├── LICENSE
├── README.md
├── logo.png
├── setup.py
├── test_values.py
├── test_word_forms.py
└── word_forms
    ├── __init__.py
    ├── adj_to_adv.txt
    ├── constants.py
    ├── en-verbs.txt
    ├── lemmatizer.py
    └── word_forms.py


/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2017 Dibya Chakravorty
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


--------------------------------------------------------------------------------
/README.md:
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  1 | <img src="https://github.com/gutfeeling/word_forms/raw/master/logo.png" alt="word forms logo" width="500">
  2 | 
  3 | ## Accurately generate all possible forms of an English word
  4 | 
  5 | Word forms can accurately generate all possible forms of an English word. It can conjugate verbs. It can connect different
  6 | parts of speeches e.g noun to adjective, adjective to adverb, noun to verb etc. It can pluralize singular nouns. It does this all in one function. Enjoy!
  7 | 
  8 | ## Examples
  9 | 
 10 | Some very timely examples :-P
 11 | 
 12 | ```python
 13 | >>> from word_forms.word_forms import get_word_forms
 14 | >>> get_word_forms("president")
 15 | >>> {'n': {'presidents', 'presidentships', 'presidencies', 'presidentship', 'president', 'presidency'},
 16 |      'a': {'presidential'},
 17 |      'v': {'preside', 'presided', 'presiding', 'presides'},
 18 |      'r': {'presidentially'}}
 19 | >>> get_word_forms("elect")
 20 | >>> {'n': {'elects', 'electives', 'electors', 'elect', 'eligibilities', 'electorates', 'eligibility', 'elector', 'election', 'elections', 'electorate', 'elective'},
 21 |      'a': {'eligible', 'electoral', 'elective', 'elect'},
 22 |      'v': {'electing', 'elects', 'elected', 'elect'},
 23 |      'r': set()}
 24 | >>> get_word_forms("politician")
 25 | >>> {'n': {'politician', 'politics', 'politicians'},
 26 |      'a': {'political'},
 27 |      'v': set(),
 28 |      'r': {'politically'}}
 29 | >>> get_word_forms("am")
 30 | >>> {'n': {'being', 'beings'},
 31 |      'a': set(),
 32 |      'v': {'was', 'be', "weren't", 'am', "wasn't", "aren't", 'being', 'were', 'is', "isn't", 'been', 'are', 'am not'},
 33 |      'r': set()}
 34 | >>> get_word_forms("ran")
 35 | >>> {'n': {'run', 'runniness', 'runner', 'runninesses', 'running', 'runners', 'runnings', 'runs'},
 36 |      'a': {'running', 'runny'},
 37 |      'v': {'running', 'run', 'ran', 'runs'},
 38 |      'r': set()}
 39 | >>> get_word_forms('continent', 0.8) # with configurable similarity threshold
 40 | >>> {'n': {'continents', 'continency', 'continences', 'continent', 'continencies', 'continence'},
 41 |      'a': {'continental', 'continent'},
 42 |      'v': set(),
 43 |      'r': set()}
 44 | ```
 45 | As you can see, the output is a dictionary with four keys. "r" stands for adverb, "a" for adjective, "n" for noun
 46 | and "v" for verb. Don't ask me why "r" stands for adverb. This is what WordNet uses, so this is why I use it too :-)
 47 | 
 48 | Help can be obtained at any time by typing the following:
 49 | 
 50 | ```python
 51 | >>> help(get_word_forms)
 52 | ```
 53 | 
 54 | ## Why?
 55 | In Natural Language Processing and Search, one often needs to treat words like "run" and "ran", "love" and "lovable"
 56 | or "politician" and "politics" as the same word. This is usually done by algorithmically reducing each word into a
 57 | base word and then comparing the base words. The process is called Stemming.
 58 | For example, the [Porter Stemmer](http://text-processing.com/demo/stem/) reduces both "love" and "lovely"
 59 | into the base word "love".
 60 | 
 61 | Stemmers have several shortcomings. Firstly, the base word produced by the Stemmer is not always a valid English word.
 62 | For example, the Porter Stemmer reduces the word "operation" to "oper". Secondly, the Stemmers have a high false negative rate.
 63 | For example, "run" is reduced to "run" and "ran" is reduced to "ran". This happens because the Stemmers use a set of
 64 | rational rules for finding the base words, and as we all know, the English language does not always behave very rationally.
 65 | 
 66 | Lemmatizers are more accurate than Stemmers because they produce a base form that is present in the dictionary (also called the Lemma). So the reduced word is always a valid English word. However, Lemmatizers also have false negatives because they are not very good at connecting words across different parts of speeches. The [WordNet Lemmatizer](http://textanalysisonline.com/nltk-wordnet-lemmatizer) included with NLTK fails at almost all such examples. "operations" is reduced to "operation"  and "operate" is reduced to "operate".
 67 | 
 68 | Word Forms tries to solve this problem by finding all possible forms of a given English word. It can perform verb conjugations, connect noun forms to verb forms, adjective forms, adverb forms, plularize singular forms etc.
 69 | 
 70 | ## Bonus: A simple lemmatizer
 71 | 
 72 | We also offer a very simple lemmatizer based on ``word_forms``. Here is how to use it.
 73 | 
 74 | ```python
 75 | >>> from word_forms.lemmatizer import lemmatize
 76 | >>> lemmatize("operations")
 77 | 'operant'
 78 | >>> lemmatize("operate")
 79 | 'operant'
 80 | ```
 81 | 
 82 | Enjoy!
 83 | 
 84 | ## Compatibility
 85 | 
 86 | Tested on Python 3
 87 | 
 88 | ## Installation
 89 | 
 90 | Using `pip`:
 91 | 
 92 | ```
 93 | pip install -U word_forms
 94 | ```
 95 | 
 96 | ### From source
 97 | Or you can install it from source:
 98 | 
 99 | 1. Clone the repository:
100 | 
101 | ```
102 | git clone https://github.com/gutfeeling/word_forms.git
103 | ```
104 | 
105 | 2. Install it using `pip` or `setup.py`
106 | 
107 | ```
108 | pip install -e word_forms
109 | % or
110 | cd word_forms
111 | python setup.py install
112 | ```
113 | 
114 | ## Acknowledgement
115 | 
116 | 1. [The XTAG project](http://www.cis.upenn.edu/~xtag/) for information on [verb conjugations](word_forms/en-verbs.txt).
117 | 2. [WordNet](http://wordnet.princeton.edu/)
118 | 
119 | ## Maintainer
120 | 
121 | Hi, I am Dibya and I maintain this repository. I would love to hear from you. Feel free to get in touch with me
122 | at dibyachakravorty@gmail.com.
123 | 
124 | ## Contributors
125 | 
126 | - Tom Aarsen @CubieDev is a major contributor and is singlehandedly responsible for v2.0.0.
127 | - Sajal Sharma @sajal2692 ia a major contributor.
128 | - Pamphile Roy @tupui is responsible for the PyPI package.
129 | 
130 | ## Contributions
131 | 
132 | Word Forms is not perfect. In particular, a couple of aspects can be improved.
133 | 
134 | 1. It sometimes generates non dictionary words like "runninesses" because the pluralization/singularization algorithm is
135 | not perfect. At the moment, I am using [inflect](https://pypi.python.org/pypi/inflect) for it.
136 | 
137 | If you like this package, feel free to contribute. Your pull requests are most welcome.
138 | 


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/logo.png:
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https://raw.githubusercontent.com/gutfeeling/word_forms/1ad4b74a15093c0ab996b99639f7a963c5974f44/logo.png


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/setup.py:
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 1 | from setuptools import setup
 2 | 
 3 | with open("README.md", "r", encoding="utf-8") as fh:
 4 |     long_description = fh.read()
 5 | 
 6 | setup(name="word_forms",
 7 |       version="2.1.0",
 8 |       description="Generate all possible forms of an English word.",
 9 |       long_description=long_description,
10 |       long_description_content_type="text/markdown",
11 |       author="Dibya Chakravorty",
12 |       author_email="dibyachakravorty@gmail.com",
13 |       url="https://github.com/gutfeeling/word_forms",
14 |       packages=["word_forms"],
15 |       package_data={"word_forms" : ["en-verbs.txt", "adj_to_adv.txt"]},
16 |       include_package_data=True,
17 |       install_requires=["inflect==4.1.0", "nltk>=3.3"],
18 |       classifiers=[
19 |         "Programming Language :: Python :: 3",
20 |         "License :: OSI Approved :: MIT License",
21 |         "Operating System :: OS Independent",
22 |       ],
23 |       python_requires='>=3.6',
24 |       )
25 | 


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/test_values.py:
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  1 | # Test values must be in the form [(text_input, expected_output), (text_input, expected_output), ...]
  2 | test_values = [
  3 |     (
  4 |         "president",
  5 |         {
  6 |             "n": {
  7 |                 "president",
  8 |                 "presidentship",
  9 |                 "presidencies",
 10 |                 "presidency",
 11 |                 "presidentships",
 12 |                 "presidents",
 13 |             },
 14 |             "r": {"presidentially"},
 15 |             "a": {"presidential"},
 16 |             "v": {"presiding", "presides", "preside", "presided"},
 17 |         },
 18 |     ),
 19 |     (
 20 |         "elect",
 21 |         {
 22 |             "n": {
 23 |                 "elector",
 24 |                 "elects",
 25 |                 "electors",
 26 |                 "elective",
 27 |                 "electorates",
 28 |                 "elect",
 29 |                 "electives",
 30 |                 "elections",
 31 |                 "electorate",
 32 |                 "eligibility",
 33 |                 "election",
 34 |                 "eligibilities",
 35 |             },
 36 |             "r": set(),
 37 |             "a": {"elect", "electoral", "elective", "eligible"},
 38 |             "v": {"elect", "elects", "electing", "elected"},
 39 |         },
 40 |     ),
 41 |     (
 42 |         "running",
 43 |         {
 44 |             "n": {
 45 |                 "runninesses",
 46 |                 "runnings",
 47 |                 "runs",
 48 |                 "running",
 49 |                 "runniness",
 50 |                 "runners",
 51 |                 "runner",
 52 |                 "run",
 53 |             },
 54 |             "a": {"running", "runny"},
 55 |             "v": {"running", "ran", "runs", "run"},
 56 |             "r": set(),
 57 |         },
 58 |     ),
 59 |     (
 60 |         "run",
 61 |         {
 62 |             "n": {
 63 |                 "runninesses",
 64 |                 "runnings",
 65 |                 "runs",
 66 |                 "running",
 67 |                 "runniness",
 68 |                 "runners",
 69 |                 "runner",
 70 |                 "run",
 71 |             },
 72 |             "a": {"running", "runny"},
 73 |             "v": {"running", "ran", "runs", "run"},
 74 |             "r": set(),
 75 |         },
 76 |     ),
 77 |     (
 78 |         "operations",
 79 |         {
 80 |             "n": {
 81 |                 "operators",
 82 |                 "operations",
 83 |                 "operation",
 84 |                 "operative",
 85 |                 "operator",
 86 |                 "operatives",
 87 |             },
 88 |             "a": {"operant", "operative"},
 89 |             "v": {"operated", "operating", "operate", "operates"},
 90 |             "r": {"operatively"},
 91 |         },
 92 |     ),
 93 |     (
 94 |         "operate",
 95 |         {
 96 |             "n": {
 97 |                 "operators",
 98 |                 "operations",
 99 |                 "operation",
100 |                 "operative",
101 |                 "operator",
102 |                 "operatives",
103 |             },
104 |             "a": {"operant", "operative"},
105 |             "v": {"operated", "operating", "operate", "operates"},
106 |             "r": {"operatively"},
107 |         },
108 |     ),
109 |     (
110 |         "invest",
111 |         {
112 |             "n": {
113 |                 "investitures",
114 |                 "investors",
115 |                 "investiture",
116 |                 "investor",
117 |                 "investments",
118 |                 "investings",
119 |                 "investment",
120 |                 "investing",
121 |             },
122 |             "a": set(),
123 |             "v": {"invested", "invests", "invest", "investing"},
124 |             "r": set(),
125 |         },
126 |     ),
127 |     (
128 |         "investments",
129 |         {
130 |             "n": {
131 |                 "investitures",
132 |                 "investors",
133 |                 "investiture",
134 |                 "investor",
135 |                 "investments",
136 |                 "investings",
137 |                 "investment",
138 |                 "investing",
139 |             },
140 |             "a": set(),
141 |             "v": {"invested", "invests", "invest", "investing"},
142 |             "r": set(),
143 |         },
144 |     ),
145 |     (
146 |         "conjugation",
147 |         {
148 |             "n": {"conjugate", "conjugation", "conjugates", "conjugations"},
149 |             "a": {"conjugate"},
150 |             "v": {"conjugating", "conjugated", "conjugate", "conjugates"},
151 |             "r": set(),
152 |         },
153 |     ),
154 |     (
155 |         "do",
156 |         {
157 |             "n": {"does", "doer", "doers", "do"},
158 |             "a": set(),
159 |             "v": {
160 |                 "doing",
161 |                 "don't",
162 |                 "does",
163 |                 "didn't",
164 |                 "do",
165 |                 "doesn't",
166 |                 "done",
167 |                 "did",
168 |             },
169 |             "r": set(),
170 |         },
171 |     ),
172 |     (
173 |         "word",
174 |         {
175 |             "n": {"words", "word", "wordings", "wording"},
176 |             "a": set(),
177 |             "v": {"words", "word", "worded", "wording"},
178 |             "r": set(),
179 |         },
180 |     ),
181 |     (
182 |         "love",
183 |         {
184 |             "a": {"lovable", "loveable"},
185 |             "n": {"love", "lover", "lovers", "loves"},
186 |             "r": set(),
187 |             "v": {"love", "loved", "loves", "loving"},
188 |         },
189 |     ),
190 |     (
191 |         "word",
192 |         {
193 |             "n": {"words", "word", "wordings", "wording"},
194 |             "a": set(),
195 |             "v": {"words", "word", "worded", "wording"},
196 |             "r": set(),
197 |         },
198 |     ),
199 |     (
200 |         "verb",
201 |         {
202 |             "n": {"verbs", "verb"},
203 |             "a": {"verbal"},
204 |             "v": {"verbifying", "verbified", "verbify", "verbifies"},
205 |             "r": {"verbally"},
206 |         },
207 |     ),
208 |     (
209 |         "genetic",
210 |         {
211 |             "n": {"geneticist", "genetics", "geneticists", "genes", "gene"},
212 |             "a": {"genic", "genetic", "genetical"},
213 |             "v": set(),
214 |             "r": {"genetically"},
215 |         },
216 |     ),
217 |     (
218 |         "politician",
219 |         {
220 |             "r": {"politically"},
221 |             "a": {"political"},
222 |             "n": {"politician", "politicians", "politics"},
223 |             "v": set(),
224 |         },
225 |     ),
226 |     (
227 |         "death",
228 |         {
229 |             "n": {"death", "dying", "deaths", "die", "dyings", "dice"},
230 |             "a": {"dying", "deathly"},
231 |             "v": {"died", "die", "dying", "dies"},
232 |             "r": {"deathly"},
233 |         },
234 |     ),
235 |     (
236 |         "attitude",
237 |         {
238 |             "n": {"attitudes", "attitude"},
239 |             "a": set(),
240 |             "v": {
241 |                 "attitudinise",
242 |                 "attitudinized",
243 |                 "attitudinize",
244 |                 "attitudinizes",
245 |                 "attitudinizing",
246 |             },
247 |             "r": set(),
248 |         },
249 |     ),
250 |     (
251 |         "cheek",
252 |         {
253 |             "n": {"cheek", "cheekinesses", "cheeks", "cheekiness"},
254 |             "a": {"cheeky"},
255 |             "v": {"cheek", "cheeks", "cheeked", "cheeking"},
256 |             "r": {"cheekily"},
257 |         },
258 |     ),
259 |     (
260 |         "world",
261 |         {
262 |             "n": {"worldliness", "world", "worldlinesses", "worlds"},
263 |             "a": {"worldly", "world"},
264 |             "v": set(),
265 |             "r": set(),
266 |         },
267 |     ),
268 |     ("lake", {"n": {"lake", "lakes"}, "a": set(), "v": set(), "r": set()}),
269 |     (
270 |         "guitar",
271 |         {
272 |             "n": {"guitarist", "guitarists", "guitar", "guitars"},
273 |             "a": set(),
274 |             "v": set(),
275 |             "r": set(),
276 |         },
277 |     ),
278 |     (
279 |         "presence",
280 |         {
281 |             "n": {
282 |                 "presenter",
283 |                 "present",
284 |                 "presents",
285 |                 "presentness",
286 |                 "presenters",
287 |                 "presentnesses",
288 |                 "presentments",
289 |                 "presentations",
290 |                 "presences",
291 |                 "presence",
292 |                 "presentment",
293 |                 "presentation",
294 |             },
295 |             "a": {"present"},
296 |             "v": {"present", "presents", "presenting", "presented"},
297 |             "r": {"presently"},
298 |         },
299 |     ),
300 |     (
301 |         "enthusiasm",
302 |         {
303 |             "n": {"enthusiasm", "enthusiasms"},
304 |             "a": {"enthusiastic"},
305 |             "v": set(),
306 |             "r": {"enthusiastically"},
307 |         },
308 |     ),
309 |     (
310 |         "organization",
311 |         {
312 |             "n": {"organizers", "organization", "organizations", "organizer"},
313 |             "a": set(),
314 |             "v": {"organize", "organized", "organizing", "organizes"},
315 |             "r": set(),
316 |         },
317 |     ),
318 |     (
319 |         "player",
320 |         {
321 |             "n": {
322 |                 "plays",
323 |                 "playlet",
324 |                 "playings",
325 |                 "players",
326 |                 "playing",
327 |                 "playlets",
328 |                 "play",
329 |                 "player",
330 |             },
331 |             "a": set(),
332 |             "v": {"plays", "play", "playing", "played"},
333 |             "r": set(),
334 |         },
335 |     ),
336 |     (
337 |         "transportation",
338 |         {
339 |             "n": {
340 |                 "transporters",
341 |                 "transportation",
342 |                 "transportations",
343 |                 "transporter",
344 |                 "transport",
345 |                 "transports",
346 |             },
347 |             "a": set(),
348 |             "v": {"transport", "transporting", "transports", "transported"},
349 |             "r": set(),
350 |         },
351 |     ),
352 |     (
353 |         "television",
354 |         {
355 |             "n": {"televisions", "television"},
356 |             "a": set(),
357 |             "v": {"televising", "televise", "televises", "televised"},
358 |             "r": set(),
359 |         },
360 |     ),
361 |     (
362 |         "cousin",
363 |         {"n": {"cousins", "cousin"}, "a": {"cousinly"}, "v": set(), "r": set()},
364 |     ),
365 |     (
366 |         "ability",
367 |         {"n": {"abilities", "ability"}, "a": {"able"}, "v": set(), "r": {"ably"}},
368 |     ),
369 |     ("chapter", {"n": {"chapters", "chapter"}, "a": set(), "v": set(), "r": set()}),
370 |     (
371 |         "appearance",
372 |         {
373 |             "n": {
374 |                 "appearances",
375 |                 "apparitions",
376 |                 "appearance",
377 |                 "apparencies",
378 |                 "apparentness",
379 |                 "apparentnesses",
380 |                 "apparition",
381 |                 "apparency",
382 |             },
383 |             "a": {"apparent"},
384 |             "v": {"appears", "appeared", "appear", "appearing"},
385 |             "r": {"apparently"},
386 |         },
387 |     ),
388 |     (
389 |         "drawing",
390 |         {
391 |             "n": {
392 |                 "drawings",
393 |                 "drawers",
394 |                 "draws",
395 |                 "drawer",
396 |                 "drawees",
397 |                 "drawee",
398 |                 "draw",
399 |                 "drawing",
400 |             },
401 |             "a": set(),
402 |             "v": {"draws", "drew", "drawn", "draw", "drawing"},
403 |             "r": set(),
404 |         },
405 |     ),
406 |     (
407 |         "university",
408 |         {"n": {"university", "universities"}, "a": set(), "v": set(), "r": set()},
409 |     ),
410 |     (
411 |         "performance",
412 |         {
413 |             "n": {
414 |                 "performings",
415 |                 "performing",
416 |                 "performances",
417 |                 "performance",
418 |                 "performer",
419 |                 "performers",
420 |             },
421 |             "a": set(),
422 |             "v": {"performs", "performing", "performed", "perform"},
423 |             "r": set(),
424 |         },
425 |     ),
426 |     ("revenue", {"n": {"revenue", "revenues"}, "a": set(), "v": set(), "r": set()}),
427 |     # Some Verbs
428 |     (
429 |         "cling",
430 |         {
431 |             "n": {"cling", "clings"},
432 |             "a": set(),
433 |             "v": {"clung", "cling", "clinging", "clings"},
434 |             "r": set(),
435 |         },
436 |     ),
437 |     (
438 |         "decrease",
439 |         {
440 |             "n": {"decrease", "decreases"},
441 |             "a": set(),
442 |             "v": {"decrease", "decreases", "decreased", "decreasing"},
443 |             "r": set(),
444 |         },
445 |     ),
446 |     (
447 |         "wonder",
448 |         {
449 |             "n": {
450 |                 "wonder",
451 |                 "wonderment",
452 |                 "wonderments",
453 |                 "wonders",
454 |                 "wonderers",
455 |                 "wonderer",
456 |             },
457 |             "a": {"wondrous"},
458 |             "v": {"wondering", "wonder", "wonders", "wondered"},
459 |             "r": {"wondrous", "wondrously"},
460 |         },
461 |     ),
462 |     (
463 |         "rest",
464 |         {
465 |             "n": {"rest", "rests", "resters", "rester"},
466 |             "a": set(),
467 |             "v": {"rest", "rests", "resting", "rested"},
468 |             "r": set(),
469 |         },
470 |     ),
471 |     (
472 |         "mutter",
473 |         {
474 |             "n": {
475 |                 "mutterer",
476 |                 "mutterers",
477 |                 "muttering",
478 |                 "mutter",
479 |                 "mutterings",
480 |                 "mutters",
481 |             },
482 |             "a": set(),
483 |             "v": {"muttering", "muttered", "mutters", "mutter"},
484 |             "r": set(),
485 |         },
486 |     ),
487 |     (
488 |         "implement",
489 |         {
490 |             "n": {"implementations", "implement", "implements", "implementation"},
491 |             "a": {"implemental"},
492 |             "v": {"implemented", "implement", "implements", "implementing"},
493 |             "r": set(),
494 |         },
495 |     ),
496 |     (
497 |         "evolve",
498 |         {
499 |             "n": {"evolution", "evolutions"},
500 |             "a": {"evolutionary"},
501 |             "v": {"evolved", "evolve", "evolves", "evolving"},
502 |             "r": {"evolutionarily"},
503 |         },
504 |     ),
505 |     (
506 |         "allocate",
507 |         {
508 |             "n": {"allocations", "allocators", "allocation", "allocator"},
509 |             "a": {"allocable", "allocatable"},
510 |             "v": {"allocating", "allocates", "allocated", "allocate"},
511 |             "r": set(),
512 |         },
513 |     ),
514 |     (
515 |         "flood",
516 |         {
517 |             "n": {"flood", "flooding", "floodings", "floods"},
518 |             "a": set(),
519 |             "v": {"flooding", "flooded", "flood", "floods"},
520 |             "r": set(),
521 |         },
522 |     ),  # Should there be `flooded` in 'a' here?
