy	iciest
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+interposition	interpositions
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+interpret	interprets
+interpretant	interpretants
+interpretation	interpretations
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+interregnum	interregnums
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+interrelation	interrelations
+inter-relation	inter-relations
+interrelationship	interrelationships
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+interrogate	interrogated
+interrogate	interrogates
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+interrogative	interrogatives
+interrogator	interrogators
+interrupt	interrupted
+interrupt	interrupting
+interrupt	interrupts
+interrupter	interrupters
+interruption	interruptions
+intersect	intersected
+intersect	intersecting
+intersect	intersects
+intersection	intersections
+intersex	intersexes
+intersperse	interspersed
+intersperse	intersperses
+intersperse	interspersing
+interstate	interstates
+interstice	interstices
+interstitial	interstitials
+intertwine	intertwined
+intertwine	intertwines
+intertwine	intertwining
+inter-university	inter-universities
+interval	intervals
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+intervene	intervenes
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+intervention	interventions
+interventionist	interventionists
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+interviewee	interviewees
+interviewer	interviewers
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+interweave	interwove
+interweave	interwoven
+interworking	interworkings
+intestate	intestates
+intestine	intestines
+intimacy	intimacies
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+intimate	intimates
+intimate	intimating
+intimation	intimations
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+intimidate	intimidates
+intimidate	intimidating
+intimidation	intimidations
+intolerance	intolerances
+intonation	intonations
+intone	intoned
+intone	intones
+intone	intoning
+intoxicant	intoxicants
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+intoxicate	intoxicates
+intoxicate	intoxicating
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+intranet	intranets
+intricacy	intricacies
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+intrigue	intrigues
+intrigue	intriguing
+intrinsic	intrinsics
+intro	intros
+introduce	introduced
+introduce	introduces
+introduce	introducing
+introducer	introducers
+introduction	introductions
+introject	introjected
+introject	introjecting
+introject	introjects
+introjection	introjections
+intron	introns
+introspection	introspections
+introvert	introverted
+introvert	introverting
+introvert	introverts
+intrude	intruded
+intrude	intrudes
+intrude	intruding
+intruder	intruders
+intrusion	intrusions
+intrust	intrusted
+intrust	intrusting
+intrust	intrusts
+intubate	intubated
+intubate	intubates
+intubate	intubating
+intubation	intubations
+intuit	intuited
+intuit	intuiting
+intuit	intuits
+intuition	intuitions
+inundate	inundated
+inundate	inundates
+inundate	inundating
+inundation	inundations
+inure	inured
+inure	inures
+inure	inuring
+inv	invs
+invade	invaded
+invade	invades
+invade	invading
+invader	invaders
+invalid	invalided
+invalid	invaliding
+invalid	invalids
+invalidate	invalidated
+invalidate	invalidates
+invalidate	invalidating
+invalidation	invalidations
+invalidity	invalidities
+invariance	invariances
+invariant	invariants
+invasion	invasions
+invective	invectives
+inveigh	inveighed
+inveigh	inveighing
+inveigh	inveighs
+inveigle	inveigled
+inveigle	inveigles
+inveigle	inveigling
+invent	invented
+invent	inventing
+invent	invents
+invention	inventions
+inventor	inventors
+inventory	inventoried
+inventory	inventories
+inventory	inventorying
+inverse	inverses
+inversion	inversions
+invert	inverted
+invert	inverting
+invert	inverts
+invertebrate	invertebrates
+inverter	inverters
+invest	invested
+invest	investing
+invest	invests
+investigate	investigated
+investigate	investigates
+investigate	investigating
+investigation	investigations
+investigator	investigators
+investiture	investitures
+investment	investments
+investor	investors
+invigilate	invigilated
+invigilate	invigilates
+invigilate	invigilating
+invigilator	invigilators
+invigorate	invigorated
+invigorate	invigorates
+invigorate	invigorating
+invitation	invitations
+invite	invited
+invite	invites
+invite	inviting
+invitee	invitees
+inviting	invitinger
+inviting	invitingest
+invocation	invocations
+invoice	invoiced
+invoice	invoices
+invoice	invoicing
+invoke	invoked
+invoke	invokes
+invoke	invoking
+involution	involutions
+involve	involved
+involve	involves
+involve	involving
+involvement	involvements
+iodide	iodides
+iodine	iodines
+ion	ions
+ionisation	ionisations
+ionise	ionised
+ionise	ionises
+ionise	ionising
+ioniser	ionisers
+ionization	ionizations
+ionize	ionized
+ionize	ionizes
+ionize	ionizing
+IOU	IOUs
+IQ	IQs
+Iranian	Iranians
+Iraqi	Iraqis
+iris	irides
+iris	irises
+Irishman	Irishmen
+Irishwoman	Irishwomen
+irk	irked
+irk	irking
+irk	irks
+iron	ironed
+iron	ironing
+iron	irons
+ironmaster	ironmasters
+ironmonger	ironmongers
+irony	ironies
+irradiance	irradiances
+irradiate	irradiated
+irradiate	irradiates
+irradiate	irradiating
+irradiation	irradiations
+irrationality	irrationalities
+irregular	irregulars
+irregularity	irregularities
+irrelevance	irrelevances
+irrelevancy	irrelevancies
+irreversibility	irreversibilities
+irrigate	irrigated
+irrigate	irrigates
+irrigate	irrigating
+irrigation	irrigations
+irritability	irritabilities
+irritancy	irritancies
+irritant	irritants
+irritate	irritated
+irritate	irritates
+irritate	irritating
+irritation	irritations
+irruption	irruptions
+ischaemia	ischaemias
+ischemia	ischemias
+island	islands
+islander	islanders
+isle	isles
+islet	islets
+isobar	isobars
+isochrone	isochrones
+isocyanate	isocyanates
+isoenzyme	isoenzymes
+isoflavone	isoflavones
+isoform	isoforms
+isolate	isolated
+isolate	isolates
+isolate	isolating
+isolation	isolations
+isolationist	isolationists
+isolator	isolators
+isomer	isomers
+isomerism	isomerisms
+isometric	isometrics
+isometry	isometries
+isomorphism	isomorphisms
+isoprene	isoprenes
+isoprenoid	isoprenoids
+isopropyl	isopropyls
+isotherm	isotherms
+isothiocyanate	isothiocyanates
+isotope	isotopes
+isotype	isotypes
+isozyme	isozymes
+Israeli	Israelis
+Israelite	Israelites
+issuance	issuances
+issue	issued
+issue	issues
+issue	issuing
+issuer	issuers
+isthmus	isthmi
+isthmus	isthmuses
+Italian	Italians
+italicise	italicised
+italicise	italicises
+italicise	italicising
+italicize	italicized
+italicize	italicizes
+italicize	italicizing
+itch	itched
+itch	itches
+itch	itching
+itchy	itchier
+itchy	itchiest
+item	items
+itemise	itemised
+itemise	itemises
+itemise	itemising
+itemize	itemized
+itemize	itemizes
+itemize	itemizing
+iter	iters
+iter	itinera
+iterate	iterated
+iterate	iterates
+iterate	iterating
+iteration	iterations
+itinerant	itinerants
+itinerary	itineraries
+IUD	IUDs
+ivory	ivories
+ivy	ivies
+jab	jabbed
+jab	jabbing
+jab	jabs
+jabber	jabbered
+jabber	jabbering
+jabber	jabbers
+jack	jacked
+jack	jacking
+jack	jacks
+jackal	jackals
+jackass	jackasses
+jackboot	jackboots
+jackdaw	jackdaws
+jacket	jacketed
+jacket	jacketing
+jacket	jackets
+jack-in-the-box	jack-in-the-boxes
+jack-knife	jack-knifed
+jack-knife	jack-knifes
+jack-knife	jack-knifing
+jack-knife	jack-knives
+jack-of-all-trades	jacks-of-all-trades
+jackpot	jackpots
+jacquard	jacquards
+Jacuzzi	Jacuzzis
+jaffa	jaffas
+jag	jagged
+jag	jagging
+jag	jags
+jaggy	jaggier
+jaguar	jaguars
+jail	jailed
+jail	jailing
+jail	jails
+jailbird	jailbirds
+jailbreak	jailbreaks
+jailer	jailers
+jalapeno	jalapenos
+jalopy	jalopies
+jam	jammed
+jam	jamming
+jam	jams
+Jamaican	Jamaicans
+jamb	jambs
+jamboree	jamborees
+jam-jar	jam-jars
+jammer	jammers
+jammy	jammier
+jammy	jammiest
+jangle	jangled
+jangle	jangles
+jangle	jangling
+janitor	janitors
+January	Januaries
+jap	japs
+japonica	japonicas
+jar	jarred
+jar	jarring
+jar	jars
+jargon	jargons
+jasmin	jasmins
+jasmine	jasmines
+jaundice	jaundices
+jaunt	jaunted
+jaunt	jaunting
+jaunt	jaunts
+jaunty	jauntier
+jaunty	jauntiest
+java	javas
+javelin	javelins
+jaw	jawed
+jaw	jawing
+jaw	jaws
+jawbone	jawbones
+jay	jays
+jaywalker	jaywalkers
+jazz	jazzed
+jazz	jazzes
+jazz	jazzing
+jazzman	jazzmen
+jazzy	jazzier
+jazzy	jazziest
+jealousy	jealousies
+jeep	jeeps
+jeer	jeered
+jeer	jeering
+jeer	jeers
+jejunum	jejuna
+jejunum	jejunums
+jelly	jellies
+jellyfish	jellyfishes
+jemmy	jemmies
+jenny	jennies
+jeopardise	jeopardised
+jeopardise	jeopardises
+jeopardise	jeopardising
+jeopardize	jeopardized
+jeopardize	jeopardizes
+jeopardize	jeopardizing
+jeopardy	jeopardies
+jerk	jerked
+jerk	jerking
+jerk	jerks
+jerkin	jerkins
+jerky	jerkier
+jerky	jerkiest
+jerry-build	jerry-building
+jerry-build	jerry-builds
+jerry-build	jerry-built
+jersey	jerseys
+jest	jested
+jest	jesting
+jest	jests
+jester	jesters
+Jesuit	Jesuits
+jet	jets
+jet	jetted
+jet	jetting
+jetlag	jetlags
+jet-lag	jet-lags
+jettison	jettisoned
+jettison	jettisoning
+jettison	jettisons
+jetty	jetties
+Jew	Jews
+jewel	jewels
+jeweler	jewelers
+jeweller	jewellers
+Jewess	Jewesses
+jib	jibbed
+jib	jibbing
+jib	jibs
+jibe	jibed
+jibe	jibes
+jibe	jibing
+jiffy	jiffies
+jig	jigged
+jig	jigging
+jig	jigs
+jigger	jiggers
+jiggle	jiggled
+jiggle	jiggles
+jiggle	jiggling
+jigsaw	jigsawed
+jigsaw	jigsawing
+jigsaw	jigsawn
+jigsaw	jigsaws
+jig-saw	jig-saws
+jilt	jilted
+jilt	jilting
+jilt	jilts
+jimmy	jimmies
+jingle	jingled
+jingle	jingles
+jingle	jingling
+jink	jinked
+jink	jinking
+jink	jinks
+jinx	jinxed
+jinx	jinxes
+jinx	jinxing
+jitter	jittered
+jitter	jittering
+jitter	jitters
+jive	jived
+jive	jives
+jive	jiving
+job	jobbed
+job	jobbing
+job	jobs
+jobholder	jobholders
+jobseeker	jobseekers
+jock	jocks
+jockey	jockeyed
+jockey	jockeying
+jockey	jockeys
+jockstrap	jockstraps
+joe	joes
+jog	jogged
+jog	jogging
+jog	jogs
+jogger	joggers
+joggle	joggled
+joggle	joggles
+joggle	joggling
+join	joined
+join	joining
+join	joins
+joiner	joiners
+joinery	joineries
+joint	jointed
+joint	jointing
+joint	joints
+joist	joists
+jojoba	jojobas
+joke	joked
+joke	jokes
+joke	joking
+joker	jokers
+jolly	jollied
+jolly	jollier
+jolly	jollies
+jolly	jolliest
+jolly	jollying
+jolt	jolted
+jolt	jolting
+jolt	jolts
+jolty	joltier
+Jordanian	Jordanians
+joss	josses
+jostle	jostled
+jostle	jostles
+jostle	jostling
+jot	jots
+jot	jotted
+jot	jotting
+jotter	jotters
+jotting	jottings
+joule	joules
+jour	jours
+journal	journals
+journalist	journalists
+journey	journeyed
+journey	journeying
+journey	journeys
+journeyman	journeymen
+joust	jousted
+joust	jousting
+joust	jousts
+joviality	jovialities
+jowl	jowls
+jowly	jowlier
+joy	joys
+joyride	joyridden
+joyride	joyrides
+joyride	joyriding
+joyride	joyrode
+joystick	joysticks
+JP	JPs
+ju	jus
+jubilation	jubilations
+jubilee	jubilees
+Judas	Judases
+judder	juddered
+judder	juddering
+judder	judders
+judge	judged
+judge	judges
+judge	judging
+judgement	judgements
+judgment	judgments
+judiciary	judiciaries
+jug	jugs
+juggernaut	juggernauts
+juggle	juggled
+juggle	juggles
+juggle	juggling
+juggler	jugglers
+Jugoslav	Jugoslavs
+jugular	jugulars
+juice	juiced
+juice	juices
+juice	juicing
+juicy	juicier
+juicy	juiciest
+jukebox	jukeboxes
+julia	julias
+July	Julies
+jumble	jumbled
+jumble	jumbles
+jumble	jumbling
+jumbo	jumbos
+jump	jumped
+jump	jumping
+jump	jumps
+jumper	jumpers
+jumpy	jumpier
+jumpy	jumpiest
+jun	juns
+junction	junctions
+juncture	junctures
+June	Junes
+jungle	jungles
+jungly	junglier
+junior	juniors
+juniper	junipers
+junk	junked
+junk	junking
+junk	junks
+junket	junkets
+junkie	junkies
+junkshop	junkshops
+junk-shop	junk-shops
+junky	junkies
+junta	juntas
+jurisdiction	jurisdictions
+jurist	jurists
+juror	jurors
+jury	juries
+juryman	jurymen
+just	juster
+just	justest
+justice	justices
+justification	justifications
+justify	justified
+justify	justifies
+justify	justifying
+jut	juts
+jut	jutted
+jut	jutting
+juvenile	juveniles
+juxtapose	juxtaposed
+juxtapose	juxtaposes
+juxtapose	juxtaposing
+juxtaposition	juxtapositions
+k	ks
+ka	kas
+kaffir	kaffirs
+kafir	kafirs
+kaiser	kaisers
+kale	kales
+kaleidoscope	kaleidoscopes
+kamikaze	kamikazes
+kan	kans
+kanamycin	kanamycins
+kangaroo	kangaroos
+kappa	kappas
+karst	karsts
+karyotype	karyotypes
+karyotyping	karyotypings
+kat	kats
+kata	katas
+kava	kavas
+kayak	kayaks
+kayaker	kayakers
+kb	kbs
+kbp	kbps
+kc	kcs
+kcal	kcals
+kd	kds
+kebab	kebabs
+keel	keeled
+keel	keeling
+keel	keels
+keen	keened
+keen	keener
+keen	keenest
+keen	keening
+keen	keens
+keep	keeping
+keep	keeps
+keep	kept
+keeper	keepers
+keepsake	keepsakes
+keg	kegs
+keloid	keloids
+kelp	kelps
+ken	kenned
+ken	kenning
+ken	kens
+kennel	kenneled
+kennel	kenneling
+kennel	kennelled
+kennel	kennelling
+kennel	kennels
+kent	kented
+kent	kenting
+kent	kents
+Kenyan	Kenyans
+keratin	keratins
+keratinocyte	keratinocytes
+keratitis	keratitides
+keratosis	keratoses
+kerb	kerbs
+kerchief	kerchiefs
+kerchief	kerchieves
+kerfuffle	kerfuffles
+kernel	kerneled
+kernel	kerneling
+kernel	kernelled
+kernel	kernelling
+kernel	kernels
+kerosene	kerosenes
+kestrel	kestrels
+ketamine	ketamines
+ketch	ketches
+ketoacidosis	ketoacidoses
+ketoconazole	ketoconazoles
+ketone	ketones
+ketoprofen	ketoprofens
+ketosis	ketoses
+kettle	kettles
+kettledrum	kettledrums
+key	keyed
+key	keying
+key	keys
+keyboard	keyboarded
+keyboard	keyboarding
+keyboard	keyboards
+keyhole	keyholes
+keynote	keynotes
+keypad	keypads
+keypress	keypresses
+keyring	keyrings
+keystone	keystones
+keystroke	keystrokes
+keyword	keywords
+key-word	key-words
+kg	kgs
+kh	khs
+khaki	khakier
+khaki	khakiest
+khan	khans
+khz	khzs
+kibble	kibbles
+kibbutz	kibbutzes
+kibbutz	kibbutzim
+kick	kicked
+kick	kicking
+kick	kicks
+kickback	kickbacks
+kicker	kickers
+kickoff	kickoffs
+kick-off	kick-offed
+kick-off	kick-offing
+kick-off	kick-offs
+kick-start	kick-starts
+kid	kidded
+kid	kidding
+kid	kids
+kiddie	kiddies
+kidnap	kidnaped
+kidnap	kidnaping
+kidnap	kidnapped
+kidnap	kidnapping
+kidnap	kidnaps
+kidnapper	kidnappers
+kidnapping	kidnappings
+kidney	kidneys
+kill	killed
+kill	killing
+kill	kills
+killer	killers
+killing	killings
+killjoy	killjoys
+kiln	kilned
+kiln	kilning
+kiln	kilns
+kilo	kilos
+kilobit	kilobits
+kilocalorie	kilocalories
+kilogram	kilograms
+kilogramme	kilogrammes
+kiloliter	kiloliters
+kilometer	kilometers
+kilometre	kilometres
+kilowatt	kilowatts
+kilowatt-hour	kilowatt-hours
+kilt	kilts
+kimono	kimonos
+kinase	kinases
+kind	kinder
+kind	kindest
+kind	kinds
+kindergarten	kindergartens
+kindle	kindled
+kindle	kindles
+kindle	kindling
+kindly	kindlier
+kindly	kindliest
+kindness	kindnesses
+kindred	kindreds
+kinesin	kinesins
+kinetic	kinetics
+king	kings
+kingdom	kingdoms
+kingfisher	kingfishers
+kingpin	kingpins
+kink	kinked
+kink	kinking
+kink	kinks
+kinky	kinkier
+kinky	kinkiest
+kinship	kinships
+kinsman	kinsmen
+kinswoman	kinswomen
+kiosk	kiosks
+kip	kipped
+kip	kipping
+kip	kips
+kipper	kippers
+kirk	kirks
+kiss	kissed
+kiss	kisses
+kiss	kissing
+kit	kits
+kit	kitted
+kit	kitting
+kitbag	kitbags
+kitchen	kitchens
+kitchenette	kitchenettes
+kite	kited
+kite	kites
+kite	kiting
+kitten	kittened
+kitten	kittening
+kitten	kittens
+kittiwake	kittiwakes
+kitty	kitties
+kiwi	kiwis
+klaxon	klaxons
+kleptomaniac	kleptomaniacs
+km	kms
+knack	knacks
+knacker	knackers
+knap	knapped
+knap	knapping
+knap	knaps
+knapsack	knapsacks
+knapweed	knapweeds
+knave	knaves
+knead	kneaded
+knead	kneading
+knead	kneads
+knee	kneed
+knee	kneeing
+knee	knees
+kneecap	kneecapped
+kneecap	kneecapping
+kneecap	kneecaps
+kneel	kneeled
+kneel	kneeling
+kneel	kneels
+kneel	knelt
+kneeler	kneelers
+knees-up	knees-ups
+knell	knells
+knife	knifed
+knife	knifes
+knife	knifing
+knife	knives
+knife-edge	knife-edges
+knight	knighted
+knight	knighting
+knight	knights
+knighthood	knighthoods
+knit	knits
+knit	knitted
+knit	knitting
+knitter	knitters
+knitting	knittings
+knitwear	knitwears
+knob	knobbed
+knob	knobbing
+knob	knobs
+knobbly	knobblier
+knock	knocked
+knock	knocking
+knock	knocks
+knocker	knockers
+knock-on	knock-ons
+knockout	knockouts
+knock-up	knock-ups
+knoll	knolls
+knot	knots
+knot	knotted
+knot	knotting
+knotty	knottier
+knotty	knottiest
+knotweed	knotweeds
+know	knew
+know	knowing
+know	known
+know	knows
+know-all	know-alls
+knower	knowers
+know-it-all	know-it-alls
+knowledge	knowledges
+knowledgebase	knowledgebases
+knowledge-base	knowledge-bases
+known	knowns
+knuckle	knuckled
+knuckle	knuckles
+knuckle	knuckling
+knuckle-duster	knuckle-dusters
+KO	KO'd
+KO	KO's
+koala	koalas
+koan	koans
+koi	kois
+kola	kolas
+kora	koras
+Korean	Koreans
+kowtow	kowtowed
+kowtow	kowtowing
+kowtow	kowtows
+kow-tow	kow-towed
+kow-tow	kow-towing
+kow-tow	kow-tows
+kraal	kraals
+krill	krills
+krona	kronor
+krone	kroner
+krugerrand	krugerrands
+kudo	kudos
+kudu	kudus
+kumquat	kumquats
+kurtosis	kurtoses
+Kuwaiti	Kuwaitis
+l	ls
+lab	labs
+label	labeled
+label	labeling
+label	labelled
+label	labelling
+label	labels
+lability	labilities
+labium	labia
+labor	labored
+labor	laboring
+labor	labors
+laboratory	laboratories
+laborer	laborers
+labour	laboured
+labour	labouring
+labour	labours
+labourer	labourers
+laburnum	laburnums
+labyrinth	labyrinths
+lac	lacta
+lace	laced
+lace	laces
+lace	lacing
+lacerate	lacerated
+lacerate	lacerates
+lacerate	lacerating
+laceration	lacerations
+lace-up	lace-ups
+lacewing	lacewings
+lack	lacked
+lack	lacking
+lack	lacks
+lackey	lackeys
+lacquer	lacquered
+lacquer	lacquering
+lacquer	lacquers
+lactase	lactases
+lactate	lactated
+lactate	lactates
+lactate	lactating
+lactation	lactations
+lactobacillus	lactobacilli
+lactoferrin	lactoferrins
+lactone	lactones
+lacuna	lacunae
+lacuna	lacunas
+lacy	lacier
+lacy	laciest
+lad	lads
+ladder	laddered
+ladder	laddering
+ladder	ladders
+laddie	laddies
+lade	laded
+lade	laden
+lade	lades
+lade	lading
+lading	ladings
+ladle	ladled
+ladle	ladles
+ladle	ladling
+lady	ladies
+ladybird	ladybirds
+lady-in-waiting	ladies-in-waiting
+lady-in-waiting	lady-in-waitings
+lady-killer	lady-killers
+ladyship	ladyships
+lag	lagged
+lag	lagging
+lag	lags
+lager	lagers
+laggard	laggards
+lagoon	lagoons
+laguna	lagunas
+lair	lairs
+laird	lairds
+laity	laities
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+lakh	lakhs
+lam	lammed
+lam	lamming
+lam	lams
+lama	lamas
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+lamb	lambing
+lamb	lambs
+lambast	lambasted
+lambast	lambasting
+lambast	lambasts
+lambaste	lambasted
+lambaste	lambastes
+lambaste	lambasting
+lambda	lambdas
+lambert	lamberts
+lambskin	lambskins
+lame	lamer
+lame	lamest
+lamella	lamellae
+lamella	lamellas
+lameness	lamenesses
+lament	lamented
+lament	lamenting
+lament	laments
+lamentation	lamentations
+lamin	lamins
+lamina	laminae
+lamina	laminas
+laminate	laminated
+laminate	laminates
+laminate	laminating
+lamination	laminations
+laminator	laminators
+laminin	laminins
+laminitis	laminitides
+lamp	lamps
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+lampoon	lampooning
+lampoon	lampoons
+lamppost	lampposts
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+lance	lanced
+lance	lances
+lance	lancing
+lancer	lancers
+lancet	lancets
+land	landed
+land	landing
+land	lands
+landau	landaus
+lander	landers
+landfall	landfalls
+landfill	landfills
+landform	landforms
+landholder	landholders
+landholding	landholdings
+landing	landings
+landlady	landladies
+landlord	landlords
+landlubber	landlubbers
+landmark	landmarks
+landmass	landmasses
+landmine	landmines
+landowner	landowners
+landrace	landraces
+Land-Rover	Land-Rovers
+landscape	landscaped
+landscape	landscapes
+landscape	landscaping
+landscaper	landscapers
+landslide	landslides
+landslip	landslips
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+languish	languishes
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+lanky	lankier
+lanky	lankiest
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+lanyard	lanyards
+Laotian	Laotians
+lap	lapped
+lap	lapping
+lap	laps
+laparoscope	laparoscopes
+laparoscopy	laparoscopies
+laparotomy	laparotomies
+lapdog	lapdogs
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+Lapp	Lapps
+lapse	lapsed
+lapse	lapses
+lapse	lapsing
+laptop	laptops
+lapwing	lapwings
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+lard	larding
+lard	lards
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+large	largest
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+lark	larking
+lark	larks
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+laryngitis	laryngitides
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+larynx	larynxes
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+lase	lases
+lase	lasing
+laser	lasers
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+lash	lashes
+lash	lashing
+lashing	lashings
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+lasso	lassoes
+lasso	lassoing
+lasso	lassos
+last	lasted
+last	lasting
+last	lasts
+lat	lats
+latch	latched
+latch	latches
+latch	latching
+latchkey	latchkeys
+late	later
+late	latest
+latecomer	latecomers
+latency	latencies
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+laterality	lateralities
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+latex	latexes
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+lath	laths
+lathe	lathed
+lathe	lathes
+lathe	lathing
+lather	lathered
+lather	lathering
+lather	lathers
+Latin	Latins
+latitude	latitudes
+latrine	latrines
+latte	lattes
+latter	latters
+lattice	lattices
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+laud	lauded
+laud	lauding
+laud	lauds
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+laugh	laughing
+laugh	laughs
+laughter	laughters
+launch	launched
+launch	launches
+launch	launching
+launcher	launchers
+launching	launchings
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+launder	laundering
+launder	launders
+launderer	launderers
+launderette	launderettes
+laundering	launderings
+laundress	laundresses
+laundrette	laundrettes
+Laundromat	Laundromats
+laundry	laundries
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+laurel	laurels
+lauryl	lauryls
+lava	lavas
+lavatory	lavatories
+lavender	lavenders
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+lavish	lavishing
