├── .ipynb_checkpoints └── aspect_sentiment_analysis-checkpoint.ipynb ├── README.md ├── aspect_sentiment_analysis.ipynb ├── stop_words_list.py └── wn_affect.py /README.md: -------------------------------------------------------------------------------- 1 | # Aspect_Sentiment_Analysis 2 | An investigation into sentiment analysis and topic modelling techniques. 3 | 4 | # Dataset 5 | The dataset used in this notebook can be found here: http://jmcauley.ucsd.edu/data/amazon/links.html 6 | -------------------------------------------------------------------------------- /stop_words_list.py: -------------------------------------------------------------------------------- 1 | stop_words_list = ['a', 2 | 'able', 3 | 'about', 4 | 'above', 5 | 'abst', 6 | 'accordance', 7 | 'according', 8 | 'accordingly', 9 | 'across', 10 | 'act', 11 | 'actually', 12 | 'added', 13 | 'adj', 14 | 'affected', 15 | 'affecting', 16 | 'affects', 17 | 'after', 18 | 'afterwards', 19 | 'again', 20 | 'against', 21 | 'ah', 22 | 'all', 23 | 'almost', 24 | 'alone', 25 | 'along', 26 | 'already', 27 | 'also', 28 | 'although', 29 | 'always', 30 | 'am', 31 | 'among', 32 | 'amongst', 33 | 'an', 34 | 'and', 35 | 'announce', 36 | 'another', 37 | 'any', 38 | 'anybody', 39 | 'anyhow', 40 | 'anymore', 41 | 'anyone', 42 | 'anything', 43 | 'anyway', 44 | 'anyways', 45 | 'anywhere', 46 | 'apparently', 47 | 'approximately', 48 | 'are', 49 | 'aren', 50 | 'arent', 51 | 'arise', 52 | 'around', 53 | 'as', 54 | 'aside', 55 | 'ask', 56 | 'asking', 57 | 'at', 58 | 'auth', 59 | 'available', 60 | 'away', 61 | 'awfully', 62 | 'b', 63 | 'back', 64 | 'be', 65 | 'became', 66 | 'because', 67 | 'become', 68 | 'becomes', 69 | 'becoming', 70 | 'been', 71 | 'before', 72 | 'beforehand', 73 | 'begin', 74 | 'beginning', 75 | 'beginnings', 76 | 'begins', 77 | 'behind', 78 | 'being', 79 | 'believe', 80 | 'below', 81 | 'beside', 82 | 'besides', 83 | 'between', 84 | 'beyond', 85 | 'biol', 86 | 'both', 87 | 'brief', 88 | 'briefly', 89 | 'but', 90 | 'by', 91 | 'c', 92 | 'ca', 93 | 'came', 94 | 'can', 95 | 'cannot', 96 | 'cant', 97 | 'cause', 98 | 'causes', 99 | 'certain', 100 | 'certainly', 101 | 'co', 102 | 'com', 103 | 'come', 104 | 'comes', 105 | 'contain', 106 | 'containing', 107 | 'contains', 108 | 'could', 109 | 'couldnt', 110 | 'd', 111 | 'date', 112 | 'did', 113 | 'didnt', 114 | 'different', 115 | 'do', 116 | 'does', 117 | 'doesnt', 118 | 'doing', 119 | 'done', 120 | 'dont', 121 | 'down', 122 | 'downwards', 123 | 'due', 124 | 'during', 125 | 'e', 126 | 'each', 127 | 'ed', 128 | 'edu', 129 | 'effect', 130 | 'eg', 131 | 'eight', 132 | 'eighty', 133 | 'either', 134 | 'else', 135 | 'elsewhere', 136 | 'end', 137 | 'ending', 138 | 'enough', 139 | 'especially', 140 | 'et', 