523 |     (
524 |         "bow",
525 |         {
526 |             "n": {"bows", "bow"},
527 |             "a": set(),
528 |             "v": {"bows", "bowing", "bowed", "bow"},
529 |             "r": set(),
530 |         },
531 |     ),
532 |     (
533 |         "advocate",
534 |         {
535 |             "n": {
536 |                 "advocates",
537 |                 "advocator",
538 |                 "advocacy",
539 |                 "advocacies",
540 |                 "advocators",
541 |                 "advocate",
542 |             },
543 |             "a": set(),
544 |             "v": {"advocates", "advocating", "advocated", "advocate"},
545 |             "r": set(),
546 |         },
547 |     ),
548 |     (
549 |         "divert",
550 |         {
551 |             "n": {"diversions", "diversionists", "diversionist", "diversion"},
552 |             "a": {"diversionary"},
553 |             "v": {"diverted", "diverts", "divert", "diverting"},
554 |             "r": set(),
555 |         },
556 |     ),
557 |     # Some adjectives
558 |     (
559 |         "sweet",
560 |         {
561 |             "n": {"sweetnesses", "sweets", "sweetness", "sweet"},
562 |             "a": {"sweet"},
563 |             "v": set(),
564 |             "r": {"sweet", "sweetly"},
565 |         },
566 |     ),
567 |     (
568 |         "glossy",
569 |         {
570 |             "n": {"glossiness", "glossy", "glossies", "glossinesses"},
571 |             "a": {"glossy"},
572 |             "v": set(),
573 |             "r": {"glossily"},
574 |         },
575 |     ),
576 |     (
577 |         "relevant",
578 |         {
579 |             "n": {"relevancies", "relevance", "relevancy", "relevances"},
580 |             "a": {"relevant"},
581 |             "v": set(),
582 |             "r": {"relevantly"},
583 |         },
584 |     ),
585 |     (
586 |         "aloof",
587 |         {"n": {"aloofnesses", "aloofness"}, "a": {"aloof"}, "v": set(), "r": {"aloof"}},
588 |     ),
589 |     (
590 |         "therapeutic",
591 |         {
592 |             "n": {
593 |                 "therapists",
594 |                 "therapies",
595 |                 "therapy",
596 |                 "therapist",
597 |                 "therapeutic",
598 |                 "therapeutics",
599 |             },
600 |             "a": {"therapeutical", "therapeutic"},
601 |             "v": set(),
602 |             "r": {"therapeutically"},
603 |         },
604 |     ),
605 |     (
606 |         "obviously",
607 |         {
608 |             "n": {"obviousnesses", "obviousness"},
609 |             "a": {"obvious"},
610 |             "v": set(),
611 |             "r": {"obviously"},
612 |         },
613 |     ),
614 |     (
615 |         "jumpy",
616 |         {
617 |             "n": {"jumpings", "jumpiness", "jumpinesses", "jump", "jumping", "jumps"},
618 |             "a": {"jumpy"},
619 |             "v": {"jump", "jumping", "jumped", "jumps"},
620 |             "r": set(),
621 |         },
622 |     ),
623 |     (
624 |         "venomous",
625 |         {"n": {"venom", "venoms"}, "a": {"venomous"}, "v": set(), "r": {"venomously"}},
626 |     ),
627 |     (
628 |         "laughable",
629 |         {
630 |             "n": {"laugher", "laughs", "laughers", "laugh"},
631 |             "a": {"laughable"},
632 |             "v": {"laughing", "laughs", "laughed", "laugh"},
633 |             "r": {"laughably"},
634 |         },
635 |     ),
636 |     (
637 |         "demonic",
638 |         {
639 |             "n": {"demons", "demon", "demonizations", "demonization"},
640 |             "a": {"demonic"},
641 |             "v": {"demonized", "demonizing", "demonizes", "demonize"},
642 |             "r": set(),
643 |         },
644 |     ),
645 |     (
646 |         "knotty",
647 |         {
648 |             "n": {"knot", "knottiness", "knots", "knottinesses"},
649 |             "a": {"knotty"},
650 |             "v": {"knotted", "knotting", "knots", "knot"},
651 |             "r": set(),
652 |         },
653 |     ),  # Is `knottinesses` a valid plural?
654 |     (
655 |         "little",
656 |         {
657 |             "n": {"little", "littlenesses", "littles", "littleness"},
658 |             "a": {"little"},
659 |             "v": set(),
660 |             "r": {"little"},
661 |         },
662 |     ),  # Is `littlenesses` a valid plural?
663 |     (
664 |         "puzzling",
665 |         {
666 |             "n": {
667 |                 "puzzle",
668 |                 "puzzlers",
669 |                 "puzzler",
670 |                 "puzzlement",
671 |                 "puzzlements",
672 |                 "puzzles",
673 |             },
674 |             "a": {"puzzling"},
675 |             "v": {"puzzle", "puzzled", "puzzles", "puzzling"},
676 |             "r": set(),
677 |         },
678 |     ),
679 |     (
680 |         "overrated",
681 |         {
682 |             "n": {"overratings", "overrating"},
683 |             "a": set(),
684 |             "v": {"overrated", "overrating", "overrate", "overrates"},
685 |             "r": set(),
686 |         },
687 |     ),
688 |     (
689 |         "walk",
690 |         {
691 |             "n": {"walking", "walks", "walkings", "walker", "walk", "walkers"},
692 |             "a": {"walking"},
693 |             "v": {"walked", "walking", "walk", "walks"},
694 |             "r": set(),
695 |         },
696 |     ),
697 |     (
698 |         "walking",
699 |         {
700 |             "n": {"walking", "walks", "walkings", "walker", "walk", "walkers"},
701 |             "a": {"walking"},
702 |             "v": {"walked", "walking", "walk", "walks"},
703 |             "r": set(),
704 |         },
705 |     ),
706 |     (
707 |         "be",
708 |         {
709 |             "n": {"beings", "being"},
710 |             "a": set(),
711 |             "v": {
712 |                 "wasn't",
713 |                 "being",
714 |                 "be",
715 |                 "are",
716 |                 "was",
717 |                 "am",
718 |                 "isn't",
719 |                 "is",
720 |                 "aren't",
721 |                 "been",
722 |                 "weren't",
723 |                 "were",
724 |                 "am not",
725 |             },
726 |             "r": set(),
727 |         },
728 |     ),
729 |     (
730 |         "am",
731 |         {
732 |             "n": {"beings", "being"},
733 |             "a": set(),
734 |             "v": {
735 |                 "wasn't",
736 |                 "being",
737 |                 "be",
738 |                 "are",
739 |                 "was",
740 |                 "am",
741 |                 "isn't",
742 |                 "is",
743 |                 "aren't",
744 |                 "been",
745 |                 "weren't",
746 |                 "were",
747 |                 "am not",
748 |             },
749 |             "r": set(),
750 |         },
751 |     ),
752 |     (
753 |         "run",
754 |         {
755 |             "n": {
756 |                 "runnings",
757 |                 "run",
758 |                 "runninesses",
759 |                 "runner",
760 |                 "runniness",
761 |                 "running",
762 |                 "runs",
763 |                 "runners",
764 |             },
765 |             "a": {"running", "runny"},
766 |             "v": {"running", "ran", "run", "runs"},
767 |             "r": set(),
768 |         },
769 |     ),
770 |     (
771 |         "ran",
772 |         {
773 |             "n": {
774 |                 "runnings",
775 |                 "run",
776 |                 "runninesses",
777 |                 "runner",
778 |                 "runniness",
779 |                 "running",
780 |                 "runs",
781 |                 "runners",
782 |             },
783 |             "a": {"running", "runny"},
784 |             "v": {"running", "ran", "run", "runs"},
785 |             "r": set(),
786 |         },
787 |     ),
788 |     (
789 |         "blanket",
790 |         {
791 |             "n": {"blanket", "blankets"},
792 |             "a": {"blanket"},
793 |             "v": {"blankets", "blanketed", "blanketing", "blanket"},
794 |             "r": set(),
795 |         },
796 |     ),
797 | ]


--------------------------------------------------------------------------------
/test_word_forms.py:
--------------------------------------------------------------------------------
 1 | #!/usr/bin/env python
 2 | # encoding: utf-8
 3 | 
 4 | from word_forms.word_forms import get_word_forms
 5 | import unittest
 6 | 
 7 | 
 8 | class TestWordForms(unittest.TestCase):
 9 |     """
10 |     Simple TestCase for a specific input to output, one instance generated per test case for use in a TestSuite
11 |     """
12 | 
13 |     def __init__(self, text_input: str, expected_output: dict, description: str = ""):
14 |         super().__init__()
15 |         self.text_input = text_input
16 |         self.expected_output = expected_output
17 |         self.description = description
18 | 
19 |     def setUp(self):
20 |         pass
21 | 
22 |     def tearDown(self):
23 |         pass
24 | 
25 |     def runTest(self):
26 |         self.assertEqual(
27 |             get_word_forms(self.text_input), self.expected_output, self.description
28 |         )
29 | 
30 | 
31 | if __name__ == "__main__":
32 |     from test_values import test_values
33 |     suite = unittest.TestSuite()
34 |     suite.addTests(
35 |         TestWordForms(inp, out, f"get_word_forms({repr(inp)})")
36 |         for inp, out in test_values
37 |     )
38 |     unittest.TextTestRunner().run(suite)
39 | 


--------------------------------------------------------------------------------
/word_forms/__init__.py:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/gutfeeling/word_forms/1ad4b74a15093c0ab996b99639f7a963c5974f44/word_forms/__init__.py


--------------------------------------------------------------------------------
/word_forms/adj_to_adv.txt:
--------------------------------------------------------------------------------
   1 | {
   2 |     "abaxial": "abaxially",
   3 |     "abject": "abjectly",
   4 |     "able": "ably",
   5 |     "abnormal": "abnormally",
   6 |     "abominable": "abominably",
   7 |     "aboral": "aborad",
   8 |     "abortive": "abortively",
   9 |     "abrupt": "abruptly",
  10 |     "absent": "absently",
  11 |     "absentminded": "absentmindedly",
  12 |     "absolute": "absolutely",
  13 |     "abstemious": "abstemiously",
  14 |     "abstracted": "abstractedly",
  15 |     "abstract": "abstractly",
  16 |     "abstruse": "abstrusely",
  17 |     "absurd": "absurdly",
  18 |     "abundant": "abundantly",
  19 |     "abusive": "abusively",
  20 |     "academic": "academically",
  21 |     "accelerando": "accelerando",
  22 |     "accidental": "accidentally",
  23 |     "accommodating": "accommodatingly",
  24 |     "accurate": "accurately",
  25 |     "accusing": "accusingly",
  26 |     "acoustic": "acoustically",
  27 |     "across-the-board": "across_the_board",
  28 |     "active": "actively",
  29 |     "actual": "actually",
  30 |     "acute": "acutely",
  31 |     "adagio": "adagio",
  32 |     "adamant": "adamantly",
  33 |     "adaxial": "adaxially",
  34 |     "adequate": "adequately",
  35 |     "adjectival": "adjectivally",
  36 |     "administrative": "administratively",
  37 |     "admirable": "admirably",
  38 |     "adorable": "adorably",
  39 |     "adoring": "adoringly",
  40 |     "adrift": "adrift",
  41 |     "adroit": "adroitly",
  42 |     "adulterous": "adulterously",
  43 |     "advantageous": "advantageously",
  44 |     "adverbial": "adverbially",
  45 |     "adverse": "adversely",
  46 |     "advertent": "advertently",
  47 |     "aerial": "aerially",
  48 |     "aesthetic": "aesthetically",
  49 |     "affable": "affably",
  50 |     "affected": "affectedly",
  51 |     "affecting": "affectingly",
  52 |     "affectionate": "affectionately",
  53 |     "affirmative": "affirmatively",
  54 |     "afoot": "afoot",
  55 |     "aggravating": "aggravatingly",
  56 |     "aggressive": "aggressively",
  57 |     "agile": "agilely",
  58 |     "agonizing": "agonizingly",
  59 |     "agreeable": "agreeably",
  60 |     "aimless": "aimlessly",
  61 |     "alarming": "alarmingly",
  62 |     "alert": "alertly",
  63 |     "algebraic": "algebraically",
  64 |     "alleged": "allegedly",
  65 |     "allegorical": "allegorically",
  66 |     "allegretto": "allegretto",
  67 |     "allegro": "allegro",
  68 |     "alliterative": "alliteratively",
  69 |     "alone": "alone",
  70 |     "aloof": "aloof",
  71 |     "alphabetical": "alphabetically",
  72 |     "alternate": "alternately",
  73 |     "alternative": "alternatively",
  74 |     "altruistic": "altruistically",
  75 |     "amazing": "amazingly",
  76 |     "ambiguous": "ambiguously",
  77 |     "ambitious": "ambitiously",
  78 |     "amiable": "amiably",
  79 |     "amicable": "amicably",
  80 |     "amok": "amok",
  81 |     "amorous": "amorously",
  82 |     "ample": "amply",
  83 |     "amuck": "amuck",
  84 |     "amusing": "amusingly",
  85 |     "anachronistic": "anachronistically",
  86 |     "analogous": "analogously",
  87 |     "analytic": "analytically",
  88 |     "anarchic": "anarchically",
  89 |     "anatomical": "anatomically",
  90 |     "ancient": "anciently",
  91 |     "andante": "andante",
  92 |     "angelic": "angelically",
  93 |     "angry": "angrily",
  94 |     "animated": "animatedly",
  95 |     "anisotropic": "anisotropically",
  96 |     "annoying": "annoyingly",
  97 |     "annual": "annually",
  98 |     "anomalous": "anomalously",
  99 |     "anonymous": "anonymously",
 100 |     "antagonistic": "antagonistically",
 101 |     "antecedent": "antecedently",
 102 |     "anterior": "anteriorly",
 103 |     "antithetic": "antithetically",
 104 |     "anxious": "anxiously",
 105 |     "apathetic": "apathetically",
 106 |     "apologetic": "apologetically",
 107 |     "appalling": "appallingly",
 108 |     "apparent": "apparently",
 109 |     "appealing": "appealingly",
 110 |     "appositive": "appositively",
 111 |     "appreciable": "appreciably",
 112 |     "appreciative": "appreciatively",
 113 |     "apprehensive": "apprehensively",
 114 |     "appropriate": "appropriately",
 115 |     "approving": "approvingly",
 116 |     "apt": "aptly",
 117 |     "architectural": "architecturally",
 118 |     "arch": "archly",
 119 |     "ardent": "ardently",
 120 |     "arduous": "arduously",
 121 |     "arguable": "arguably",
 122 |     "argumentative": "argumentatively",
 123 |     "aristocratic": "aristocratically",
 124 |     "arithmetic": "arithmetically",
 125 |     "arrogant": "arrogantly",
 126 |     "artful": "artfully",
 127 |     "articulate": "articulately",
 128 |     "artificial": "artificially",
 129 |     "artistic": "artistically",
 130 |     "artless": "artlessly",
 131 |     "ascetic": "ascetically",
 132 |     "asexual": "asexually",
 133 |     "ashamed": "ashamedly",
 134 |     "asleep": "asleep",
 135 |     "assertive": "assertively",
 136 |     "assiduous": "assiduously",
 137 |     "assured": "assuredly",
 138 |     "astonishing": "astonishingly",
 139 |     "astronomic": "astronomically",
 140 |     "astute": "astutely",
 141 |     "asymptotic": "asymptotically",
 142 |     "atonal": "atonally",
 143 |     "atrocious": "atrociously",
 144 |     "attentive": "attentively",
 145 |     "attractive": "attractively",
 146 |     "attributive": "attributively",
 147 |     "atypical": "atypically",
 148 |     "audacious": "audaciously",
 149 |     "audible": "audibly",
 150 |     "aural": "aurally",
 151 |     "auspicious": "auspiciously",
 152 |     "austere": "austerely",
 153 |     "authentic": "authentically",
 154 |     "authoritative": "authoritatively",
 155 |     "autocratic": "autocratically",
 156 |     "automatic": "automatically",
 157 |     "avaricious": "avariciously",
 158 |     "avid": "avidly",
 159 |     "avowed": "avowedly",
 160 |     "awful": "awfully",
 161 |     "awkward": "awkwardly",
 162 |     "axial": "axially",
 163 |     "axiomatic": "axiomatically",
 164 |     "backstage": "backstage",
 165 |     "bacterial": "bacterially",
 166 |     "bad": "badly",
 167 |     "bald": "baldly",
 168 |     "baleful": "balefully",
 169 |     "balmy": "balmily",
 170 |     "baneful": "banefully",
 171 |     "bantering": "banteringly",
 172 |     "barbarous": "barbarously",
 173 |     "barefaced": "barefacedly",
 174 |     "bare": "barely",
 175 |     "base": "basely",
 176 |     "bashful": "bashfully",
 177 |     "bawdy": "bawdily",
 178 |     "beastly": "beastly",
 179 |     "beautiful": "beautifully",
 180 |     "becoming": "becomingly",
 181 |     "befitting": "befittingly",
 182 |     "belated": "belatedly",
 183 |     "believable": "believably",
 184 |     "belligerent": "belligerently",
 185 |     "beneficial": "beneficially",
 186 |     "benevolent": "benevolently",
 187 |     "benignant": "benignantly",
 188 |     "benign": "benignly",
 189 |     "beseeching": "beseechingly",
 190 |     "bestial": "bestially",
 191 |     "bewildered": "bewilderedly",
 192 |     "bewitching": "bewitchingly",
 193 |     "biannual": "biannually",
 194 |     "biennial": "biennially",
 195 |     "bilateral": "bilaterally",
 196 |     "bilingual": "bilingually",
 197 |     "bimonthly": "bimonthly",
 198 |     "binaural": "binaurally",
 199 |     "biochemical": "biochemically",
 200 |     "biological": "biologically",
 201 |     "biradial": "biradially",
 202 |     "biting": "bitingly",
 203 |     "bitter": "bitterly",