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+law-breaker	law-breakers
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+lawn	lawns
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+lawsuit	lawsuits
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+lax	laxest
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+lay	laid
+lay	laying
+lay	lays
+layabout	layabouts
+lay-by	lay-bied
+lay-by	lay-bies
+lay-by	lay-bying
+lay-by	lay-bys
+layer	layered
+layer	layering
+layer	layers
+layette	layettes
+layman	laymen
+layoff	layoffs
+lay-off	lay-offs
+layout	layouts
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+layover	layovers
+layperson	laypeople
+layperson	laypersons
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+laze	lazes
+laze	lazing
+lazy	lazier
+lazy	laziest
+lb	lbs
+ld	lds
+lea	leas
+leach	leached
+leach	leaches
+leach	leaching
+leachate	leachates
+lead	leading
+lead	leads
+lead	led
+leader	leaders
+leadership	leaderships
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+leaf	leafed
+leaf	leafing
+leaf	leafs
+leaf	leaves
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+leaflet	leafleted
+leaflet	leafleting
+leaflet	leaflets
+leaflet	leafletted
+leaflet	leafletting
+leafy	leafier
+leafy	leafiest
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+leaky	leakier
+leaky	leakiest
+lean	leaned
+lean	leaner
+lean	leanest
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+lean	leant
+leaning	leanings
+lean-to	lean-toed
+lean-to	lean-toing
+lean-to	lean-tos
+leap	leaped
+leap	leaping
+leap	leaps
+leap	leapt
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+leapfrog	leapfrogging
+leapfrog	leapfrogs
+leap-frog	leap-frogged
+leap-frog	leap-frogging
+leap-frog	leap-frogs
+learn	learned
+learn	learning
+learn	learns
+learn	learnt
+learner	learners
+learning	learnings
+lease	leased
+lease	leases
+lease	leasing
+leaseholder	leaseholders
+leash	leashes
+leather	leathered
+leather	leathering
+leather	leathers
+leatherback	leatherbacks
+leatherjacket	leatherjackets
+leave	leaves
+leave	leaving
+leave	left
+leaven	leavened
+leaven	leavening
+leaven	leavens
+leaver	leavers
+lebanese	lebaneses
+lecher	lechers
+lecithin	lecithins
+lectern	lecterns
+lectin	lectins
+lectionary	lectionaries
+lecture	lectured
+lecture	lectures
+lecture	lecturing
+lecturer	lecturers
+lectureship	lectureships
+ledge	ledges
+ledger	ledgers
+lee	lees
+leech	leeched
+leech	leeches
+leech	leeching
+leek	leeks
+leer	leered
+leer	leering
+leer	leers
+leeway	leeways
+left	lefts
+left-handed	left-handeds
+left-hander	left-handers
+leftie	lefties
+leftist	leftists
+leftover	leftovers
+left-over	left-overs
+left-winger	left-wingers
+lefty	lefties
+leg	legged
+leg	legging
+leg	legs
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+legalise	legalised
+legalise	legalises
+legalise	legalising
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+legalize	legalized
+legalize	legalizes
+legalize	legalizing
+legate	legates
+legatee	legatees
+legation	legations
+legend	legends
+legging	leggings
+leggy	leggier
+leggy	leggiest
+legibility	legibilities
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+legislate	legislated
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+legislation	legislations
+legislator	legislators
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+legitimate	legitimates
+legitimate	legitimating
+legitimise	legitimised
+legitimise	legitimises
+legitimise	legitimising
+legitimize	legitimized
+legitimize	legitimizes
+legitimize	legitimizing
+legume	legumes
+leiomyoma	leiomyomas
+leiomyoma	leiomyomata
+leishmaniasis	leishmaniases
+leisure	leisures
+lek	leks
+lemma	lemmata
+lemming	lemmings
+lemon	lemons
+lemonade	lemonades
+lemur	lemurs
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+lend	lends
+lend	lent
+lender	lenders
+length	lengths
+lengthen	lengthened
+lengthen	lengthening
+lengthen	lengthens
+lengthy	lengthier
+lengthy	lengthiest
+lens	lenses
+lense	lenses
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+lentil	lentils
+lentivirus	lentiviruses
+Leo	Leos
+leopard	leopards
+leotard	leotards
+leper	lepers
+leprechaun	leprechauns
+leprosy	leprosies
+leptin	leptins
+lepton	lepta
+lepton	leptons
+leptospirosis	leptospiroses
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+lesion	lesions
+less	least
+lessee	lessees
+lessen	lessened
+lessen	lessening
+lessen	lessens
+lesson	lessons
+lessor	lessors
+let	lets
+let	letting
+letdown	letdowns
+lethality	lethalities
+lethargy	lethargies
+letter	lettered
+letter	lettering
+letter	letters
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+letterbox	letterboxes
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+letterhead	letterheads
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+lettuce	lettuces
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+leucopenia	leucopenias
+leukaemia	leukaemias
+leukemia	leukemias
+leukocyte	leukocytes
+leukotriene	leukotrienes
+levee	levees
+level	leveled
+level	leveling
+level	levelled
+level	leveller
+level	levellest
+level	levelling
+level	levels
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+leverage	leveraging
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+levitation	levitations
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+levy	levies
+levy	levying
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+lewd	lewdest
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+lexicographer	lexicographers
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+lexicon	lexicons
+lexis	lexises
+ley	leys
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+liaise	liaises
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+libel	libelling
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+liberal	liberals
+liberalisation	liberalisations
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+liberalise	liberalises
+liberalise	liberalising
+liberality	liberalities
+liberalization	liberalizations
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+liberalize	liberalizes
+liberalize	liberalizing
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+liberate	liberates
+liberate	liberating
+liberation	liberations
+liberationist	liberationists
+liberator	liberators
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+libertarian	libertarians
+libertine	libertines
+liberty	liberties
+libido	libidines
+libido	libidos
+Libra	Libras
+librarian	librarians
+library	libraries
+librettist	librettists
+libretto	libretti
+libretto	librettos
+Libyan	Libyans
+licence	licenced
+licence	licences
+licence	licencing
+license	licensed
+license	licenses
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+licensee	licensees
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+lick	licked
+lick	licking
+lick	licks
+licking	lickings
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+lie	lay
+lie	lied
+lie	lies
+lie	lying
+liege	lieges
+lien	liens
+lieutenant	lieutenants
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+life-cycle	life-cycles
+life-expectancy	life-expectancies
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+lifejacket	lifejackets
+life-jacket	life-jackets
+lifeline	lifelines
+life-line	life-lines
+lifer	lifers
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+life-saver	life-savers
+lifespan	lifespans
+life-span	life-spans
+lifestyle	lifestyles
+life-style	life-styles
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+lifeworld	lifeworlds
+life-world	life-worlds
+lift	lifted
+lift	lifting
+lift	lifts
+lifter	lifters
+lift-off	lift-offs
+lift-shaft	lift-shafts
+ligament	ligaments
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+ligation	ligations
+ligature	ligatures
+light	lighted
+light	lighter
+light	lightest
+light	lighting
+light	lights
+light	lit
+lightbox	lightboxes
+lightbulb	lightbulbs
+lighten	lightened
+lighten	lightening
+lighten	lightens
+lighter	lighters
+lighthouse	lighthouses
+lighting	lightings
+lightness	lightnesses
+lightning	lightnings
+lightship	lightships
+lightweight	lightweights
+light-weight	light-weights
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+like	likes
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+likely	likelier
+likely	likeliest
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+limber	limbering
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+lime	liming
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+limit	limiting
+limit	limits
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+limousine	limousines
+limp	limped
+limp	limper
+limp	limpest
+limp	limping
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+line	lines
+line	lining
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+linearise	linearises
+linearise	linearising
+linearity	linearities
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+linearize	linearizes
+linearize	linearizing
+lineman	linemen
+linen	linens
+liner	liners
+linesman	linesmen
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+line-up	line-ups
+linewidth	linewidths
+ling	lings
+linger	lingered
+linger	lingering
+linger	lingers
+lingo	lingoes
+lingua	linguae
+linguist	linguists
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+lining	linings
+link	linked
+link	linking
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+linkage	linkages
+linker	linkers
+linkman	linkmen
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+lino	linos
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+lioness	lionesses
+lip	lipped
+lip	lipping
+lip	lips
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+lipoma	lipomas
+lipoma	lipomata
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+lipread	lipreads
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+lip-read	lip-reads
+lipreading	lipreadings
+lip-reading	lip-readings
+lipstick	lipsticks
+liquefy	liquefied
+liquefy	liquefies
+liquefy	liquefying
+liqueur	liqueurs
+liquid	liquids
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+liquidate	liquidates
+liquidate	liquidating
+liquidation	liquidations
+liquidator	liquidators
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+liquidise	liquidises
+liquidise	liquidising
+liquidize	liquidized
+liquidize	liquidizes
+liquidize	liquidizing
+liquidizer	liquidizers
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+liquify	liquifies
+liquify	liquifying
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+lisp	lisping
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+list	listing
+list	lists
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+liter	liters
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+lithe	lithest
+lithograph	lithographed
+lithograph	lithographing
+lithograph	lithographs
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+lithosphere	lithospheres
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+Lithuanian	Lithuanians
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+litigate	litigates
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+litigator	litigators
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+little	less
+little	littler
+little	littlest
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+live	liver
+live	lives
+live	livest
+live	living
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+livid	lividdest
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+living-room	living-rooms
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+lizard	lizards
+llama	llamas
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+load	loaded
+load	loading
+load	loads
+loader	loaders
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+loan	loaning
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+loathly	loathlier
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+mausoleum	mausoleums
+mauve	mauver
+mauve	mauves
+mauve	mauvest
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+max	maxes
+max	maxing
+max	maxs
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+maxim	maxims
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+maximise	maximises
+maximise	maximising
+maximization	maximizations
+maximize	maximized
+maximize	maximizes
+maximize	maximizing
+maximum	maxima
+maximum	maximums
+may	mayed
+may	maying
+may	mays
+may	might
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+mayfly	mayflies
+mayhem	mayhems
+mayonnaise	mayonnaises
+mayor	mayors
+mayoralty	mayoralties
+mayoress	mayoresses
+maypole	maypoles
+maze	mazes
+MBE	MBEs
+MC	MCs
+mcg	mcgs
+MCP	MCPs
+MD	MDs
+meadow	meadows
+meal	meals
+mealtime	mealtimes
+mealworm	mealworms
+mealy	mealier
+mealy	mealiest
+mealybug	mealybugs
+mean	meaner
+mean	meanest
+mean	meaning
+mean	means
+mean	meant
+meander	meandered
+meander	meandering
+meander	meanders
+meanie	meanies
+meaning	meanings
+measle	measles
+measly	measlier
+measly	measliest
+measure	measured
+measure	measures
+measure	measuring
+measurement	measurements
+measurer	measurers
+meat	meats
+meatball	meatballs
+meaty	meatier
+meaty	meatiest
+mecca	meccas
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+mechanise	mechanised
+mechanise	mechanises
+mechanise	mechanising
+mechanism	mechanisms
+mechanize	mechanized
+mechanize	mechanizes
+mechanize	mechanizing
+meconium	meconiums
+medal	medals
+medalist	medalists
+medallion	medallions
+medallist	medallists
+meddle	meddled
+meddle	meddles
+meddle	meddling
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+medial	medials
+median	medians
+mediate	mediated
+mediate	mediates
+mediate	mediating
+mediation	mediations
+mediator	mediators
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+medicalise	medicalises
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+medicament	medicaments
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+medicate	medicates
+medicate	medicating
+medication	medications
+medicinal	medicinals
+medicine	medicines
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+medievalist	medievalists
+medio	medios
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+meditator	meditators
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+medium	mediums
+medley	medleys
+medulla	medullae
+medulla	medullas
+medulloblastoma	medulloblastomas
+medulloblastoma	medulloblastomata
+medusa	medusae
+meek	meeker
+meek	meekest
+meerkat	meerkats
+meet	meeting
+meet	meets
+meet	met
+meeting	meetings
+meg	megs
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+megalomaniac	megalomaniacs
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+megapixel	megapixels
+megaton	megatons
+megawatt	megawatts
+meiosis	meioses
+melancholia	melancholias
+melancholic	melancholics
+melange	melanges
+melanin	melanins
+melanocyte	melanocytes
+melanoma	melanomas
+melanoma	melanomata
+meld	melded
+meld	melding
+meld	melds
+melee	melees
+mellow	mellowed
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+mellow	mellowing
+mellow	mellows
+melodrama	melodramas
+melody	melodies
+melon	melons
+melt	melted
+melt	melting
+melt	melts
+melt	molten
+meltdown	meltdowns
+member	members
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+membrane	membranes
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+memento	mementos
+memo	memos
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+memorandum	memoranda
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+memory	memories
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+menace	menaced
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+menace	menacing
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+mend	mending
+mend	mends
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+mendicant	mendicants
+mending	mendings
+menial	menials
+meningioma	meningiomas
+meningioma	meningiomata
+meningitis	meningitides
+meningococcus	meningococci
+meninx	meninges
+meniscus	menisci
+meniscus	meniscuses
+menopause	menopauses
+menorrhagia	menorrhagias
+menstruate	menstruated
+menstruate	menstruates
+menstruate	menstruating
+menstruation	menstruations
+mentalist	mentalists
+mentality	mentalities
+mentee	mentees
+mention	mentioned
+mention	mentioning
+mention	mentions
+mentor	mentored
+mentor	mentoring
+mentor	mentors
+mentorship	mentorships
+menu	menus
+MEP	MEPs
+mercenary	mercenaries
+merchandise	merchandised
+merchandise	merchandises
+merchandise	merchandising
+merchandiser	merchandisers
+merchandising	merchandisings
+merchant	merchants
+mercury	mercuries
+mercy	mercies
+mere	merer
+mere	meres
+mere	merest
+merganser	mergansers
+merge	merged
+merge	merges
+merge	merging
+merger	mergers
+meridian	meridians
+meringue	meringues
+meristem	meristems
+merit	merited
+merit	meriting
+merit	merits
+meritocracy	meritocracies
+merlin	merlins
+mermaid	mermaids
+merry	merrier
+merry	merriest
+merry-go-round	merry-go-rounds
+mesa	mesas
+mesh	meshed
+mesh	meshes
+mesh	meshing
+mesmerise	mesmerised
+mesmerise	mesmerises
+mesmerise	mesmerising
+mesmerize	mesmerized
+mesmerize	mesmerizes
+mesmerize	mesmerizing
+mesoderm	mesoderms
+meson	mesons
+mesosphere	mesospheres
+mesothelioma	mesotheliomas
+mesothelioma	mesotheliomata
+mess	messed
+mess	messes
+mess	messing
+message	messaged
+message	messages
+message	messaging
+messenger	messengers
+messiah	messiahs
+mess-up	mess-ups
+messy	messier
+messy	messiest
+mestizo	mestizoes
+mestizo	mestizos
+meta-analysis	meta-analyses
+metabolise	metabolised
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+metabolise	metabolising
+metabolism	metabolisms
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+metabolize	metabolizes
+metabolize	metabolizing
+metacognition	metacognitions
+metal	metalled
+metal	metalling
+metal	metals
+metalanguage	metalanguages
+meta-language	meta-languages
+metallisation	metallisations
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+metallise	metallises
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+metallocene	metallocenes
+metalloproteinase	metalloproteinases
+metallurgist	metallurgists
+metallurgy	metallurgies
+metalworker	metalworkers
+meta-model	meta-models
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+metaphor	metaphors
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+metarule	metarules
+metasearch	metasearches
+meta-search	meta-searches
+metastasis	metastases
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+metastasize	metastasizing
+metatarsal	metatarsals
+metatarsalgia	metatarsalgias
+mete	meted
+mete	metes
+mete	meting
+meteor	meteors
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+meter	metered
+meter	metering
+meter	meters
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+methacrylate	methacrylates
+methadone	methadones
+methamphetamine	methamphetamines
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+Methodist	Methodists
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+methyl	methyls
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+methylate	methylating
+methylation	methylations
+methylene	methylenes
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+metre	metres
+metre	metring
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+mew	mewed
+mew	mewing
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+Mexican	Mexicans
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+mezzo	mezzos
+mezzo-soprano	mezzo-sopranos
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+mg	mgs
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+mickey	mickeys
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+microbrewery	microbreweries
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+micro-climate	micro-climates
+microcomputer	microcomputers
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+microfilm	microfilming
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+microlens	microlenses
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+microm	microms
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+micro-manage	micro-managing
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+micronucleus	micronucleuses
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+microsecond	microseconds
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+mid	mids
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+midrib	midribs
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+mid-term	mid-terms
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+midwife	midwives
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+mid-winter	mid-winters
+midyear	midyears
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+mig	migs
+might	mighted
+might	mighting
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+mighty	mightier
+mighty	mightiest
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+migrate	migrating
+migration	migrations
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+mike	miking
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+milieu	milieux
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+militarise	militarises
+militarise	militarising
+militarist	militarists
+militarize	militarized
+militarize	militarizes
+militarize	militarizing
+military	militaries
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+militate	militates
+militate	militating
+militia	militias
+militiaman	militiamen
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+milk	milking
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+milk-shake	milk-shakes
+milky	milkier
+milky	milkiest
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+mill	milling
+mill	mills
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+millenium	milleniums
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+millimeter	millimeters
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+million	millions
+millionaire	millionaires
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+millisecond	milliseconds
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+millstone	millstones
+millwheel	millwheels
+millwright	millwrights
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+mime	mimed
+mime	mimes
+mime	miming
+Mimeograph	Mimeographed
+Mimeograph	Mimeographing
+Mimeograph	Mimeographs
+mimic	mimiced
+mimic	mimicing
+mimic	mimicked
+mimic	mimicking
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+mimick	mimicking
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+mina	minae
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+mince	minces
+mince	mincing
+mincer	mincers
+mind	minded
+mind	minding
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+mine	mined
+mine	mines