141 | 'etal', 142 | 'etc', 143 | 'even', 144 | 'ever', 145 | 'every', 146 | 'everybody', 147 | 'everyone', 148 | 'everything', 149 | 'everywhere', 150 | 'ex', 151 | 'except', 152 | 'f', 153 | 'far', 154 | 'few', 155 | 'ff', 156 | 'fifth', 157 | 'first', 158 | 'five', 159 | 'fix', 160 | 'fine', 161 | 'followed', 162 | 'following', 163 | 'follows', 164 | 'for', 165 | 'former', 166 | 'formerly', 167 | 'forth', 168 | 'found', 169 | 'four', 170 | 'from', 171 | 'further', 172 | 'furthermore', 173 | 'g', 174 | 'gave', 175 | 'get', 176 | 'gets', 177 | 'getting', 178 | 'give', 179 | 'given', 180 | 'gives', 181 | 'giving', 182 | 'great', 183 | 'go', 184 | 'goes', 185 | 'gone', 186 | 'got', 187 | 'gotten', 188 | 'h', 189 | 'had', 190 | 'happens', 191 | 'hardly', 192 | 'has', 193 | 'hasnt', 194 | 'have', 195 | 'havent', 196 | 'having', 197 | 'he', 198 | 'hed', 199 | 'hence', 200 | 'her', 201 | 'here', 202 | 'hereafter', 203 | 'hereby', 204 | 'herein', 205 | 'heres', 206 | 'hereupon', 207 | 'hers', 208 | 'herself', 209 | 'hes', 210 | 'hi', 211 | 'hid', 212 | 'him', 213 | 'himself', 214 | 'his', 215 | 'hither', 216 | 'home', 217 | 'how', 218 | 'howbeit', 219 | 'however', 220 | 'hundred', 221 | 'i', 222 | 'id', 223 | 'ie', 224 | 'if', 225 | 'ill', 226 | 'im', 227 | 'immediate', 228 | 'immediately', 229 | 'importance', 230 | 'important', 231 | 'in', 232 | 'inc', 233 | 'indeed', 234 | 'index', 235 | 'information', 236 | 'instead', 237 | 'into', 238 | 'invention', 239 | 'inward', 240 | 'is', 241 | 'isnt', 242 | 'it', 243 | 'itd', 244 | 'itll', 245 | 'its', 246 | 'itself', 247 | 'ive', 248 | 'j', 249 | 'just', 250 | 'k', 251 | 'keepkeeps', 252 | 'kept', 253 | 'kg', 254 | 'km', 255 | 'know', 256 | 'known', 257 | 'knows', 258 | 'l', 259 | 'largely', 260 | 'last', 261 | 'lately', 262 | 'later', 263 | 'latter', 264 | 'latterly', 265 | 'least', 266 | 'less', 267 | 'lest', 268 | 'let', 269 | 'lets', 270 | 'like', 271 | 'liked', 272 | 'likely', 273 | 'line', 274 | 'little', 275 | 'll', 276 | 'look', 277 | 'looking', 278 | 'looks', 279 | 'love', 280 | 'ltd', 281 | 'm', 282 | 'made', 283 | 'mainly', 284 | 'make', 285 | 'makes', 286 | 'many', 287 | 'may', 288 | 'maybe', 289 | 'me', 290 | 'mean', 291 | 'means', 292 | 'meantime', 293 | 'meanwhile', 294 | 'merely', 295 | 'mg', 296 | 'might', 297 | 'million', 298 | 'miss', 299 | 'ml', 300 | 'more', 301 | 'moreover', 302 | 'most', 303 | 'mostly', 304 | 'mr', 305 | 'mrs', 306 | 'much', 307 | 'mug', 308 | 'must', 309 | 'my', 310 | 'myself', 311 | 'n', 312 | 'na', 313 | 'name', 314 | 'namely', 315 | 'nay', 316 | 'nd', 317 | 'near', 318 | 'nearly', 319 | 'necessarily', 320 | 'necessary', 321 | 'need', 322 | 'needs', 323 | 'neither', 324 | 'never', 325 | 'nevertheless', 326 | 