 204 |     "biweekly": "biweekly",
 205 |     "biyearly": "biyearly",
 206 |     "blameless": "blamelessly",
 207 |     "bland": "blandly",
 208 |     "blank": "blankly",
 209 |     "blasphemous": "blasphemously",
 210 |     "blatant": "blatantly",
 211 |     "bleak": "bleakly",
 212 |     "blessed": "blessedly",
 213 |     "blind": "blindly",
 214 |     "blissful": "blissfully",
 215 |     "blithe": "blithely",
 216 |     "bloody": "bloodily",
 217 |     "bloodless": "bloodlessly",
 218 |     "bluff": "bluffly",
 219 |     "blunt": "bluntly",
 220 |     "boastful": "boastfully",
 221 |     "bodily": "bodily",
 222 |     "boisterous": "boisterously",
 223 |     "bold": "boldly",
 224 |     "bombastic": "bombastically",
 225 |     "bonny": "bonnily",
 226 |     "boorish": "boorishly",
 227 |     "boring": "boringly",
 228 |     "boundless": "boundlessly",
 229 |     "bounteous": "bounteously",
 230 |     "bountiful": "bountifully",
 231 |     "boyish": "boyishly",
 232 |     "boylike": "boylike",
 233 |     "brash": "brashly",
 234 |     "brave": "bravely",
 235 |     "brazen": "brazenly",
 236 |     "breathless": "breathlessly",
 237 |     "breezy": "breezily",
 238 |     "brief": "briefly",
 239 |     "bright": "brightly",
 240 |     "brilliant": "brilliantly",
 241 |     "brisk": "briskly",
 242 |     "broad-minded": "broad-mindedly",
 243 |     "broad": "broadly",
 244 |     "brotherly": "brotherly",
 245 |     "brusque": "brusquely",
 246 |     "brutish": "brutishly",
 247 |     "bumptious": "bumptiously",
 248 |     "buoyant": "buoyantly",
 249 |     "bureaucratic": "bureaucratically",
 250 |     "busy": "busily",
 251 |     "buxom": "buxomly",
 252 |     "cagy": "cagily",
 253 |     "calculating": "calculatingly",
 254 |     "callous": "callously",
 255 |     "calm": "calmly",
 256 |     "calumnious": "calumniously",
 257 |     "candid": "candidly",
 258 |     "canny": "cannily",
 259 |     "canonical": "canonically",
 260 |     "cantankerous": "cantankerously",
 261 |     "capable": "capably",
 262 |     "capricious": "capriciously",
 263 |     "captious": "captiously",
 264 |     "captivating": "captivatingly",
 265 |     "careful": "carefully",
 266 |     "careless": "carelessly",
 267 |     "carnal": "carnally",
 268 |     "casual": "casually",
 269 |     "catalytic": "catalytically",
 270 |     "catastrophic": "catastrophically",
 271 |     "categorical": "categorically",
 272 |     "caudal": "caudal",
 273 |     "causal": "causally",
 274 |     "caustic": "caustically",
 275 |     "cautious": "cautiously",
 276 |     "cavalier": "cavalierly",
 277 |     "ceaseless": "ceaselessly",
 278 |     "centennial": "centennially",
 279 |     "central": "centrally",
 280 |     "cerebral": "cerebrally",
 281 |     "ceremonial": "ceremonially",
 282 |     "ceremonious": "ceremoniously",
 283 |     "certain": "certainly",
 284 |     "chaotic": "chaotically",
 285 |     "characteristic": "characteristically",
 286 |     "chary": "charily",
 287 |     "charitable": "charitably",
 288 |     "charming": "charmingly",
 289 |     "chaste": "chastely",
 290 |     "chatty": "chattily",
 291 |     "cheap": "cheaply",
 292 |     "cheeky": "cheekily",
 293 |     "cheery": "cheerily",
 294 |     "chemical": "chemically",
 295 |     "chief": "chiefly",
 296 |     "childish": "childishly",
 297 |     "chintzy": "chintzily",
 298 |     "chivalrous": "chivalrously",
 299 |     "choral": "chorally",
 300 |     "chromatic": "chromatically",
 301 |     "chromatographic": "chromatographically",
 302 |     "chronic": "chronically",
 303 |     "chronological": "chronologically",
 304 |     "churlish": "churlishly",
 305 |     "circular": "circularly",
 306 |     "circumspect": "circumspectly",
 307 |     "circumstantial": "circumstantially",
 308 |     "civil": "civilly",
 309 |     "clammy": "clammily",
 310 |     "clamorous": "clamorously",
 311 |     "clannish": "clannishly",
 312 |     "classical": "classically",
 313 |     "clean": "cleanly",
 314 |     "clear": "clearly",
 315 |     "clever": "cleverly",
 316 |     "climatic": "climatically",
 317 |     "clinical": "clinically",
 318 |     "cliquish": "cliquishly",
 319 |     "clockwise": "clockwise",
 320 |     "close": "closely",
 321 |     "cloying": "cloyingly",
 322 |     "clumsy": "clumsily",
 323 |     "coarse": "coarsely",
 324 |     "cognitive": "cognitively",
 325 |     "coherent": "coherently",
 326 |     "coincidental": "coincidentally",
 327 |     "coincident": "coincidently",
 328 |     "cold-blooded": "cold-bloodedly",
 329 |     "cold": "coldly",
 330 |     "collected": "collectedly",
 331 |     "collective": "collectively",
 332 |     "colloidal": "colloidally",
 333 |     "colloquial": "colloquially",
 334 |     "combative": "combatively",
 335 |     "comfortable": "comfortably",
 336 |     "comforting": "comfortingly",
 337 |     "comical": "comically",
 338 |     "commendable": "commendable",
 339 |     "commensal": "commensally",
 340 |     "commercial": "commercially",
 341 |     "common": "commonly",
 342 |     "communal": "communally",
 343 |     "compact": "compactly",
 344 |     "comparable": "comparably",
 345 |     "comparative": "comparatively",
 346 |     "compassionate": "compassionately",
 347 |     "compatible": "compatibly",
 348 |     "competent": "competently",
 349 |     "competitive": "competitively",
 350 |     "complacent": "complacently",
 351 |     "complaining": "complainingly",
 352 |     "complete": "completely",
 353 |     "complex": "complexly",
 354 |     "composed": "composedly",
 355 |     "comprehensive": "comprehensively",
 356 |     "compulsive": "compulsively",
 357 |     "compulsory": "compulsorily",
 358 |     "computational": "computationally",
 359 |     "con_brio": "con_brio",
 360 |     "concave": "concavely",
 361 |     "conceited": "conceitedly",
 362 |     "conceivable": "conceivably",
 363 |     "conceptual": "conceptually",
 364 |     "concise": "concisely",
 365 |     "conclusive": "conclusively",
 366 |     "concrete": "concretely",
 367 |     "concurrent": "concurrently",
 368 |     "condescending": "condescendingly",
 369 |     "confidential": "confidentially",
 370 |     "confident": "confidently",
 371 |     "confiding": "confidingly",
 372 |     "conformable": "conformably",
 373 |     "confounded": "confoundedly",
 374 |     "confused": "confusedly",
 375 |     "confusing": "confusingly",
 376 |     "congenial": "congenially",
 377 |     "conical": "conically",
 378 |     "conjectural": "conjecturally",
 379 |     "conjoint": "conjointly",
 380 |     "conjugal": "conjugally",
 381 |     "connubial": "connubial",
 382 |     "conscientious": "conscientiously",
 383 |     "conscious": "consciously",
 384 |     "consecutive": "consecutive",
 385 |     "consequent": "consequently",
 386 |     "considerable": "considerably",
 387 |     "considerate": "considerately",
 388 |     "consistent": "consistently",
 389 |     "consoling": "consolingly",
 390 |     "conspicuous": "conspicuously",
 391 |     "constant": "constantly",
 392 |     "constitutional": "constitutionally",
 393 |     "constrained": "constrainedly",
 394 |     "constructive": "constructively",
 395 |     "contagious": "contagiously",
 396 |     "contemporaneous": "contemporaneously",
 397 |     "contemptible": "contemptibly",
 398 |     "contemptuous": "contemptuously",
 399 |     "contented": "contentedly",
 400 |     "contextual": "contextually",
 401 |     "continual": "continually",
 402 |     "continuous": "continuously",
 403 |     "contractual": "contractually",
 404 |     "contradictory": "contradictorily",
 405 |     "contrary": "contrarily",
 406 |     "contrasting": "contrastingly",
 407 |     "contrite": "contritely",
 408 |     "controversial": "controversially",
 409 |     "contumacious": "contumaciously",
 410 |     "contumelious": "contumeliously",
 411 |     "convenient": "conveniently",
 412 |     "conventional": "conventionally",
 413 |     "conversational": "conversationally",
 414 |     "converse": "conversely",
 415 |     "convex": "convexly",
 416 |     "convincing": "convincingly",
 417 |     "convivial": "convivially",
 418 |     "convulsive": "convulsively",
 419 |     "cool": "coolly",
 420 |     "cooperative": "cooperatively",
 421 |     "coordinate": "coordinately",
 422 |     "copious": "copiously",
 423 |     "coquettish": "coquettishly",
 424 |     "cordial": "cordially",
 425 |     "corrupt": "corruptly",
 426 |     "cortical": "cortically",
 427 |     "cosmetic": "cosmetically",
 428 |     "coterminous": "coterminously",
 429 |     "counteractive": "counteractively",
 430 |     "counterclockwise": "counterclockwise",
 431 |     "counterintuitive": "counterintuitively",
 432 |     "courageous": "courageously",
 433 |     "courteous": "courteously",
 434 |     "covert": "covertly",
 435 |     "covetous": "covetously",
 436 |     "coy": "coyly",
 437 |     "cozy": "cozily",
 438 |     "crafty": "craftily",
 439 |     "crazy": "crazily",
 440 |     "creaky": "creakily",
 441 |     "creative": "creatively",
 442 |     "credible": "credibly",
 443 |     "creditable": "creditably",
 444 |     "credulous": "credulously",
 445 |     "criminal": "criminally",
 446 |     "crisp": "crisply",
 447 |     "critical": "critically",
 448 |     "crooked": "crookedly",
 449 |     "cross-linguistic": "cross-linguistically",
 450 |     "cross": "crossly",
 451 |     "crosstown": "crosstown",
 452 |     "crucial": "crucially",
 453 |     "crude": "crudely",
 454 |     "cruel": "cruelly",
 455 |     "crushing": "crushingly",
 456 |     "cryptic": "cryptically",
 457 |     "cryptographic": "cryptographically",
 458 |     "culpable": "culpably",
 459 |     "cultural": "culturally",
 460 |     "cum_laude": "cum_laude",
 461 |     "cumulative": "cumulatively",
 462 |     "cunning": "cunningly",
 463 |     "curious": "curiously",
 464 |     "current": "currently",
 465 |     "currish": "currishly",
 466 |     "cursed": "cursedly",
 467 |     "cursive": "cursively",
 468 |     "cursory": "cursorily",
 469 |     "curt": "curtly",
 470 |     "curvaceous": "curvaceously",
 471 |     "cussed": "cussedly",
 472 |     "customary": "customarily",
 473 |     "cute": "cutely",
 474 |     "cutting": "cuttingly",
 475 |     "cynical": "cynically",
 476 |     "cytophotometric": "cytophotometrically",
 477 |     "cytoplasmic": "cytoplasmically",
 478 |     "daft": "daftly",
 479 |     "daily": "daily",
 480 |     "dainty": "daintily",
 481 |     "damnable": "damnably",
 482 |     "damp": "damply",
 483 |     "dandy": "dandily",
 484 |     "dangerous": "dangerously",
 485 |     "daring": "daringly",
 486 |     "dark": "darkly",
 487 |     "dashing": "dashingly",
 488 |     "daunting": "dauntingly",
 489 |     "dauntless": "dauntlessly",
 490 |     "dazed": "dazedly",
 491 |     "dazzling": "dazzlingly",
 492 |     "dead": "deadly",
 493 |     "dear": "dearly",
 494 |     "deceitful": "deceitfully",
 495 |     "decent": "decently",
 496 |     "deceptive": "deceptively",
 497 |     "decided": "decidedly",
 498 |     "decipherable": "decipherably",
 499 |     "decisive": "decisively",
 500 |     "decorative": "decoratively",
 501 |     "decorous": "decorously",
 502 |     "deep": "deep",
 503 |     "defective": "defectively",
 504 |     "defenceless": "defenceless",
 505 |     "defenseless": "defenseless",
 506 |     "defensive": "defensively",
 507 |     "deferential": "deferentially",
 508 |     "defiant": "defiantly",
 509 |     "deft": "deftly",
 510 |     "dejected": "dejectedly",
 511 |     "deliberate": "deliberately",
 512 |     "delicate": "delicately",
 513 |     "delicious": "deliciously",
 514 |     "delighted": "delightedly",
 515 |     "delightful": "delightfully",
 516 |     "delirious": "deliriously",
 517 |     "delusive": "delusively",
 518 |     "demanding": "demandingly",
 519 |     "demeaning": "demeaningly",
 520 |     "demented": "dementedly",
 521 |     "democratic": "democratically",
 522 |     "demonstrable": "demonstrably",
 523 |     "demonstrative": "demonstratively",
 524 |     "demure": "demurely",
 525 |     "denominational": "denominationally",
 526 |     "dense": "densely",
 527 |     "departmental": "departmentally",
 528 |     "dependable": "dependably",
 529 |     "deplorable": "deplorably",
 530 |     "deprecative": "deprecatively",
 531 |     "depressing": "depressingly",
 532 |     "derisive": "derisively",
 533 |     "descriptive": "descriptively",
 534 |     "despairing": "despairingly",
 535 |     "desperate": "desperately",
 536 |     "despicable": "despicably",
 537 |     "despiteful": "despitefully",
 538 |     "despondent": "despondently",
 539 |     "destructive": "destructively",
 540 |     "determined": "determinedly",
 541 |     "detestable": "detestably",
 542 |     "detrimental": "detrimentally",
 543 |     "developmental": "developmentally",
 544 |     "devilish": "devilishly",
 545 |     "devious": "deviously",
 546 |     "devoted": "devotedly",
 547 |     "devout": "devoutly",
 548 |     "dexterous": "dexterously",
 549 |     "dextrous": "dextrously",
 550 |     "diabolic": "diabolically",
 551 |     "diagonal": "diagonally",
 552 |     "diagrammatic": "diagrammatically",
 553 |     "dialectic": "dialectically",
 554 |     "diametric": "diametrically",
 555 |     "dichotomous": "dichotomously",
 556 |     "dictatorial": "dictatorially",
 557 |     "didactic": "didactically",
 558 |     "differential": "differentially",
 559 |     "different": "differently",
 560 |     "diffident": "diffidently",
 561 |     "diffuse": "diffusely",
 562 |     "digital": "digitally",
 563 |     "digitate": "digitately",
 564 |     "diligent": "diligently",
 565 |     "dim": "dimly",
 566 |     "dingy": "dingily",
 567 |     "direct": "directly",
 568 |     "direful": "direfully",
 569 |     "dirty": "dirtily",
 570 |     "disadvantageous": "disadvantageously",
 571 |     "disagreeable": "disagreeably",
 572 |     "disappointed": "disappointedly",
 573 |     "disappointing": "disappointingly",
 574 |     "disastrous": "disastrously",
 575 |     "disbelieving": "disbelievingly",
 576 |     "disconcerting": "disconcertingly",
 577 |     "disconsolate": "disconsolately",
 578 |     "discontented": "discontentedly",
 579 |     "discordant": "discordantly",
 580 |     "discouraging": "discouragingly",
 581 |     "discourteous": "discourteously",
 582 |     "discreditable": "discreditably",
 583 |     "discursive": "discursively",
 584 |     "disdainful": "disdainfully",
 585 |     "disgraceful": "disgracefully",
 586 |     "disgusted": "disgustedly",
 587 |     "disgusting": "disgustingly",
 588 |     "dishonest": "dishonestly",
 589 |     "dishonorable": "dishonorably",
 590 |     "disingenuous": "disingenuously",
 591 |     "disinterested": "disinterestedly",
 592 |     "disjointed": "disjointedly",
 593 |     "disloyal": "disloyally",
 594 |     "dismal": "dismally",
 595 |     "disobedient": "disobediently",
 596 |     "disparaging": "disparagingly",
 597 |     "dispassionate": "dispassionately",
 598 |     "dispirited": "dispiritedly",
 599 |     "displeasing": "displeasingly",
 600 |     "disproportionate": "disproportionately",
 601 |     "disputatious": "disputatiously",
 602 |     "disquieting": "disquietingly",
 603 |     "disreputable": "disreputably",
 604 |     "disrespectful": "disrespectfully",
 605 |     "disruptive": "disruptively",
 606 |     "dissolute": "dissolutely",
 607 |     "distal": "distally",
 608 |     "distant": "distantly",
 609 |     "distasteful": "distastefully",
 610 |     "distinctive": "distinctively",
 611 |     "distinct": "distinctly",
 612 |     "distracted": "distractedly",
 613 |     "distressful": "distressfully",
 614 |     "distressing": "distressingly",
 615 |     "distributive": "distributively",
 616 |     "distributed": "distributively",
 617 |     "distrustful": "distrustfully",
 618 |     "disturbing": "disturbingly",
 619 |     "diverse": "diversely",
 620 |     "diverting": "divertingly",
 621 |     "divine": "divinely",
 622 |     "dizzy": "dizzily",
 623 |     "doctrinal": "doctrinally",
 624 |     "dogged": "doggedly",
 625 |     "dogmatic": "dogmatically",
 626 |     "doleful": "dolefully",
 627 |     "doltish": "doltishly",
 628 |     "domestic": "domestically",
 629 |     "domineering": "domineeringly",
 630 |     "dorsal": "dorsally",
 631 |     "dorsoventral": "dorsoventrally",
 632 |     "dotty": "dottily",
 633 |     "double": "doubly",
 634 |     "doubtful": "doubtfully",
 635 |     "dour": "dourly",
 636 |     "dowdy": "dowdily",
 637 |     "drab": "drably",
 638 |     "dragging": "draggingly",
 639 |     "dramatic": "dramatically",
 640 |     "drastic": "drastically",
 641 |     "dreadful": "dreadfully",
 642 |     "dreamy": "dreamily",
 643 |     "dreary": "drearily",
 644 |     "dry": "drily",
 645 |     "drippy": "drippily",
 646 |     "drooping": "droopingly",
 647 |     "drowsy": "drowsily",
 648 |     "drunken": "drunkenly",
 649 |     "dubious": "dubiously",
 650 |     "dull": "dully",
 651 |     "dumb": "dumbly",
 652 |     "dutiful": "dutifully",
 653 |     "dynamic": "dynamically",
 654 |     "eager": "eagerly",
 655 |     "early": "early",
 656 |     "earnest": "earnestly",
 657 |     "east": "easterly",
 658 |     "easy": "easy",
 659 |     "ebullient": "ebulliently",
 660 |     "eccentric": "eccentrically",
 661 |     "ecclesiastic": "ecclesiastically",
 662 |     "ecological": "ecologically",
 663 |     "economic": "economically",
 664 |     "ecstatic": "ecstatically",
 665 |     "editorial": "editorially",
 666 |     "educational": "educationally",