+mine	mining
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+miner	miners
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+mineralise	mineralises
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+mineralogist	mineralogists
+mineralogy	mineralogies
+minesweeper	minesweepers
+ming	mings
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+mingle	mingles
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+mingy	mingiest
+mini	minis
+miniature	miniatures
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+miniaturise	miniaturising
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+minibus	minibuses
+minibus	minibusses
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+mini-bus	mini-busses
+minicab	minicabs
+minicomputer	minicomputers
+minim	minims
+minimalist	minimalists
+minimisation	minimisations
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+minimise	minimising
+minimization	minimizations
+minimize	minimized
+minimize	minimizes
+minimize	minimizing
+minimum	minima
+minimum	minimums
+minion	minions
+minisatellite	minisatellites
+miniskirt	miniskirts
+mini-skirt	mini-skirts
+minister	ministered
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+minister	ministers
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+ministry	ministries
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+minke	minkes
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+mint	minting
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+minus	minuses
+minus	minusses
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+minute	minuter
+minute	minutes
+minute	minutest
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+mire	miring
+mirror	mirrored
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+miry	mirier
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+misalignment	misalignments
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+misapplication	misapplications
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+misapprehend	misapprehended
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+misapprehend	misapprehends
+misapprehension	misapprehensions
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+misattribute	misattributed
+misattribute	misattributes
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+misbecome	misbecame
+misbecome	misbecomes
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+misbehaviour	misbehaviours
+miscalculate	miscalculated
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+mischief-maker	mischief-makers
+misclassification	misclassifications
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+misclassify	misclassifying
+miscommunication	miscommunications
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+miscount	miscounted
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+misdeed	misdeeds
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+misdemeanour	misdemeanours
+misdiagnose	misdiagnosed
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+misdiagnose	misdiagnosing
+misdiagnosis	misdiagnoses
+misdirect	misdirected
+misdirect	misdirecting
+misdirect	misdirects
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+misdo	misdid
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+misgiving	misgivings
+misguide	misguided
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+mishap	mishaps
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+mishear	mishearing
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+mishit	mishitting
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+misidentification	misidentifications
+misidentify	misidentified
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+misinform	misinformed
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+misinterpret	misinterpreted
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+misinterpretation	misinterpretations
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+mislabel	mislabelled
+mislabel	mislabelling
+mislabel	mislabels
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+mis-match	mis-matches
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+misname	misnames
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+misprint	misprinted
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+misprint	misprints
+mispronounce	mispronounced
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+mispronounce	mispronouncing
+mispronunciation	mispronunciations
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+miss	missed
+miss	misses
+miss	missing
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+misspend	misspent
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+mist	misted
+mist	misting
+mist	mists
+mistake	mistaken
+mistake	mistakes
+mistake	mistaking
+mistake	mistook
+mister	misters
+mistime	mistimed
+mistime	mistimes
+mistime	mistiming
+mistletoe	mistletoes
+mistranslate	mistranslated
+mistranslate	mistranslates
+mistranslate	mistranslating
+mistranslation	mistranslations
+mistreat	mistreated
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+mistreat	mistreats
+mistress	mistresses
+mistrust	mistrusted
+mistrust	mistrusting
+mistrust	mistrusts
+misty	mistier
+misty	mistiest
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+mistype	mistyping
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+misunderstanding	misunderstandings
+misuse	misused
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+misuse	misusing
+mis-use	mis-uses
+misuser	misusers
+mite	mites
+mitigate	mitigated
+mitigate	mitigates
+mitigate	mitigating
+mitigation	mitigations
+mitochondrion	mitochondria
+mitochondrion	mitochondrions
+mitomycin	mitomycins
+mitosis	mitoses
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+mitre	mitres
+mitre	mitring
+mitt	mitts
+mitten	mittens
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+mix	mixes
+mix	mixing
+mixer	mixers
+mixture	mixtures
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+mj	mjs
+ml	mls
+mm	mms
+mmol	mmols
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+MO	MOs
+MO	MO's
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+moan	moaning
+moan	moans
+moaner	moaners
+moaning	moanings
+moat	moats
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+mob	mobbing
+mob	mobs
+mobile	mobiles
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+mobilise	mobilises
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+mobilization	mobilizations
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+mobilize	mobilizing
+mobster	mobsters
+moccasin	moccasins
+mock	mocked
+mock	mocking
+mock	mocks
+mockery	mockeries
+mockingbird	mockingbirds
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+mock-up	mock-ups
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+model	modelling
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+moderate	moderating
+moderator	moderators
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+modern	modernest
+modern	moderns
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+modify	modifying
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+mogul	moguls
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+moisten	moistening
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+moisturise	moisturising
+moisturiser	moisturisers
+moisturize	moisturized
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+moisturize	moisturizing
+moisturizer	moisturizers
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+mold	molds
+molding	moldings
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+molecule	molecules
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+molester	molesters
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+mollify	mollifying
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+mollycoddle	mollycoddles
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+molt	molts
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+momento	momentos
+momentum	momenta
+momentum	momentums
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+mon	mons
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+monarch	monarchs
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+Monday	Mondays
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+monetary	monetariest
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+money	moneys
+money	monies
+money-box	money-boxes
+moneylender	moneylenders
+money-lender	money-lenders
+money-maker	money-makers
+monger	mongers
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+monitor	monitoring
+monitor	monitors
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+monkey	monkeys
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+monoculture	monocultures
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+monoxide	monoxides
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+Monsignor	Monsignors
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+montage	montages
+monte	montes
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+moo	mooing
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+moonlight	moonlighting
+moonlight	moonlights
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+moot	mooting
+moot	moots
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+mop	mopping
+mop	mops
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+mope	mopes
+mope	moping
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+morass	morasses
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+morning	mornings
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+morph	morphing
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+mosey	moseying
+mosey	moseys
+Moslem	Moslems
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+mossy	mossiest
+MOT	MOTs
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+mother	mothered
+mother	mothering
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+mother-in-law	mother-in-laws
+mother-in-law	mothers-in-law
+motherland	motherlands
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+mother-tongue	mother-tongues
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+motor	motoring
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+motorcycle	motorcycles
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+motorize	motorizing
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+mottle	mottles
+mottle	mottling
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+mount	mounting
+mount	mounts
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+mountaineer	mountaineers
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+mounting	mountings
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+mouth	mouthing
+mouth	mouths
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+mouthful	mouthsful
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+move	moved
+move	moves
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+moyen	moyens
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+Mr	Messrs
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+much	more
+much	most
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+mull	mulling
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+mullah	mullahs
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+multi-author	multi-authors
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+mummify	mummifying
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+muster	mustering
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+mute	mutest
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+nab	nabbing
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+nag	nagging
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+nail	nailing
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+naive	naivest
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+naïve	naïvest
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+name	names
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+nap	napping
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+napalm	napalming
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+narrow	narrower
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+nautilus	nautiluses
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+naysayer	naysayers
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+near	nearer
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+nebula	nebulas
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+necropolis	necropolises
+necropsy	necropsies
+necrosis	necroses
+necrotise	necrotised
+necrotise	necrotises
+necrotise	necrotising
+nectarine	nectarines
+need	needed
+need	needing
+need	needs
+needle	needled
+needle	needles
+needle	needling
+needlepoint	needlepoints
+needlestick	needlesticks
+needlewoman	needlewomen
+needy	needier
+needy	neediest
+neem	neems
+nef	nefs
+negate	negated
+negate	negates
+negate	negating
+negation	negations
+negative	negatived
+negative	negatively
+negative	negatives
+negative	negativing
+negativity	negativities
+neglect	neglected
+neglect	neglecting
+neglect	neglects
+negligee	negligees
+negotiate	negotiated
+negotiate	negotiates
+negotiate	negotiating
+negotiation	negotiations
+negotiator	negotiators
+Negress	Negresses
+Negro	Negroes
+negroid	negroids
+neigh	neighed
+neigh	neighing
+neigh	neighs
+neighbor	neighbored
+neighbor	neighboring
+neighbor	neighbors
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+neighbour	neighboured
+neighbour	neighbouring
+neighbour	neighbours
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+nematicide	nematicides
+nematode	nematodes
+nemesis	nemeses
+neocortex	neocortices
+neologism	neologisms
+neomycin	neomycins
+neon	neons
+neonate	neonates
+neo-Nazi	neo-Nazis
+neophyte	neophytes
+neoplasia	neoplasiae
+neoplasia	neoplasias
+neoplasm	neoplasms
+neoprene	neoprenes
+Nepali	Nepalis
+nephew	nephews
+nephrectomy	nephrectomies
+nephritis	nephritides
+nephrologist	nephrologists
+nephrology	nephrologies
+nephron	nephrons
+nephropathy	nephropathies
+nerd	nerds
+nerdy	nerdier
+nerve	nerved
+nerve	nerves
+nerve	nerving
+nest	nested
+nest	nesting
+nest	nests
+nester	nesters
+nestle	nestled
+nestle	nestles
+nestle	nestling
+nestling	nestlings
+net	nets
+net	netted
+net	netting
+netizen	netizens
+nettle	nettled
+nettle	nettles
+nettle	nettling
+network	networked
+network	networking
+network	networks
+networker	networkers
+neu	neus
+neuralgia	neuralgias
+neuraminidase	neuraminidases
+neurite	neurites
+neuritis	neuritides
+neuroanatomy	neuroanatomies
+neurobiology	neurobiologies
+neuroblastoma	neuroblastomas
+neuroblastoma	neuroblastomata
+neuroendocrine	neuroendocrines
+neurofibromatosis	neurofibromatoses
+neurogenesis	neurogeneses
+neuroimaging	neuroimagings
+neuroleptic	neuroleptics
+neurologist	neurologists
+neurology	neurologies
+neuroma	neuromas
+neuroma	neuromata
+neuron	neurons
+neurone	neurones
+neuropathologist	neuropathologists
+neuropathology	neuropathologies
+neuropathy	neuropathies
+neuropeptide	neuropeptides
+neurophysiologist	neurophysiologists
+neurophysiology	neurophysiologies
+neuropsychologist	neuropsychologists
+neuroscience	neurosciences
+neuroscientist	neuroscientists
+neurosis	neuroses
+neurosurgeon	neurosurgeons
+neurosurgery	neurosurgeries
+neurotic	neurotics
+neurotoxicity	neurotoxicities
+neurotoxin	neurotoxins
+neurotransmission	neurotransmissions
+neurotransmitter	neurotransmitters
+neuter	neutered
+neuter	neutering
+neuter	neuters
+neutral	neutrals
+neutralisation	neutralisations
+neutralise	neutralised
+neutralise	neutralises
+neutralise	neutralising
+neutralization	neutralizations
+neutralize	neutralized
+neutralize	neutralizes
+neutralize	neutralizing
+neutrino	neutrinos
+neutron	neutrons
+neutropenia	neutropenias
+neutrophil	neutrophils
+nevus	nevi
+nevus	nevuses
+new	newer
+new	newest
+newborn	newborns
+newcomer	newcomers
+newel	newels
+newlywed	newlyweds
+newsagent	newsagents
+newscaster	newscasters
+newsflash	newsflashes
+newsgroup	newsgroups
+newsletter	newsletters
+newsman	newsmen
+newspaper	newspapers
+newspaperman	newspapermen
+newsreader	newsreaders
+newsreel	newsreels
+newsroom	newsrooms
+newsstand	newsstands
+news-stand	news-stands
+newsy	newsier
+newt	newts
+newton	newtons
+nexus	nexuses
+ng	ngs
+nib	nibs
+nibble	nibbled
+nibble	nibbles
+nibble	nibbling
+Nicaraguan	Nicaraguans
+nice	nicer
+nice	nicest
+nicety	niceties
+niche	niches
+nick	nicked
+nick	nicking
+nick	nicks
+nickel	nickels
+nickname	nicknamed
+nickname	nicknames
+nickname	nicknaming
+nicotine	nicotines
+niece	nieces
+niffy	niffier
+nifty	niftier
+nifty	niftiest
+Nigerian	Nigerians
+nigger	niggers
+niggle	niggled
+niggle	niggles
+niggle	niggling
+night	nights
+nightcap	nightcaps
+nightclub	nightclubs
+night-club	night-clubs
+nightdress	nightdresses
+nightfall	nightfalls
+nightgown	nightgowns
+nightie	nighties
+nightingale	nightingales
+nightjar	nightjars
+nightlight	nightlights
+nightmare	nightmares
+nightshade	nightshades
+nightshift	nightshifts
+night-shift	night-shifts
+nightshirt	nightshirts
+nightstick	nightsticks
+night-time	night-times
+night-watchman	night-watchmen
+nighty	nighties
+nigra	nigras
+nihilist	nihilists
+nil	nils
+nimble	nimbler
+nimble	nimblest
+nimbus	nimbi
+nimbus	nimbuses
+nincompoop	nincompoops
+nine	nines
+nineteenth	nineteenths
+ninetieth	ninetieths
+ninety	nineties
+ninety-eighth	ninety-eighths
+ninety-fifth	ninety-fifths
+ninety-first	ninety-firsts
+ninety-fourth	ninety-fourths
+ninety-ninth	ninety-ninths
+ninety-second	ninety-seconds
+ninety-seventh	ninety-sevenths
+ninety-sixth	ninety-sixths
+ninety-third	ninety-thirds
+ninja	ninjas
+ninny	ninnies
+ninth	ninths
+nip	nipped
+nip	nipping
+nip	nips
+nipper	nippers
+nipple	nipples
+nippy	nippier
+nippy	nippiest
+nirvana	nirvanas
+nit	nits
+nitpicking	nitpickings
+nit-picking	nit-pickings
+nitrate	nitrates
+nitride	nitrides
+nitrile	nitriles
+nitrite	nitrites
+nitrogen	nitrogens
+nitrosamine	nitrosamines
+nitwit	nitwits
+nix	nixed
+nix	nixes
+nix	nixing
+nm	nms
+nn	nns
+no	noes
+no	nope
+No	Nos
+no	no's
+nob	nobs
+nobble	nobbled
+nobble	nobbles
+nobble	nobbling
+nobility	nobilities
+noble	nobler
+noble	nobles
+noble	noblest
+nobleman	noblemen
+noblewoman	noblewomen
+nobody	nobodies
+no-brainer	no-brainers
+nociceptor	nociceptors
+nocturne	nocturnes
+nod	nodded
+nod	nodding
+nod	nods
+noddle	noddles
+noddy	noddies
+node	nodes
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+nodus	nodi
+noggin	noggins
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+noise	noised
+noise	noises
+noise	noising
+noisy	noisier
+noisy	noisiest
+nomad	nomads
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+nomenclature	nomenclatures
+nominal	nominals
+nominalist	nominalists
+nominate	nominated
+nominate	nominates
+nominate	nominating
+nomination	nominations
+nominative	nominatives
+nominator	nominators
+nominee	nominees
+non-action	non-actions
+non-attendance	non-attendances
+non-attender	non-attenders
+non-believer	non-believers
+noncitizen	noncitizens
+non-citizen	non-citizens
+noncombatant	noncombatants
+non-combatant	non-combatants
+noncompliance	noncompliances
+non-compliance	non-compliances
+nonconformist	nonconformists
+nonconformity	nonconformities
+non-conformity	non-conformities
+non-contact	non-contacts
+non-delivery	non-deliveries
+non-drinker	non-drinkers
+non-drug	non-drugs
+non-emergency	non-emergencies
+non-employee	non-employees
+nonentity	nonentities
+non-entity	non-entities
+nonet	nonets
+non-event	non-events
+non-executive	non-executives
+nonexistence	nonexistences
+non-existence	non-existences
+non-expert	non-experts
+non-graduate	non-graduates
+nongroup	nongroups
+non-group	non-groups
+nonhuman	nonhumans
+non-human	non-humans
+nonintervention	noninterventions
+non-intervention	non-interventions
+non-issue	non-issues
+nonlinearity	nonlinearities
+non-linearity	non-linearities
+non-melanoma	non-melanomas
+non-member	non-members
+non-metal	non-metals
+non-participant	non-participants
+non-person	non-persons
+non-player	non-players
+nonplus	nonpluses
+nonplus	nonplussed
+nonplus	nonplussing
+non-price	non-prices
+non-principal	non-principals
+non-professional	non-professionals
+nonprofit	nonprofits
+non-profit	non-profits
+non-reader	non-readers
+nonreplacement	nonreplacements
+non-resident	non-residents
+non-respondent	non-respondents
+non-responder	non-responders
+non-response	non-responses
+non-return	non-returns
+non-runner	non-runners
+non-scientist	non-scientists
+nonsmoker	nonsmokers
+non-smoker	non-smokers
+non-specialist	non-specialists
+non-starter	non-starters
+non-steroidal	non-steroidals
+non-student	non-students
+non-target	non-targets
+non-user	non-users
+non-white	non-whites
+nonword	nonwords
+non-word	non-words
+nonylphenol	nonylphenols
+noodle	noodles
+nook	nooks
+noon	noons
+noose	nooses
+norm	norms
+normal	normals
+normalcy	normalcies
+normalisation	normalisations
+normalise	normalised
+normalise	normalises
+normalise	normalising
+normality	normalities
+normalization	normalizations
+normalize	normalized
+normalize	normalizes
+normalize	normalizing
+normalizer	normalizers
+Norman	Normans
+north	norths
+northeast	northeasts
+northern	northerns
+northerner	northerners
+northward	northwards
+northwest	northwests
+Norwegian	Norwegians
+nose	nosed
+nose	noses
+nose	nosing
+nosebag	nosebags
+nosebleed	nosebleeds
+nosedive	nosedived
+nosedive	nosedives
+nosedive	nosediving
+nose-dive	nose-dives
+nosegay	nosegays
+nosepiece	nosepieces
+noser-out	nosers-out
+nosey	noseyer
+nosey	noseyest
+nosey-parker	nosey-parkers
+nosh	noshes
+nostril	nostrils
+nostrum	nostra
+nostrum	nostrums
+nosy	nosier
+nosy	nosiest
+not	nt
+not	n't
+notability	notabilities
+notable	notables
+notarize	notarized
+notarize	notarizes
+notarize	notarizing
+notary	notaries
+notate	notated
+notate	notates
+notate	notating
+notation	notations
+notch	notched
+notch	notches
+notch	notching
+note	noted
+note	notes
+note	noting
+notebook	notebooks
+note-case	note-cases
+notepad	notepads
+nothing	nothings
+notice	noticed
+notice	notices
+notice	noticing
+noticeboard	noticeboards
+notice-board	notice-boards
+notification	notifications
+notifier	notifiers
+notify	notified
+notify	notifies
+notify	notifying
+notion	notions
+notum	nota
+nought	noughts
+noun	nouns
+nourish	nourished
+nourish	nourishes
+nourish	nourishing
+nouveau-riche	nouveaux-riches
+nova	novae
+nova	novas
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+novelette	novelettes
+novelisation	novelisations
+novelist	novelists