'new', 327 | 'next', 328 | 'nine', 329 | 'ninety', 330 | 'no', 331 | 'nobody', 332 | 'non', 333 | 'none', 334 | 'nonetheless', 335 | 'noone', 336 | 'nor', 337 | 'normally', 338 | 'nos', 339 | 'not', 340 | 'noted', 341 | 'nothing', 342 | 'now', 343 | 'nowhere', 344 | 'o', 345 | 'obtain', 346 | 'obtained', 347 | 'obviously', 348 | 'of', 349 | 'off', 350 | 'often', 351 | 'oh', 352 | 'ok', 353 | 'okay', 354 | 'old', 355 | 'omitted', 356 | 'on', 357 | 'once', 358 | 'one', 359 | 'ones', 360 | 'only', 361 | 'onto', 362 | 'or', 363 | 'ord', 364 | 'other', 365 | 'others', 366 | 'otherwise', 367 | 'ought', 368 | 'our', 369 | 'ours', 370 | 'ourselves', 371 | 'out', 372 | 'outside', 373 | 'over', 374 | 'overall', 375 | 'owing', 376 | 'own', 377 | 'p', 378 | 'page', 379 | 'pages', 380 | 'part', 381 | 'particular', 382 | 'particularly', 383 | 'past', 384 | 'per', 385 | 'perhaps', 386 | 'placed', 387 | 'please', 388 | 'plus', 389 | 'poorly', 390 | 'possible', 391 | 'possibly', 392 | 'potentially', 393 | 'pp', 394 | 'predominantly', 395 | 'present', 396 | 'previously', 397 | 'primarily', 398 | 'probably', 399 | 'promptly', 400 | 'proud', 401 | 'provides', 402 | 'put', 403 | 'q', 404 | 'que', 405 | 'quickly', 406 | 'quite', 407 | 'qv', 408 | 'r', 409 | 'ran', 410 | 'rather', 411 | 'rd', 412 | 're', 413 | 'readily', 414 | 'really', 415 | 'recent', 416 | 'recently', 417 | 'ref', 418 | 'refs', 419 | 'regarding', 420 | 'regardless', 421 | 'regards', 422 | 'related', 423 | 'relatively', 424 | 'research', 425 | 'respectively', 426 | 'resulted', 427 | 'resulting', 428 | 'results', 429 | 'right', 430 | 'run', 431 | 's', 432 | 'said', 433 | 'same', 434 | 'saw', 435 | 'say', 436 | 'saying', 437 | 'says', 438 | 'sec', 439 | 'section', 440 | 'see', 441 | 'seeing', 442 | 'seem', 443 | 'seemed', 444 | 'seeming', 445 | 'seems', 446 | 'seen', 447 | 'self', 448 | 'selves', 449 | 'sent', 450 | 'seven', 451 | 'several', 452 | 'shall', 453 | 'she', 454 | 'shed', 455 | 'shell', 456 | 'shes', 457 | 'should', 458 | 'shouldnt', 459 | 'show', 460 | 'showed', 461 | 'shown', 462 | 'showns', 463 | 'shows', 464 | 'significant', 465 | 'significantly', 466 | 'similar', 467 | 'similarly', 468 | 'since', 469 | 'six', 470 | 'slightly', 471 | 'so', 472 | 'some', 473 | 'somebody', 474 | 'somehow', 475 | 'someone', 476 | 'somethan', 477 | 'something', 478 | 'sometime', 479 | 'sometimes', 480 | 'somewhat', 481 | 'somewhere', 482 | 'soon', 483 | 'sorry', 484 | 'specifically', 485 | 'specified', 486 | 'specify', 487 | 'specifying', 488 | 'still', 489 | 'stop', 490 | 'strongly', 491 | 'sub', 492 | 'substantially', 493 | 'successfully', 494 | 'such', 495 | 'sufficiently', 496 | 'suggest', 497 | 'sup', 498 | 'suret', 499 | 'take', 500 | 'taken', 501 | 'taking', 502 | 'tell', 503 | 'tends', 504 | 'th', 505 | 'than', 506 | 'thank', 507 | 'thanks', 508 | 'thanx', 509 | 'that', 510 | 'thatll', 511 | 'thats', 512 | 'thatve', 513 | 'the', 514 | 'their', 515 | 'theirs', 516 | 'them', 517 | 'themselves', 518 | 'then', 519 | 'thence', 520 | 'there', 521 | 'thereafter', 522 | 'thereby', 523 | 'thered', 524 | 'therefore', 525 | 'therein', 526 | 'therell', 527 | 'thereof', 528 | 'therere', 529 | 'theres', 530 | 'thereto', 531 | 'thereupon', 532 | 'thereve', 533 | 'these', 534 | 'they', 535 | 'theyd', 536 | 'theyll', 537 | 'theyre', 538 | 'theyve', 539 | 'think', 540 | 'this', 541 | 'those', 542 | 'thou', 543 | 'though', 544 | 'thoughh', 545 | 'thousand', 546 | 'throug', 547 | 'through', 548 | 'throughout', 549 | 'thru', 550 | 'thus', 551 | 'til', 552 | 'tip', 553 | 'to', 554 | 'together', 555 | 'too', 556 | 'took', 557 | 'toward', 558 | 'towards', 559 | 'tried', 560 | 'tries', 561 | 'truly', 562 | 'try', 563 | 'trying', 564 | 'ts', 565 | 'twice', 566 | 'two', 567 | 'u', 568 | 'un', 569 | 'under', 570 | 'unfortunately', 571 | 'unless', 572 | 'unlike', 573 | 'unlikely', 574 | 'until', 575 | 'unto', 576 | 'up', 577 | 'upon', 578 | 'ups', 579 | 'us', 580 | 'use', 581 | 'used', 582 | 'useful', 583 | 'usefully', 584 | 'usefulness', 585 | 'uses', 586 | 'using', 587 | 'usually', 588 | 'v', 589 | 'value', 590 | 'various', 591 | 've', 592 | 'very', 593 | 'via', 594 | 'viz', 595 | 'vol', 596 | 'vols', 597 | 'vs', 598 | 'w', 599 | 'want', 600 | 'wants', 601 | 'was', 602 | 'wasnt', 603 | 'way', 604 | 'we', 605 | 'wed', 606 | 'welcome', 607 | 'well', 608 | 'went', 609 | 'were', 610 | 'werent', 611 | 'weve', 612 | 'what', 613 | 'whatever', 614 | 'whatll', 615 | 'whats', 616 | 'when', 617 | 'whence', 618 | 'whenever', 619 | 'where', 620 | 'whereafter', 621 | 'whereas', 622 | 'whereby', 623 | 'wherein', 624 | 'wheres', 625 | 'whereupon', 626 | 'wherever', 627 | 'whether', 628 | 'which', 629 | 'while', 630 | 'whim', 631 | 'whither', 632 | 'who', 633 | 'whod', 634 | 'whoever', 635 | 'whole', 636 | 'wholl', 637 | 'whom', 638 | 'whomever', 639 | 'whos', 640 | 'whose', 641 | 'why', 642 | 'widely', 643 | 'willing', 644 | 'wish', 645 | 'with', 646 | 'within', 647 | 'without', 648 | 'wont', 649 | 'words', 650 | 'world', 651 | 'would', 652 | 'wouldnt', 653 | 'www', 654 | 'x', 655 | 'y', 656 | 'yes', 657 | 'yet', 658 | 'you', 659 | 'youd', 660 | 'youll', 661 | 'your', 662 | 'youre', 663 | 'yours', 664 | 'yourself', 665 | 'yourselves', 666 | 'youve', 667 | 'z', 668 | 'zero'] -------------------------------------------------------------------------------- /wn_affect.py: -------------------------------------------------------------------------------- 1 | wn_affect = [ 2 | 