 667 |     "effective": "effectively",
 668 |     "efficacious": "efficaciously",
 669 |     "efficient": "efficiently",
 670 |     "effortless": "effortlessly",
 671 |     "effusive": "effusively",
 672 |     "egotistic": "egotistically",
 673 |     "elaborate": "elaborately",
 674 |     "electric": "electrically",
 675 |     "electronic": "electronically",
 676 |     "electrostatic": "electrostatically",
 677 |     "elegant": "elegantly",
 678 |     "elementary": "elementarily",
 679 |     "eloquent": "eloquently",
 680 |     "embarrassing": "embarrassingly",
 681 |     "eminent": "eminently",
 682 |     "emotional": "emotionally",
 683 |     "empathetic": "empathetically",
 684 |     "emphatic": "emphatically",
 685 |     "empirical": "empirically",
 686 |     "emulous": "emulously",
 687 |     "enchanting": "enchantingly",
 688 |     "encouraging": "encouragingly",
 689 |     "endearing": "endearingly",
 690 |     "endless": "endlessly",
 691 |     "endogenous": "endogenously",
 692 |     "enduring": "enduringly",
 693 |     "energetic": "energetically",
 694 |     "engaging": "engagingly",
 695 |     "enigmatic": "enigmatically",
 696 |     "enjoyable": "enjoyably",
 697 |     "enormous": "enormously",
 698 |     "enterprising": "enterprisingly",
 699 |     "enthralling": "enthrallingly",
 700 |     "enthusiastic": "enthusiastically",
 701 |     "entire": "entirely",
 702 |     "enviable": "enviably",
 703 |     "envious": "enviously",
 704 |     "environmental": "environmentally",
 705 |     "episodic": "episodically",
 706 |     "equable": "equably",
 707 |     "equal": "equally",
 708 |     "equitable": "equitably",
 709 |     "equivocal": "equivocally",
 710 |     "erect": "erectly",
 711 |     "erotic": "erotically",
 712 |     "erratic": "erratically",
 713 |     "erroneous": "erroneously",
 714 |     "erudite": "eruditely",
 715 |     "eschatological": "eschatologically",
 716 |     "especial": "especially",
 717 |     "essential": "essentially",
 718 |     "esthetic": "esthetically",
 719 |     "eternal": "eternally",
 720 |     "ethical": "ethically",
 721 |     "ethnic": "ethnically",
 722 |     "euphemistic": "euphemistically",
 723 |     "evasive": "evasively",
 724 |     "even": "evenly",
 725 |     "eventual": "eventually",
 726 |     "everlasting": "everlastingly",
 727 |     "evident": "evidently",
 728 |     "evil": "evilly",
 729 |     "evolutionary": "evolutionarily",
 730 |     "exact": "exactly",
 731 |     "exasperating": "exasperatingly",
 732 |     "excellent": "excellently",
 733 |     "exceptional": "exceptionally",
 734 |     "excessive": "excessively",
 735 |     "excited": "excitedly",
 736 |     "exciting": "excitingly",
 737 |     "exclusive": "exclusively",
 738 |     "excruciating": "excruciatingly",
 739 |     "exorbitant": "exorbitantly",
 740 |     "expansive": "expansively",
 741 |     "expectant": "expectantly",
 742 |     "expedient": "expediently",
 743 |     "expeditious": "expeditiously",
 744 |     "expensive": "expensively",
 745 |     "experimental": "experimentally",
 746 |     "expert": "expertly",
 747 |     "explicit": "explicitly",
 748 |     "explosive": "explosively",
 749 |     "exponential": "exponentially",
 750 |     "express": "expressly",
 751 |     "exquisite": "exquisitely",
 752 |     "extemporaneous": "extemporaneously",
 753 |     "extemporary": "extemporarily",
 754 |     "extensive": "extensively",
 755 |     "external": "externally",
 756 |     "extortionate": "extortionately",
 757 |     "extraordinary": "extraordinarily",
 758 |     "extravagant": "extravagantly",
 759 |     "extreme": "extremely",
 760 |     "exuberant": "exuberantly",
 761 |     "exultant": "exultantly",
 762 |     "exulting": "exultingly",
 763 |     "facetious": "facetiously",
 764 |     "facial": "facially",
 765 |     "factual": "factually",
 766 |     "faddy": "faddily",
 767 |     "faddish": "faddishly",
 768 |     "faint": "faintly",
 769 |     "fair": "fairly",
 770 |     "faithful": "faithfully",
 771 |     "faithless": "faithlessly",
 772 |     "false": "falsely",
 773 |     "faltering": "falteringly",
 774 |     "familiar": "familiarly",
 775 |     "famous": "famously",
 776 |     "fanatic": "fanatically",
 777 |     "fanciful": "fancifully",
 778 |     "farcical": "farcically",
 779 |     "fascinating": "fascinatingly",
 780 |     "fashionable": "fashionably",
 781 |     "fast": "fast",
 782 |     "fastidious": "fastidiously",
 783 |     "fatal": "fatally",
 784 |     "fateful": "fatefully",
 785 |     "fatuous": "fatuously",
 786 |     "faulty": "faultily",
 787 |     "faultless": "faultlessly",
 788 |     "favorable": "favorably",
 789 |     "fearful": "fearfully",
 790 |     "fearless": "fearlessly",
 791 |     "fearsome": "fearsomely",
 792 |     "feasible": "feasibly",
 793 |     "feckless": "fecklessly",
 794 |     "federal": "federally",
 795 |     "feeble": "feebly",
 796 |     "felicitous": "felicitously",
 797 |     "ferocious": "ferociously",
 798 |     "fervent": "fervently",
 799 |     "fervid": "fervidly",
 800 |     "feudal": "feudally",
 801 |     "feverish": "feverishly",
 802 |     "fictitious": "fictitiously",
 803 |     "fiendish": "fiendishly",
 804 |     "fierce": "fiercely",
 805 |     "fiery": "fierily",
 806 |     "fifth": "fifthly",
 807 |     "figurative": "figuratively",
 808 |     "filthy": "filthily",
 809 |     "final": "finally",
 810 |     "financial": "financially",
 811 |     "fine": "finely",
 812 |     "finite": "finitely",
 813 |     "firm": "firmly",
 814 |     "fiscal": "fiscally",
 815 |     "fishy": "fishily",
 816 |     "fitful": "fitfully",
 817 |     "fit": "fitly",
 818 |     "fixed": "fixedly",
 819 |     "flabby": "flabbily",
 820 |     "flagrant": "flagrantly",
 821 |     "flamboyant": "flamboyantly",
 822 |     "flashy": "flashily",
 823 |     "flat": "flatly",
 824 |     "flawless": "flawlessly",
 825 |     "fleet": "fleetly",
 826 |     "flexible": "flexibly",
 827 |     "flimsy": "flimsily",
 828 |     "flippant": "flippantly",
 829 |     "flirtatious": "flirtatiously",
 830 |     "florid": "floridly",
 831 |     "fluent": "fluently",
 832 |     "focal": "focally",
 833 |     "fond": "fondly",
 834 |     "foolish": "foolishly",
 835 |     "forbidding": "forbiddingly",
 836 |     "forceful": "forcefully",
 837 |     "forcible": "forcibly",
 838 |     "forgetful": "forgetfully",
 839 |     "forgivable": "forgivably",
 840 |     "forgiving": "forgivingly",
 841 |     "forlorn": "forlornly",
 842 |     "formal": "formally",
 843 |     "formidable": "formidably",
 844 |     "formless": "formlessly",
 845 |     "forte": "forte",
 846 |     "fortissimo": "fortissimo",
 847 |     "fortnightly": "fortnightly",
 848 |     "fortuitous": "fortuitously",
 849 |     "fortunate": "fortunately",
 850 |     "foul": "foully",
 851 |     "fourfold": "fourfold",
 852 |     "fourth": "fourth",
 853 |     "foxy": "foxily",
 854 |     "fractious": "fractiously",
 855 |     "frank": "frankly",
 856 |     "frantic": "frantically",
 857 |     "fraternal": "fraternally",
 858 |     "fraudulent": "fraudulently",
 859 |     "freakish": "freakishly",
 860 |     "free": "freely",
 861 |     "frenetic": "frenetically",
 862 |     "frenzied": "frenziedly",
 863 |     "frequent": "frequently",
 864 |     "fresh": "freshly",
 865 |     "fretful": "fretfully",
 866 |     "frightening": "frighteningly",
 867 |     "frigid": "frigidly",
 868 |     "frisky": "friskily",
 869 |     "frivolous": "frivolously",
 870 |     "frontal": "frontally",
 871 |     "frosty": "frostily",
 872 |     "frothy": "frothily",
 873 |     "frowning": "frowningly",
 874 |     "frugal": "frugally",
 875 |     "fruitless": "fruitlessly",
 876 |     "frumpy": "frumpily",
 877 |     "frumpish": "frumpishly",
 878 |     "fugal": "fugally",
 879 |     "full": "fully",
 880 |     "fulsome": "fulsomely",
 881 |     "functional": "functionally",
 882 |     "fundamental": "fundamentally",
 883 |     "funny": "funnily",
 884 |     "furious": "furiously",
 885 |     "furtive": "furtively",
 886 |     "fussy": "fussily",
 887 |     "futile": "futilely",
 888 |     "gay": "gaily",
 889 |     "gainful": "gainfully",
 890 |     "gallant": "gallantly",
 891 |     "game": "gamely",
 892 |     "garish": "garishly",
 893 |     "garrulous": "garrulously",
 894 |     "gaudy": "gaudily",
 895 |     "genealogical": "genealogically",
 896 |     "general": "generally",
 897 |     "generic": "generically",
 898 |     "generous": "generously",
 899 |     "genetic": "genetically",
 900 |     "genial": "genially",
 901 |     "genteel": "genteelly",
 902 |     "gentle": "gently",
 903 |     "genuine": "genuinely",
 904 |     "geographic": "geographically",
 905 |     "geological": "geologically",
 906 |     "geometric": "geometrically",
 907 |     "geothermal": "geothermally",
 908 |     "giddy": "giddily",
 909 |     "gingerly": "gingerly",
 910 |     "girlish": "girlishly",
 911 |     "glacial": "glacially",
 912 |     "glad": "gladly",
 913 |     "glaring": "glaringly",
 914 |     "gleeful": "gleefully",
 915 |     "glib": "glibly",
 916 |     "global": "globally",
 917 |     "gloomy": "gloomily",
 918 |     "glorious": "gloriously",
 919 |     "glossy": "glossily",
 920 |     "glowering": "gloweringly",
 921 |     "glowing": "glowingly",
 922 |     "glum": "glumly",
 923 |     "gluttonous": "gluttonously",
 924 |     "good-natured": "good-naturedly",
 925 |     "gorgeous": "gorgeously",
 926 |     "governmental": "governmentally",
 927 |     "graceful": "gracefully",
 928 |     "graceless": "gracelessly",
 929 |     "gracious": "graciously",
 930 |     "gradual": "gradually",
 931 |     "grammatical": "grammatically",
 932 |     "grandiloquent": "grandiloquently",
 933 |     "grandiose": "grandiosely",
 934 |     "grand": "grandly",
 935 |     "graphic": "graphically",
 936 |     "grateful": "gratefully",
 937 |     "gratifying": "gratifyingly",
 938 |     "grating": "gratingly",
 939 |     "gratuitous": "gratuitously",
 940 |     "grave": "gravely",
 941 |     "gravitational": "gravitationally",
 942 |     "gray": "grayly",
 943 |     "greasy": "greasily",
 944 |     "great": "greatly",
 945 |     "greedy": "greedily",
 946 |     "green": "greenly",
 947 |     "gregarious": "gregariously",
 948 |     "grey": "greyly",
 949 |     "grievous": "grievously",
 950 |     "grim": "grimly",
 951 |     "groping": "gropingly",
 952 |     "gross": "grossly",
 953 |     "grotesque": "grotesquely",
 954 |     "grouchy": "grouchily",
 955 |     "grubby": "grubbily",
 956 |     "grudging": "grudgingly",
 957 |     "gruesome": "gruesomely",
 958 |     "gruff": "gruffly",
 959 |     "grumpy": "grumpily",
 960 |     "grungy": "grungily",
 961 |     "guarded": "guardedly",
 962 |     "guilty": "guiltily",
 963 |     "gushing": "gushingly",
 964 |     "guttural": "gutturally",
 965 |     "habitual": "habitually",
 966 |     "haggard": "haggardly",
 967 |     "half": "half",
 968 |     "half-and-half": "half-and-half",
 969 |     "halfhearted": "half-heartedly",
 970 |     "half-hourly": "half-hourly",
 971 |     "half-yearly": "half-yearly",
 972 |     "handy": "handily",
 973 |     "handsome": "handsomely",
 974 |     "haphazard": "haphazardly",
 975 |     "happy": "happily",
 976 |     "haptic": "haptically",
 977 |     "hard": "hard",
 978 |     "hardened": "hard",
 979 |     "harmful": "harmfully",
 980 |     "harmless": "harmlessly",
 981 |     "harmonic": "harmonically",
 982 |     "harmonious": "harmoniously",
 983 |     "harsh": "harshly",
 984 |     "hasty": "hastily",
 985 |     "hateful": "hatefully",
 986 |     "haughty": "haughtily",
 987 |     "hazardous": "hazardously",
 988 |     "hazy": "hazily",
 989 |     "head-to-head": "head-to-head",
 990 |     "headlong": "headlong",
 991 |     "healthy": "healthily",
 992 |     "hearty": "heartily",
 993 |     "heartless": "heartlessly",
 994 |     "heated": "heatedly",
 995 |     "heavy": "heavily",
 996 |     "hebdomadal": "hebdomadally",
 997 |     "hectic": "hectically",
 998 |     "heedful": "heedfully",
 999 |     "heedless": "heedlessly",
1000 |     "heinous": "heinously",
1001 |     "helpful": "helpfully",
1002 |     "helpless": "helplessly",
1003 |     "hermetic": "hermetically",
1004 |     "heroic": "heroically",
1005 |     "hesitant": "hesitantly",
1006 |     "hideous": "hideously",
1007 |     "hierarchical": "hierarchically",
1008 |     "hieroglyphic": "hieroglyphically",
1009 |     "high-handed": "high-handedly",
1010 |     "high-minded": "high-mindedly",
1011 |     "high": "highly",
1012 |     "hilarious": "hilariously",
1013 |     "hindering": "hinderingly",
1014 |     "histological": "histologically",
1015 |     "historical": "historically",
1016 |     "historic": "historically",
1017 |     "hoarse": "hoarsely",
1018 |     "homeostatic": "homeostatically",
1019 |     "homogeneous": "homogeneously",
1020 |     "honest": "honestly",
1021 |     "honorable": "honorably",
1022 |     "hopeful": "hopefully",
1023 |     "hopeless": "hopelessly",
1024 |     "horizontal": "horizontally",
1025 |     "horrible": "horribly",
1026 |     "horrid": "horridly",
1027 |     "horrifying": "horrifyingly",
1028 |     "horticultural": "horticulturally",
1029 |     "hospitable": "hospitably",
1030 |     "hostile": "hostilely",
1031 |     "hot": "hotly",
1032 |     "hourly": "hourly",
1033 |     "huffy": "huffily",
1034 |     "humane": "humanely",
1035 |     "human": "humanly",
1036 |     "humble": "humbly",
1037 |     "humiliating": "humiliatingly",
1038 |     "humorless": "humorlessly",
1039 |     "humorous": "humorously",
1040 |     "hungry": "hungrily",
1041 |     "hurried": "hurriedly",
1042 |     "husky": "huskily",
1043 |     "hydraulic": "hydraulically",
1044 |     "hygienic": "hygienically",
1045 |     "hyperbolic": "hyperbolically",
1046 |     "hypnotic": "hypnotically",
1047 |     "hypocritical": "hypocritically",
1048 |     "hypothalamic": "hypothalamically",
1049 |     "hypothetical": "hypothetically",
1050 |     "hysterical": "hysterically",
1051 |     "icy": "icily",
1052 |     "ideal": "ideally",
1053 |     "identical": "identically",
1054 |     "identifiable": "identifiably",
1055 |     "ideographic": "ideographically",
1056 |     "idiomatic": "idiomatically",
1057 |     "idiotic": "idiotically",
1058 |     "idle": "idly",
1059 |     "idolatrous": "idolatrously",
1060 |     "idyllic": "idyllically",
1061 |     "ignoble": "ignobly",
1062 |     "ignominious": "ignominiously",
1063 |     "ignorant": "ignorantly",
1064 |     "illegal": "illegally",
1065 |     "illegible": "illegibly",
1066 |     "illegitimate": "illegitimately",
1067 |     "illiberal": "illiberally",
1068 |     "illicit": "illicitly",
1069 |     "illogical": "illogically",
1070 |     "illustrious": "illustriously",
1071 |     "imaginative": "imaginatively",
1072 |     "immaculate": "immaculately",
1073 |     "immature": "immaturely",
1074 |     "immeasurable": "immeasurably",
1075 |     "immediate": "immediately",
1076 |     "immense": "immensely",
1077 |     "imminent": "imminently",
1078 |     "immoderate": "immoderately",
1079 |     "immodest": "immodestly",
1080 |     "immoral": "immorally",
1081 |     "immovable": "immovably",
1082 |     "immunological": "immunologically",
1083 |     "immutable": "immutably",
1084 |     "impartial": "impartially",
1085 |     "impassive": "impassively",
1086 |     "impatient": "impatiently",
1087 |     "impeccable": "impeccably",
1088 |     "impenitent": "impenitently",
1089 |     "imperative": "imperatively",
1090 |     "imperceptible": "imperceptibly",
1091 |     "imperfect": "imperfectly",
1092 |     "imperial": "imperially",
1093 |     "imperious": "imperiously",
1094 |     "impermissible": "impermissibly",
1095 |     "impersonal": "impersonally",
1096 |     "impertinent": "impertinently",
1097 |     "impetuous": "impetuously",
1098 |     "impious": "impiously",
1099 |     "impish": "impishly",
1100 |     "implausible": "implausibly",
1101 |     "implicit": "implicitly",
1102 |     "impolite": "impolitely",
1103 |     "important": "importantly",
1104 |     "importunate": "importunately",
1105 |     "imposing": "imposingly",
1106 |     "impossible": "impossibly",
1107 |     "impotent": "impotently",
1108 |     "impracticable": "impracticably",
1109 |     "imprecise": "imprecisely",
1110 |     "impregnable": "impregnably",
1111 |     "impressive": "impressively",
1112 |     "improbable": "improbably",
1113 |     "improper": "improperly",
1114 |     "improvident": "improvidently",
1115 |     "imprudent": "imprudently",
1116 |     "impudent": "impudently",
1117 |     "impulsive": "impulsively",
1118 |     "in_vitro": "in_vitro",
1119 |     "in_vivo": "in_vivo",
1120 |     "inaccessible": "inaccessibly",
1121 |     "inaccurate": "inaccurately",
1122 |     "inadequate": "inadequately",
1123 |     "inadvertent": "inadvertently",
1124 |     "inadvisable": "inadvisably",
1125 |     "inalienable": "inalienably",
1126 |     "inane": "inanely",
1127 |     "inappropriate": "inappropriately",
1128 |     "inarticulate": "inarticulately",
1129 |     "inattentive": "inattentively",
1130 |     "inaudible": "inaudibly",
1131 |     "inaugural": "inaugurally",
1132 |     "inauspicious": "inauspiciously",
1133 |     "incautious": "incautiously",
1134 |     "incessant": "incessantly",
1135 |     "incestuous": "incestuously",
1136 |     "incidental": "incidentally",
1137 |     "incisive": "incisively",
1138 |     "incoherent": "incoherently",
1139 |     "incomparable": "incomparably",
1140 |     "incompatible": "incompatibly",
1141 |     "incompetent": "incompetently",
1142 |     "incomplete": "incompletely",