+novelization	novelizations
+novella	novellas
+novella	novelle
+novelty	novelties
+November	Novembers
+novice	novices
+nozzle	nozzles
+nt	nts
+nuance	nuances
+nub	nubs
+nucleate	nucleated
+nucleate	nucleates
+nucleate	nucleating
+nucleation	nucleations
+nucleolus	nucleoli
+nucleon	nucleons
+nucleophile	nucleophiles
+nucleoside	nucleosides
+nucleosome	nucleosomes
+nucleotide	nucleotides
+nucleus	nuclei
+nucleus	nucleuses
+nuclide	nuclides
+nude	nuder
+nude	nudes
+nude	nudest
+nudge	nudged
+nudge	nudges
+nudge	nudging
+nudibranch	nudibranchs
+nudist	nudists
+nugget	nuggets
+nuisance	nuisances
+nuke	nuked
+nuke	nukes
+nuke	nuking
+nullify	nullified
+nullify	nullifies
+nullify	nullifying
+nullity	nullities
+numb	numbed
+numb	number
+numb	numbest
+numb	numbing
+numb	numbs
+number	numbered
+number	numbering
+number	numbers
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+numeric	numerics
+numskull	numskulls
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+nursemaid	nursemaids
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+nurseryman	nurserymen
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+nurture	nurtures
+nurture	nurturing
+nut	nuts
+nut	nutted
+nut	nutting
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+nutcracker	nutcrackers
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+nuthouse	nuthouses
+nutmeg	nutmegs
+nutraceutical	nutraceuticals
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+nutritionist	nutritionists
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+nutty	nuttiest
+nuzzle	nuzzled
+nuzzle	nuzzles
+nuzzle	nuzzling
+nylon	nylons
+nymph	nymphs
+nympho	nymphos
+nymphomaniac	nymphomaniacs
+nystagmus	nystagmuses
+oaf	oafs
+oak	oaks
+OAP	OAP's
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+oarsman	oarsmen
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+oat	oats
+oatcake	oatcakes
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+obfuscate	obfuscating
+obit	obits
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+object	objected
+object	objecting
+object	objects
+objectification	objectifications
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+objection	objections
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+objectivist	objectivists
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+oblast	oblasts
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+obligation	obligations
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+obstetrician	obstetricians
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+ocarina	ocarinas
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+often	oftener
+often	oftenest
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+ogle	ogled
+ogle	ogles
+ogle	ogling
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+oil	oiled
+oil	oiling
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+okay	ok
+okay	okayed
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+old	older
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+oligodendrocyte	oligodendrocytes
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+olivine	olivines
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+omit	omitting
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+palliate	palliates
+palliate	palliating
+palliation	palliations
+palliative	palliatives
+pallor	pallors
+pally	pallier
+pally	palliest
+palm	palmed
+palm	palming
+palm	palms
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+palmetto	palmettos
+palmist	palmists
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+palmtop	palmtops
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+palomino	palominos
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+palpate	palpates
+palpate	palpating
+palpation	palpations
+palpitate	palpitated
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+palpitate	palpitating
+palpitation	palpitations
+palsy	palsies
+paltry	paltrier
+paltry	paltriest
+pampa	pampas
+pamper	pampered
+pamper	pampering
+pamper	pampers
+pamphlet	pamphlets
+pamphleteer	pamphleteers
+pan	panned
+pan	panning
+pan	pans
+panacea	panaceas
+Panamanian	Panamanians
+panatella	panatellas
+pancake	pancakes
+pancreas	pancreases
+pancreas	pancreata
+pancreatitis	pancreatitides
+pancreatitis	pancreatitises
+panda	pandas
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+pandemonium	pandemoniums
+pander	pandered
+pander	pandering
+pander	panders
+pandit	pandits
+pane	panes
+panegyric	panegyrics
+panel	panelled
+panel	panelling
+panel	panels
+panelist	panelists
+panellist	panellists
+pang	pangs
+panga	pangas
+panic	panicked
+panic	panicking
+panic	panics
+panicle	panicles
+pannier	panniers
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+panoply	panoplies
+panorama	panoramas
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+pant	panted
+pant	panting
+pant	pants
+pantaloon	pantaloons
+pantechnicon	pantechnicons
+pantheist	pantheists
+pantheon	pantheons
+panther	panthers
+pantie	panties
+panto	pantos
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+pantomime	pantomimes
+pantomime	pantomiming
+pantry	pantries
+panty	panties
+panzer	panzers
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+papa	papas
+papacy	papacies
+papaya	papayas
+paper	papered
+paper	papering
+paper	papers
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+paperboy	paperboys
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+paper-clip	paper-clips
+paper-knife	paper-knives
+papermaker	papermakers
+papermaking	papermakings
+paper-making	paper-makings
+paperweight	paperweights
+papier-mâché	papier-mâchés
+papilla	papillae
+papilla	papillas
+papilloma	papillomas
+papilloma	papillomata
+papillomavirus	papillomaviruses
+paprika	paprikas
+papule	papules
+papyrus	papyri
+papyrus	papyruses
+par	pars
+para	parae
+para	paras
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+parachute	parachutes
+parachute	parachuting
+parachutist	parachutists
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+parade	parades
+parade	parading
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+paradigm	paradigms
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+paraesthesia	paraesthesiae
+paraesthesia	paraesthesias
+paraffin	paraffins
+paraglide	paraglided
+paraglide	paraglides
+paraglide	paragliding
+paragon	paragons
+paragraph	paragraphed
+paragraph	paragraphing
+paragraph	paragraphs
+Paraguayan	Paraguayans
+parakeet	parakeets
+paralegal	paralegals
+parallel	paralleled
+parallel	paralleling
+parallel	parallelled
+parallel	parallelling
+parallel	parallels
+parallelisation	parallelisations
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+parallelise	parallelises
+parallelise	parallelising
+parallelism	parallelisms
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+parallelize	parallelizes
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+parallelogram	parallelograms
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+paralyse	paralyses
+paralyse	paralysing
+paralysis	paralyses
+paralytic	paralytics
+paralyze	paralyzed
+paralyze	paralyzes
+paralyze	paralyzing
+paramedic	paramedics
+parameter	parameters
+parameterisation	parameterisations
+parameterise	parameterised
+parameterise	parameterises
+parameterise	parameterising
+parameterization	parameterizations
+parameterize	parameterized
+parameterize	parameterizes
+parameterize	parameterizing
+parametrization	parametrizations
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+paranoia	paranoias
+paranoiac	paranoiacs
+paranoid	paranoids
+parapet	parapets
+paraphrase	paraphrased
+paraphrase	paraphrases
+paraphrase	paraphrasing
+paraphrasis	paraphrases
+paraplegia	paraplegias
+paraplegic	paraplegics
+paraprofessional	paraprofessionals
+paraprotein	paraproteins
+parapsychologist	parapsychologists
+parapsychology	parapsychologies
+parasite	parasites
+parasitise	parasitised
+parasitise	parasitises
+parasitise	parasitising
+parasitism	parasitisms
+parasitoid	parasitoids
+parasitology	parasitologies
+parasol	parasols
+paratrooper	paratroopers
+paratuberculosis	paratuberculoses
+parboil	parboiled
+parboil	parboiling
+parboil	parboils
+parcel	parceled
+parcel	parceling
+parcel	parcelled
+parcel	parcelling
+parcel	parcels
+parch	parched
+parch	parches
+parch	parching
+parchment	parchments
+pardon	pardoned
+pardon	pardoning
+pardon	pardons
+pare	pared
+pare	pares
+pare	paring
+parenchyma	parenchymae
+parenchyma	parenchymas
+parent	parents
+parenthesis	parentheses
+parenthesize	parenthesized
+parenthesize	parenthesizes
+parenthesize	parenthesizing
+parenthetical	parenthetically
+parent-in-law	parents-in-law
+paresis	pareses
+pariah	pariahs
+paring	parings
+parish	parishes
+parishioner	parishioners
+Parisian	Parisians
+parity	parities
+park	parked
+park	parking
+park	parks
+parka	parkas
+parkin	parkins
+parkinsonism	parkinsonisms
+parkland	parklands
+parkway	parkways
+parley	parleyed
+parley	parleying
+parley	parleys
+parliament	parliaments
+parliamentarian	parliamentarians
+parlor	parlors
+parlour	parlours
+parlourmaid	parlourmaids
+parodist	parodists
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+parody	parodies
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+parole	paroled
+parole	paroles
+parole	paroling
+paroxysm	paroxysms
+parquet	parquets
+parr	parrs
+parricide	parricides
+parrot	parroted
+parrot	parroting
+parrot	parrots
+parrotfish	parrotfishes
+parry	parried
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+parry	parrying
+pars	partes
+parse	parsed
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+parse	parsing
+parser	parsers
+parsnip	parsnips
+parson	parsons
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+part	parted
+part	parting
+part	parts
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+partake	partakes
+partake	partaking
+partake	partook
+partaker	partakers
+partial	partials
+participant	participants
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+participate	participating
+participation	participations
+participator	participators
+participle	participles
+particle	particles
+particleboard	particleboards
+particular	particulars
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+particularise	particularises
+particularise	particularising
+particularism	particularisms
+particularity	particularities
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+particularize	particularizes
+particularize	particularizing
+particulate	particulates
+parting	partings
+partisan	partisans
+partition	partitioned
+partition	partitioning
+partition	partitions
+partitive	partitives
+partner	partnered
+partner	partnering
+partner	partners
+partnership	partnerships
+partridge	partridges
+part-timer	part-timers
+partum	parta
+parturition	parturitions
+party	partied
+party	parties
+party	partying
+partygoer	partygoers
+parvenu	parvenus
+parvovirus	parvoviruses
+pascal	pascals
+pashmina	pashminas
+pass	passed
+pass	passes
+pass	passing
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+passageway	passageways
+passband	passbands
+passenger	passengers
+passer	passers
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+passer-by	passers-by
+passerine	passerines
+passion	passions
+passive	passives
+passivize	passivized
+passivize	passivizes
+passivize	passivizing
+Passover	Passovers
+passport	passports
+password	passwords
+past	pasts
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+pasta	pastas
+paste	pasted
+paste	pastes
+paste	pasting
+pasteboard	pasteboards
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+pasteurise	pasteurises
+pasteurise	pasteurising
+pasteurize	pasteurized
+pasteurize	pasteurizes
+pasteurize	pasteurizing
+pastiche	pastiches
+pastille	pastilles
+pastime	pastimes
+pastor	pastored
+pastor	pastoring
+pastor	pastors
+pastoralist	pastoralists
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+pastry	pastries
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+pasture	pastures
+pasture	pasturing
+pasty	pastier
+pasty	pasties
+pasty	pastiest
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+pat	patted
+pat	patting
+patch	patched
+patch	patches
+patch	patching
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+patchouli	patchoulis
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+patchy	patchiest
+pate	pates
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+patella	patellas
+paten	patens
+patency	patencies
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+patent	patenting
+patent	patents
+patentee	patentees
+pater	paters
+paterfamilias	paterfamiliases
+paternity	paternities
+paternoster	paternosters
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+pathfinder	pathfinders
+pathogen	pathogens
+pathogenesis	pathogeneses
+pathogenicity	pathogenicities
+pathologist	pathologists
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+pathway	pathways
+patient	patients
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+patina	patinas
+patio	patios
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+patriarch	patriarchs
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+patrimony	patrimonies
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+patrol	patrolling
+patrol	patrols
+patroller	patrollers
+patrolman	patrolmen
+patron	patrons
+patroness	patronesses
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+patronise	patronising
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+patronize	patronizes
+patronize	patronizing
+patronymic	patronymics
+patsy	patsies
+patten	pattens
+patter	pattered
+patter	pattering
+patter	patters
+pattern	patterned
+pattern	patterning
+pattern	patterns
+patty	patties
+paucity	paucities
+paunch	paunches
+paunchy	paunchier
+paunchy	paunchiest
+pauper	paupers
+pauperize	pauperizes
+pauperize	pauperizing
+pause	paused
+pause	pauses
+pause	pausing
+pave	paved
+pave	paves
+pave	paving
+pavement	pavements
+paver	pavers
+pavilion	pavilions
+paw	pawed
+paw	pawing
+paw	paws
+pawl	pawls
+pawn	pawned
+pawn	pawning
+pawn	pawns
+pawnbroker	pawnbrokers
+pawnshop	pawnshops
+pawpaw	pawpaws
+pax	paxes
+pay	paid
+pay	payed
+pay	paying
+pay	pays
+payback	paybacks
+pay-bed	pay-beds
+paycheck	paychecks
+payday	paydays
+payee	payees
+payer	payers
+payload	payloads
+paymaster	paymasters
+payment	payments
+payoff	payoffs
+pay-off	pay-offs
+payout	payouts
+payroll	payrolls
+payslip	payslips
+PC	PCs
+PC	PC's
+pdf	pdfs
+pea	peas
+peacekeeper	peacekeepers
+peacemaker	peacemakers
+peach	peaches
+peacock	peacocks
+peahen	peahens
+peak	peaked
+peak	peaking
+peak	peaks
+peaky	peakier
+peaky	peakiest
+peal	pealed
+peal	pealing
+peal	peals
+peanut	peanuts
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+pearl	pearled
+pearl	pearling
+pearl	pearls
+pearly	pearlier
+peasant	peasants
+peasantry	peasantries
+peashooter	peashooters
+pea-souper	pea-soupers
+peat	peats
+peaty	peatier
+peaty	peatiest
+pebble	pebbled
+pebble	pebbles
+pebble	pebbling
+pebbly	pebblier
+pebbly	pebbliest
+pecan	pecans
+peccadillo	peccadilloes
+peccadillo	peccadillos
+peck	pecked
+peck	pecking
+peck	pecks
+pecker	peckers
+pectin	pectins
+pectoral	pectorals
+pectoralis	pectoralides
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+ped	peds
+pedagogue	pedagogues
+pedagogy	pedagogies
+pedal	pedaled
+pedal	pedaling
+pedal	pedalled
+pedal	pedalling
+pedal	pedals
+pedant	pedants
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+peddle	peddles
+peddle	peddling
+peddler	peddlers
+pedestal	pedestals
+pedestrian	pedestrians
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+pedestrianise	pedestrianises
+pedestrianise	pedestrianising
+pedestrianize	pedestrianized
+pedestrianize	pedestrianizes
+pedestrianize	pedestrianizing
+pediatrician	pediatricians
+pedicure	pedicures
+pedigree	pedigrees
+pediment	pediments
+pedlar	pedlars
+pedometer	pedometers
+pedophile	pedophiles
+pee	peed
+pee	peeing
+pee	pees
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+peek	peeking
+peek	peeks
+peel	peeled
+peel	peeling
+peel	peels
+peeler	peelers
+peep	peeped
+peep	peeping
+peep	peeps
+peephole	peepholes
+peepshow	peepshows
+peer	peered
+peer	peering
+peer	peers
+peerage	peerages
+peeress	peeresses
+peeve	peeved
+peeve	peeves
+peeve	peeving
+peewit	peewits
+peg	pegged
+peg	pegging
+peg	pegs
+pegboard	pegboards
+peg-leg	peg-legs
+pegmatite	pegmatites
+pekinese	pekineses
+pekingese	pekingeses
+pelican	pelicans
+pellet	pelleted
+pellet	pelleting
+pellet	pellets
+pelmet	pelmets
+peloton	pelotons
+pelt	pelted
+pelt	pelting
+pelt	pelts
+pelvis	pelves
+pelvis	pelvises
+pen	penned
+pen	penning
+pen	pens
+pen	pent
+penal	penals
+penalise	penalised
+penalise	penalises
+penalise	penalising
+penalize	penalized
+penalize	penalizes
+penalize	penalizing
+penalty	penalties
+penance	penances
+pencil	penciled
+pencil	penciling
+pencil	pencilled
+pencil	pencilling
+pencil	pencils
+pend	pended
+pend	pending
+pend	pends
+pendant	pendants
+pendent	pendents
+pendulum	pendula
+pendulum	pendulums
+penetrance	penetrances
+penetrate	penetrated
+penetrate	penetrates
+penetrate	penetrating
+penetration	penetrations
+penetrator	penetrators
+penfriend	penfriends
+pen-friend	pen-friends
+penguin	penguins
+penholder	penholders
+penicillin	penicillins
+peninsula	peninsulas
+penis	penes
+penis	penises
+penitence	penitences
+penitent	penitents
+penitentiary	penitentiaries
+penknife	penknives
+pennant	pennants
+penny	pence
+penny	pennies
+penny-farthing	penny-farthings
+penpusher	penpushers
+pension	pensioned
+pension	pensioning
+pension	pensions
+pensioner	pensioners
+pentagon	pentagons
+pentagram	pentagrams
+pentameter	pentameters
+pentathlon	pentathlons
+Pentecost	Pentecosts
+penthouse	penthouses
+penumbra	penumbrae
+penumbra	penumbras
+peon	peones
+peon	peons
+peony	peonies
+people	peopled
+people	peoples
+people	peopling
+pep	pepped
+pep	pepping
+pep	peps
+pepper	peppered
+pepper	peppering
+pepper	peppers
+peppercorn	peppercorns
+peppermint	peppermints
+pepperpot	pepperpots
+pepsin	pepsins
+peptalk	peptalks
+peptidase	peptidases
+peptide	peptides
+perambulate	perambulated
+perambulate	perambulates
+perambulate	perambulating
+perambulator	perambulators
+perceive	perceived
+perceive	perceives
+perceive	perceiving
+perceiver	perceivers
+percent	percents
+percentage	percentages
+percentile	percentiles
+percept	percepts
+perception	perceptions
+perceptron	perceptrons
+perch	perched
+perch	perches
+perch	perching
+percolate	percolated
+percolate	percolates
+percolate	percolating
+percolation	percolations
+percolator	percolators
+percussion	percussions
+percussionist	percussionists
+peregrina	peregrinas
+peregrination	peregrinations
+peregrine	peregrines
+perennial	perennials
+perfect	perfected
+perfect	perfecting
+perfect	perfects
+perfectionist	perfectionists
+perfidy	perfidies
+perforate	perforated
+perforate	perforates
+perforate	perforating
+perforation	perforations
+perform	performed
+perform	performing
+perform	performs
+performance	performances
+performative	performatives
+performer	performers
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+perfume	perfumes
+perfume	perfuming
+perfumer	perfumers
+perfuse	perfused
+perfuse	perfuses
+perfuse	perfusing
+perfusion	perfusions
+pergola	pergolas
+pericarditis	pericarditides
+pericardium	pericardia
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+perihelion	perihelia
+peril	perils
+perimeter	perimeters
+perineum	perinea
+perineum	perineums
+period	periods
+periodical	periodicals
+periodicity	periodicities
+periodontitis	periodontitides
+peripheral	peripheraller
+peripheral	peripherallest
+peripheral	peripherals
+periphery	peripheries
+periscope	periscopes
+perish	perished
+perish	perishes
+perish	perishing
+perishable	perishables
+perisher	perishers
+peristalsis	peristalses
+peritoneum	peritonea
+peritoneum	peritoneums
+peritonitis	peritonitides
+periwinkle	periwinkles
+perjure	perjured
+perjure	perjures
+perjure	perjuring
+perjury	perjuries
+perk	perked
+perk	perking
+perk	perks
+perky	perkier
+perky	perkiest
+perm	permed
+perm	perming
+perm	perms
+permanency	permanencies
+permanganate	permanganates
+permeability	permeabilities
+permeate	permeated
+permeate	permeates
+permeate	permeating
+permeation	permeations
+permission	permissions
+permissiveness	permissivenesses
+permit	permits
+permit	permitted
+permit	permitting
+permittivity	permittivities
+permutation	permutations
+permute	permuted
+permute	permutes
+permute	permuting
+peroration	perorations
+perovskite	perovskites
+peroxidase	peroxidases
+peroxidation	peroxidations
+peroxide	peroxides
+perpendicular	perpendiculars
+perpetrate	perpetrated
+perpetrate	perpetrates
+perpetrate	perpetrating
+perpetrator	perpetrators
+perpetuate	perpetuated
+perpetuate	perpetuates
+perpetuate	perpetuating
+perplex	perplexed
+perplex	perplexes
+perplex	perplexing
+perplexity	perplexities
+perquisite	perquisites
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+persecute	persecutes
+persecute	persecuting
+persecution	persecutions
+persecutor	persecutors
+persevere	persevered
+persevere	perseveres
+persevere	persevering
+Persian	Persians
+persimmon	persimmons
+persist	persisted
+persist	persisting
+persist	persists
+persistency	persistencies
+person	persons
+persona	personae
+persona	personas
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+personal	personals
+personalise	personalised
+personalise	personalises
+personalise	personalising
+personality	personalities
+personalize	personalized
+personalize	personalizes
+personalize	personalizing
+personification	personifications
+personify	personified
+personify	personifies
+personify	personifying
+person-year	person-years
+perspective	perspectives
+perspex	perspexes
+perspire	perspired
+perspire	perspires
+perspire	perspiring
+persuade	persuaded
+persuade	persuades
+persuade	persuading
+persuader	persuaders
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+pert	perter
+pert	pertest
+pertain	pertained
+pertain	pertaining
+pertain	pertains
+perturb	perturbed
+perturb	perturbing
+perturb	perturbs
+perturbation	perturbations
+pertussis	pertusses
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+peruse	peruses
+peruse	perusing
+Peruvian	Peruvians
+pervade	pervaded
+pervade	pervades
+pervade	pervading
+perversion	perversions
+perversity	perversities
+pervert	perverted
+pervert	perverting
+pervert	perverts
+pes	pedes
+peseta	pesetas
+pesky	peskier
+pesky	peskiest
+peso	pesos
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+pessimist	pessimists