'abash', 3 | 'abashed', 4 | 'abashment', 5 | 'abhor', 6 | 'abhorrence', 7 | 'abhorrent', 8 | 'abject', 9 | 'abjectly', 10 | 'abominably', 11 | 'abominate', 12 | 'abomination', 13 | 'acceptance', 14 | 'accomplished', 15 | 'admirable', 16 | 'admirably', 17 | 'admiration', 18 | 'admire', 19 | 'adorably', 20 | 'adoration', 21 | 'adore', 22 | 'adoring', 23 | 'affect', 24 | 'affection', 25 | 'affectional', 26 | 'affectionate', 27 | 'affectionateness', 28 | 'affective', 29 | 'affright', 30 | 'afraid', 31 | 'aggravate', 32 | 'aggravated', 33 | 'aggravation', 34 | 'aggression', 35 | 'aggressive', 36 | 'aggressiveness', 37 | 'aggrieve', 38 | 'agitate', 39 | 'agitated', 40 | 'agitation', 41 | 'alarmed', 42 | 'alert', 43 | 'alien', 44 | 'alienate', 45 | 'alienated', 46 | 'alienation', 47 | 'allay', 48 | 'aloofness', 49 | 'amative', 50 | 'amatory', 51 | 'amaze', 52 | 'amazed', 53 | 'amazement', 54 | 'amazing', 55 | 'amazingly', 56 | 'ambiguous', 57 | 'ambiguous-fear', 58 | 'amicability', 59 | 'amicable', 60 | 'amicableness', 61 | 'amicably', 62 | 'amok', 63 | 'amorous', 64 | 'amorousness', 65 | 'amour-propre', 66 | 'amuck', 67 | 'amused', 68 | 'amuse', 69 | 'amusement', 70 | 'amusing', 71 | 'anger', 72 | 'angered', 73 | 'angrily', 74 | 'angry', 75 | 'angst', 76 | 'anguished', 77 | 'animosity', 78 | 'animus', 79 | 'annoy', 80 | 'annoyance', 81 | 'annoyed', 82 | 'annoying', 83 | 'anomic', 84 | 'antagonism', 85 | 'antagonize', 86 | 'anticipant', 87 | 'anticipate', 88 | 'anticipation', 89 | 'anticipative', 90 | 'antipathy', 91 | 'anxiety', 92 | 'anxious', 93 | 'anxiously', 94 | 'anxiousness', 95 | 'apathetic', 96 | 'apathetically', 97 | 'apathy', 98 | 'appal', 99 | 'appall', 100 | 'appreciate', 101 | 'appreciative', 102 | 'appreciatively', 103 | 'appreciativeness', 104 | 'apprehension', 105 | 'apprehensive', 106 | 'apprehensively', 107 | 'apprehensiveness', 108 | 'approbative', 109 | 'approbatory', 110 | 'approval', 111 | 'approve', 112 | 'approving', 113 | 'ardent', 114 | 'ardor', 115 | 'ardour', 116 | 'arrogant', 117 | 'ashamed', 118 | 'assuasive', 119 | 'assure', 120 | 'astonied', 121 | 'astonish', 122 | 'astonished', 123 | 'astonishing', 124 | 'astonishingly', 125 | 'astonishment', 126 | 'astound', 127 | 'astounded', 128 | 'astounding', 129 | 'ataraxis', 130 | 'atrocious', 131 | 'atrocity', 132 | 'attrition', 133 | 'avaricious', 134 | 'aversion', 135 | 'avid', 136 | 'avidity', 137 | 'avidness', 138 | 'awe', 139 | 'awed', 140 | 'awestricken', 141 | 'awestruck', 142 | 'awful', 143 | 'awfully', 144 | 'awkward', 145 | 'bad-blood', 146 | 'bad-temper', 147 | 'baffle', 148 | 'banter', 149 | 'bashfully', 150 | 'bashfulness', 151 | 'beaming', 152 | 'becharm', 153 | 'bedaze', 154 | 'bedevil', 155 | 'begrudge', 156 | 'beguile', 157 | 'beguiled', 158 | 'belligerence', 159 | 'belligerency', 160 | 'belligerent', 161 | 'belligerently', 162 | 'belonging', 163 | 'bemuse', 164 | 'bemused', 165 | 'benefic', 166 | 'beneficed', 167 | 'beneficence', 168 | 'beneficent', 169 | 'beneficially', 170 | 'benevolence', 171 | 'benevolent', 172 | 'benevolently', 173 | 'bereaved', 174 | 'bereavement', 175 | 'bereft', 176 | 'besot', 177 | 'bewilder', 178 | 'bewitch', 179 | 'bewitching', 180 | 'bitterness', 181 | 'blithely', 182 | 'blitheness', 183 | 'boding', 184 | 'bonheur', 185 | 'bored', 186 | 'bother', 187 | 'bothersome', 188 | 'brave', 189 | 'bravery', 190 | 'brokenheartedness', 191 | 'brood', 192 | 'brooding', 193 | 'broody', 194 | 'brotherhood', 195 | 'brotherlike', 196 | 'brotherly', 197 | 'buck-fever', 198 | 'buoyancy', 199 | 'calf-love', 200 | 'calm', 201 | 'calmly', 202 | 'calmness', 203 | 'captivate', 204 | 'captivated', 205 | 'captivating', 206 | 'captivation', 207 | 'carefree', 208 | 'carefreeness', 209 | 'caring', 210 | 'cast-down', 211 | 'caution', 212 | 'chafe', 213 | 'chaff', 214 | 'chagrin', 215 | 'chagrined', 216 | 'charitable', 217 | 'charm', 218 | 'charmed', 219 | 'cheer', 220 | 'cheerful', 221 | 'cheerfully', 222 | 'cheerfulness', 223 | 'cheerless', 224 | 'cheerlessly', 225 | 'cheerlessness', 226 | 'chill', 227 | 'chilling', 228 | 'chipper', 229 | 'choleric', 230 | 'churn-up', 231 | 'cliff-hanging', 232 | 'closeness', 233 | 'coldheartedness', 234 | 'comfort', 235 | 'comfortableness', 236 | 'comfortably', 237 | 'comforting', 238 | 'commendable', 239 | 'commiserate', 240 | 'commiseration', 241 | 'compassion', 242 | 'compassionate', 243 | 'compassionateness', 244 | 'compatibility', 245 | 'compatible', 246 | 'compatibly', 247 | 'complacence', 248 | 'complacency', 249 | 'complacent', 250 | 'compunction', 251 | 'conceit', 252 | 'concern', 253 | 'concerned', 254 | 'condole', 255 | 'condolence', 256 | 'confidence', 257 | 'confident', 258 | 'confrontational', 259 | 'confuse', 260 | 'confused', 261 | 'confusedly', 262 | 'confusing', 263 | 'confusion', 264 | 'congratulate', 265 | 'conscience', 266 | 'console', 267 | 'consternate', 268 | 'consternation', 269 | 'contemn', 270 | 'contemplative', 271 | 'contempt', 272 | 'content', 273 | 'contentment', 274 | 'contrite', 275 | 'contritely', 276 | 'contriteness', 277 | 'contrition', 278 | 'cool', 279 | 'coolness', 280 | 'covet', 281 | 'covetous', 282 | 'covetously', 283 | 'covetousness', 284 | 'crank', 285 | 'cranky', 286 | 'creep', 287 | 'creeps', 288 | 'cringe', 289 | 'critical', 290 | 'cross', 291 | 'crucify', 292 | 'cruel', 293 | 'cruelly', 294 | 'cruelty', 295 | 'cynical', 296 | 'cynicism', 297 | 'dander', 298 | 'dauntlessly', 299 | 'daze', 300 | 'dazed', 301 | 