1143 |     "inconceivable": "inconceivably",
1144 |     "inconclusive": "inconclusively",
1145 |     "incongruous": "incongruously",
1146 |     "inconsequent": "inconsequently",
1147 |     "inconsiderate": "inconsiderately",
1148 |     "inconsistent": "inconsistently",
1149 |     "inconspicuous": "inconspicuously",
1150 |     "incontrovertible": "incontrovertibly",
1151 |     "inconvenient": "inconveniently",
1152 |     "incorrect": "incorrectly",
1153 |     "increasing": "increasingly",
1154 |     "incredible": "incredibly",
1155 |     "incredulous": "incredulously",
1156 |     "incriminating": "incriminatingly",
1157 |     "incurable": "incurably",
1158 |     "indecent": "indecently",
1159 |     "indecisive": "indecisively",
1160 |     "indecorous": "indecorously",
1161 |     "indefatigable": "indefatigably",
1162 |     "indefinite": "indefinitely",
1163 |     "indelible": "indelibly",
1164 |     "independent": "independently",
1165 |     "indescribable": "indescribably",
1166 |     "indeterminable": "indeterminably",
1167 |     "indifferent": "indifferently",
1168 |     "indigenous": "indigenously",
1169 |     "indignant": "indignantly",
1170 |     "indirect": "indirectly",
1171 |     "discreet": "indiscreetly",
1172 |     "indiscriminate": "indiscriminately",
1173 |     "indistinct": "indistinctly",
1174 |     "individualistic": "individualistically",
1175 |     "individual": "individually",
1176 |     "indolent": "indolently",
1177 |     "indubitable": "indubitably",
1178 |     "indulgent": "indulgently",
1179 |     "industrial": "industrially",
1180 |     "industrious": "industriously",
1181 |     "ineffable": "ineffably",
1182 |     "ineffective": "ineffectively",
1183 |     "ineffectual": "ineffectually",
1184 |     "inefficacious": "inefficaciously",
1185 |     "inefficient": "inefficiently",
1186 |     "inelegant": "inelegantly",
1187 |     "ineluctable": "ineluctably",
1188 |     "inept": "ineptly",
1189 |     "inequitable": "inequitably",
1190 |     "inescapable": "inescapably",
1191 |     "inevitable": "inevitably",
1192 |     "inexact": "inexactly",
1193 |     "inexcusable": "inexcusably",
1194 |     "excusable": "inexcusably",
1195 |     "inexorable": "inexorably",
1196 |     "inexpedient": "inexpediently",
1197 |     "inexpert": "inexpertly",
1198 |     "inextricable": "inextricably",
1199 |     "infectious": "infectiously",
1200 |     "infelicitous": "infelicitously",
1201 |     "infernal": "infernally",
1202 |     "infinite": "infinitely",
1203 |     "inflexible": "inflexibly",
1204 |     "influential": "influentially",
1205 |     "informal": "informally",
1206 |     "informative": "informatively",
1207 |     "infrequent": "infrequently",
1208 |     "ingenuous": "ingenuously",
1209 |     "inglorious": "ingloriously",
1210 |     "ingratiating": "ingratiatingly",
1211 |     "inherent": "inherently",
1212 |     "inhospitable": "inhospitably",
1213 |     "inhumane": "inhumanely",
1214 |     "inimitable": "inimitably",
1215 |     "iniquitous": "iniquitously",
1216 |     "initial": "initially",
1217 |     "injudicious": "injudiciously",
1218 |     "injurious": "injuriously",
1219 |     "innate": "innately",
1220 |     "innocent": "innocently",
1221 |     "inoffensive": "inoffensively",
1222 |     "inopportune": "inopportunely",
1223 |     "inordinate": "inordinately",
1224 |     "inorganic": "inorganically",
1225 |     "inquiring": "inquiringly",
1226 |     "inquisitive": "inquisitively",
1227 |     "insane": "insanely",
1228 |     "insatiable": "insatiably",
1229 |     "inscriptive": "inscriptively",
1230 |     "inscrutable": "inscrutably",
1231 |     "insecticidal": "insecticidally",
1232 |     "insecure": "insecurely",
1233 |     "insensate": "insensately",
1234 |     "insensible": "insensibly",
1235 |     "insensitive": "insensitively",
1236 |     "inseparable": "inseparably",
1237 |     "insidious": "insidiously",
1238 |     "insignificant": "insignificantly",
1239 |     "insincere": "insincerely",
1240 |     "insipid": "insipidly",
1241 |     "insistent": "insistently",
1242 |     "insolent": "insolently",
1243 |     "inspirational": "inspirationally",
1244 |     "instantaneous": "instantaneously",
1245 |     "instinctive": "instinctively",
1246 |     "institutional": "institutionally",
1247 |     "instructive": "instructively",
1248 |     "insufficient": "insufficiently",
1249 |     "insulting": "insultingly",
1250 |     "insuperable": "insuperably",
1251 |     "integral": "integrally",
1252 |     "intellectual": "intellectually",
1253 |     "intelligent": "intelligently",
1254 |     "intelligible": "intelligibly",
1255 |     "intemperate": "intemperately",
1256 |     "intense": "intensely",
1257 |     "intentional": "intentionally",
1258 |     "intent": "intently",
1259 |     "interchangeable": "interchangeably",
1260 |     "interdepartmental": "interdepartmental",
1261 |     "interesting": "interestingly",
1262 |     "interminable": "interminably",
1263 |     "intermittent": "intermittently",
1264 |     "internal": "internally",
1265 |     "international": "internationally",
1266 |     "interracial": "interracially",
1267 |     "interrogative": "interrogatively",
1268 |     "intimate": "intimately",
1269 |     "tolerable": "intolerably",
1270 |     "intolerant": "intolerantly",
1271 |     "intractable": "intractably",
1272 |     "intradermal": "intradermally",
1273 |     "intramuscular": "intramuscularly",
1274 |     "intransitive": "intransitively",
1275 |     "intravenous": "intravenously",
1276 |     "intrepid": "intrepidly",
1277 |     "intricate": "intricately",
1278 |     "intrinsic": "intrinsically",
1279 |     "intuitive": "intuitively",
1280 |     "invariable": "invariably",
1281 |     "inventive": "inventively",
1282 |     "invidious": "invidiously",
1283 |     "invincible": "invincibly",
1284 |     "invisible": "invisibly",
1285 |     "inviting": "invitingly",
1286 |     "involuntary": "involuntarily",
1287 |     "inward": "inwardly",
1288 |     "irate": "irately",
1289 |     "ironical": "ironically",
1290 |     "irrational": "irrationally",
1291 |     "irregular": "irregularly",
1292 |     "irrelevant": "irrelevantly",
1293 |     "irreparable": "irreparably",
1294 |     "irreproachable": "irreproachably",
1295 |     "irresistible": "irresistibly",
1296 |     "irresolute": "irresolutely",
1297 |     "irresponsible": "irresponsibly",
1298 |     "irretrievable": "irretrievably",
1299 |     "irreverent": "irreverently",
1300 |     "irreversible": "irreversibly",
1301 |     "irrevocable": "irrevocably",
1302 |     "irritable": "irritably",
1303 |     "irritating": "irritatingly",
1304 |     "isotropic": "isotropically",
1305 |     "jagged": "jaggedly",
1306 |     "jarring": "jarringly",
1307 |     "jaunty": "jauntily",
1308 |     "jealous": "jealously",
1309 |     "jeering": "jeeringly",
1310 |     "jejune": "jejunely",
1311 |     "jerky": "jerkily",
1312 |     "jesting": "jestingly",
1313 |     "jocose": "jocosely",
1314 |     "jocular": "jocular",
1315 |     "joint": "jointly",
1316 |     "joking": "jokingly",
1317 |     "journalistic": "journalistically",
1318 |     "jovial": "jovially",
1319 |     "joyful": "joyfully",
1320 |     "joyless": "joylessly",
1321 |     "joyous": "joyously",
1322 |     "jubilant": "jubilantly",
1323 |     "judicial": "judicially",
1324 |     "jurisprudential": "jurisprudentially",
1325 |     "justifiable": "justifiably",
1326 |     "just": "justly",
1327 |     "keen": "keenly",
1328 |     "killing": "killingly",
1329 |     "kind": "kindly",
1330 |     "kinesthetic": "kinesthetically",
1331 |     "knavish": "knavishly",
1332 |     "knowing": "knowingly",
1333 |     "laborious": "laboriously",
1334 |     "lackadaisical": "lackadaisically",
1335 |     "laconic": "laconically",
1336 |     "lame": "lamely",
1337 |     "languid": "languidly",
1338 |     "languorous": "languorously",
1339 |     "largo": "largo",
1340 |     "lascivious": "lasciviously",
1341 |     "last": "last",
1342 |     "late": "late",
1343 |     "later": "later",
1344 |     "lateral": "laterally",
1345 |     "laudable": "laudably",
1346 |     "laughable": "laughably",
1347 |     "lavish": "lavishly",
1348 |     "lawful": "lawfully",
1349 |     "lax": "laxly",
1350 |     "lazy": "lazily",
1351 |     "learned": "learnedly",
1352 |     "legal": "legally",
1353 |     "legible": "legibly",
1354 |     "legislative": "legislatively",
1355 |     "legitimate": "legitimately",
1356 |     "leisurely": "leisurely",
1357 |     "lengthy": "lengthily",
1358 |     "lenient": "leniently",
1359 |     "lethargic": "lethargically",
1360 |     "lewd": "lewdly",
1361 |     "lexical": "lexically",
1362 |     "liberal": "liberally",
1363 |     "licentious": "licentiously",
1364 |     "licit": "licitly",
1365 |     "lifeless": "lifelessly",
1366 |     "light-handed": "light-handedly",
1367 |     "light": "lightly",
1368 |     "lightsome": "lightsomely",
1369 |     "limited": "limitedly",
1370 |     "limnological": "limnologically",
1371 |     "limpid": "limpidly",
1372 |     "lineal": "lineally",
1373 |     "linear": "linearly",
1374 |     "lingual": "lingually",
1375 |     "linguistic": "linguistically",
1376 |     "listless": "listlessly",
1377 |     "literal": "literally",
1378 |     "livid": "lividly",
1379 |     "local": "locally",
1380 |     "lofty": "loftily",
1381 |     "logarithmic": "logarithmically",
1382 |     "logical": "logically",
1383 |     "logogrammatic": "logogrammatically",
1384 |     "long-winded": "long-windedly",
1385 |     "long": "longest",
1386 |     "longitudinal": "longitudinally",
1387 |     "loose": "loosely",
1388 |     "lopsided": "lopsidedly",
1389 |     "loquacious": "loquaciously",
1390 |     "loud": "loudly",
1391 |     "loving": "lovingly",
1392 |     "lowering": "loweringly",
1393 |     "loyal": "loyally",
1394 |     "lucid": "lucidly",
1395 |     "lucky": "luckily",
1396 |     "ludicrous": "ludicrously",
1397 |     "lugubrious": "lugubriously",
1398 |     "lukewarm": "lukewarmly",
1399 |     "lurid": "luridly",
1400 |     "luscious": "lusciously",
1401 |     "lustful": "lustfully",
1402 |     "lusty": "lustily",
1403 |     "luxuriant": "luxuriantly",
1404 |     "luxurious": "luxuriously",
1405 |     "lyrical": "lyrically",
1406 |     "macroscopical": "macroscopically",
1407 |     "mad": "madly",
1408 |     "magical": "magically",
1409 |     "magisterial": "magisterially",
1410 |     "magna_cum_laude": "magna_cum_laude",
1411 |     "magnanimous": "magnanimously",
1412 |     "magnetic": "magnetically",
1413 |     "magnificent": "magnificently",
1414 |     "magniloquent": "magniloquently",
1415 |     "majestic": "majestically",
1416 |     "maladroit": "maladroitly",
1417 |     "malevolent": "malevolently",
1418 |     "malicious": "maliciously",
1419 |     "malignant": "malignantly",
1420 |     "malign": "malignly",
1421 |     "manageable": "manageably",
1422 |     "managerial": "managerially",
1423 |     "mandatory": "mandatorily",
1424 |     "manful": "manfully",
1425 |     "mangy": "mangily",
1426 |     "maniacal": "maniacally",
1427 |     "manifest": "manifestly",
1428 |     "manipulative": "manipulatively",
1429 |     "manual": "manually",
1430 |     "marginal": "marginally",
1431 |     "marked": "markedly",
1432 |     "martial": "martially",
1433 |     "marvelous": "marvellously",
1434 |     "masochistic": "masochistically",
1435 |     "massive": "massively",
1436 |     "masterful": "masterfully",
1437 |     "materialistic": "materialistically",
1438 |     "material": "materially",
1439 |     "maternal": "maternally",
1440 |     "mathematical": "mathematically",
1441 |     "matrilineal": "matrilineally",
1442 |     "mature": "maturely",
1443 |     "mawkish": "mawkishly",
1444 |     "maximal": "maximally",
1445 |     "meager": "meagerly",
1446 |     "meandering": "meanderingly",
1447 |     "meaningful": "meaningfully",
1448 |     "mean": "meanly",
1449 |     "meanspirited": "meanspiritedly",
1450 |     "measurable": "measurably",
1451 |     "measured": "measuredly",
1452 |     "mechanical": "mechanically",
1453 |     "medial": "medially",
1454 |     "medical": "medically",
1455 |     "medicinal": "medicinally",
1456 |     "meditative": "meditatively",
1457 |     "meek": "meekly",
1458 |     "mellow": "mellowly",
1459 |     "melodic": "melodically",
1460 |     "melodious": "melodiously",
1461 |     "melodramatic": "melodramatically",
1462 |     "memorable": "memorably",
1463 |     "menacing": "menacingly",
1464 |     "mendacious": "mendaciously",
1465 |     "menial": "menially",
1466 |     "mental": "mentally",
1467 |     "merciful": "mercifully",
1468 |     "merciless": "mercilessly",
1469 |     "mere": "merely",
1470 |     "meretricious": "meretriciously",
1471 |     "meritorious": "meritoriously",
1472 |     "merry": "merrily",
1473 |     "messy": "messily",
1474 |     "metabolic": "metabolically",
1475 |     "metaphorical": "metaphorically",
1476 |     "metaphysical": "metaphysically",
1477 |     "meteorologic": "meteorologically",
1478 |     "methodical": "methodically",
1479 |     "methodological": "methodologically",
1480 |     "meticulous": "meticulously",
1481 |     "metonymic": "metonymically",
1482 |     "metrical": "metrically",
1483 |     "microscopical": "microscopically",
1484 |     "microscopic": "microscopically",
1485 |     "mild": "mildly",
1486 |     "military": "militarily",
1487 |     "mincing": "mincingly",
1488 |     "mindful": "mindfully",
1489 |     "mindless": "mindlessly",
1490 |     "minimal": "minimally",
1491 |     "ministerial": "ministerially",
1492 |     "minute": "minutely",
1493 |     "miraculous": "miraculously",
1494 |     "mirthful": "mirthfully",
1495 |     "miserable": "miserably",
1496 |     "misleading": "misleadingly",
1497 |     "mistaken": "mistakenly",
1498 |     "misty": "mistily",
1499 |     "mistrustful": "mistrustfully",
1500 |     "mocking": "mockingly",
1501 |     "moderate": "moderately",
1502 |     "modest": "modestly",
1503 |     "modish": "modishly",
1504 |     "moist": "moistly",
1505 |     "momentous": "momentously",
1506 |     "monaural": "monaurally",
1507 |     "monolingual": "monolingually",
1508 |     "monosyllabic": "monosyllabically",
1509 |     "monotonous": "monotonously",
1510 |     "monstrous": "monstrously",
1511 |     "monthly": "monthly",
1512 |     "moody": "moodily",
1513 |     "moony": "moonily",
1514 |     "morbid": "morbidly",
1515 |     "mordacious": "mordaciously",
1516 |     "morose": "morosely",
1517 |     "morphological": "morphologically",
1518 |     "most": "mostly",
1519 |     "motionless": "motionlessly",
1520 |     "mournful": "mournfully",
1521 |     "moving": "movingly",
1522 |     "mulish": "mulishly",
1523 |     "multifarious": "multifariously",
1524 |     "multilateral": "multilaterally",
1525 |     "multiplicative": "multiplicatively",
1526 |     "multiple": "multiply",
1527 |     "mundane": "mundanely",
1528 |     "municipal": "municipally",
1529 |     "munificent": "munificently",
1530 |     "murderous": "murderously",
1531 |     "murky": "murkily",
1532 |     "musical": "musically",
1533 |     "musicological": "musicologically",
1534 |     "musing": "musingly",
1535 |     "mute": "mutely",
1536 |     "mutual": "mutually",
1537 |     "mysterious": "mysteriously",
1538 |     "mystical": "mystically",
1539 |     "naive": "naively",
1540 |     "naked": "nakedly",
1541 |     "narrow-minded": "narrow-mindedly",
1542 |     "narrow": "narrowly",
1543 |     "nasal": "nasally",
1544 |     "nasty": "nastily",
1545 |     "national": "nationally",
1546 |     "natty": "nattily",
1547 |     "natural": "naturally",
1548 |     "naughty": "naughtily",
1549 |     "neat": "neatly",
1550 |     "nebulous": "nebulously",
1551 |     "necessary": "necessarily",
1552 |     "neck_and_neck": "neck_and_neck",
1553 |     "needful": "needfully",
1554 |     "needless": "needlessly",
1555 |     "nefarious": "nefariously",
1556 |     "negative": "negatively",
1557 |     "neglectful": "neglectfully",
1558 |     "negligent": "negligently",
1559 |     "nerveless": "nervelessly",
1560 |     "nervy": "nervily",
1561 |     "nervous": "nervously",
1562 |     "neurobiological": "neurobiological",
1563 |     "neurotic": "neurotically",
1564 |     "nice": "nicely",
1565 |     "nimble": "nimbly",
1566 |     "nip_and_tuck": "nip_and_tuck",
1567 |     "noble": "nobly",
1568 |     "nocturnal": "nocturnally",
1569 |     "noiseless": "noiselessly",
1570 |     "noisy": "noisily",
1571 |     "nominal": "nominally",
1572 |     "nonchalant": "nonchalantly",
1573 |     "noncompetitive": "noncompetitively",
1574 |     "noncomprehensive": "noncomprehensively",
1575 |     "nonlexical": "nonlexically",
1576 |     "nonspecific": "nonspecifically",
1577 |     "nonverbal": "nonverbally",
1578 |     "nonviolent": "nonviolently",
1579 |     "northeastward": "northeastwardly",
1580 |     "northerly": "northerly",
1581 |     "northwestward": "northwestwardly",
1582 |     "noticeable": "noticeably",
1583 |     "noxious": "noxiously",
1584 |     "numb": "numbly",
1585 |     "numerical": "numerically",
1586 |     "nutritional": "nutritionally",
1587 |     "nutty": "nuttily",
1588 |     "obdurate": "obdurately",
1589 |     "obedient": "obediently",
1590 |     "objectionable": "objectionably",
1591 |     "objective": "objectively",
1592 |     "obligatory": "obligatorily",
1593 |     "obliging": "obligingly",
1594 |     "oblique": "obliquely",
1595 |     "obnoxious": "obnoxiously",
1596 |     "obscene": "obscenely",
1597 |     "obscure": "obscurely",
1598 |     "obsequious": "obsequiously",
1599 |     "observable": "observably",
1600 |     "observant": "observantly",