+pest	pests
+pester	pestered
+pester	pestering
+pester	pesters
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+pestle	pestles
+pet	pets
+pet	petted
+pet	petting
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+petard	petards
+petechia	petechiae
+peter	petered
+peter	petering
+peter	peters
+petiole	petioles
+petit-four	petit-fours
+petit-four	petits-fours
+petition	petitioned
+petition	petitioning
+petition	petitions
+petitioner	petitioners
+petrel	petrels
+petrify	petrified
+petrify	petrifies
+petrify	petrifying
+petrochemical	petrochemicals
+petrolatum	petrolatums
+petroleum	petroleums
+petticoat	petticoats
+petty	pettier
+petty	pettiest
+petunia	petunias
+pew	pews
+pf	pfs
+pfennig	pfennigs
+phaeochromocytoma	phaeochromocytomas
+phaeochromocytoma	phaeochromocytomata
+phage	phages
+phagocyte	phagocytes
+phagocytosis	phagocytoses
+phalange	phalanges
+phalanx	phalanges
+phalanx	phalanxes
+phallus	phalli
+phallus	phalluses
+phantasm	phantasms
+phantasmagoria	phantasmagorias
+phantasy	phantasies
+phantom	phantoms
+pharaoh	pharaohs
+Pharisee	Pharisees
+pharmaceutical	pharmaceuticals
+pharmacist	pharmacists
+pharmacologist	pharmacologists
+pharmacology	pharmacologies
+pharmacopoeia	pharmacopoeiae
+pharmacopoeia	pharmacopoeias
+pharmacotherapy	pharmacotherapies
+pharmacy	pharmacies
+pharynx	pharynges
+pharynx	pharynxes
+phase	phased
+phase	phases
+phase	phasing
+phaser	phasers
+phasis	phases
+PhD	PhDs
+pheasant	pheasants
+phenobarbital	phenobarbitals
+phenol	phenols
+phenology	phenologies
+phenomenology	phenomenologies
+phenomenon	phenomena
+phenomenon	phenomenons
+phenothiazine	phenothiazines
+phenotype	phenotypes
+phenylalanine	phenylalanines
+phenylamine	phenylamines
+phenylketonuria	phenylketonurias
+pheochromocytoma	pheochromocytomae
+pheochromocytoma	pheochromocytomas
+pheochromocytoma	pheochromocytomata
+pheromone	pheromones
+phi	phis
+phial	phials
+philander	philandered
+philander	philandering
+philander	philanders
+philanderer	philanderers
+philanthropist	philanthropists
+philanthropy	philanthropies
+philatelist	philatelists
+philately	philatelies
+philistine	philistines
+philologist	philologists
+philology	philologies
+philosopher	philosophers
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+philosophise	philosophises
+philosophise	philosophising
+philosophize	philosophized
+philosophize	philosophizes
+philosophize	philosophizing
+philosophy	philosophies
+phlebotomist	phlebotomists
+phlebotomy	phlebotomies
+phlogiston	phlogistons
+pho	phos
+phobia	phobias
+phobic	phobics
+phoebe	phoebes
+phoenix	phoenixes
+phone	phoned
+phone	phones
+phone	phoning
+phone-in	phone-ins
+phoneme	phonemes
+phonetic	phonetics
+phoney	phoneys
+phoney	phonier
+phoney	phoniest
+phono	phonos
+phonogram	phonograms
+phonograph	phonographs
+phonology	phonologies
+phonon	phonons
+phony	phonier
+phony	phonies
+phony	phoniest
+phosphatase	phosphatases
+phosphate	phosphates
+phosphatidylcholine	phosphatidylcholines
+phosphatidylinositol	phosphatidylinositols
+phosphide	phosphides
+phosphine	phosphines
+phosphodiesterase	phosphodiesterases
+phospholipase	phospholipases
+phospholipid	phospholipids
+phosphor	phosphors
+phosphorylase	phosphorylases
+phosphorylate	phosphorylated
+phosphorylate	phosphorylates
+phosphorylate	phosphorylating
+phosphorylation	phosphorylations
+phot	phots
+photo	photos
+photocell	photocells
+photochemistry	photochemistries
+photocoagulation	photocoagulations
+photocopier	photocopiers
+photocopy	photocopied
+photocopy	photocopies
+photocopy	photocopying
+photodiode	photodiodes
+photoelectron	photoelectrons
+photoemission	photoemissions
+photogrammetry	photogrammetries
+photograph	photographed
+photograph	photographing
+photograph	photographs
+photographer	photographers
+photography	photographies
+photojournalist	photojournalists
+photolysis	photolyses
+photometer	photometers
+photometry	photometries
+photomicrograph	photomicrographs
+photomicrography	photomicrographies
+photomultiplier	photomultipliers
+photon	photons
+photoperiod	photoperiods
+photophobia	photophobias
+photoreceptor	photoreceptors
+photoresist	photoresists
+photosensitisation	photosensitisations
+photosensitivity	photosensitivities
+photosphere	photospheres
+photostat	photostated
+photostat	photostating
+photostat	photostats
+photosynthesis	photosyntheses
+photosynthesise	photosynthesised
+photosynthesise	photosynthesises
+photosynthesise	photosynthesising
+photosystem	photosystems
+phototherapy	phototherapies
+phrase	phrased
+phrase	phrases
+phrase	phrasing
+phrasebook	phrasebooks
+phrenology	phrenologies
+phthalate	phthalates
+phylogeny	phylogenies
+phylum	phyla
+physic	physics
+physical	physicals
+physician	physicians
+physicist	physicists
+physio	physios
+physiognomy	physiognomies
+physiologist	physiologists
+physiology	physiologies
+physiotherapist	physiotherapists
+physiotherapy	physiotherapies
+physique	physiques
+phytochemical	phytochemicals
+phytoestrogen	phytoestrogens
+phytonutrient	phytonutrients
+phytoplankton	phytoplanktons
+phytoplasma	phytoplasmas
+phytoplasma	phytoplasmata
+phytosterol	phytosterols
+pianist	pianists
+piano	pianos
+pianoforte	pianofortes
+piazza	piazzas
+pic	pics
+pica	picas
+piccadilly	piccadillies
+piccolo	piccolos
+pick	picked
+pick	picking
+pick	picks
+pickaxe	pickaxes
+picker	pickers
+picket	picketed
+picket	picketing
+picket	pickets
+pickle	pickled
+pickle	pickles
+pickle	pickling
+pick-me-up	pick-me-ups
+pickpocket	pickpockets
+pickup	pickups
+pick-up	pick-ups
+picky	pickier
+picky	pickiest
+picnic	picnicked
+picnic	picnicking
+picnic	picnics
+picnicker	picnickers
+picosecond	picoseconds
+pictogram	pictograms
+pictograph	pictographs
+pictorial	pictorials
+picture	pictured
+picture	pictures
+picture	picturing
+picture-frame	picture-frames
+piddle	piddled
+piddle	piddles
+piddle	piddling
+pidgin	pidgins
+pie	pies
+piece	pieced
+piece	pieces
+piece	piecing
+pied-à-terre	pieds-à-terre
+pier	piers
+pierce	pierced
+pierce	pierces
+pierce	piercing
+piercer	piercers
+piercing	piercings
+pierrot	pierrots
+piety	pieties
+pig	pigged
+pig	pigging
+pig	pigs
+pigeon	pigeons
+pigeonhole	pigeonholed
+pigeonhole	pigeonholes
+pigeonhole	pigeonholing
+pigeon-hole	pigeon-holed
+pigeon-hole	pigeon-holes
+pigeon-hole	pigeon-holing
+piggery	piggeries
+piggy	piggier
+piggy	piggies
+piggyback	piggybacked
+piggyback	piggybacking
+piggyback	piggybacks
+piggybank	piggybanks
+piglet	piglets
+pigment	pigments
+pigmentation	pigmentations
+pigmy	pigmies
+pigpen	pigpens
+pigsty	pigsties
+pigtail	pigtails
+pike	pikes
+pilaster	pilasters
+pilau	pilaus
+pilchard	pilchards
+pile	piled
+pile	piles
+pile	piling
+pileup	pileups
+pile-up	pile-ups
+pilfer	pilfered
+pilfer	pilfering
+pilfer	pilfers
+pilgrim	pilgrims
+pilgrimage	pilgrimages
+pill	pills
+pillage	pillaged
+pillage	pillages
+pillage	pillaging
+pillar	pillared
+pillar	pillaring
+pillar	pillars
+pillbox	pillboxes
+pillion	pillions
+pillory	pilloried
+pillory	pillories
+pillory	pillorying
+pillow	pillowed
+pillow	pillowing
+pillow	pillows
+pillowcase	pillowcases
+pillowslip	pillowslips
+pilot	piloted
+pilot	piloting
+pilot	pilots
+pilus	pili
+pimento	pimentos
+pimp	pimped
+pimp	pimping
+pimp	pimps
+pimple	pimples
+pimply	pimplier
+pimply	pimpliest
+pin	pinned
+pin	pinning
+pin	pins
+pinafore	pinafores
+pincer	pincers
+pinch	pinched
+pinch	pinches
+pinch	pinching
+pinch-hit	pinch-hits
+pinch-hit	pinch-hitting
+pincushion	pincushions
+pine	pined
+pine	pines
+pine	pining
+pineapple	pineapples
+pinecone	pinecones
+pine-needle	pine-needles
+pinewood	pinewoods
+ping	pinged
+ping	pinging
+ping	pings
+pinhead	pinheads
+pinhole	pinholes
+pinion	pinioned
+pinion	pinioning
+pinion	pinions
+pink	pinked
+pink	pinker
+pink	pinkest
+pink	pinking
+pink	pinks
+pinkie	pinkies
+pinky	pinkies
+pinna	pinnae
+pinnacle	pinnacles
+pinny	pinnies
+pinpoint	pinpointed
+pinpoint	pinpointing
+pinpoint	pinpoints
+pin-point	pin-pointed
+pin-point	pin-pointing
+pin-point	pin-points
+pinprick	pinpricks
+pinstripe	pinstripes
+pint	pints
+pin-table	pin-tables
+pintail	pintails
+pinup	pinups
+pin-up	pin-ups
+pion	pions
+pioneer	pioneered
+pioneer	pioneering
+pioneer	pioneers
+pip	pipped
+pip	pipping
+pip	pips
+pipe	piped
+pipe	pipes
+pipe	piping
+pipefish	pipefishes
+pipeline	pipelines
+pipe-line	pipe-lines
+piper	pipers
+pipette	pipetted
+pipette	pipettes
+pipette	pipetting
+pipistrelle	pipistrelles
+pipit	pipits
+pipsqueak	pipsqueaks
+pique	piqued
+pique	piques
+pique	piquing
+piracy	piracies
+piranha	piranhas
+pirate	pirated
+pirate	pirates
+pirate	pirating
+pirouette	pirouetted
+pirouette	pirouettes
+pirouette	pirouetting
+piroxicam	piroxicams
+piss	pissed
+piss	pisses
+piss	pissing
+pistachio	pistachios
+piste	pistes
+pistil	pistils
+pistol	pistols
+piston	pistons
+pit	pits
+pit	pitted
+pit	pitting
+pitch	pitched
+pitch	pitches
+pitch	pitching
+pitcher	pitchers
+pitchfork	pitchforks
+pitfall	pitfalls
+pith	pithed
+pith	pithing
+pith	piths
+pithead	pitheads
+pithy	pithier
+pithy	pithiest
+pitman	pitmans
+pitman	pitmen
+piton	pitons
+pitta	pittas
+pittance	pittances
+pituitary	pituitaries
+pity	pitied
+pity	pities
+pity	pitying
+pivot	pivoted
+pivot	pivoting
+pivot	pivots
+pixel	pixels
+pixie	pixies
+pixy	pixies
+pizza	pizzas
+pk	pks
+pl	pls
+placard	placards
+placate	placated
+placate	placates
+placate	placating
+place	placed
+place	places
+place	placing
+placebo	placeboes
+placebo	placebos
+placeholder	placeholders
+placement	placements
+placenta	placentae
+placenta	placentas
+placer	placers
+plage	plages
+plagiarise	plagiarised
+plagiarise	plagiarises
+plagiarise	plagiarising
+plagiarism	plagiarisms
+plagiarist	plagiarists
+plagiarize	plagiarized
+plagiarize	plagiarizes
+plagiarize	plagiarizing
+plagioclase	plagioclases
+plague	plagued
+plague	plagues
+plague	plaguing
+plaid	plaids
+plain	plainer
+plain	plainest
+plain	plains
+plaint	plaints
+plaintiff	plaintiffs
+plait	plaited
+plait	plaiting
+plait	plaits
+plan	planned
+plan	planning
+plan	plans
+plane	planed
+plane	planer
+plane	planes
+plane	planest
+plane	planing
+planer	planers
+planet	planets
+planetarium	planetaria
+planetarium	planetariums
+planetoid	planetoids
+planform	planforms
+plank	planked
+plank	planking
+plank	planks
+planner	planners
+planning	plannings
+plant	planted
+plant	planting
+plant	plants
+plantain	plantains
+plantation	plantations
+planter	planters
+planting	plantings
+plantlet	plantlets
+plaque	plaques
+plasma	plasmas
+plasmid	plasmids
+plasminogen	plasminogens
+plasmon	plasmons
+plaster	plastered
+plaster	plastering
+plaster	plasters
+plasterer	plasterers
+plastic	plastics
+plasticise	plasticised
+plasticise	plasticises
+plasticise	plasticising
+plasticiser	plasticisers
+plasticity	plasticities
+plastid	plastids
+plat	plats
+plate	plated
+plate	plates
+plate	plating
+plateau	plateaued
+plateau	plateauing
+plateau	plateaus
+plateau	plateaux
+plateful	platefuls
+plateful	platesful
+platelayer	platelayers
+platelet	platelets
+platen	platens
+plater	platers
+platform	platforms
+platinum	platinums
+platitude	platitudes
+platoon	platoons
+platter	platters
+platypus	platypuses
+plausibility	plausibilities
+play	played
+play	playing
+play	plays
+playa	playas
+play-act	play-acted
+play-act	play-acting
+play-act	play-acts
+playback	playbacks
+playbill	playbills
+playboy	playboys
+player	players
+playgoer	playgoers
+playground	playgrounds
+playgroup	playgroups
+playhouse	playhouses
+playlet	playlets
+playmate	playmates
+playoff	playoffs
+play-off	play-offed
+play-off	play-offing
+play-off	play-offs
+playpen	playpens
+playroom	playrooms
+plaything	playthings
+playwright	playwrights
+plaza	plazas
+plea	pleas
+plead	pleaded
+plead	pleading
+plead	pleads
+plead	pled
+pleading	pleadings
+pleasant	pleasanter
+pleasant	pleasantest
+pleasantry	pleasantries
+please	pleased
+please	pleases
+please	pleasing
+pleaser	pleasers
+pleasure	pleasured
+pleasure	pleasures
+pleasure	pleasuring
+pleat	pleated
+pleat	pleating
+pleat	pleats
+pleb	plebs
+plebeian	plebeians
+plebiscite	plebiscites
+plectrum	plectra
+plectrum	plectrums
+pledge	pledged
+pledge	pledges
+pledge	pledging
+plenary	plenaries
+plenipotentiary	plenipotentiaries
+plenum	plenums
+pleura	pleurae
+pleura	pleuras
+pleurisy	pleurisies
+pleuropneumonia	pleuropneumoniae
+pleuropneumonia	pleuropneumonias
+plexus	plexi
+plexus	plexuses
+plica	plicae
+plier	pliers
+plight	plighted
+plight	plighting
+plight	plights
+plimsoll	plimsolls
+plinth	plinths
+plod	plodded
+plod	plodding
+plod	plods
+plodder	plodders
+plonk	plonked
+plonk	plonking
+plonk	plonks
+plop	plopped
+plop	plopping
+plop	plops
+plosive	plosives
+plot	plots
+plot	plotted
+plot	plotting
+plotter	plotters
+plotting	plottings
+plough	ploughed
+plough	ploughing
+plough	ploughs
+ploughman	ploughmen
+ploughshare	ploughshares
+plover	plovers
+plow	plowed
+plow	plowing
+plow	plows
+ploy	ploys
+pluck	plucked
+pluck	plucking
+pluck	plucks
+plucky	pluckier
+plucky	pluckiest
+plug	plugged
+plug	plugging
+plug	plugs
+plugger	pluggers
+plughole	plugholes
+plum	plums
+plumb	plumbed
+plumb	plumbing
+plumb	plumbs
+plumber	plumbers
+plumbline	plumblines
+plume	plumed
+plume	plumes
+plume	pluming
+plummet	plummeted
+plummet	plummeting
+plummet	plummets
+plummy	plummier
+plummy	plummiest
+plump	plumped
+plump	plumper
+plump	plumpest
+plump	plumping
+plump	plumps
+plunder	plundered
+plunder	plundering
+plunder	plunders
+plunderer	plunderers
+plunge	plunged
+plunge	plunges
+plunge	plunging
+plunger	plungers
+plunk	plunked
+plunk	plunking
+plunk	plunks
+pluperfect	pluperfects
+plural	plurals
+pluralism	pluralisms
+pluralist	pluralists
+plurality	pluralities
+pluripotency	pluripotencies
+plus	pluses
+plus	plusses
+plush	plusher
+plush	plushest
+plushy	plushier
+plushy	plushiest
+plutocracy	plutocracies
+plutocrat	plutocrats
+ply	plied
+ply	plies
+ply	plying
+plywood	plywoods
+pneumococcus	pneumococci
+pneumoconiosis	pneumoconioses
+pneumonia	pneumoniae
+pneumonia	pneumonias
+pneumonitis	pneumonitides
+pneumothorax	pneumothoraces
+pneumothorax	pneumothoraxes
+poach	poached
+poach	poaches
+poach	poaching
+poacher	poachers
+pochard	pochards
+pock	pocks
+pocket	pocketed
+pocket	pocketing
+pocket	pockets
+pocketbook	pocketbooks
+pocketful	pocketfuls
+pockmark	pockmarks
+pod	podded
+pod	podding
+pod	pods
+podgy	podgier
+podgy	podgiest
+podiatrist	podiatrists
+podium	podia
+podium	podiums
+poem	poems
+poet	poets
+poetess	poetesses
+pogrom	pogroms
+poi	pois
+poinsettia	poinsettias
+point	pointed
+point	pointing
+point	points
+pointer	pointers
+pointy	pointier
+poise	poised
+poise	poises
+poise	poising
+poison	poisoned
+poison	poisoning
+poison	poisons
+poisoner	poisoners
+poisoning	poisonings
+poke	poked
+poke	pokes
+poke	poking
+poker	pokers
+poky	pokier
+poky	pokiest
+pol	pols
+polar	polars
+polarimetry	polarimetries
+polarisation	polarisations
+polarise	polarised
+polarise	polarises
+polarise	polarising
+polariser	polarisers
+polarity	polarities
+polarizability	polarizabilities
+polarization	polarizations
+polarize	polarized
+polarize	polarizes
+polarize	polarizing
+polarizer	polarizers
+Polaroid	Polaroids
+polder	polders
+pole	poled
+pole	poles
+pole	poling
+poleaxe	poleaxed
+poleaxe	poleaxes
+poleaxe	poleaxing
+polecat	polecats
+polemic	polemics
+polemicist	polemicists
+police	policed
+police	polices
+police	policing
+policeman	policemen
+policewoman	policewomen
+policy	policies
+policyholder	policyholders
+policy-holder	policy-holders
+policymaker	policymakers
+policy-maker	policy-makers
+polio	polios
+poliomyelitis	poliomyelitides
+poliovirus	polioviruses
+polish	polished
+polish	polishes
+polish	polishing
+polisher	polishers
+polishing	polishings
+Politburo	Politburos
+polite	politer
+polite	politest
+politic	politics
+political	politicals
+politician	politicians
+politicise	politicised
+politicise	politicises
+politicise	politicising
+politicize	politicized
+politicize	politicizes
+politicize	politicizing
+politico	politicoes
+politico	politicos
+politique	politiques
+polity	polities
+polka	polkas
+poll	polled
+poll	polling
+poll	polls
+pollack	pollacks
+pollard	pollarded
+pollard	pollarding
+pollard	pollards
+pollen	pollens
+pollinate	pollinated
+pollinate	pollinates
+pollinate	pollinating
+pollination	pollinations
+pollinator	pollinators
+pollock	pollocks
+pollster	pollsters
+pollutant	pollutants
+pollute	polluted
+pollute	pollutes
+pollute	polluting
+polluter	polluters
+pollution	pollutions
+poltergeist	poltergeists
+poly	polys
+polyacrylamide	polyacrylamides
+polyamide	polyamides
+polycarbonate	polycarbonates
+polyester	polyesters
+polyethylene	polyethylenes
+polyglot	polyglots
+polygon	polygons
+polygraph	polygraphs
+polyhedron	polyhedra
+polyhedron	polyhedrons
+polyimide	polyimides
+polymath	polymaths
+polymer	polymers
+polymerase	polymerases
+polymerisation	polymerisations
+polymerise	polymerised
+polymerise	polymerises
+polymerise	polymerising
+polymerization	polymerizations
+polymerize	polymerized
+polymerize	polymerizes
+polymerize	polymerizing
+polymorph	polymorphs
+polymorphism	polymorphisms
+polymyositis	polymyositides
+Polynesian	Polynesians
+polynomial	polynomials
+polynucleotide	polynucleotides
+polyol	polyols
+polyolefin	polyolefins
+polyomino	polyominoes
+polyp	polyps
+polypeptide	polypeptides
+polyphenol	polyphenols
+polyposis	polyposes
+polypropylene	polypropylenes
+polyprotein	polyproteins
+polysaccharide	polysaccharides
+polystyrene	polystyrenes
+polysyllable	polysyllables
+polytechnic	polytechnics
+polytheist	polytheists
+polytype	polytypes
+polyunsaturate	polyunsaturates
+polyurethane	polyurethanes
+polyuria	polyurias
+polyvinyl	polyvinyls
+pom	poms
+pomegranate	pomegranates
+pommel	pommeled
+pommel	pommeling
+pommel	pommels
+pommy	pommies
+pomp	pomps
+pom-pom	pom-poms
+pomposity	pomposities
+ponce	ponced
+ponce	ponces
+ponce	poncing
+poncho	ponchos
+pond	ponds
+ponder	pondered
+ponder	pondering
+ponder	ponders
+pondweed	pondweeds
+pong	ponged
+pong	ponging
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+prompt	promptest
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+prop	propped
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+proportion	proportioning
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+prorogue	prorogues
+prorogue	proroguing
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+prostaglandin	prostaglandins
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+prosy	prosiest
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+proteasome	proteasomes
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+protect	protecting
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+proteinuria	proteinurias
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+proteolysis	proteolyses
+proteome	proteomes
+protest	protested
+protest	protesting
+protest	protests
+Protestant	Protestants
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+protester	protesters
+protestor	protestors
+prothrombin	prothrombins
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+protocol	protocols
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+prototype	prototypes
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+proud	proudest
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+prove	proving
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+provide	providing
+provider	providers
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+proving	provings
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+provision	provisioning
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+proviso	provisoes
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+Provo	Provos
+provocateur	provocateurs
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+provoke	provoked
+provoke	provokes
+provoke	provoking
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+PTA	PTA's
+ptarmigan	ptarmigans
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+Pullman	Pullmans
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+pummel	pummelling
+pummel	pummels
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+pump	pumping
+pump	pumps
+pumpkin	pumpkins
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+pun	punning
+pun	puns
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+punch	punching
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+puncher	punchers
+punch-line	punch-lines
+punch-up	punch-ups
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+punchy	punchiest
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+punctuate	punctuates
+punctuate	punctuating
+punctum	puncta
+puncture	punctured
+puncture	punctures
+puncture	puncturing
+pundit	pundits
+pungency	pungencies
+punish	punished
+punish	punishes
+punish	punishing
+punishment	punishments
+Punjabi	Punjabis
+punk	punks
+punnet	punnets
+punt	punted
+punt	punting
+punt	punts
+punter	punters
+puny	punier
+puny	puniest
+pup	pupped
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+pupil	pupils
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+puppeteer	puppeteers
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+purchase	purchases
+purchase	purchasing
+purchaser	purchasers
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+pure	purest
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+purgatory	purgatories
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+purloin	purloining
+purloin	purloins
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+purpose	purposing
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+purr	purred
+purr	purring
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+purveyor	purveyors
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+push	pushed
+push	pushes
+push	pushing
+pushbutton	pushbuttons
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+pushy	pushiest
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+pussyfoot	pussyfooting
+pussyfoot	pussyfoots
+pussy-willow	pussy-willows
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+put	putting
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+putamen	putamina
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+putt	putting
+putt	putts
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+putter	puttering
+putter	putters
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+pv	pvs
+p-value	p-values
+pyelonephritis	pyelonephritides
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+pyruvate	pyruvates