'dazzling', 302 | 'dazzlingly', 303 | 'dear', 304 | 'defeat', 305 | 'defeated', 306 | 'defeatism', 307 | 'defensive', 308 | 'defiant', 309 | 'deject', 310 | 'delighted', 311 | 'demeaning', 312 | 'demeaningly', 313 | 'demoralising', 314 | 'demoralization', 315 | 'demoralize', 316 | 'demoralized', 317 | 'demoralizing', 318 | 'deplorable', 319 | 'deplorably', 320 | 'depress', 321 | 'depressed', 322 | 'depression', 323 | 'derogatory', 324 | 'desire', 325 | 'desolation', 326 | 'despair', 327 | 'despairing', 328 | 'despairingly', 329 | 'desperate', 330 | 'desperately', 331 | 'desperation', 332 | 'despisal', 333 | 'despise', 334 | 'despising', 335 | 'despiteful', 336 | 'despondence', 337 | 'despondency', 338 | 'despondent', 339 | 'despondently', 340 | 'detached', 341 | 'detachment', 342 | 'determined', 343 | 'detest', 344 | 'detestable', 345 | 'detestably', 346 | 'detestation', 347 | 'devoted', 348 | 'devotedness', 349 | 'devotion', 350 | 'devout', 351 | 'diffidence', 352 | 'diffident', 353 | 'diffidently', 354 | 'dire', 355 | 'direful', 356 | 'disaffect', 357 | 'disaffection', 358 | 'disappointed', 359 | 'disapproval', 360 | 'disapprove', 361 | 'disapproving', 362 | 'disbelief', 363 | 'discombobulation', 364 | 'discomfit', 365 | 'discomfited', 366 | 'discomfiture', 367 | 'discompose', 368 | 'discomposure', 369 | 'disconcert', 370 | 'disconcertion', 371 | 'disconcertment', 372 | 'disconsolateness', 373 | 'discourage', 374 | 'discouraged', 375 | 'discouragement', 376 | 'discouraging', 377 | 'discreditably', 378 | 'disdain', 379 | 'disgraceful', 380 | 'disgracefully', 381 | 'disgust', 382 | 'disgusted', 383 | 'disgustedly', 384 | 'disgustful', 385 | 'disgusting', 386 | 'disgustingly', 387 | 'disheartened', 388 | 'disheartening', 389 | 'disheartenment', 390 | 'dishonorably', 391 | 'dishonourably', 392 | 'disinclination', 393 | 'disincline', 394 | 'disinclined', 395 | 'dislikable', 396 | 'dislike', 397 | 'dismay', 398 | 'disordered', 399 | 'disoriented', 400 | 'dispirit', 401 | 'dispirited', 402 | 'dispiritedly', 403 | 'dispiritedness', 404 | 'dispiriting', 405 | 'displease', 406 | 'displeased', 407 | 'displeasing', 408 | 'displeasingly', 409 | 'displeasure', 410 | 'disquiet', 411 | 'disquieted', 412 | 'disquietude', 413 | 'distance', 414 | 'distaste', 415 | 'distasteful', 416 | 'distastefully', 417 | 'distress', 418 | 'distressed', 419 | 'distressful', 420 | 'distressfully', 421 | 'distressing', 422 | 'distressingly', 423 | 'disturbed', 424 | 'disturbing', 425 | 'doleful', 426 | 'dolefully', 427 | 'dolefulness', 428 | 'dolor', 429 | 'dolour', 430 | 'doubt', 431 | 'doubtful', 432 | 'down', 433 | 'downcast', 434 | 'downhearted', 435 | 'downheartedness', 436 | 'dread', 437 | 'dreaded', 438 | 'dreadful', 