1601 |     "observing": "observingly",
1602 |     "obsessional": "obsessionally",
1603 |     "obsessive": "obsessively",
1604 |     "obstinate": "obstinately",
1605 |     "obstreperous": "obstreperously",
1606 |     "obstructive": "obstructively",
1607 |     "obtrusive": "obtrusively",
1608 |     "obtuse": "obtusely",
1609 |     "obvious": "obviously",
1610 |     "occasional": "occasionally",
1611 |     "odd": "oddly",
1612 |     "odious": "odiously",
1613 |     "offensive": "offensively",
1614 |     "offhanded": "offhandedly",
1615 |     "official": "officially",
1616 |     "officious": "officiously",
1617 |     "ominous": "ominously",
1618 |     "onerous": "onerously",
1619 |     "opaque": "opaquely",
1620 |     "open": "openly",
1621 |     "operational": "operationally",
1622 |     "operative": "operatively",
1623 |     "opportune": "opportunely",
1624 |     "opposite": "oppositely",
1625 |     "oppressive": "oppressively",
1626 |     "optical": "optically",
1627 |     "optimal": "optimally",
1628 |     "optimistic": "optimistically",
1629 |     "optional": "optionally",
1630 |     "opulent": "opulently",
1631 |     "oral": "orad",
1632 |     "ordinary": "ordinarily",
1633 |     "organic": "organically",
1634 |     "organizational": "organizationally",
1635 |     "original": "originally",
1636 |     "ornamental": "ornamentally",
1637 |     "osmotic": "osmotically",
1638 |     "ostensible": "ostensibly",
1639 |     "ostentatious": "ostentatiously",
1640 |     "outlandish": "outlandishly",
1641 |     "outrageous": "outrageously",
1642 |     "outspoken": "outspokenly",
1643 |     "outstanding": "outstandingly",
1644 |     "outward": "outwardly",
1645 |     "overbearing": "overbearingly",
1646 |     "overpowering": "overpoweringly",
1647 |     "overt": "overtly",
1648 |     "overwhelming": "overwhelmingly",
1649 |     "owlish": "owlishly",
1650 |     "pacific": "pacifically",
1651 |     "pacifistic": "pacifistically",
1652 |     "painful": "painfully",
1653 |     "painless": "painlessly",
1654 |     "painstaking": "painstakingly",
1655 |     "palatable": "palatably",
1656 |     "pale": "palely",
1657 |     "pallid": "pallidly",
1658 |     "palmate": "palmately",
1659 |     "palpable": "palpably",
1660 |     "paradoxical": "paradoxically",
1661 |     "parasitic": "parasitically",
1662 |     "pardonable": "pardonably",
1663 |     "parental": "parentally",
1664 |     "parenteral": "parenterally",
1665 |     "parenthetical": "parenthetically",
1666 |     "parochial": "parochially",
1667 |     "partial": "partially",
1668 |     "particular": "particularly",
1669 |     "passionate": "passionately",
1670 |     "passive": "passively",
1671 |     "patchy": "patchily",
1672 |     "patent": "patently",
1673 |     "paternal": "paternally",
1674 |     "pathetic": "pathetically",
1675 |     "pathogenic": "pathogenically",
1676 |     "pathological": "pathologically",
1677 |     "patient": "patiently",
1678 |     "patrilineal": "patrilineally",
1679 |     "patriotic": "patriotically",
1680 |     "patronising": "patronisingly",
1681 |     "patronizing": "patronizingly",
1682 |     "peaceable": "peaceably",
1683 |     "peaceful": "peacefully",
1684 |     "peculiar": "peculiarly",
1685 |     "pedagogic": "pedagogically",
1686 |     "pedantic": "pedantically",
1687 |     "peevish": "peevishly",
1688 |     "pejorative": "pejoratively",
1689 |     "pellucid": "pellucidly",
1690 |     "penal": "penally",
1691 |     "penetrating": "penetratingly",
1692 |     "penetrative": "penetratively",
1693 |     "penitential": "penitentially",
1694 |     "penitent": "penitently",
1695 |     "pensive": "pensively",
1696 |     "penurious": "penuriously",
1697 |     "perceptible": "perceptibly",
1698 |     "perceptive": "perceptively",
1699 |     "perceptual": "perceptually",
1700 |     "peremptory": "peremptorily",
1701 |     "perennial": "perennially",
1702 |     "perfect": "perfectly",
1703 |     "perfidious": "perfidiously",
1704 |     "perfunctory": "perfunctorily",
1705 |     "perilous": "perilously",
1706 |     "periodical": "periodically",
1707 |     "peripheral": "peripherally",
1708 |     "perky": "perkily",
1709 |     "permanent": "permanently",
1710 |     "permissible": "permissibly",
1711 |     "permissive": "permissively",
1712 |     "pernicious": "perniciously",
1713 |     "perpendicular": "perpendicularly",
1714 |     "perpetual": "perpetually",
1715 |     "perplexed": "perplexedly",
1716 |     "persevering": "perseveringly",
1717 |     "persistent": "persistently",
1718 |     "personal": "personally",
1719 |     "perspicuous": "perspicuously",
1720 |     "persuasive": "persuasively",
1721 |     "pertinacious": "pertinaciously",
1722 |     "pertinent": "pertinently",
1723 |     "pert": "pertly",
1724 |     "pervasive": "pervasively",
1725 |     "perverse": "perversely",
1726 |     "pessimistic": "pessimistically",
1727 |     "petty": "pettily",
1728 |     "pettish": "pettishly",
1729 |     "petulant": "petulantly",
1730 |     "pharmacological": "pharmacologically",
1731 |     "phenomenal": "phenomenally",
1732 |     "philanthropic": "philanthropically",
1733 |     "philatelic": "philatelically",
1734 |     "philosophical": "philosophically",
1735 |     "phlegmatic": "phlegmatically",
1736 |     "phonemic": "phonemic",
1737 |     "phonetic": "phonetically",
1738 |     "photoelectric": "photoelectrically",
1739 |     "photographic": "photographically",
1740 |     "photometric": "photometrically",
1741 |     "phylogenetic": "phylogenetically",
1742 |     "physical": "physically",
1743 |     "physiological": "physiologically",
1744 |     "pianissimo": "pianissimo",
1745 |     "piano": "piano",
1746 |     "pictorial": "pictorially",
1747 |     "picturesque": "picturesquely",
1748 |     "piercing": "piercingly",
1749 |     "pigheaded": "pig-headedly",
1750 |     "piggish": "piggishly",
1751 |     "pinnate": "pinnately",
1752 |     "pious": "piously",
1753 |     "piquant": "piquantly",
1754 |     "piratical": "piratically",
1755 |     "piteous": "piteously",
1756 |     "pithy": "pithily",
1757 |     "pitiable": "pitiably",
1758 |     "pitiful": "pitifully",
1759 |     "pitiless": "pitilessly",
1760 |     "placating": "placatingly",
1761 |     "placid": "placidly",
1762 |     "plaguy": "plaguily",
1763 |     "plain": "plainly",
1764 |     "plaintive": "plaintively",
1765 |     "plastic": "plastically",
1766 |     "plausible": "plausibly",
1767 |     "playful": "playfully",
1768 |     "pleasant": "pleasantly",
1769 |     "pleasing": "pleasingly",
1770 |     "pleasurable": "pleasurably",
1771 |     "plenary": "plenarily",
1772 |     "plenteous": "plenteously",
1773 |     "plentiful": "plentifully",
1774 |     "plodding": "ploddingly",
1775 |     "plucky": "pluckily",
1776 |     "pneumatic": "pneumatically",
1777 |     "poetic": "poetically",
1778 |     "poignant": "poignantly",
1779 |     "pointed": "pointedly",
1780 |     "pointless": "pointlessly",
1781 |     "poisonous": "poisonously",
1782 |     "polemic": "polemically",
1783 |     "polite": "politely",
1784 |     "political": "politically",
1785 |     "polygonal": "polygonally",
1786 |     "polyphonic": "polyphonically",
1787 |     "polysyllabic": "polysyllabically",
1788 |     "pompous": "pompously",
1789 |     "ponderous": "ponderously",
1790 |     "poor": "poorly",
1791 |     "popish": "popishly",
1792 |     "popular": "popularly",
1793 |     "pornographic": "pornographically",
1794 |     "portentous": "portentously",
1795 |     "positive": "positively",
1796 |     "possessive": "possessively",
1797 |     "possible": "possibly",
1798 |     "posthumous": "posthumously",
1799 |     "postoperative": "postoperatively",
1800 |     "potential": "potentially",
1801 |     "potent": "potently",
1802 |     "powerful": "powerfully",
1803 |     "powerless": "powerlessly",
1804 |     "practicable": "practicably",
1805 |     "practical": "practically",
1806 |     "pragmatic": "pragmatically",
1807 |     "praiseworthy": "praiseworthily",
1808 |     "precarious": "precariously",
1809 |     "precedented": "precedentedly",
1810 |     "precipitate": "precipitately",
1811 |     "precipitous": "precipitously",
1812 |     "precise": "precisely",
1813 |     "precocious": "precociously",
1814 |     "predicative": "predicatively",
1815 |     "predictable": "predictably",
1816 |     "predominant": "predominantly",
1817 |     "preeminent": "preeminently",
1818 |     "preferential": "preferentially",
1819 |     "premature": "prematurely",
1820 |     "preponderant": "preponderantly",
1821 |     "prepositional": "prepositionally",
1822 |     "prescient": "presciently",
1823 |     "presentable": "presentably",
1824 |     "present": "presently",
1825 |     "presidential": "presidentially",
1826 |     "pressing": "pressingly",
1827 |     "presumable": "presumably",
1828 |     "presumptuous": "presumptuously",
1829 |     "pretentious": "pretentiously",
1830 |     "preternatural": "preternaturally",
1831 |     "pretty": "prettily",
1832 |     "previous": "previously",
1833 |     "priggish": "priggishly",
1834 |     "primary": "primarily",
1835 |     "primitive": "primitively",
1836 |     "prim": "primly",
1837 |     "principal": "principally",
1838 |     "prissy": "prissily",
1839 |     "private": "privately",
1840 |     "probabilistic": "probabilistically",
1841 |     "probable": "probably",
1842 |     "problematic": "problematically",
1843 |     "prodigal": "prodigally",
1844 |     "prodigious": "prodigiously",
1845 |     "productive": "productively",
1846 |     "profane": "profanely",
1847 |     "professed": "professedly",
1848 |     "professional": "professionally",
1849 |     "professorial": "professorially",
1850 |     "proficient": "proficiently",
1851 |     "profitless": "profitlessly",
1852 |     "profligate": "profligately",
1853 |     "profound": "profoundly",
1854 |     "progressive": "progressively",
1855 |     "prohibitive": "prohibitively",
1856 |     "prominent": "prominently",
1857 |     "promiscuous": "promiscuously",
1858 |     "promising": "promisingly",
1859 |     "prompt": "promptly",
1860 |     "proper": "properly",
1861 |     "prophetic": "prophetically",
1862 |     "propitious": "propitiously",
1863 |     "proportional": "proportionally",
1864 |     "proportionate": "proportionately",
1865 |     "prosaic": "prosaically",
1866 |     "prosy": "prosily",
1867 |     "prosperous": "prosperously",
1868 |     "protective": "protectively",
1869 |     "protracted": "protractedly",
1870 |     "proud": "proudly",
1871 |     "provable": "provably",
1872 |     "proverbial": "proverbially",
1873 |     "providential": "providentially",
1874 |     "provident": "providently",
1875 |     "provincial": "provincially",
1876 |     "provisional": "provisionally",
1877 |     "provocative": "provocatively",
1878 |     "provoking": "provokingly",
1879 |     "prudent": "prudently",
1880 |     "prudish": "prudishly",
1881 |     "prurient": "pruriently",
1882 |     "prying": "pryingly",
1883 |     "psychic": "psychically",
1884 |     "psychological": "psychologically",
1885 |     "public": "publicly",
1886 |     "puckish": "puckishly",
1887 |     "pugnacious": "pugnaciously",
1888 |     "punctilious": "punctiliously",
1889 |     "punctual": "punctually",
1890 |     "pungent": "pungently",
1891 |     "puny": "punily",
1892 |     "punishing": "punishingly",
1893 |     "punitive": "punitively",
1894 |     "punitory": "punitorily",
1895 |     "puritanical": "puritanically",
1896 |     "purposeful": "purposefully",
1897 |     "purposeless": "purposelessly",
1898 |     "pusillanimous": "pusillanimously",
1899 |     "pyramidical": "pyramidically",
1900 |     "quaint": "quaintly",
1901 |     "qualitative": "qualitatively",
1902 |     "quantitative": "quantitatively",
1903 |     "quarterly": "quarterly",
1904 |     "quavering": "quaveringly",
1905 |     "queasy": "queasily",
1906 |     "queer": "queerly",
1907 |     "querulous": "querulously",
1908 |     "questionable": "questionably",
1909 |     "questioning": "questioningly",
1910 |     "quick": "quickly",
1911 |     "quiet": "quietly",
1912 |     "quixotic": "quixotically",
1913 |     "quizzical": "quizzically",
1914 |     "racial": "racially",
1915 |     "racy": "racily",
1916 |     "radial": "radially",
1917 |     "radiant": "radiantly",
1918 |     "radical": "radically",
1919 |     "radioactive": "radioactively",
1920 |     "raffish": "raffishly",
1921 |     "ragged": "raggedly",
1922 |     "rakish": "rakishly",
1923 |     "rampant": "rampantly",
1924 |     "random": "randomly",
1925 |     "rapacious": "rapaciously",
1926 |     "rapid": "rapidly",
1927 |     "rapturous": "rapturously",
1928 |     "rare": "rarely",
1929 |     "rash": "rashly",
1930 |     "rasping": "raspingly",
1931 |     "rational": "rationally",
1932 |     "raucous": "raucously",
1933 |     "ravenous": "ravenously",
1934 |     "ravishing": "ravishingly",
1935 |     "readable": "readably",
1936 |     "realistic": "realistically",
1937 |     "real": "really",
1938 |     "reasonable": "reasonably",
1939 |     "reassuring": "reassuringly",
1940 |     "rebellious": "rebelliously",
1941 |     "recent": "recently",
1942 |     "receptive": "receptively",
1943 |     "reciprocal": "reciprocally",
1944 |     "reckless": "recklessly",
1945 |     "recognizable": "recognizably",
1946 |     "recurrent": "recurrently",
1947 |     "red": "redly",
1948 |     "reflective": "reflectively",
1949 |     "reflex": "reflexly",
1950 |     "refreshing": "refreshingly",
1951 |     "regal": "regally",
1952 |     "regimental": "regimentally",
1953 |     "regional": "regionally",
1954 |     "regretful": "regretfully",
1955 |     "regrettable": "regrettably",
1956 |     "regular": "regularly",
1957 |     "relative": "relatively",
1958 |     "relativistic": "relativistically",
1959 |     "relentless": "relentlessly",
1960 |     "relevant": "relevantly",
1961 |     "reliable": "reliably",
1962 |     "religious": "religiously",
1963 |     "reluctant": "reluctantly",
1964 |     "remarkable": "remarkably",
1965 |     "reminiscent": "reminiscently",
1966 |     "remorseful": "remorsefully",
1967 |     "remorseless": "remorselessly",
1968 |     "remote": "remotely",
1969 |     "repeated": "repeatedly",
1970 |     "repellent": "repellently",
1971 |     "repelling": "repellingly",
1972 |     "repentant": "repentantly",
1973 |     "repetitive": "repetitively",
1974 |     "reported": "reportedly",
1975 |     "reprehensible": "reprehensibly",
1976 |     "reproachful": "reproachfully",
1977 |     "reproducible": "reproducibly",
1978 |     "reproving": "reprovingly",
1979 |     "repulsive": "repulsively",
1980 |     "reputable": "reputably",
1981 |     "resentful": "resentfully",
1982 |     "reserved": "reservedly",
1983 |     "residential": "residentially",
1984 |     "resolute": "resolutely",
1985 |     "resounding": "resoundingly",
1986 |     "resourceful": "resourcefully",
1987 |     "respectable": "respectably",
1988 |     "respectful": "respectfully",
1989 |     "respective": "respectively",
1990 |     "resplendent": "resplendently",
1991 |     "responsible": "responsibly",
1992 |     "restful": "restfully",
1993 |     "restive": "restively",
1994 |     "restless": "restlessly",
1995 |     "restrictive": "restrictively",
1996 |     "retentive": "retentively",
1997 |     "reticent": "reticently",
1998 |     "retroactive": "retroactively",
1999 |     "retrospective": "retrospectively",
2000 |     "revengeful": "revengefully",
2001 |     "reverential": "reverentially",
2002 |     "reverent": "reverently",
2003 |     "reversible": "reversibly",
2004 |     "revolting": "revoltingly",
2005 |     "rewarding": "rewardingly",
2006 |     "rhapsodic": "rhapsodically",
2007 |     "rhetorical": "rhetorically",
2008 |     "rhythmical": "rhythmically",
2009 |     "rich": "richly",
2010 |     "ridiculous": "ridiculously",
2011 |     "right": "right",
2012 |     "righteous": "righteously",
2013 |     "rightful": "rightfully",
2014 |     "rigid": "rigidly",
2015 |     "rigorous": "rigorously",
2016 |     "riotous": "riotously",
2017 |     "ripe": "ripely",
2018 |     "risky": "riskily",
2019 |     "robust": "robustly",
2020 |     "roguish": "roguishly",
2021 |     "rollicking": "rollickingly",
2022 |     "romantic": "romantically",
2023 |     "roomy": "roomily",
2024 |     "rotational": "rotationally",
2025 |     "rotten": "rottenly",
2026 |     "rotund": "rotundly",
2027 |     "rough": "roughly",
2028 |     "round": "roundly",
2029 |     "rowdy": "rowdily",
2030 |     "royal": "royally",
2031 |     "rude": "rudely",
2032 |     "rueful": "ruefully",
2033 |     "rugged": "ruggedly",
2034 |     "ruinous": "ruinously",
2035 |     "rural": "rurally",
2036 |     "ruthless": "ruthlessly",
2037 |     "sacred": "sacredly",
2038 |     "sacrilegious": "sacrilegiously",
2039 |     "sad": "sadly",
2040 |     "sagacious": "sagaciously",
2041 |     "sage": "sagely",
2042 |     "salacious": "salaciously",
2043 |     "sanctimonious": "sanctimoniously",
2044 |     "sane": "sanely",
2045 |     "sapient": "sapiently",
2046 |     "sarcastic": "sarcastically",
2047 |     "sardonic": "sardonically",
2048 |     "satirical": "satirically",
2049 |     "satisfactory": "satisfactorily",
2050 |     "saucy": "saucily",
2051 |     "savage": "savagely",
2052 |     "scandalous": "scandalously",
2053 |     "scanty": "scantily",
2054 |     "scarce": "scarcely",
2055 |     "scary": "scarily",
2056 |     "scathing": "scathingly",
2057 |     "scenic": "scenically",
2058 |     "sceptical": "sceptically",
2059 |     "schematic": "schematically",
2060 |     "schismatic": "schismatically",