+python	pythons
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+quack	quacking
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+quadruple	quadruples
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+quail	quailing
+quail	quails
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+quaint	quaintest
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+Quaker	Quakers
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+qualifier	qualifiers
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+quality	qualities
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+quantifier	quantifiers
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+quantify	quantifies
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+quantisation	quantisations
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+quantitation	quantitations
+quantity	quantities
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+quantum	quanta
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+quarter	quartering
+quarter	quarters
+quarterback	quarterbacks
+quarterdeck	quarterdecks
+quarter-deck	quarter-decks
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+quash	quashing
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+questioner	questioners
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+queue	queueing
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+queue	queuing
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+quick-freeze	quick-froze
+quick-freeze	quick-frozen
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+quiet	quieter
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+rabbi	rabbis
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+race	races
+race	racing
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+radio-frequency	radio-frequencies
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+radius	radiuses
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+rage	raging
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+rake	raking
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+ram	ramming
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+ramble	rambling
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+romp	romping
+romp	romps
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+rout	routing
+rout	routs
+route	routed
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+route	routing
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+rove	roves
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+ruck	rucking
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+ruction	ructions
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+rue	ruing
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+rumple	rumpling
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+'s	s'
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+safe	safest
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+saintly	saintliest
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+salmonella	salmonellas
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+salt	salts
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+sampling	samplings
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+sanctify	sanctifying
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+sand	sanding
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+sandbag	sandbagging
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+sandblast	sandblasting
+sandblast	sandblasts
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+sandpaper	sandpapering
+sandpaper	sandpapers
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+sanitize	sanitizing
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+Saturday	Saturdays
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+saunter	sauntering
+saunter	saunters
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+scant	scantest
+scanty	scantier
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+scape	scaping
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+scatty	scattiest
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+scent	scenting
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+schedule	schedules
+schedule	scheduling
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+scheme	schemes
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+scherzo	scherzos
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+score	scores
+score	scoring
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+scorn	scorning
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+Scorpio	Scorpios
+scorpion	scorpions
+Scot	Scots
+scotch	scotched
+scotch	scotches
+scotch	scotching
+scoter	scoters
+scotoma	scotomas
+scotoma	scotomata
+Scotsman	Scotsmen
+Scotswoman	Scotswomen
+Scotticism	Scotticisms
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+scour	scouring
+scour	scours
+scourer	scourers
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+scourge	scourges
+scourge	scourging
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+scout	scouting
+scout	scouts
+scoutmaster	scoutmasters
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+scowl	scowling
+scowl	scowls
+scr	scrs
+scrabble	scrabbled
+scrabble	scrabbles
+scrabble	scrabbling
+scraggy	scraggier
+scraggy	scraggiest
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+scram	scrams
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+scramble	scrambling
+scrambler	scramblers
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+scrap	scrapping
+scrap	scraps
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+scratch	scratching
+scratchcard	scratchcards
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+scrawl	scrawled
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+scrawny	scrawnier
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+scream	screamed
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+screamer	screamers
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+screech	screeches
+screech	screeching
+screed	screeds
+screen	screened
+screen	screening
+screen	screens
+screener	screeners
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+screenwriter	screenwriters
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+screw	screwing
+screw	screws
+screwdriver	screwdrivers
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+screwy	screwier
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+scribble	scribbled
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+scribe	scribes
+scribe	scribing
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+scrimp	scrimped
+scrimp	scrimping
+scrimp	scrimps
+script	scripted
+script	scripting
+script	scripts
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+scriptwriter	scriptwriters
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+scroll	scrolling
+scroll	scrolls
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+scrotum	scrotums
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+scrounge	scrounges
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+scrounger	scroungers
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+scrub	scrubbing
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+scrubber	scrubbers
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+scrubby	scrubbiest
+scruff	scruffs
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+scrummage	scrummages
+scrummage	scrummaging
+scrunch	scrunched
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+scrutineer	scrutineers
+scrutinise	scrutinised
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+scrutinize	scrutinized
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+scrutinize	scrutinizing
+scrutiny	scrutinies
+scud	scudded
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+scuff	scuffing
+scuff	scuffs
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+scuffle	scuffles
+scuffle	scuffling
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+scull	sculling
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+sculler	scullers
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+sculpt	sculpted
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+sculptor	sculptors
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+scum	scums
+scummy	scummier
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+sea	seas
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+seahorse	seahorses
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+seal	sealing
+seal	seals
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+sealer	sealers
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+seam	seamed
+seam	seaming
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+seamless	seamlessest
+seamstress	seamstresses
+seamy	seamier
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+seaplane	seaplanes
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+search	searched
+search	searches
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+seascape	seascapes
+seashell	seashells
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+season	seasoned
+season	seasoning
+season	seasons
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+seat	seated
+seat	seating
+seat	seats
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+seat-belt	seat-belts
+seaward	seawards
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+seaworthy	seaworthier
+seaworthy	seaworthiest
+sec	secs
+secant	secants
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+secede	secedes
+secede	seceding
+secession	secessions
+secessionist	secessionists
+seclude	secluded
+seclude	secludes
+seclude	secluding
+seclusion	seclusions
+second	seconded
+second	seconding
+second	seconds
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+second-guess	second-guesses
+second-guess	second-guessing
+second-in-command	seconds-in-command
+secondment	secondments
+secret	secrets
+secretariat	secretariats
+secretary	secretaries
+secretary-general	secretaries-general
+secretary-general	secretary-generals
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+secretion	secretions
+sect	sects
+sectarian	sectarians
+section	sectioned
+section	sectioning
+section	sections
+sector	sectors
+secularise	secularised
+secularise	secularises
+secularise	secularising
+secularist	secularists
+secularize	secularized
+secularize	secularizes
+secularize	secularizing
+secure	secured
+secure	securer
+secure	secures
+secure	securest
+secure	securing
+security	securities
+sed	seds
+sedan	sedans
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+sedate	sedates
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+sedation	sedations
+sedative	sedatives
+sedge	sedges
+sedgy	sedgier
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+see	saw
+see	seeing
+see	seen
+see	sees
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+seed	seeds
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+select	selecting
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+selector	selectors
+self	selves
+self-administer	self-administered
+self-administer	self-administering
+self-administer	self-administers
+self-analysis	self-analyses
+self-assemble	self-assembled
+self-assemble	self-assembles
+self-assemble	self-assembling
+self-assembly	self-assemblies
+self-belief	self-beliefs
+self-completion	self-completions
+self-concept	self-concepts
+self-contradiction	self-contradictions
+self-correct	self-corrected
+self-correct	self-correcting
+self-correct	self-corrects
+self-criticism	self-criticisms
+self-deception	self-deceptions
+self-definition	self-definitions
+self-describe	self-described
+self-describe	self-describes
+self-describe	self-describing
+self-description	self-descriptions
+self-destruct	self-destructed
+self-destruct	self-destructing
+self-destruct	self-destructs
+self-doubt	self-doubts
+self-efficacy	self-efficacies
+self-examination	self-examinations
+self-exposure	self-exposures
+self-fertilise	self-fertilised
+self-fertilise	self-fertilises
+self-fertilise	self-fertilising
+self-harm	self-harmed
+self-harm	self-harming
+self-harm	self-harms
+self-identify	self-identified
+self-identify	self-identifies
+self-identify	self-identifying
+self-identity	self-identities
+self-image	self-images
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+self-justification	self-justifications
+self-limit	self-limited
+self-limit	self-limiting
+self-limit	self-limits
+self-medication	self-medications
+self-monitor	self-monitored
+self-monitor	self-monitoring
+self-monitor	self-monitors
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+self-organise	self-organising
+self-organize	self-organized
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+self-perception	self-perceptions
+self-portrait	self-portraits
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+self-replicate	self-replicated
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+self-replicate	self-replicating
+self-report	self-reports
+self-representation	self-representations
+self-revelation	self-revelations
+self-sacrifice	self-sacrifices
+self-select	self-selected
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+self-starter	self-starters
+self-study	self-studies
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+self-sustain	self-sustaining
+self-sustain	self-sustains
+self-testing	self-testings
+self-treatment	self-treatments
+sell	selling
+sell	sells
+sell	sold
+seller	sellers
+Sellotape	Sellotaped
+Sellotape	Sellotapes
+Sellotape	Sellotaping
+sellout	sellouts
+sell-out	sell-outs
+selvedge	selvedges
+semantic	semantics
+semaphore	semaphores
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+sentence	sentences
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+sever	severing
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+severe	severest
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+ship	shipping
+ship	ships
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+snaffle	snaffling
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+snap	snapping
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+soap	soaped
+soap	soaping
+soap	soaps
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+sock	socking
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+socket	sockets
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+sofa	sofas
+sofa-bed	sofa-beds
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+soft	softest
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+softness	softnesses
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+soft-pedal	soft-pedals
+soft-soap	soft-soaped
+soft-soap	soft-soaping
+soft-soap	soft-soaps
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+soggy	soggiest
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+sole	soling
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+soma	somas
+soma	somata
+Somali	Somalis
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+sombrero	sombreros
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+sound	soundest
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+spaniel	spaniels
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+spondyloarthropathy	spondyloarthropathies
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+tackle	tackled
+tackle	tackles
+tackle	tackling
+tackler	tacklers
+tacky	tackier
+tacky	tackiest
+tactic	tactics
+tactician	tacticians
+tadpole	tadpoles
+taffy	taffies
+tag	tagged
+tag	tagging
+tag	tags
+tagger	taggers
+Tahitian	Tahitians
+tail	tailed
+tail	tailing
+tail	tails
+tailback	tailbacks
+tailgate	tailgated
+tailgate	tailgates
+tailgate	tailgating
+taillight	taillights
+tailor	tailored
+tailor	tailoring
+tailor	tailors
+tailpiece	tailpieces
+tailpipe	tailpipes
+tailwind	tailwinds
+taint	tainted
+taint	tainting
+taint	taints
+take	taken
+take	takes
+take	taking
+take	took
+takeaway	takeaways
+takeoff	takeoffs
+take-off	take-offs
+takeover	takeovers
+take-over	take-overs
+taker	takers
+takin	takins
+taking	takings
+tal	tals
+talcum	talcums
+tale	tales
+talent	talents
+talisman	talismans
+talisman	talismen
+talk	talked
+talk	talking
+talk	talks
+talker	talkers
+talkie	talkies
+tall	taller
+tall	tallest
+tallboy	tallboys
+tally	tallied
+tally	tallies
+tally	tallying
+tallyho	tallyhos
+talon	talons
+talus	tali
+talus	taluses
+tam	tams
+tamarin	tamarins
+tamarind	tamarinds
+tamarisk	tamarisks
+tambourine	tambourines
+tame	tamed
+tame	tamer
+tame	tames
+tame	tamest
+tame	taming
+tammy	tammies
+tamp	tamped
+tamp	tamping
+tamp	tamps
+tamper	tampered
+tamper	tampering
+tamper	tampers
+tampon	tampons
+tan	tanned
+tan	tanner
+tan	tanning
+tan	tans
+tanager	tanagers
+tandem	tandems
+tang	tangs
+tangent	tangents
+tangerine	tangerines
+tangle	tangled
+tangle	tangles
+tangle	tangling
+tango	tangoed
+tango	tangoing
+tango	tangos
+tangram	tangrams
+tangy	tangier
+tangy	tangiest
+tank	tanked
+tank	tanking
+tank	tanks
+tankard	tankards
+tanker	tankers
+tanner	tanners
+tannery	tanneries
+tannin	tannins
+tantalise	tantalised
+tantalise	tantalises
+tantalise	tantalising
+tantalize	tantalized
+tantalize	tantalizes
+tantalize	tantalizing
+tantrum	tantrums
+Tanzanian	Tanzanians
+tanzanite	tanzanites
+tap	tapped
+tap	tapping
+tap	taps
+tapa	tapas
+tap-dancing	tap-dancings
+tape	taped
+tape	tapes
+tape	taping
+taper	tapered
+taper	tapering
+taper	tapers
+tape-record	tape-recorded
+tape-record	tape-recording
+tape-record	tape-records
+tape-recording	tape-recordings
+tapestry	tapestries
+tapeworm	tapeworms
+tapir	tapirs
+tapper	tappers
+tappet	tappets
+taproot	taproots
+tar	tared
+tar	taring
+tar	tarred
+tar	tarring
+tar	tars
+tara	taras
+tarantula	tarantulae
+tarantula	tarantulas
+tardy	tardier
+tardy	tardiest
+tare	tares
+target	targeted
+target	targeting
+target	targets
+target	targetted
+target	targetting
+tariff	tariffs
+tarmac	tarmacked
+tarmac	tarmacking
+tarmac	tarmacs
+tarn	tarns
+tarnish	tarnished
+tarnish	tarnishes
+tarnish	tarnishing
+taro	taros
+tarp	tarps
+tarpaulin	tarpaulins
+tarpon	tarpons
+tarry	tarried
+tarry	tarries
+tarry	tarrying
+tarsus	tarsi
+tart	tarted
+tart	tarter
+tart	tartest
+tart	tarting
+tart	tarts
+tartan	tartans
+tartar	tartars
+tartlet	tartlets
+tartrate	tartrates
+task	tasked
+task	tasking
+task	tasks
+taskmaster	taskmasters
+tassel	tasseled
+tassel	tasseling
+tassel	tasselled
+tassel	tasselling
+tassel	tassels
+taste	tasted
+taste	tastes
+taste	tasting
+taster	tasters
+tasty	tastier
+tasty	tastiest
+tatami	tatamis
+tatoo	tatoos
+tatter	tattered
+tatter	tattering
+tatter	tatters
+tattoo	tattooed
+tattoo	tattooing
+tattoo	tattoos
+tattooist	tattooists
+tatty	tattier
+tatty	tattiest
+tau	taus
+taunt	taunted
+taunt	taunting
+taunt	taunts
+taupe	taupes
+Taurus	Taurusses
+taut	tauter
+taut	tautest
+tauten	tautened
+tauten	tautening
+tauten	tautens
+tautology	tautologies
+tavern	taverns
+tawdry	tawdrier
+tawdry	tawdriest
+tawny	tawnier
+tawny	tawniest
+tax	taxed
+tax	taxes
+tax	taxing
+taxi	taxied
+taxi	taxies
+taxi	taxiing
+taxi	taxis
+taxi	taxying
+taxicab	taxicabs
+taxidermist	taxidermists
+taxis	taxes
+taxon	taxa
+taxon	taxons
+taxonomist	taxonomists
+taxonomy	taxonomies
+taxpayer	taxpayers
+tbsp	tbsps
+tea	teas
+teacake	teacakes
+teach	taught
+teach	teaches
+teach	teaching
+teacher	teachers
+teach-in	teach-ins
+teaching	teachings
+teacup	teacups
+teacupful	teacupsful
+teak	teaks
+teal	teals
+team	teamed
+team	teaming
+team	teams
+teammate	teammates
+team-mate	team-mates
+teamster	teamsters
+teapot	teapots
+tear	tearing
+tear	tears
+tear	tore
+tear	torn
+tearaway	tearaways
+teardrop	teardrops
+teargas	teargases
+tear-jerker	tear-jerkers
+tear-off	tear-offs
+tearoom	tearooms
+tea-room	tea-rooms
+tease	teased
+tease	teases
+tease	teasing
+teasel	teasels
+teaser	teasers
+teashop	teashops
+Teasmaid	Teasmaids
+teaspoon	teaspoons
+teaspoonful	teaspoonfuls
+teaspoonful	teaspoonsful
+teat	teats
+teatime	teatimes
+tea-towel	tea-towels
+tech	techs
+technic	technics
+technicality	technicalities
+technician	technicians
+technique	techniques
+technocracy	technocracies
+technocrat	technocrats
+technologist	technologists
+technology	technologies
+technophobe	technophobes
+Ted	Teds
+teddy	teddies
+tee	teed
+tee	teeing
+tee	tees
+teem	teemed
+teem	teeming
+teem	teems
+teen	teens
+teenager	teenagers
+teeny	teenier
+teeny	teeniest
+teeny-bopper	teeny-boppers
+teepee	teepees
+tee-shirt	tee-shirts
+teeter	teetered
+teeter	teetering
+teeter	teeters
+teethe	teethed
+teethe	teethes
+teethe	teething
+teether	teethers
+teetotaller	teetotallers
+tel	tels
+telangiectasia	telangiectasiae
+telangiectasia	telangiectasias
+telecast	telecasted
+telecast	telecasting
+telecast	telecasts
+telecom	telecoms
+telecommunication	telecommunications
+telecommuter	telecommuters
+teleconference	teleconferenced
+teleconference	teleconferences
+teleconference	teleconferencing
+telegram	telegrams
+telegraph	telegraphed
+telegraph	telegraphing
+telegraph	telegraphs
+telemarketer	telemarketers
+telemetry	telemetries
+telephone	telephoned
+telephone	telephones
+telephone	telephoning
+telephonist	telephonists
+telephoto	telephotos
+teleport	teleported
+teleport	teleporting
+teleport	teleports
+teleportation	teleportations
+telepresence	telepresences
+teleprinter	teleprinters
+teleprocessing	teleprocessings
+teleradiology	teleradiologies
+telescope	telescoped
+telescope	telescopes
+telescope	telescoping
+telescreen	telescreens
+Teletype	Teletypes
+televiewer	televiewers
+televise	televised
+televise	televises
+televise	televising
+television	televisions
+telex	telexed
+telex	telexes
+telex	telexing
+tell	telling
+tell	tells
+tell	told
+teller	tellers
+telling	tellings
+telling-off	tellings-off
+telltale	telltales
+telly	tellies
+telnet	telneted
+telnet	telneting
+telnet	telnets
+telomerase	telomerases
+telomere	telomeres
+temp	temping
+temp	temps
+temper	tempered
+temper	tempering
+temper	tempers
+temperament	temperaments
+temperature	temperatures
+tempest	tempests
+template	templated
+template	templates
+template	templating
+temple	temples
+tempo	tempi
+tempo	tempos
+temporality	temporalities
+temporary	temporaries
+temporize	temporized
+temporize	temporizes
+temporize	temporizing
+tempt	tempted
+tempt	tempting
+tempt	tempts
+temptation	temptations
+tempter	tempters
+temptress	temptresses
+tempus	tempi
+ten	tens
+tenancy	tenancies
+tenant	tenanted
+tenant	tenanting
+tenant	tenants
+tench	tenches
+tend	tended
+tend	tending
+tend	tends
+tendency	tendencies
+tender	tendered
+tender	tenderer
+tender	tenderest
+tender	tendering
+tender	tenders
+tenderer	tenderers
+tenderize	tenderized
+tenderize	tenderizes
+tenderize	tenderizing
+tenderloin	tenderloins
+tendinitis	tendinitides
+tendon	tendons
+tendonitis	tendonitides
+tendril	tendrils
+tenement	tenements
+tenet	tenets
+ten-millionth	ten-millionths
+tenner	tenners
+tenon	tenons
+tenor	tenors
+tenosynovitis	tenosynovitides
+tenpin	tenpins
+tense	tensed
+tense	tenser
+tense	tenses
+tense	tensest
+tense	tensing
+tension	tensioned
+tension	tensioning
+tension	tensions
+tensioner	tensioners
+tensor	tensors
+tent	tented
+tent	tenting
+tent	tents
+tentacle	tentacles
+tenth	tenths
+ten-thousandth	ten-thousandths
+tenure	tenured
+tenure	tenures
+tenure	tenuring
+tepee	tepees
+tequila	tequilas
+teratogenicity	teratogenicities
+teratoma	teratomas
+teratoma	teratomata
+tercentenary	tercentenaries
+tercet	tercets
+terephthalate	terephthalates
+term	termed
+term	terming
+term	terms
+terminal	terminals
+terminate	terminated
+terminate	terminates
+terminate	terminating
+termination	terminations
+terminator	terminators
+terminologist	terminologists
+terminology	terminologies
+terminus	termini
+terminus	terminuses
+termite	termites
+tern	terns
+terpene	terpenes
+terra	terrae
+terrace	terraced
+terrace	terraces
+terrace	terracing
+terrain	terrains
+terrapin	terrapins
+terrarium	terraria
+terrarium	terrariums
+terrestrial	terrestrials
+terrier	terriers
+terrify	terrified
+terrify	terrifies
+terrify	terrifying
+territorial	territorials
+territory	territories
+terror	terrors
+terrorise	terrorised
+terrorise	terrorises
+terrorise	terrorising
+terrorist	terrorists
+terrorize	terrorized
+terrorize	terrorizes
+terrorize	terrorizing
+terse	terser
+terse	tersest
+tesla	teslas
+tessellate	tessellated
+tessellate	tessellates
+tessellate	tessellating
+tessellation	tessellations
+tessera	tesserae
+test	tested
+test	testing
+test	tests
+testament	testaments
+testator	testators
+testbed	testbeds
+test-drive	test-driven
+test-drive	test-drives
+test-drive	test-driving
+test-drive	test-drove
+teste	testes
+tester	testers
+testicle	testicles
+testify	testified
+testify	testifies
+testify	testifying
+testimonial	testimonials
+testimony	testimonies
+testing	testings
+testis	testes
+testosterone	testosterones
+test-tube	test-tubes
+testy	testier
+testy	testiest
+tetanus	tetanuses
+tetchy	tetchier
+tether	tethered
+tether	tethering
+tether	tethers
+tetra	tetras
+tetrachloride	tetrachlorides
+tetracycline	tetracyclines
+tetrad	tetrads
+tetrahedron	tetrahedra
+tetrahedron	tetrahedrons
+tetramer	tetramers
+tetrameter	tetrameters
+tetrapod	tetrapods
+tetraspanin	tetraspanins
+text	texts
+textbook	textbooks
+text-book	text-books
+textile	textiles
+texture	textured
+texture	textures
+texture	texturing
+texturing	texturings
+Thai	Thais
+thalamus	thalami
+thalamus	thalamuses
+thalassaemia	thalassaemias
+tham	thams
+thank	thanked
+thank	thanking
+thank	thanks
+Thanksgiving	Thanksgivings
+thankyou	thankyous
+thar	thars
+that	those
+thatch	thatched
+thatch	thatches
+thatch	thatching
+thatcher	thatchers
+thaw	thawed
+thaw	thawing
+thaw	thaws
+theater	theaters
+theatre	theatres
+theatregoer	theatregoers
+theatre-goer	theatre-goers
+theatrical	theatricals
+theft	thefts
+theist	theists
+them	'em
+theme	themes
+theocracy	theocracies
+theodolite	theodolites
+theologian	theologians
+theology	theologies
+theophylline	theophyllines
+theorem	theorems
+theoretician	theoreticians
+theorisation	theorisations
+theorise	theorised
+theorise	theorises
+theorise	theorising
+theorist	theorists
+theorization	theorizations
+theorize	theorized
+theorize	theorizes
+theorize	theorizing
+theory	theories
+ther	thers
+therapist	therapists
+therapy	therapies
+therm	therms
+thermal	thermals
+thermistor	thermistors
+thermocline	thermoclines
+thermocouple	thermocouples
+thermography	thermographies
+thermometer	thermometers
+thermoplastic	thermoplastics
+thermoregulation	thermoregulations
+Thermos	Thermoses
+thermoset	thermosets
+thermostat	thermostats
+theropod	theropods
+thesaurus	thesauri
+thesaurus	thesauruses
+thesis	theses
+thespian	thespians
+theta	thetas
+thiazide	thiazides
+thick	thicker
+thick	thickest
+thicken	thickened
+thicken	thickening
+thicken	thickens
+thickener	thickeners
+thickening	thickenings
+thicket	thickets
+thickness	thicknesses
+thief	thieves
+thieve	thieved
+thieve	thieves
+thieve	thieving
+thieving	thievings
+thigh	thighs
+thighbone	thighbones
+thigh-bone	thigh-bones
+thimble	thimbles
+thimbleful	thimblefuls
+thin	thinned
+thin	thinner
+thin	thinnest
+thin	thinning
+thin	thins
+thing	things
+thingamabob	thingamabobs
+thingummy	thingummies
+thingy	thingies
+think	thinked
+think	thinking
+think	thinks
+think	thought
+thinker	thinkers
+think-tank	think-tanks
+thinner	thinners
+thinness	thinnesses
+thin-section	thin-sections
+thiol	thiols
+thiosulphate	thiosulphates
+third	thirds
+thirst	thirsted
+thirst	thirsting
+thirst	thirsts
+thirsty	thirstier
+thirsty	thirstiest
+thirteenth	thirteenths
+thirtieth	thirtieths
+thirty	thirties
+thirty-eighth	thirty-eighths
+thirty-fifth	thirty-fifths
+thirty-first	thirty-firsts
+thirty-fourth	thirty-fourths
+thirty-ninth	thirty-ninths
+thirty-second	thirty-seconds
+thirty-seventh	thirty-sevenths
+thirty-sixth	thirty-sixths
+thirtysomething	thirtysomethings
+thirty-something	thirty-somethings
+thirty-third	thirty-thirds
+this	these
+this	tis
+thistle	thistles
+thong	thongs
+thor	thors
+thorax	thoraces
+thorax	thoraxes
+thorn	thorns
+thorny	thornier
+thorny	thorniest
+thoroughbred	thoroughbreds
+thoroughfare	thoroughfares
+thought	thoughts
+thought-criminal	thought-criminals
+thousand	thousands
+thousandth	thousandths
+thrall	thralls
+thrash	thrashed
+thrash	thrashes
+thrash	thrashing
+thread	threaded
+thread	threading
+thread	threads
+threadworm	threadworms
+threat	threats
+threaten	threatened
+threaten	threatening
+threaten	threatens
+three	threes
+three-quarter	three-quarters
+threesome	threesomes
+three-wheeler	three-wheelers
+threonine	threonines
+thresh	threshed
+thresh	threshes
+thresh	threshing
+thresher	threshers
+threshold	thresholds
+thrifty	thriftier
+thrifty	thriftiest
+thrill	thrilled
+thrill	thrilling
+thrill	thrills
+thriller	thrillers
+thrive	thrived
+thrive	thriven
+thrive	thrives
+thrive	thriving
+thrive	throve
+throat	throats
+throaty	throatier
+throaty	throatiest
+throb	throbbed
+throb	throbbing
+throb	throbs
+throe	throes
+thrombin	thrombins
+thrombocytopenia	thrombocytopenias
+thrombocytosis	thrombocytoses
+thromboembolism	thromboembolisms
+thrombolysis	thrombolyses
+thrombophilia	thrombophilias
+thrombose	thrombosed
+thrombose	thromboses
+thrombose	thrombosing
+thrombosis	thromboses
+thrombus	thrombi
+thrombus	thrombuses
+throne	thrones
+throng	thronged
+throng	thronging
+throng	throngs
+throttle	throttled
+throttle	throttles
+throttle	throttling
+throughput	throughputs
+throw	threw
+throw	throwing
+throw	thrown
+throw	throws
+throwback	throwbacks
+thrower	throwers
+throw-in	throw-ins
+thrum	thrummed
+thrum	thrumming
+thrum	thrums
+thrush	thrushes
+thrust	thrusting
+thrust	thrusts
+thruster	thrusters
+thud	thudded
+thud	thudding
+thud	thuds
+thug	thugs
+thumb	thumbed
+thumb	thumbing
+thumb	thumbs
+thumbnail	thumbnails
+thumbscrew	thumbscrews
+thumbtack	thumbtacks
+thump	thumped
+thump	thumping
+thump	thumps
+thunder	thundered
+thunder	thundering
+thunder	thunders
+thunderbolt	thunderbolts
+thunderclap	thunderclaps
+thundercloud	thunderclouds
+thunderstorm	thunderstorms
+Thur	Thurs
+Thursday	Thursdays
+thwack	thwacked
+thwack	thwacking
+thwack	thwacks
+thwart	thwarted
+thwart	thwarting
+thwart	thwarts
+thymidine	thymidines
+thymine	thymines
+thymoma	thymomas
+thymoma	thymomata
+thymus	thymi
+thymus	thymuses
+thyroid	thyroids
+thyroidectomy	thyroidectomies
+thyroiditis	thyroiditides
+thyroxine	thyroxines
+tiara	tiaras
+Tibetan	Tibetans
+tibia	tibiae
+tibia	tibias
+tibialis	tibialides
+tic	tics
+tick	ticked
+tick	ticking
+tick	ticks
+ticker	tickers
+ticket	ticketed
+ticket	ticketing
+ticket	tickets
+tickle	tickled
+tickle	tickles
+tickle	tickling
+tidbit	tidbits
+tiddler	tiddlers
+tiddly	tiddlier
+tiddly	tiddliest
+tiddlywink	tiddlywinks
+tide	tided
+tide	tides
+tide	tiding
+tideline	tidelines
+tidemark	tidemarks
+tidy	tidied
+tidy	tidier
+tidy	tidies
+tidy	tidiest
+tidy	tidying
+tie	tied
+tie	tieing
+tie	ties
+tie	tying
+tie-break	tie-breaks
+tie-breaker	tie-breakers
+tie-dye	tie-dyed
+tie-dye	tie-dyeing
+tie-dye	tie-dyes
+tie-in	tie-ins
+tie-pin	tie-pins
+tier	tiered
+tier	tiering
+tier	tiers
+tierce	tierces
+tie-up	tie-ups
+tiff	tiffs
+tiger	tigers
+tight	tighter
+tight	tightest
+tight	tights
+tighten	tightened
+tighten	tightening
+tighten	tightens
+tightness	tightnesses
+tightrope	tightropes
+tight-rope	tight-ropes
+tigress	tigresses
+tilapia	tilapias
+tilde	tildes
+tile	tiled
+tile	tiles
+tile	tiling
+tiler	tilers
+till	tilled
+till	tilling
+till	tills
+tiller	tillers
+tilt	tilted
+tilt	tilting
+tilt	tilts
+timber	timbered
+timber	timbering
+timber	timbers
+timbre	timbres
+time	timed
+time	times
+time	timing
+time-course	time-courses
+timeframe	timeframes
+time-frame	time-frames
+timekeeper	timekeepers
+timeline	timelines
+time-line	time-lines
+timely	timelier
+timely	timeliest
+timeout	timeouts
+time-out	time-outs
+timepiece	timepieces
+timepoint	timepoints
+timer	timers
+timescale	timescales
+time-scale	time-scales
+timeserver	timeservers
+time-share	time-shares
+timespan	timespans
+time-span	time-spans
+timetable	timetabled
+timetable	timetables
+timetable	timetabling
+time-table	time-tables
+timid	timider
+timid	timidest
+timidity	timidities
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+title	titled
+title	titles
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+titter	tittering
+titter	titters
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+toboggan	tobogganing
+toboggan	toboggans
+toc	tocs
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+toe	toeing
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+toga	togas
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+toggle	toggles
+toggle	toggling
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+toil	toiling
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+toilette	toilettes
+toilet-train	toilet-trained
+toilet-train	toilet-training
+toilet-train	toilet-trains
+tokamak	tokamaks
+token	tokens
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+toll	tolled
+toll	tolling
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+tollhouse	tollhouses
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+tom	toms
+tomahawk	tomahawks
+tomato	tomatoes
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+tombola	tombolas
+tomboy	tomboys
+tombstone	tombstones
+tomcat	tomcats
+tome	tomes
+tomfoolery	tomfooleries
+tomography	tomographies
+tomorrow	tomorrows
+tomtit	tomtits
+tom-tom	tom-toms
+ton	tons
+tonality	tonalities
+tone	toned
+tone	tones
+tone	toning
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+tong	tongs
+tongue	tongued
+tongue	tongues
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+tonic	tonics
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+tonnage	tonnages
+tonne	tonnes
+tonsil	tonsils
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+tonsillitis	tonsillitides
+tonsure	tonsures
+tool	tooled
+tool	tooling
+tool	tools
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+toolmaker	toolmakers
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+toon	toons
+toot	tooted
+toot	tooting
+toot	toots
+tooth	teeth
+toothache	toothaches
+toothbrush	toothbrushes
+toothbrushing	toothbrushings
+toothpaste	toothpastes
+toothpick	toothpicks
+toothpowder	toothpowders
+toothy	toothier
+toothy	toothiest
+tootle	tootled
+tootle	tootles
+tootle	tootling
+tootsie	tootsies
+top	topped
+top	topping
+top	tops
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+topcoat	topcoats
+tope	topes
+topic	topics
+topicality	topicalities
+top-knot	top-knots
+topographer	topographers
+topography	topographies
+topoisomerase	topoisomerases
+topology	topologies
+topper	toppers
+topping	toppings
+topple	toppled
+topple	topples
+topple	toppling
+top-up	top-ups
+tor	tors
+torch	torches
+torchbearer	torchbearers
+torment	tormented
+torment	tormenting
+torment	torments
+tormentil	tormentils
+tormentor	tormentors
+tornado	tornadoes
+tornado	tornados
+toroid	toroids
+torpedo	torpedoed
+torpedo	torpedoes
+torpedo	torpedoing
+torpedo	torpedos
+torpor	torpors
+torque	torques
+torrent	torrents
+torsion	torsions
+torso	torsi
+torso	torsoes
+torso	torsos
+tort	torts
+tortilla	tortillas
+tortoise	tortoises
+tortoiseshell	tortoiseshells
+torture	tortured
+torture	tortures
+torture	torturing
+torturer	torturers
+toru	torus
+torus	tori
+torus	toruses
+Tory	Tories
+toss	tossed
+toss	tosses
+toss	tossing
+toss	tost
+tot	tots
+tot	totted
+tot	totting
+total	totaled
+total	totaling
+total	totalled
+total	totalling
+total	totals
+totalise	totalised
+totalise	totalises
+totalise	totalising
+totality	totalities
+totalize	totalized
+totalize	totalizes
+totalize	totalizing
+tote	toted
+tote	totes
+tote	toting
+totem	totems
+toto	totos
+totter	tottered
+totter	tottering
+totter	totters
+toucan	toucans
+touch	touched
+touch	touches
+touch	touching
+touchdown	touchdowns
+touchline	touchlines
+touchscreen	touchscreens
+touch-screen	touch-screens
+touchstone	touchstones
+touch-type	touch-typed
+touch-type	touch-types
+touch-type	touch-typing
+touch-up	touch-ups
+touchy	touchier
+touchy	touchiest
+tough	tougher
+tough	toughest
+tough	toughs
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+toughen	toughening
+toughen	toughens
+toughness	toughnesses
+toupee	toupees
+tour	toured
+tour	touring
+tour	tours
+tourist	tourists
+tourmaline	tourmalines
+tournament	tournaments
+tourniquet	tourniquets
+tousle	tousled
+tousle	tousles
+tousle	tousling
+tout	touted
+tout	touting
+tout	touts
+tow	towed
+tow	towing
+tow	tows
+towel	toweled
+towel	toweling
+towel	towelled
+towel	towelling
+towel	towels
+tower	towered
+tower	towering
+tower	towers
+towline	towlines
+town	towns
+townhouse	townhouses
+townie	townies
+township	townships
+townsman	townsmen
+towpath	towpaths
+towrope	towropes
+toxic	toxics
+toxicant	toxicants
+toxicity	toxicities
+toxicologist	toxicologists
+toxicology	toxicologies
+toxin	toxins
+toxoid	toxoids
+toxoplasmosis	toxoplasmoses
+toy	toyed
+toy	toying
+toy	toys
+toyshop	toyshops
+tr	trs
+trace	traced
+trace	traces
+trace	tracing
+tracer	tracers
+tracery	traceries
+trachea	tracheae
+trachea	tracheas
+tracheostomy	tracheostomies
+tracheotomy	tracheotomies
+trachoma	trachomata
+tracing	tracings
+track	tracked
+track	tracking
+track	tracks
+tracker	trackers
+tracksuit	tracksuits
+tract	tracts
+tractability	tractabilities
+traction	tractions
+tractor	tractors
+trad	trads
+trade	traded
+trade	trades
+trade	trading
+trade-in	trade-ins
+trademark	trademarked
+trademark	trademarking
+trademark	trademarks
+tradename	tradenames
+tradeoff	tradeoffs
+trade-off	trade-offs
+trader	traders
+tradesman	tradesmen
+tradition	traditions
+traditionalist	traditionalists
+traduce	traduced
+traduce	traduces
+traduce	traducing
+traffic	trafficked
+traffic	trafficking
+traffic	traffics
+trafficker	traffickers
+tragedy	tragedies
+tragicomedy	tragicomedies
+trail	trailed
+trail	trailing
+trail	trails
+trailblazer	trailblazers
+trailer	trailers
+train	trained
+train	training
+train	trains
+trainee	trainees
+traineeship	traineeships
+trainer	trainers
+training	trainings
+traipse	traipsed
+traipse	traipses
+traipse	traipsing
+trait	traits
+traitor	traitors
+trajectory	trajectories
+tram	trams
+tramcar	tramcars
+tramline	tramlines
+trammel	trammelled
+trammel	trammelling
+trammel	trammels
+tramp	tramped
+tramp	tramping
+tramp	tramps
+trample	trampled
+trample	tramples
+trample	trampling
+trampoline	trampolines
+tramway	tramways
+trance	trances
+tranquiliser	tranquilisers
+tranquilize	tranquilized
+tranquilize	tranquilizes
+tranquilize	tranquilizing
+tranquilizer	tranquilizers
+tranquillise	tranquillised
+tranquillise	tranquillises
+tranquillise	tranquillising
+tranquilliser	tranquillisers
+tranquillize	tranquillized
+tranquillize	tranquillizes
+tranquillize	tranquillizing
+tranquillizer	tranquillizers
+transact	transacted
+transact	transacting
+transact	transacts
+transaction	transactions
+transaminase	transaminases
+transceiver	transceivers
+transcend	transcended
+transcend	transcending
+transcend	transcends
+transcribe	transcribed
+transcribe	transcribes
+transcribe	transcribing
+transcriber	transcribers
+transcript	transcripts
+transcriptase	transcriptases
+transcription	transcriptions
+transcriptome	transcriptomes
+transduce	transduced
+transduce	transduces
+transduce	transducing
+transducer	transducers
+transduction	transductions
+transect	transected
+transect	transecting
+transect	transects
+transept	transepts
+transfect	transfected
+transfect	transfecting
+transfect	transfects
+transfection	transfections
+transfer	transferred
+transfer	transferring
+transfer	transfers
+transferase	transferases
+transferee	transferees
+transference	transferences
+transferral	transferrals
+transferrin	transferrins
+transfiguration	transfigurations
+transfigure	transfigured
+transfigure	transfigures
+transfigure	transfiguring
+transfix	transfixed
+transfix	transfixes
+transfix	transfixing
+transform	transformed
+transform	transforming
+transform	transforms
+transformation	transformations
+transformer	transformers
+transfuse	transfused
+transfuse	transfuses
+transfuse	transfusing
+transfusion	transfusions
+transgender	transgenders
+transgene	transgenes
+transgenic	transgenics
+transgress	transgressed
+transgress	transgresses
+transgress	transgressing
+transgression	transgressions
+transgressor	transgressors
+transient	transients
+transistor	transistors
+transit	transited
+transit	transiting
+transit	transits
+transition	transitioned
+transition	transitioning
+transition	transitions
+transl	transls
+translate	translated
+translate	translates
+translate	translating
+translation	translations
+translator	translators
+transliterate	transliterated
+transliterate	transliterates
+transliterate	transliterating
+transliteration	transliterations
+translocate	translocated
+translocate	translocates
+translocate	translocating
+translocation	translocations
+translucency	translucencies
+transmissibility	transmissibilities
+transmission	transmissions
+transmit	transmits
+transmit	transmitted
+transmit	transmitting
+transmittal	transmittals
+transmittance	transmittances
+transmitter	transmitters
+transmogrify	transmogrified
+transmogrify	transmogrifies
+transmogrify	transmogrifying
+transmutation	transmutations
+transmute	transmuted
+transmute	transmutes
+transmute	transmuting
+transnational	transnationals
+transom	transoms
+transparency	transparencies
+transpire	transpired
+transpire	transpires
+transpire	transpiring
+transplant	transplanted
+transplant	transplanting
+transplant	transplants
+transplantation	transplantations
+transponder	transponders
+transport	transported
+transport	transporting
+transport	transports
+transportation	transportations
+transporter	transporters
+transpose	transposed
+transpose	transposes
+transpose	transposing
+transposition	transpositions
+transposon	transposons
+transsexual	transsexuals
+transship	transshipped
+transship	transshipping
+transship	transships
+transshipment	transshipments
+transversal	transversals
+transverter	transverters
+transvestite	transvestites
+trap	trapped
+trap	trapping
+trap	traps
+trapdoor	trapdoors
+trap-door	trap-doors
+trapeze	trapezes
+trapezium	trapezia
+trapezium	trapeziums
+trapezius	trapeziuses
+trapezoid	trapezoids
+trapper	trappers
+trapping	trappings
+trash	trashes
+trashcan	trashcans
+trashy	trashier
+trashy	trashiest
+trauma	traumas
+trauma	traumata
+traumatise	traumatised
+traumatise	traumatises
+traumatise	traumatising
+traumatize	traumatized
+traumatize	traumatizes
+traumatize	traumatizing
+travail	travails
+travel	traveled
+travel	traveling
+travel	travelled
+travel	travelling
+travel	travels
+traveler	travelers
+traveller	travellers
+travelogue	travelogues
+traverse	traversed
+traverse	traverses
+traverse	traversing
+travertine	travertines
+travesty	travesties
+trawl	trawled
+trawl	trawling
+trawl	trawls
+trawler	trawlers
+trawlerman	trawlermen
+tray	trays
+treachery	treacheries
+tread	treading
+tread	treads
+tread	trod
+tread	trodden
+treadle	treadles
+treadmill	treadmills
+treason	treasons
+treasure	treasured
+treasure	treasures
+treasure	treasuring
+treasurer	treasurers
+treasure-trove	treasure-troves
+treasury	treasuries
+treat	treated
+treat	treating
+treat	treats
+treater	treaters
+treatise	treatises
+treatment	treatments
+treaty	treaties
+treble	trebled
+treble	trebles
+treble	trebling
+tree	treed
+tree	treeing
+tree	trees
+treecreeper	treecreepers
+treetop	treetops
+tree-top	tree-tops
+tree-trunk	tree-trunks
+trefoil	trefoils
+trek	trekked
+trek	trekking
+trek	treks
+trekker	trekkers
+trellis	trellised
+trellis	trellises
+trellis	trellising
+trematode	trematodes
+tremble	trembled
+tremble	trembles
+tremble	trembling
+tremolo	tremolos
+tremor	tremors
+trench	trenched
+trench	trenches
+trench	trenching
+trend	trended
+trend	trending
+trend	trends
+trendsetter	trendsetters
+trend-setter	trend-setters
+trendy	trendier
+trendy	trendies
+trendy	trendiest
+trepidation	trepidations
+trespass	trespassed
+trespass	trespasses
+trespass	trespassing
+trespasser	trespassers
+tress	tresses
+trestle	trestles
+triad	triads
+triage	triaged
+triage	triages
+triage	triaging
+trial	trialed
+trial	trialing
+trial	trials
+trialist	trialists
+triallist	triallists
+triangle	triangles
+triangulate	triangulated
+triangulate	triangulates
+triangulate	triangulating
+triangulation	triangulations
+triathlete	triathletes
+triathlon	triathlons
+triazole	triazoles
+tribe	tribes
+tribesman	tribesmen
+tribesperson	tribespeople
+tribulation	tribulations
+tribunal	tribunals
+tribune	tribunes
+tributary	tributaries
+tribute	tributes
+trice	trices
+triceps	tricepses
+trichiasis	trichiases
+trichome	trichomes
+trichotillomania	trichotillomanias
+trick	tricked
+trick	tricking
+trick	tricks
+trickle	trickled
+trickle	trickles
+trickle	trickling
+trickster	tricksters
+tricky	trickier
+tricky	trickiest
+tricolor	tricolors
+tricolour	tricolours
+tricycle	tricycles