2061 |     "scholastic": "scholastically",
2062 |     "scientific": "scientifically",
2063 |     "scorching": "scorching",
2064 |     "scornful": "scornfully",
2065 |     "scrappy": "scrappily",
2066 |     "screaky": "screakily",
2067 |     "screaming": "screamingly",
2068 |     "scrumptious": "scrumptiously",
2069 |     "scrupulous": "scrupulously",
2070 |     "scurrilous": "scurrilously",
2071 |     "scurvy": "scurvily",
2072 |     "searching": "searchingly",
2073 |     "seasonable": "seasonably",
2074 |     "seasonal": "seasonally",
2075 |     "secondhand": "second_hand",
2076 |     "secondary": "secondarily",
2077 |     "secretive": "secretively",
2078 |     "secret": "secretly",
2079 |     "secure": "securely",
2080 |     "seductive": "seductively",
2081 |     "sedulous": "sedulously",
2082 |     "seeming": "seemingly",
2083 |     "selective": "selectively",
2084 |     "self-conceited": "self-conceitedly",
2085 |     "self-conscious": "self-consciously",
2086 |     "self-evident": "self-evidently",
2087 |     "self-indulgent": "self-indulgently",
2088 |     "self-righteous": "self-righteously",
2089 |     "selfish": "selfishly",
2090 |     "selfless": "selflessly",
2091 |     "semantic": "semantically",
2092 |     "semiannual": "semiannually",
2093 |     "semimonthly": "semimonthly",
2094 |     "semiweekly": "semiweekly",
2095 |     "sensational": "sensationally",
2096 |     "senseless": "senselessly",
2097 |     "sensible": "sensibly",
2098 |     "sensitive": "sensitively",
2099 |     "sensual": "sensually",
2100 |     "sensuous": "sensuously",
2101 |     "sententious": "sententiously",
2102 |     "sentimental": "sentimentally",
2103 |     "separable": "separably",
2104 |     "separate": "separately",
2105 |     "sequential": "sequentially",
2106 |     "serene": "serenely",
2107 |     "serial": "serially",
2108 |     "serious": "seriously",
2109 |     "servile": "servilely",
2110 |     "seventh": "seventhly",
2111 |     "severe": "severely",
2112 |     "sexual": "sexually",
2113 |     "shabby": "shabbily",
2114 |     "shaggy": "shaggily",
2115 |     "shaky": "shakily",
2116 |     "shallow": "shallowly",
2117 |     "shambolic": "shambolically",
2118 |     "shamefaced": "shamefacedly",
2119 |     "shameful": "shamefully",
2120 |     "shameless": "shamelessly",
2121 |     "shapeless": "shapelessly",
2122 |     "sharp": "sharply",
2123 |     "sheepish": "sheepishly",
2124 |     "shifty": "shiftily",
2125 |     "shocking": "shockingly",
2126 |     "shoddy": "shoddily",
2127 |     "short": "shortly",
2128 |     "showy": "showily",
2129 |     "shrewd": "shrewdly",
2130 |     "shrewish": "shrewishly",
2131 |     "shrill": "shrilly",
2132 |     "shy": "shyly",
2133 |     "sickening": "sickeningly",
2134 |     "sidearm": "sidearm",
2135 |     "sidesplitting": "sidesplittingly",
2136 |     "signal": "signally",
2137 |     "significant": "significantly",
2138 |     "silent": "silently",
2139 |     "similar": "similarly",
2140 |     "simple": "simply",
2141 |     "simultaneous": "simultaneously",
2142 |     "sincere": "sincerely",
2143 |     "single-minded": "single-mindedly",
2144 |     "single": "singly",
2145 |     "singular": "singularly",
2146 |     "sinuous": "sinuously",
2147 |     "sinusoidal": "sinusoidally",
2148 |     "sixth": "sixthly",
2149 |     "sketchy": "sketchily",
2150 |     "skillful": "skillfully",
2151 |     "skimpy": "skimpily",
2152 |     "skittish": "skittishly",
2153 |     "slack": "slackly",
2154 |     "slanderous": "slanderously",
2155 |     "slangy": "slangily",
2156 |     "slanting": "slantingly",
2157 |     "slavish": "slavishly",
2158 |     "sleek": "sleekly",
2159 |     "sleepy": "sleepily",
2160 |     "sleepless": "sleeplessly",
2161 |     "slender": "slenderly",
2162 |     "slighting": "slightingly",
2163 |     "slight": "slightly",
2164 |     "slim": "slimly",
2165 |     "sloping": "slopingly",
2166 |     "sloppy": "sloppily",
2167 |     "slouchy": "slouchily",
2168 |     "slow": "slowly",
2169 |     "sluggish": "sluggishly",
2170 |     "sly": "slyly",
2171 |     "small-minded": "small-mindedly",
2172 |     "smarmy": "smarmily",
2173 |     "smart": "smartly",
2174 |     "smoldering": "smolderingly",
2175 |     "smooth": "smoothly",
2176 |     "smouldering": "smoulderingly",
2177 |     "smug": "smugly",
2178 |     "smutty": "smuttily",
2179 |     "snappish": "snappishly",
2180 |     "sneaky": "sneakily",
2181 |     "sneaking": "sneakingly",
2182 |     "sneering": "sneeringly",
2183 |     "snide": "snidely",
2184 |     "snobbish": "snobbishly",
2185 |     "snooty": "snootily",
2186 |     "snug": "snugly",
2187 |     "sober": "soberly",
2188 |     "sociable": "sociably",
2189 |     "social": "socially",
2190 |     "sociobiological": "sociobiologically",
2191 |     "socioeconomic": "socioeconomically",
2192 |     "sociolinguistic": "sociolinguistically",
2193 |     "sociological": "sociologically",
2194 |     "soft": "softly",
2195 |     "sole": "solely",
2196 |     "solemn": "solemnly",
2197 |     "solicitous": "solicitously",
2198 |     "solid": "solidly",
2199 |     "solitary": "solitarily",
2200 |     "somber": "somberly",
2201 |     "somnolent": "somnolently",
2202 |     "sonorous": "sonorously",
2203 |     "soothing": "soothingly",
2204 |     "sordid": "sordidly",
2205 |     "sore": "sorely",
2206 |     "sorrowful": "sorrowfully",
2207 |     "sottish": "sottishly",
2208 |     "soughing": "soughingly",
2209 |     "soulful": "soulfully",
2210 |     "soulless": "soullessly",
2211 |     "soundless": "soundlessly",
2212 |     "sound": "soundly",
2213 |     "sour": "sourly",
2214 |     "southeastward": "southeastwardly",
2215 |     "southerly": "southerly",
2216 |     "southwestward": "southwestwardly",
2217 |     "spacious": "spaciously",
2218 |     "spare": "sparely",
2219 |     "sparing": "sparingly",
2220 |     "sparse": "sparsely",
2221 |     "spasmodic": "spasmodically",
2222 |     "spacial": "spatially",
2223 |     "special": "specially",
2224 |     "specific": "specifically",
2225 |     "specious": "speciously",
2226 |     "spectacular": "spectacularly",
2227 |     "spectrographic": "spectrographically",
2228 |     "speculative": "speculatively",
2229 |     "speechless": "speechlessly",
2230 |     "speedy": "speedily",
2231 |     "spherical": "spherically",
2232 |     "spicy": "spicily",
2233 |     "spinal": "spinally",
2234 |     "spiral": "spirally",
2235 |     "spirited": "spiritedly",
2236 |     "spiritual": "spiritually",
2237 |     "spiteful": "spitefully",
2238 |     "splendid": "splendidly",
2239 |     "spontaneous": "spontaneously",
2240 |     "sporadic": "sporadically",
2241 |     "sporting": "sportingly",
2242 |     "spotless": "spotlessly",
2243 |     "spruce": "sprucely",
2244 |     "spurious": "spuriously",
2245 |     "squalid": "squalidly",
2246 |     "square": "squarely",
2247 |     "squeamish": "squeamishly",
2248 |     "stable": "stably",
2249 |     "stagy": "stagily",
2250 |     "staid": "staidly",
2251 |     "standoffish": "standoffishly",
2252 |     "stark": "starkly",
2253 |     "startling": "startlingly",
2254 |     "statistical": "statistically",
2255 |     "statutory": "statutorily",
2256 |     "staunch": "staunchly",
2257 |     "steadfast": "steadfastly",
2258 |     "steady": "steadily",
2259 |     "stealthy": "stealthily",
2260 |     "steep": "steeply",
2261 |     "stereotypical": "stereotypically",
2262 |     "stern": "sternly",
2263 |     "stertorous": "stertorously",
2264 |     "sticky": "stickily",
2265 |     "stiff": "stiffly",
2266 |     "still": "still",
2267 |     "stilted": "stiltedly",
2268 |     "stingy": "stingily",
2269 |     "stirring": "stirringly",
2270 |     "stochastic": "stochastically",
2271 |     "stocky": "stockily",
2272 |     "stodgy": "stodgily",
2273 |     "stoic": "stoically",
2274 |     "stolid": "stolidly",
2275 |     "stony": "stonily",
2276 |     "stormy": "stormily",
2277 |     "stout": "stoutly",
2278 |     "straight": "straight",
2279 |     "straightforward": "straightforwardly",
2280 |     "strange": "strangely",
2281 |     "strategic": "strategically",
2282 |     "strenuous": "strenuously",
2283 |     "strict": "strictly",
2284 |     "strident": "stridently",
2285 |     "striking": "strikingly",
2286 |     "stringent": "stringently",
2287 |     "strong": "strongly",
2288 |     "structural": "structurally",
2289 |     "stubborn": "stubbornly",
2290 |     "studious": "studiously",
2291 |     "stuffy": "stuffily",
2292 |     "stunning": "stunningly",
2293 |     "stupendous": "stupendously",
2294 |     "stupid": "stupidly",
2295 |     "sturdy": "sturdily",
2296 |     "stylish": "stylishly",
2297 |     "stylistic": "stylistically",
2298 |     "suave": "suavely",
2299 |     "subconscious": "subconsciously",
2300 |     "subcutaneous": "subcutaneously",
2301 |     "subjective": "subjectively",
2302 |     "submissive": "submissively",
2303 |     "subsequent": "subsequently",
2304 |     "subservient": "subserviently",
2305 |     "substantial": "substantially",
2306 |     "subtle": "subtly",
2307 |     "successful": "successfully",
2308 |     "successive": "successively",
2309 |     "succinct": "succinctly",
2310 |     "sudden": "suddenly",
2311 |     "sufficient": "sufficiently",
2312 |     "suggestive": "suggestively",
2313 |     "suitable": "suitably",
2314 |     "sulky": "sulkily",
2315 |     "sullen": "sullenly",
2316 |     "sultry": "sultrily",
2317 |     "summa_cum_laude": "summa_cum_laude",
2318 |     "summary": "summarily",
2319 |     "sumptuous": "sumptuously",
2320 |     "sunny": "sunnily",
2321 |     "superb": "superbly",
2322 |     "supercilious": "superciliously",
2323 |     "superficial": "superficially",
2324 |     "superfluous": "superfluously",
2325 |     "superlative": "superlatively",
2326 |     "supernatural": "supernaturally",
2327 |     "superstitious": "superstitiously",
2328 |     "supine": "supinely",
2329 |     "supreme": "supremely",
2330 |     "sure": "surely",
2331 |     "surgical": "surgically",
2332 |     "surly": "surlily",
2333 |     "surpassing": "surpassingly",
2334 |     "surprised": "surprisedly",
2335 |     "surprising": "surprisingly",
2336 |     "surreptitious": "surreptitiously",
2337 |     "suspicious": "suspiciously",
2338 |     "sweeping": "sweepingly",
2339 |     "sweet": "sweetly",
2340 |     "swift": "swiftly",
2341 |     "syllabic": "syllabically",
2342 |     "symbiotic": "symbiotically",
2343 |     "symbolic": "symbolically",
2344 |     "symmetrical": "symmetrically",
2345 |     "sympathetic": "sympathetically",
2346 |     "symptomatic": "symptomatically",
2347 |     "synchronous": "synchronously",
2348 |     "synergistic": "synergistically",
2349 |     "synonymous": "synonymously",
2350 |     "syntactic": "syntactically",
2351 |     "synthetic": "synthetically",
2352 |     "systematic": "systematically",
2353 |     "tacit": "tacitly",
2354 |     "taciturn": "taciturnly",
2355 |     "tactful": "tactfully",
2356 |     "tactical": "tactically",
2357 |     "tactless": "tactlessly",
2358 |     "tactual": "tactually",
2359 |     "talkative": "talkatively",
2360 |     "talky": "talkily",
2361 |     "tame": "tamely",
2362 |     "tangential": "tangentially",
2363 |     "tangible": "tangibly",
2364 |     "tantalizing": "tantalizingly",
2365 |     "tardy": "tardily",
2366 |     "tart": "tartly",
2367 |     "tasteful": "tastefully",
2368 |     "tasteless": "tastelessly",
2369 |     "tasty": "tastily",
2370 |     "tatty": "tattily",
2371 |     "taut": "tautly",
2372 |     "tawdry": "tawdrily",
2373 |     "taxonomic": "taxonomically",
2374 |     "tearful": "tearfully",
2375 |     "teasing": "teasingly",
2376 |     "technical": "technically",
2377 |     "technological": "technologically",
2378 |     "tedious": "tediously",
2379 |     "telegraphic": "telegraphically",
2380 |     "telescopic": "telescopically",
2381 |     "telling": "tellingly",
2382 |     "temperamental": "temperamentally",
2383 |     "temperate": "temperately",
2384 |     "temporal": "temporally",
2385 |     "temporary": "temporarily",
2386 |     "tempting": "temptingly",
2387 |     "tenacious": "tenaciously",
2388 |     "tendentious": "tendentiously",
2389 |     "tender": "tenderly",
2390 |     "tense": "tensely",
2391 |     "tentative": "tentatively",
2392 |     "tenth": "tenthly",
2393 |     "tenuous": "tenuously",
2394 |     "terminal": "terminally",
2395 |     "terrestrial": "terrestrially",
2396 |     "terrible": "terribly",
2397 |     "terrific": "terrifically",
2398 |     "territorial": "territorially",
2399 |     "terse": "tersely",
2400 |     "testy": "testily",
2401 |     "tetchy": "tetchily",
2402 |     "thankful": "thankfully",
2403 |     "theatrical": "theatrically",
2404 |     "thematic": "thematically",
2405 |     "theological": "theologically",
2406 |     "theoretical": "theoretically",
2407 |     "therapeutic": "therapeutically",
2408 |     "thermal": "thermally",
2409 |     "thermodynamic": "thermodynamically",
2410 |     "thermostatic": "thermostatically",
2411 |     "thick": "thickly",
2412 |     "thievish": "thievishly",
2413 |     "thin": "thinly",
2414 |     "thirdhand": "thirdhand",
2415 |     "thirsty": "thirstily",
2416 |     "thorough": "thoroughly",
2417 |     "thoughtful": "thoughtfully",
2418 |     "thoughtless": "thoughtlessly",
2419 |     "threatening": "threateningly",
2420 |     "thrifty": "thriftily",
2421 |     "thriftless": "thriftlessly",
2422 |     "tidy": "tidily",
2423 |     "tight": "tightly",
2424 |     "timid": "timidly",
2425 |     "timorous": "timorously",
2426 |     "tired": "tiredly",
2427 |     "tireless": "tirelessly",
2428 |     "tiresome": "tiresomely",
2429 |     "tolerant": "tolerantly",
2430 |     "toneless": "tonelessly",
2431 |     "topical": "topically",
2432 |     "topographical": "topographically",
2433 |     "topological": "topologically",
2434 |     "topping": "toppingly",
2435 |     "torpid": "torpidly",
2436 |     "torturous": "torturously",
2437 |     "total": "totally",
2438 |     "touchy": "touchily",
2439 |     "touching": "touchingly",
2440 |     "tough": "toughly",
2441 |     "traditional": "traditionally",
2442 |     "tragic": "tragically",
2443 |     "traitorous": "traitorously",
2444 |     "tranquil": "tranquilly",
2445 |     "transcendental": "transcendentally",
2446 |     "transient": "transiently",
2447 |     "transitional": "transitionally",
2448 |     "transitive": "transitively",
2449 |     "transitory": "transitorily",
2450 |     "transparent": "transparently",
2451 |     "transversal": "transversally",
2452 |     "transverse": "transversely",
2453 |     "treacherous": "treacherously",
2454 |     "treasonable": "treasonably",
2455 |     "tremendous": "tremendously",
2456 |     "tremulous": "tremulously",
2457 |     "trenchant": "trenchantly",
2458 |     "trepid": "trepidly",
2459 |     "tricky": "trickily",
2460 |     "trim": "trimly",
2461 |     "tripping": "trippingly",
2462 |     "trite": "tritely",
2463 |     "triumphant": "triumphantly",
2464 |     "trivial": "trivially",
2465 |     "tropical": "tropically",
2466 |     "truculent": "truculently",
2467 |     "true": "truly",
2468 |     "trustful": "trustfully",
2469 |     "trusting": "trustingly",
2470 |     "truthful": "truthfully",
2471 |     "tumultuous": "tumultuously",
2472 |     "tuneful": "tunefully",
2473 |     "tuneless": "tunelessly",
2474 |     "turbulent": "turbulently",
2475 |     "turgid": "turgidly",
2476 |     "tutorial": "tutorially",
2477 |     "typical": "typically",
2478 |     "typographic": "typographically",
2479 |     "ulterior": "ulteriorly",
2480 |     "ultimate": "ultimately",
2481 |     "ultrasonic": "ultrasonically",
2482 |     "unabashed": "unabashedly",
2483 |     "acceptable": "unacceptably",
2484 |     "unaccompanied": "unaccompanied",
2485 |     "unaccountable": "unaccountably",
2486 |     "unachievable": "unachievably",
2487 |     "unadvised": "unadvisedly",
2488 |     "unalterable": "unalterably",
2489 |     "unambiguous": "unambiguously",
2490 |     "unambitious": "unambitiously",
2491 |     "unanimous": "unanimously",
2492 |     "unappealing": "unappealingly",
2493 |     "unappreciative": "unappreciatively",
2494 |     "unarguable": "unarguably",
2495 |     "unashamed": "unashamedly",
2496 |     "unassailable": "unassailably",
2497 |     "unassertive": "unassertively",
2498 |     "unassuming": "unassumingly",
2499 |     "unattainable": "unattainably",
2500 |     "unattractive": "unattractively",
2501 |     "unavoidable": "unavoidably",
2502 |     "unbecoming": "unbecomingly",
2503 |     "unbelievable": "unbelievably",
2504 |     "unbelieving": "unbelievingly",
2505 |     "unblinking": "unblinkingly",
2506 |     "unblushing": "unblushingly",
2507 |     "uncanny": "uncannily",
2508 |     "unceasing": "unceasingly",
2509 |     "unceremonious": "unceremoniously",
2510 |     "uncertain": "uncertainly",
2511 |     "unchangeable": "unchangeably",
2512 |     "uncharacteristic": "uncharacteristically",
2513 |     "unchivalrous": "unchivalrously",
2514 |     "uncivil": "uncivilly",
2515 |     "unclear": "unclearly",
2516 |     "uncomfortable": "uncomfortably",
2517 |     "uncommon": "uncommonly",
2518 |     "uncomplaining": "uncomplainingly",
2519 |     "uncompromising": "uncompromisingly",
2520 |     "unconcerned": "unconcernedly",
2521 |     "unconditional": "unconditionally",
2522 |     "unconscious": "unconsciously",
2523 |     "unconstitutional": "unconstitutionally",
2524 |     "uncontrolled": "uncontrollably",
2525 |     "uncontroversial": "uncontroversially",
2526 |     "unconventional": "unconventionally",
2527 |     "unconvincing": "unconvincingly",
2528 |     "uncouth": "uncouthly",