+tricyclic	tricyclics
+trident	tridents
+triennium	triennia
+triennium	trienniums
+trier	triers
+trifle	trifled
+trifle	trifles
+trifle	trifling
+triforium	triforia
+trigger	triggered
+trigger	triggering
+trigger	triggers
+triggerfish	triggerfishes
+triglyceride	triglycerides
+trigon	trigons
+trigram	trigrams
+trike	trikes
+trilby	trilbies
+trill	trilled
+trill	trilling
+trill	trills
+trillion	trillions
+trilobite	trilobites
+trilogy	trilogies
+trim	trimmed
+trim	trimmer
+trim	trimmest
+trim	trimming
+trim	trims
+trimaran	trimarans
+trimer	trimers
+trimester	trimesters
+trimmer	trimmers
+trimming	trimmings
+trine	trines
+trinitarian	trinitarians
+trinitrate	trinitrates
+trinity	trinities
+trinket	trinkets
+trio	trios
+trioxide	trioxides
+trip	tripped
+trip	tripping
+trip	trips
+tripe	tripes
+triphosphate	triphosphates
+triple	tripled
+triple	triples
+triple	tripling
+triplet	triplets
+triplicate	triplicates
+tripod	tripods
+tripper	trippers
+triptan	triptans
+triptych	triptychs
+tripwire	tripwires
+trisomy	trisomies
+trite	triter
+trite	tritest
+triumph	triumphed
+triumph	triumphing
+triumph	triumphs
+triumphalist	triumphalists
+triumvirate	triumvirates
+trivialise	trivialised
+trivialise	trivialises
+trivialise	trivialising
+triviality	trivialities
+trivialize	trivialized
+trivialize	trivializes
+trivialize	trivializing
+trivium	trivia
+trochanter	trochanters
+troglodyte	troglodytes
+trogon	trogons
+Trojan	Trojans
+troll	trolled
+troll	trolling
+troll	trolls
+trolley	trolleys
+trollop	trollops
+trolly	trollies
+trombone	trombones
+trombonist	trombonists
+trompe	trompes
+troop	trooped
+troop	trooping
+troop	troops
+trooper	troopers
+troopship	troopships
+trope	tropes
+trophoblast	trophoblasts
+trophy	trophies
+tropic	tropics
+tropism	tropisms
+troponin	troponins
+tropopause	tropopauses
+troposphere	tropospheres
+trot	trots
+trot	trotted
+trot	trotting
+Trotskyist	Trotskyists
+Trotskyite	Trotskyites
+trotter	trotters
+troubadour	troubadours
+trouble	troubled
+trouble	troubles
+trouble	troubling
+troublemaker	troublemakers
+trouble-maker	trouble-makers
+troubleshoot	troubleshooted
+troubleshoot	troubleshooting
+troubleshoot	troubleshoots
+troubleshooter	troubleshooters
+trough	troughs
+trounce	trounced
+trounce	trounces
+trounce	trouncing
+troupe	troupes
+trouper	troupers
+trouser	trousers
+trousseau	trousseaus
+trousseau	trousseaux
+trout	trouts
+trove	troves
+trowel	trowels
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+truant	truants
+truce	truces
+truck	trucked
+truck	trucking
+truck	trucks
+trucker	truckers
+truckle	truckled
+truckle	truckles
+truckle	truckling
+truckload	truckloads
+trudge	trudged
+trudge	trudges
+trudge	trudging
+TRUE	truer
+TRUE	truest
+truffle	truffles
+trug	trugs
+truism	truisms
+trump	trumped
+trump	trumping
+trump	trumps
+trumpet	trumpeted
+trumpet	trumpeting
+trumpet	trumpets
+trumpeter	trumpeters
+truncate	truncated
+truncate	truncates
+truncate	truncating
+truncation	truncations
+truncheon	truncheons
+trundle	trundled
+trundle	trundles
+trundle	trundling
+trunk	trunks
+trunnion	trunnions
+truss	trussed
+truss	trusses
+truss	trussing
+trust	trusted
+trust	trusting
+trust	trusts
+trustee	trustees
+trusteeship	trusteeships
+trusty	trustier
+trusty	trustiest
+truth	truths
+try	tried
+try	tries
+try	trying
+try-out	try-outs
+trypanosome	trypanosomes
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+Tuesday	Tuesdays
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+tug	tugging
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+vacation	vacationing
+vacation	vacations
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+valuable	valuables
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+value	values
+value	valuing
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+vector	vectoring
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+vegetate	vegetates
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+venerate	venerating
+Venetian	Venetians
+Venezuelan	Venezuelans
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+vent	venting
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+ventilation	ventilations
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+verify	verifying
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+version	versioning
+version	versions
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+vest	vesting
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+video	videoing
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+vile	vilest
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+visible	visiblest
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+vision	visioning
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+void	voiding
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+walker	walkers
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+wary	wariest
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+water	watering
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+weak	weakest
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+web	webbing
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+wedge	wedges
+wedge	wedging
+Wednesday	Wednesdays
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+wee	weeing
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+weed	weeding
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+weeny	weenier
+weeny	weeniest
+weep	weeping
+weep	weeps
+weep	wept
+weepy	weepies
+weevil	weevils
+weft	wefts
+weigh	weighed
+weigh	weighing
+weigh	weighs
+weighbridge	weighbridges
+weigh-in	weigh-ins
+weighing	weighings
+weight	weighted
+weight	weighting
+weight	weights
+weighting	weightings
+weightlifter	weightlifters
+weighty	weightier
+weighty	weightiest
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+weird	weirder
+weird	weirdest
+weirdo	weirdos
+welch	welched
+welch	welches
+welch	welching
+welcome	welcomed
+welcome	welcomes
+welcome	welcoming
+weld	welded
+weld	welding
+weld	welds
+welder	welders
+well	best
+well	better
+well	welled
+well	welling
+well	wells
+well-being	well-beings
+well-defined	better-defined
+wellington	wellingtons
+well-kept	best-kept
+well-kept	better-kept
+wellspring	wellsprings
+well-trained	best-trained
+well-trained	better-trained
+wellwisher	wellwishers
+well-wisher	well-wishers
+welly	wellies
+welsh	welshed
+Welsh	Welshes
+welsh	welshing
+Welshman	Welshmen
+Welshwoman	Welshwomen
+welt	welts
+welterweight	welterweights
+wen	wens
+wench	wenches
+wend	wended
+wend	wending
+wend	wends
+werewolf	werewolves
+western	westerns
+westerner	westerners
+westernise	westernised
+westernise	westernises
+westernise	westernising
+westernize	westernized
+westernize	westernizes
+westernize	westernizing
+westward	westwards
+wet	wets
+wet	wetted
+wet	wetter
+wet	wettest
+wet	wetting
+wether	wethers
+wetland	wetlands
+wet-nurse	wet-nurses
+wetsuit	wetsuits
+wetter	wetters
+whack	whacked
+whack	whacking
+whack	whacks
+whacking	whackings
+whale	whales
+whaler	whalers
+wharf	wharfs
+wharf	wharves
+wheat	wheats
+wheatear	wheatears
+wheatgrass	wheatgrasses
+wheedle	wheedled
+wheedle	wheedles
+wheedle	wheedling
+wheel	wheeled
+wheel	wheeling
+wheel	wheels
+wheelbarrow	wheelbarrows
+wheelbase	wheelbases
+wheelchair	wheelchairs
+wheel-chair	wheel-chairs
+wheeler-dealer	wheeler-dealers
+wheelhouse	wheelhouses
+wheelie	wheelies
+wheelwright	wheelwrights
+wheeze	wheezed
+wheeze	wheezes
+wheeze	wheezing
+wheezy	wheezier
+wheezy	wheeziest
+whelk	whelks
+whelm	whelmed
+whelm	whelming
+whelm	whelms
+whelp	whelped
+whelp	whelping
+whelp	whelps
+where	wheres
+wherefore	wherefores
+whet	whets
+whet	whetted
+whet	whetting
+whetstone	whetstones
+whiff	whiffs
+Whig	Whigs
+while	whiled
+while	whiles
+while	whiling
+whim	whims
+whimper	whimpered
+whimper	whimpering
+whimper	whimpers
+whimsy	whimsies
+whin	whins
+whine	whined
+whine	whines
+whine	whining
+whinge	whinged
+whinge	whingeing
+whinge	whinges
+whinge	whinging
+whinny	whinnied
+whinny	whinnies
+whinny	whinnying
+whip	whipped
+whip	whipping
+whip	whips
+whiplash	whiplashes
+whippersnapper	whippersnappers
+whippet	whippets
+whippy	whippier
+whip-round	whip-rounds
+whir	whirred
+whir	whirring
+whir	whirs
+whirl	whirled
+whirl	whirling
+whirl	whirls
+whirlpool	whirlpools
+whirlwind	whirlwinds
+whirr	whirred
+whirr	whirring
+whirr	whirrs
+whisk	whisked
+whisk	whisking
+whisk	whisks
+whisker	whiskers
+whiskey	whiskeys
+whisky	whiskies
+whisper	whispered
+whisper	whispering
+whisper	whispers
+whistle	whistled
+whistle	whistles
+whistle	whistling
+whistleblower	whistleblowers
+whistle-blower	whistle-blowers
+whistler	whistlers
+white	whiter
+white	whites
+white	whitest
+whitebeam	whitebeams
+whitefish	whitefishes
+whitefly	whiteflies
+whitehead	whiteheads
+whiten	whitened
+whiten	whitening
+whiten	whitens
+whitener	whiteners
+whiteout	whiteouts
+whitethroat	whitethroats
+whitewash	whitewashed
+whitewash	whitewashes
+whitewash	whitewashing
+whiting	whitings
+Whitsun	Whitsuns
+whittle	whittled
+whittle	whittles
+whittle	whittling
+whiz	whized
+whiz	whizes
+whiz	whizing
+whiz	whizzed
+whiz	whizzes
+whiz	whizzing
+whizz	whizzed
+whizz	whizzes
+whizz	whizzing
+whizz-kid	whizz-kids
+whodunit	whodunits
+whole	wholes
+wholefood	wholefoods
+wholesale	wholesaled
+wholesale	wholesales
+wholesale	wholesaling
+wholesaler	wholesalers
+whoop	whooped
+whoop	whooping
+whoop	whoops
+whoosh	whooshed
+whoosh	whooshes
+whoosh	whooshing
+whopper	whoppers
+whore	whores
+whorehouse	whorehouses
+whorl	whorls
+why	whies
+why	whys
+wick	wicks
+wicked	wickeder
+wicked	wickedest
+wicket	wickets
+wicketkeeper	wicketkeepers
+wicket-keeper	wicket-keepers
+wide	wider
+wide	wides
+wide	widest
+wideband	widebands
+widen	widened
+widen	widening
+widen	widens
+widget	widgets
+widow	widows
+widower	widowers
+width	widths
+wield	wielded
+wield	wielding
+wield	wields
+wife	wives
+wifely	wifelier
+wig	wigs
+wigeon	wigeons
+wiggle	wiggled
+wiggle	wiggles
+wiggle	wiggling
+wiggler	wigglers
+wigwam	wigwams
+wild	wilder
+wild	wildest
+wild	wilds
+wildcat	wildcats
+wildebeest	wildebeests
+wilderness	wildernesses
+wildfire	wildfires
+wild-type	wild-types
+wile	wiled
+wile	wiles
+wile	wiling
+will	ll
+will	'll
+will	willed
+will	willing
+will	wills
+willie	willies
+will-o-the-wisp	will-o-the-wisps
+willow	willows
+willow-herb	willow-herbs
+willy	willies
+wilt	wilted
+wilt	wilting
+wilt	wilts
+wily	wilier
+wily	wiliest
+wimp	wimps
+wimple	wimples
+win	winning
+win	wins
+win	won
+wince	winced
+wince	winces
+wince	wincing
+winch	winched
+winch	winches
+winch	winching
+wind	winded
+wind	winding
+wind	winds
+wind	wound
+windbag	windbags
+windbreak	windbreaks
+winder	winders
+windfall	windfalls
+winding	windings
+windlass	windlasses
+windmill	windmills
+window	windowed
+window	windowing
+window	windows
+window-box	window-boxes
+window-dresser	window-dressers
+window-frame	window-frames
+windowpane	windowpanes
+window-pane	window-panes
+window-shop	window-shopped
+window-shop	window-shopping
+window-shop	window-shops
+windowsill	windowsills
+window-sill	window-sills
+windpipe	windpipes
+windscreen	windscreens
+windshield	windshields
+windstorm	windstorms
+windsurfer	windsurfers
+windy	windier
+windy	windiest
+wine	wined
+wine	wines
+wine	wining
+wineglass	wineglasses
+winery	wineries
+wing	winged
+wing	winging
+wing	wings
+winger	wingers
+wingman	wingmen
+wingspan	wingspans
+wink	winked
+wink	winking
+wink	winks
+winkle	winkled
+winkle	winkles
+winkle	winkling
+winner	winners
+winning	winnings
+winnow	winnowed
+winnow	winnowing
+winnow	winnows
+winter	wintered
+winter	wintering
+winter	winters
+wintery	winterier
+wintry	wintrier
+wintry	wintriest
+wipe	wiped
+wipe	wipes
+wipe	wiping
+wiper	wipers
+wire	wired
+wire	wires
+wire	wiring
+wiredraw	wiredrawing
+wiredraw	wiredrawn
+wiredraw	wiredraws
+wiredraw	wiredrew
+wireless	wirelesses
+wiretap	wiretaps
+wire-tap	wire-tapped
+wire-tap	wire-tapping
+wire-tap	wire-taps
+wireworm	wireworms
+wiring	wirings
+wiry	wirier
+wiry	wiriest
+wisdom	wisdoms
+wise	wised
+wise	wiser
+wise	wises
+wise	wisest
+wise	wising
+wisecrack	wisecracked
+wisecrack	wisecracking
+wisecrack	wisecracks
+wish	wished
+wish	wishes
+wish	wishing
+wishbone	wishbones
+wisp	wisps
+wispy	wispier
+wisteria	wisterias
+wit	wist
+wit	wits
+wit	witted
+wit	witting
+wit	wot
+witch	witches
+witch-hunt	witch-hunts
+withdraw	withdrawed
+withdraw	withdrawing
+withdraw	withdrawn
+withdraw	withdraws
+withdraw	withdrew
+withdrawal	withdrawals
+wither	withered
+wither	withering
+wither	withers
+withhold	withheld
+withhold	withholded
+withhold	withholding
+withhold	withholds
+withstand	withstanding
+withstand	withstands
+withstand	withstood
+witness	witnessed
+witness	witnesses
+witness	witnessing
+witness-box	witness-boxes
+witter	wittered
+witter	wittering
+witter	witters
+witticism	witticisms
+witty	wittier
+witty	wittiest
+wizard	wizards
+wk	wks
+wobble	wobbled
+wobble	wobbles
+wobble	wobbling
+wobbler	wobblers
+wobbly	wobblier
+wodge	wodges
+woe	woes
+wog	wogs
+wok	woks
+wold	wolds
+wolf	wolfed
+wolf	wolfing
+wolf	wolfs
+wolf	wolves
+wolfhound	wolfhounds
+wolf-whistle	wolf-whistled
+wolf-whistle	wolf-whistles
+wolf-whistle	wolf-whistling
+wolverine	wolverines
+woman	women
+womanise	womanised
+womanise	womanises
+womanise	womanising
+womanizer	womanizers
+womanly	womanlier
+womb	wombs
+wombat	wombats
+wonder	wondered
+wonder	wondering
+wonder	wonders
+wonderland	wonderlands
+wonky	wonkier
+wonky	wonkiest
+woo	wooed
+woo	wooing
+woo	woos
+wood	wooded
+wood	wooding
+wood	woods
+wood-carving	wood-carvings
+woodchip	woodchips
+woodcock	woodcocks
+woodcraft	woodcrafts
+woodcut	woodcuts
+woodcutter	woodcutters
+woodland	woodlands
+woodlouse	woodlice
+woodman	woodmen
+woodpecker	woodpeckers
+woodpile	woodpiles
+woodshed	woodsheds
+woodsman	woodsmen
+woodwind	woodwinds
+woodworker	woodworkers
+woodworm	woodworms
+woody	woodier
+woody	woodiest
+wooer	wooers
+woof	woofed
+woof	woofing
+woof	woofs
+woofer	woofers
+wool	wools
+woollen	woollens
+woolly	woollier
+woolly	woollies
+woolly	woolliest
+wooly	woolier
+woozy	woozier
+woozy	wooziest
+wop	wops
+word	worded
+word	wording
+word	words
+wording	wordings
+wordlist	wordlists
+wordy	wordier
+wordy	wordiest
+work	worked
+work	working
+work	works
+work	wrought
+workaholic	workaholics
+workbench	workbenches
+workbook	workbooks
+workday	workdays
+worker	workers
+workflow	workflows
+workforce	workforces
+work-force	work-forces
+workgroup	workgroups
+workhorse	workhorses
+workhouse	workhouses
+work-in	work-ins
+working	workings
+workingman	workingmen
+work-in-progress	works-in-progress
+work-life	work-lives
+worklist	worklists
+workload	workloads
+work-load	work-loads
+workman	workmen
+workmanship	workmanships
+workmate	workmates
+workout	workouts
+work-out	work-outs
+workplace	workplaces
+work-place	work-places
+workroom	workrooms
+worksheet	worksheets
+workshop	workshops
+worksite	worksites
+workspace	workspaces
+workstation	workstations
+worktop	worktops
+work-to-rule	work-to-rules
+work-up	work-ups
+world	worlds
+worldly	worldlier
+worldly	worldliest
+worldview	worldviews
+world-view	world-views
+worm	wormed
+worm	worming
+worm	worms
+wormer	wormers
+wormy	wormier
+wormy	wormiest
+worrier	worriers
+worry	worried
+worry	worries
+worry	worrying
+worsen	worsened
+worsen	worsening
+worsen	worsens
+worship	worshiped
+worship	worshiping
+worship	worshipped
+worship	worshipping
+worship	worships
+worshiper	worshipers
+worshipper	worshippers
+worst	worsted
+worst	worsting
+worst	worsts
+wort	worts
+worth	worths
+worthy	worthier
+worthy	worthies
+worthy	worthiest
+would	'd
+wound	wounded
+wound	wounding
+wound	wounds
+wow	wowed
+wow	wowing
+wow	wows
+WPC	WPCs
+wrack	wracked
+wrack	wracking
+wrack	wracks
+wraith	wraiths
+wrangle	wrangled
+wrangle	wrangles
+wrangle	wrangling
+wrangler	wranglers
+wrap	wrapped
+wrap	wrapping
+wrap	wraps
+wrap	wrapt
+wrapper	wrappers
+wrapping	wrappings
+wrasse	wrasses
+wreak	wreaked
+wreak	wreaking
+wreak	wreaks
+wreath	wreaths
+wreathe	wreathed
+wreathe	wreathes
+wreathe	wreathing
+wreck	wrecked
+wreck	wrecking
+wreck	wrecks
+wrecker	wreckers
+wren	wrens
+wrench	wrenched
+wrench	wrenches
+wrench	wrenching
+wrest	wrested
+wrest	wresting
+wrest	wrests
+wrestle	wrestled
+wrestle	wrestles
+wrestle	wrestling
+wrestler	wrestlers
+wretch	wretches
+wriggle	wriggled
+wriggle	wriggles
+wriggle	wriggling
+wright	wrights
+wring	wringing
+wring	wrings
+wring	wrung
+wringer	wringers
+wrinkle	wrinkled
+wrinkle	wrinkles
+wrinkle	wrinkling
+wrinkly	wrinklier
+wrist	wrists
+wristband	wristbands
+wristwatch	wristwatches
+writ	writs
+write	writes
+write	writing
+write	written
+write	wrote
+write-off	write-offs
+writer	writers
+write-up	write-ups
+writhe	writhed
+writhe	writhes
+writhe	writhing
+writing	writings
+wrong	worse
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+wrong	wronged
+wrong	wronging
+wrong	wrongs
+wrongdoer	wrongdoers
+wrongdoing	wrongdoings
+wrong-foot	wrong-footed
+wrong-foot	wrong-footing
+wrong-foot	wrong-foots
+wry	wrier
+wry	wriest
+wye	wyes
+xanthine	xanthines
+xenograft	xenografts
+xenophobe	xenophobes
+xenotransplantation	xenotransplantations
+Xerox	Xeroxed
+Xerox	Xeroxes
+Xerox	Xeroxing
+xi	xis
+Xmas	Xmasses
+xray	xrays
+X-ray	X-rayed
+X-ray	X-raying
+X-ray	X-rays
+xylem	xylems
+xylene	xylenes
+xylophone	xylophones
+y	ys
+yacht	yachted
+yacht	yachting
+yacht	yachts
+yachting	yachtings
+yachtsman	yachtsmen
+yachtswoman	yachtswomen
+yak	yaks
+yam	yams
+yammer	yammered
+yammer	yammering
+yammer	yammers
+yang	yangs
+yank	yanked
+yank	yanking
+yank	yanks
+Yankee	Yankees
+yap	yaped
+yap	yaping
+yap	yapped
+yap	yapping
+yap	yaps
+yard	yards
+yardstick	yardsticks
+yarn	yarned
+yarn	yarning
+yarn	yarns
+yashmak	yashmaks
+yaw	yawed
+yaw	yawing
+yaw	yaws
+yawn	yawned
+yawn	yawning
+yawn	yawns
+y-axis	y-axides
+yd	yds
+year	years
+yearbook	yearbooks
+yearling	yearlings
+yearn	yearned
+yearn	yearning
+yearn	yearns
+yearning	yearnings
+yeast	yeasts
+yeasty	yeastier
+yell	yelled
+yell	yelling
+yell	yells
+yellow	yellowed
+yellow	yellower
+yellow	yellowest
+yellow	yellowing
+yellow	yellows
+yellowhammer	yellowhammers
+yelp	yelped
+yelp	yelping
+yelp	yelps
+Yemeni	Yemenis
+yen	yens
+yeoman	yeomen
+yes	yeah
+yes	yeses
+yes	yesses
+yes-man	yes-men
+yesterday	yesterdays
+yesteryear	yesteryears
+yeti	yetis
+yew	yews
+yield	yielded
+yield	yielding
+yield	yields
+yip	yips
+ym	yms
+YMCA	YMCAs
+yob	yobs
+yobbo	yobbos
+yodel	yodelled
+yodel	yodelling
+yodel	yodels
+yoghourt	yoghourts
+yoghurt	yoghurts
+yogi	yogis
+yogurt	yogurts
+yoke	yoked
+yoke	yokes
+yoke	yoking
+yokel	yokels
+yolk	yolks
+yorker	yorkers
+you	thee
+you	ya
+young	younger
+young	youngest
+youngster	youngsters
+yourself	yourselves
+youth	youths
+yowl	yowled
+yowl	yowling
+yowl	yowls
+yo-yo	yo-yoes
+yo-yo	yo-yos
+yr	yrs
+yucca	yuccas
+Yugoslav	Yugoslavs
+Yule	Yules
+yuletide	yuletides
+yuppie	yuppies
+yuppy	yuppies
+YWCA	YWCAs
+Zairean	Zaireans
+Zambian	Zambians
+zander	zanders
+zany	zanier
+zany	zaniest
+zap	zapped
+zap	zapping
+zap	zaps
+zealot	zealots
+zebra	zebras
+zebrafish	zebrafishes
+zee	zees
+zeitgeist	zeitgeists
+zenith	zeniths
+zeolite	zeolites
+zephyr	zephyrs
+zero	zeroed
+zero	zeroes
+zero	zeroing
+zero	zeros
+zidovudine	zidovudines
+zigzag	zigzagged
+zigzag	zigzagging
+zigzag	zigzags
+zig-zag	zig-zagged
+zig-zag	zig-zagging
+zig-zag	zig-zags
+Zimbabwean	Zimbabweans
+zinc	zincs
+zing	zings
+Zionist	Zionists
+zip	zipped
+zip	zipping
+zip	zips
+zipper	zippers
+zircon	zircons
+zirconium	zirconia
+zither	zithers
+zodiac	zodiacs
+zombie	zombies
+zona	zonae
+zonation	zonations
+zone	zoned
+zone	zones
+zone	zoning
+zoo	zoos
+zoologist	zoologists
+zoology	zoologies
+zoom	zoomed
+zoom	zooming
+zoom	zooms
+zoonose	zoonoses
+zoonosis	zoonoses
+zooplankton	zooplanktons
+zoospore	zoospores
+zucchini	zucchinis
+Zulu	Zulus
+zygote	zygotes
\ No newline at end of file
diff --git a/stopword/englishstopwords.odt b/stopword/englishstopwords.odt
new file mode 100644
index 000000000..5b16b504d
--- /dev/null
+++ b/stopword/englishstopwords.odt
@@ -0,0 +1,127 @@
+i
+me
+my
+myself
+we
+our
+ours
+ourselves
+you
+your
+yours
+yourself
+yourselves
+he
+him
+his
+himself
+she
+her
+hers
+herself
+it
+its
+itself
+they
+them
+their
+theirs
+themselves
+what
+which
+who
+whom
+this
+that
+these
+those
+am
+is
+are
+was
+were
+be
+been
+being
+have
+has
+had
+having
+do
+does
+did
+doing
+a
+an
+the
+and
+but
+if
+or
+because
+as
+until
+while
+of
+at
+by
+for
+with
+about
+against
+between
+into
+through
+during
+before
+after
+above
+below
+to
+from
+up
+down
+in
+out
+on
+off
+over
+under
+again
+further
+then
+once
+here
+there
+when
+where
+why
+how
+all
+any
+both
+each
+few
+more
+most
+other
+some
+such
+no
+nor
+not
+only
+own
+same
+so
+than
+too
+very
+s
+t
+can
+will
+just
+don
+should
+now

From 55ecf781ca964fdc1fc088cb12fef7f4f61bc712 Mon Sep 17 00:00:00 2001
From: Ashish Gupta <hackerashish25@gmail.com>
Date: Sat, 12 Jan 2019 20:10:05 +0530
Subject: [PATCH 4/5] adding function lemmatization and stopword

---
 utils.py | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/utils.py b/utils.py
index c0c92aec8..f0287ca49 100644
--- a/utils.py
+++ b/utils.py
@@ -477,6 +477,18 @@ def open_data(name, mode='r'):
 
     return open(aima_file, mode=mode)
 
+def stopword_data(name,mode = 'r+'):
+    aima_root = os.path.dirname(__file__)
+    aima_file = os.path.join(aima_root, *['stopword', name])
+
+    return open(aima_file, mode=mode)
+	
+def lemmatization(name,mode = 'r+'):
+    aima_root = os.path.dirname(__file__)
+    aima_file = os.path.join(aima_root, *['lemmatization', name])
+
+    return open(aima_file, mode=mode)	
+
 
 def failure_test(algorithm, tests):
     """Grades the given algorithm based on how many tests it passes.

From 940f430409cc9561c82ac9c5acfe4a0ec0d4b7ff Mon Sep 17 00:00:00 2001
From: Ashish Gupta <hackerashish25@gmail.com>
Date: Sat, 12 Jan 2019 20:16:37 +0530
Subject: [PATCH 5/5] removing unnecessary variable

---
 nlp_apps.ipynb | 1 -
 1 file changed, 1 deletion(-)

diff --git a/nlp_apps.ipynb b/nlp_apps.ipynb
index 035603d5b..9c1282a31 100644
--- a/nlp_apps.ipynb
+++ b/nlp_apps.ipynb
@@ -584,7 +584,6 @@
    "outputs": [],
    "source": [
     "# stemming and lemmatization\n",
-    "n=0\n",
     "for w , word in enumerate(wordseq):\n",
     "    if word in d.keys():\n",
     "        wordseq[w] = d[word]        "