2529 |     "uncritical": "uncritically",
2530 |     "unctuous": "unctuously",
2531 |     "undecipherable": "undecipherably",
2532 |     "undemocratic": "undemocratically",
2533 |     "undeniable": "undeniably",
2534 |     "undependable": "undependably",
2535 |     "underhand": "underhandedly",
2536 |     "understanding": "understandingly",
2537 |     "undeserved": "undeservedly",
2538 |     "undesirable": "undesirably",
2539 |     "diplomatic": "undiplomatically",
2540 |     "undisputed": "undisputedly",
2541 |     "undramatic": "undramatically",
2542 |     "undue": "unduly",
2543 |     "uneasy": "uneasily",
2544 |     "unemotional": "unemotionally",
2545 |     "unending": "unendingly",
2546 |     "unenthusiastic": "unenthusiastically",
2547 |     "unequal": "unequally",
2548 |     "unequivocal": "unequivocally",
2549 |     "unerring": "unerringly",
2550 |     "unethical": "unethically",
2551 |     "uneven": "unevenly",
2552 |     "uneventful": "uneventfully",
2553 |     "unexciting": "unexcitingly",
2554 |     "unexpected": "unexpectedly",
2555 |     "unfailing": "unfailingly",
2556 |     "unfair": "unfairly",
2557 |     "unfaithful": "unfaithfully",
2558 |     "unfaltering": "unfalteringly",
2559 |     "unfashionable": "unfashionably",
2560 |     "unfavorable": "unfavorably",
2561 |     "unfeeling": "unfeelingly",
2562 |     "unfeigned": "unfeignedly",
2563 |     "unforgettable": "unforgettably",
2564 |     "unforgivable": "unforgivably",
2565 |     "unforgiving": "unforgivingly",
2566 |     "unfortunate": "unfortunately",
2567 |     "ungraceful": "ungracefully",
2568 |     "ungrammatical": "ungrammatically",
2569 |     "ungrateful": "ungratefully",
2570 |     "ungrudging": "ungrudgingly",
2571 |     "unhappy": "unhappily",
2572 |     "unhelpful": "unhelpfully",
2573 |     "unhesitating": "unhesitatingly",
2574 |     "unhurried": "unhurriedly",
2575 |     "unhygienic": "unhygienically",
2576 |     "uniform": "uniformly",
2577 |     "unilateral": "unilaterally",
2578 |     "unimaginable": "unimaginably",
2579 |     "unimaginative": "unimaginatively",
2580 |     "unimpeachable": "unimpeachably",
2581 |     "unimpressive": "unimpressively",
2582 |     "uninformative": "uninformatively",
2583 |     "uninstructive": "uninstructively",
2584 |     "unintelligent": "unintelligently",
2585 |     "unintelligible": "unintelligibly",
2586 |     "unintentional": "unintentionally",
2587 |     "uninteresting": "uninterestingly",
2588 |     "uninterrupted": "uninterruptedly",
2589 |     "uninvited": "uninvitedly",
2590 |     "unique": "uniquely",
2591 |     "unjustifiable": "unjustifiably",
2592 |     "unjust": "unjustly",
2593 |     "unkind": "unkindly",
2594 |     "unlawful": "unlawfully",
2595 |     "unlucky": "unluckily",
2596 |     "unmanageable": "unmanageably",
2597 |     "unmanful": "unmanfully",
2598 |     "unmelodious": "unmelodiously",
2599 |     "unmemorable": "unmemorably",
2600 |     "unmerciful": "unmercifully",
2601 |     "unmindful": "unmindfully",
2602 |     "unmistakable": "unmistakably",
2603 |     "unmusical": "unmusically",
2604 |     "unnatural": "unnaturally",
2605 |     "unnecessary": "unnecessarily",
2606 |     "unnoticeable": "unnoticeably",
2607 |     "unobtrusive": "unobtrusively",
2608 |     "unofficial": "unofficially",
2609 |     "unoriginal": "unoriginally",
2610 |     "unpalatable": "unpalatably",
2611 |     "unpardonable": "unpardonably",
2612 |     "unpatriotic": "unpatriotically",
2613 |     "unpleasant": "unpleasantly",
2614 |     "unprecedented": "unprecedentedly",
2615 |     "unpredictable": "unpredictably",
2616 |     "unpretentious": "unpretentiously",
2617 |     "unproductive": "unproductively",
2618 |     "unprofitable": "unprofitably",
2619 |     "unpropitious": "unpropitiously",
2620 |     "unqualified": "unqualifiedly",
2621 |     "unquestionable": "unquestionably",
2622 |     "unquestioning": "unquestioningly",
2623 |     "unquiet": "unquietly",
2624 |     "unreadable": "unreadably",
2625 |     "unrealistic": "unrealistically",
2626 |     "unreasonable": "unreasonably",
2627 |     "unrecognizable": "unrecognizably",
2628 |     "unrelenting": "unrelentingly",
2629 |     "unreliable": "unreliably",
2630 |     "unremarkable": "unremarkably",
2631 |     "unrepentant": "unrepentantly",
2632 |     "unreproducible": "unreproducibly",
2633 |     "unrestrained": "unrestrainedly",
2634 |     "unrighteous": "unrighteously",
2635 |     "unsatisfactory": "unsatisfactorily",
2636 |     "unscientific": "unscientifically",
2637 |     "unscrupulous": "unscrupulously",
2638 |     "unseasonable": "unseasonably",
2639 |     "unselfconscious": "unselfconsciously",
2640 |     "unselfish": "unselfishly",
2641 |     "unsentimental": "unsentimentally",
2642 |     "unshakable": "unshakably",
2643 |     "unsmiling": "unsmilingly",
2644 |     "unsociable": "unsociably",
2645 |     "unsparing": "unsparingly",
2646 |     "unspeakable": "unspeakably",
2647 |     "unsporting": "unsportingly",
2648 |     "unsteady": "unsteadily",
2649 |     "unstinting": "unstintingly",
2650 |     "unsuccessful": "unsuccessfully",
2651 |     "unsuspecting": "unsuspectingly",
2652 |     "unswerving": "unswervingly",
2653 |     "unsympathetic": "unsympathetically",
2654 |     "unsystematic": "unsystematically",
2655 |     "unthinkable": "unthinkably",
2656 |     "unthinking": "unthinkingly",
2657 |     "untidy": "untidily",
2658 |     "untimely": "untimely",
2659 |     "untrue": "untruly",
2660 |     "untruthful": "untruthfully",
2661 |     "untypical": "untypically",
2662 |     "unusual": "unusually",
2663 |     "unutterable": "unutterably",
2664 |     "unwanted": "unwantedly",
2665 |     "unwary": "unwarily",
2666 |     "unwarrantable": "unwarrantably",
2667 |     "unwavering": "unwaveringly",
2668 |     "unwilling": "unwillingly",
2669 |     "unwitting": "unwittingly",
2670 |     "unwonted": "unwontedly",
2671 |     "unworthy": "unworthily",
2672 |     "uppish": "uppishly",
2673 |     "upright": "uprightly",
2674 |     "uproarious": "uproariously",
2675 |     "urbane": "urbanely",
2676 |     "urgent": "urgently",
2677 |     "useful": "usefully",
2678 |     "useless": "uselessly",
2679 |     "usual": "usually",
2680 |     "usurious": "usuriously",
2681 |     "utter": "utterly",
2682 |     "uxorious": "uxoriously",
2683 |     "vacant": "vacantly",
2684 |     "vacuous": "vacuously",
2685 |     "vague": "vaguely",
2686 |     "vain": "vainly",
2687 |     "valiant": "valiantly",
2688 |     "valid": "validly",
2689 |     "valorous": "valorously",
2690 |     "vapid": "vapidly",
2691 |     "variable": "variably",
2692 |     "various": "variously",
2693 |     "vast": "vastly",
2694 |     "vehement": "vehemently",
2695 |     "venal": "venally",
2696 |     "vengeful": "vengefully",
2697 |     "venomous": "venomously",
2698 |     "ventral": "ventrally",
2699 |     "verbal": "verbally",
2700 |     "verbose": "verbosely",
2701 |     "vertical": "vertically",
2702 |     "vexatious": "vexatiously",
2703 |     "vicarious": "vicariously",
2704 |     "vicious": "viciously",
2705 |     "victorious": "victoriously",
2706 |     "vigilant": "vigilantly",
2707 |     "vigorous": "vigorously",
2708 |     "vile": "vilely",
2709 |     "vindictive": "vindictively",
2710 |     "violent": "violently",
2711 |     "virtual": "virtually",
2712 |     "virtuous": "virtuously",
2713 |     "virulent": "virulently",
2714 |     "visceral": "viscerally",
2715 |     "viscid": "viscidly",
2716 |     "visible": "visibly",
2717 |     "vital": "vitally",
2718 |     "vitriolic": "vitriolically",
2719 |     "vivacious": "vivaciously",
2720 |     "vivid": "vividly",
2721 |     "vocal": "vocally",
2722 |     "vocational": "vocationally",
2723 |     "vociferous": "vociferously",
2724 |     "volcanic": "volcanically",
2725 |     "volitional": "volitionally",
2726 |     "voluble": "volubly",
2727 |     "volumetric": "volumetrically",
2728 |     "voluntary": "voluntarily",
2729 |     "voluptuous": "voluptuously",
2730 |     "voracious": "voraciously",
2731 |     "voyeuristic": "voyeuristically",
2732 |     "vulgar": "vulgarly",
2733 |     "vulnerable": "vulnerably",
2734 |     "wacky": "wackily",
2735 |     "wafer-thin": "wafer-thin",
2736 |     "waggish": "waggishly",
2737 |     "wan": "wanly",
2738 |     "wanton": "wantonly",
2739 |     "wary": "warily",
2740 |     "warm": "warm",
2741 |     "wasteful": "wastefully",
2742 |     "watchful": "watchfully",
2743 |     "weak": "weakly",
2744 |     "wealthy": "wealthily",
2745 |     "weary": "wearily",
2746 |     "weighty": "weightily",
2747 |     "weird": "weirdly",
2748 |     "good": "well",
2749 |     "west": "westerly",
2750 |     "wheezy": "wheezily",
2751 |     "wheezing": "wheezingly",
2752 |     "wholehearted": "wholeheartedly",
2753 |     "wholesome": "wholesomely",
2754 |     "whole": "wholly",
2755 |     "wicked": "wickedly",
2756 |     "wild": "wild",
2757 |     "wilful": "wilfully",
2758 |     "willful": "willfully",
2759 |     "willing": "willingly",
2760 |     "windy": "windily",
2761 |     "winsome": "winsomely",
2762 |     "wise": "wisely",
2763 |     "wishful": "wishfully",
2764 |     "wistful": "wistfully",
2765 |     "withering": "witheringly",
2766 |     "witty": "wittily",
2767 |     "witting": "wittingly",
2768 |     "woeful": "woefully",
2769 |     "wolfish": "wolfishly",
2770 |     "wonderful": "wonderfully",
2771 |     "wondering": "wonderingly",
2772 |     "wondrous": "wondrously",
2773 |     "wooden": "woodenly",
2774 |     "wordy": "wordily",
2775 |     "wordless": "wordlessly",
2776 |     "worried": "worriedly",
2777 |     "worrying": "worryingly",
2778 |     "worthy": "worthily",
2779 |     "worthless": "worthlessly",
2780 |     "wrathful": "wrathfully",
2781 |     "wretched": "wretchedly",
2782 |     "wrongful": "wrongfully",
2783 |     "wrongheaded": "wrongheadedly",
2784 |     "wrong": "wrongly",
2785 |     "wry": "wryly",
2786 |     "yielding": "yieldingly",
2787 |     "youthful": "youthfully",
2788 |     "zealous": "zealously",
2789 |     "zestful": "zestfully",
2790 |     "zesty": "zestily"
2791 | }


--------------------------------------------------------------------------------
/word_forms/constants.py:
--------------------------------------------------------------------------------
 1 | from collections import defaultdict
 2 | from pathlib import Path
 3 | import json
 4 | 
 5 | class Verb(object):
 6 |     def __init__(self, verbs=None):
 7 |         self.verbs = verbs if verbs else set()
 8 | 
 9 |     def __repr__(self):
10 |         return "Verbs" + str(self.verbs)
11 | 
12 |     def update(self, verbs):
13 |         self.verbs.update(verbs)
14 | 
15 | 
16 | verbs_fh = open(str(Path(__file__).parent.absolute() / "en-verbs.txt"))
17 | lines = verbs_fh.readlines()
18 | verbs_fh.close()
19 | 
20 | CONJUGATED_VERB_DICT = defaultdict(Verb)
21 | for line in lines:
22 |     if line[0] != ";":
23 |         verbs = {string for string in line.strip().split(",") if string != ""}
24 |         for verb in verbs:
25 |             CONJUGATED_VERB_DICT[verb].update(verbs)
26 | 
27 | adj_fh = open(str(Path(__file__).parent.absolute() / "adj_to_adv.txt"))
28 | ADJECTIVE_TO_ADVERB = json.load(adj_fh)
29 | adj_fh.close()
30 | 


--------------------------------------------------------------------------------
/word_forms/lemmatizer.py:
--------------------------------------------------------------------------------
 1 | from word_forms.word_forms import get_word_forms
 2 | 
 3 | 
 4 | def lemmatize(word):
 5 |     """
 6 |     Out of all the related word forms of ``word``, return the smallest form that appears first in the dictionary
 7 |     """
 8 |     forms = [word for pos_form in get_word_forms(word).values() for word in pos_form]
 9 |     forms.sort()
10 |     forms.sort(key=len)
11 |     try:
12 |         return forms[0]
13 |     except IndexError:
14 |         raise ValueError("{} is not a real word".format(word))
15 | 
16 | 
17 | 


--------------------------------------------------------------------------------
/word_forms/word_forms.py:
--------------------------------------------------------------------------------
  1 | import re
  2 | 
  3 | try:
  4 |     from nltk.corpus import wordnet as wn
  5 |     raise_lookuperror_if_wordnet_data_absent = wn.synset("python.n.01")
  6 | except LookupError:
  7 |     import nltk
  8 |     nltk.download("wordnet")
  9 | from nltk.stem import WordNetLemmatizer
 10 | import inflect
 11 | from difflib import SequenceMatcher
 12 | 
 13 | from .constants import CONJUGATED_VERB_DICT, ADJECTIVE_TO_ADVERB
 14 | 
 15 | 
 16 | def belongs(lemma, lemma_list):
 17 |     """
 18 |     args:
 19 |         - lemma : a Wordnet lemma e.g. Lemma('administration.n.02.governance')
 20 |         - lemma_list : a list of lemmas
 21 | 
 22 |     returns True if lemma is in lemma_list and False otherwise.
 23 | 
 24 |     The NLTK Wordnet implementation of Lemma is such that two lemmas are
 25 |     considered equal only if their names are the same.
 26 |     i.e Lemma('regulate.v.02.govern') == Lemma('govern.v.02.govern')
 27 |     Therefore the python statement "lemma in lemma_list" yields
 28 |     unexpected results. This function implements the expected
 29 |     behavior for the statement "lemma in list_list".
 30 |     """
 31 |     return any(
 32 |         element.name() == lemma.name() and element.synset() == lemma.synset()
 33 |         for element in lemma_list
 34 |     )
 35 | 
 36 | 
 37 | def get_related_lemmas(word):
 38 |     """
 39 |     args
 40 |         - word : a word e.g. "lovely"
 41 | 
 42 |     returns a list of related lemmas e.g [Lemma('cover_girl.n.01.lovely'),
 43 |         Lemma('lovely.s.01.lovely'), Lemma('adorable.s.01.lovely'),
 44 |         Lemma('comeliness.n.01.loveliness')]
 45 |     returns [] if Wordnet doesn't recognize the word
 46 |     """
 47 |     return get_related_lemmas_rec(word, [])
 48 | 
 49 | 
 50 | def get_related_lemmas_rec(word, known_lemmas, similarity_threshold):
 51 |     # Turn string word into list of Lemma objects
 52 |     all_lemmas_for_this_word = [
 53 |         lemma
 54 |         for ss in wn.synsets(word)
 55 |         for lemma in ss.lemmas()
 56 |         if lemma.name() == word
 57 |     ]
 58 |     # Add new lemmas to known lemmas
 59 |     known_lemmas += [
 60 |         lemma for lemma in all_lemmas_for_this_word if not belongs(lemma, known_lemmas)
 61 |     ]
 62 |     # Loop over new lemmas, and recurse using new related lemmas, but only if the new related lemma is similar to the original one
 63 |     for lemma in all_lemmas_for_this_word:
 64 |         for new_lemma in lemma.derivationally_related_forms() + lemma.pertainyms():
 65 |             sequence_matcher_ratio = SequenceMatcher(None, word, new_lemma.name()).ratio()
 66 |             if (
 67 |                 not belongs(new_lemma, known_lemmas)
 68 |                 and sequence_matcher_ratio > similarity_threshold
 69 |             ):
 70 |                 get_related_lemmas_rec(new_lemma.name(), known_lemmas, similarity_threshold)
 71 |     # Return the known lemmas
 72 |     return known_lemmas
 73 | 
 74 | 
 75 | def get_word_forms(word, similarity_threshold=0.4):
 76 |     """
 77 |     args
 78 |         word : a word e.g "love"
 79 |         similarity_threshold: minimum levenshtein ratio e.g 0.5 (default: 0.4)
 80 | 
 81 |     returns the related word forms corresponding to the input word. the output
 82 |     is a dictionary with four keys "n" (noun), "a" (adjective), "v" (verb)
 83 |     and "r" (adverb). The value for each key is a python Set containing
 84 |     related word forms with that part of speech.
 85 | 
 86 |     e.g. {'a': {'lovable', 'loveable'},
 87 |           'n': {'love', 'lover', 'lovers', 'loves'},
 88 |           'r': set(),
 89 |           'v': {'love', 'loved', 'loves', 'loving'}}
 90 |     """
 91 |     words = {
 92 |         WordNetLemmatizer().lemmatize(word, pos)
 93 |         for pos in [wn.NOUN, wn.ADJ, wn.VERB, wn.ADV]
 94 |     }
 95 |     related_lemmas = []
 96 |     for lemmatized_word in words:
 97 |         get_related_lemmas_rec(lemmatized_word, related_lemmas, similarity_threshold)
 98 |     related_words_dict = {"n": set(), "a": set(), "v": set(), "r": set()}
 99 |     for lemma in related_lemmas:
100 |         pos = lemma.synset().pos()
101 |         if pos == "s":
102 |             pos = "a"
103 |         related_words_dict[pos].add(lemma.name().lower())
104 | 
105 |     for noun in related_words_dict["n"].copy():
106 |         plural = inflect.engine().plural_noun(noun)
107 |         # inflect's pluralisation of nouns often fails by adding an additional "s" when pluralising
108 |         # uninflectable nouns ending in -cs, such as "politics" or "genetics". We drop these cases.
109 |         # In particular, if the new plural ends with a consonant + ss, while the noun itself did not
110 |         # then we do *not* add the plural
111 |         if not re.search("[b-df-hj-np-tv-z]ss$", plural) or re.search(
112 |             "[b-df-hj-np-tv-z]ss$", noun
113 |         ):
114 |             related_words_dict["n"].add(plural)
115 | 
116 |     for verb in related_words_dict["v"].copy():
117 |         if verb in CONJUGATED_VERB_DICT:
118 |             related_words_dict["v"] |= CONJUGATED_VERB_DICT[verb].verbs
119 | 
120 |     for adjective in related_words_dict["a"].copy():
121 |         if adjective in ADJECTIVE_TO_ADVERB:
122 |             related_words_dict["r"].add(ADJECTIVE_TO_ADVERB[adjective])
123 | 
124 |     return related_words_dict


--------------------------------------------------------------------------------