439 | 'dreadfully', 440 | 'dreaminess', 441 | 'dreamy', 442 | 'dumbfound', 443 | 'dumbfounded', 444 | 'dumfounded', 445 | 'dun', 446 | 'dwell', 447 | 'dysphoria', 448 | 'dysphoric', 449 | 'eager', 450 | 'eagerly', 451 | 'eagerness', 452 | 'earnest', 453 | 'earnestly', 454 | 'earnestness', 455 | 'ease', 456 | 'easiness', 457 | 'ebulliently', 458 | 'edginess', 459 | 'edgy', 460 | 'ego', 461 | 'egotism', 462 | 'elan', 463 | 'elate', 464 | 'elated', 465 | 'elating', 466 | 'elation', 467 | 'electricity', 468 | 'electrifying', 469 | 'embarrass', 470 | 'embarrassed', 471 | 'embarrassing', 472 | 'embarrassingly', 473 | 'embarrassment', 474 | 'embolden', 475 | 'emotionless', 476 | 'emotionlessness', 477 | 'emotive', 478 | 'empathetic', 479 | 'empathetically', 480 | 'empathic', 481 | 'empathy', 482 | 'emptiness', 483 | 'enamor', 484 | 'enamoredness', 485 | 'enamour', 486 | 'enchant', 487 | 'enchanting', 488 | 'enchantment', 489 | 'encourage', 490 | 'encouraged', 491 | 'encouragement', 492 | 'encouraging', 493 | 'encouragingly', 494 | 'endearingly', 495 | 'energetic', 496 | 'enjoy', 497 | 'enjoyment', 498 | 'enmity', 499 | 'enraged', 500 | 'enragement', 501 | 'enthralled', 502 | 'enthralling', 503 | 'enthrallment', 504 | 'enthusiasm', 505 | 'enthusiastic', 506 | 'enthusiastically', 507 | 'entrance', 508 | 'entranced', 509 | 'entrancing', 510 | 'enviable', 511 | 'enviably', 512 | 'envious', 513 | 'enviously', 514 | 'enviousness', 515 | 'envy', 516 | 'esteem', 517 | 'estrange', 518 | 'estranged', 519 | 'estrangement', 520 | 'euphoria', 521 | 'euphoriant', 522 | 'euphoric', 523 | 'exacerbate', 524 | 'exacerbation', 525 | 'exalt', 526 | 'exasperate', 527 | 'exasperating', 528 | 'exasperation', 529 | 'excited', 530 | 'excite', 531 | 'excitement', 532 | 'exciting', 533 | 'excusable', 534 | 'execrable', 535 | 'execrate', 536 | 'execration', 537 | 'exhausted', 538 | 'exhilarate', 539 | 'exhilarated', 540 | 'exhilarating', 541 | 'exhilaration', 542 | 'exhort', 543 | 'expect', 544 | 'expectancy', 545 | 'expectant', 546 | 'expectantly', 547 | 'expectation', 548 | 'exuberance', 549 | 'exuberant', 550 | 'exuberantly', 551 | 'exult', 552 | 'exultant', 553 | 'exultantly', 554 | 'exultation', 555 | 'exulting', 556 | 'exultingly', 557 | 'fancy', 558 | 'fantastic', 559 | 'fascinate', 560 | 'fascinating', 561 | 'fascination', 562 | 'favor', 563 | 'favorable', 564 | 'favorably', 565 | 'favour', 566 | 'favourable', 567 | 'favourably', 568 | 'fawn', 569 | 'fear', 570 | 'fearful', 571 | 'fearfully', 572 | 'fearfulness', 573 | 'fearless', 574 | 'fearlessly', 575 | 'fearlessness', 576 | 'fearsome', 577 | 'fed-up', 578 | 'fervent', 579 | 'fever', 580 | 'fevered', 581 | 'feverish', 582 | 'feverishly', 583 | 'fidget', 584 | 'fidgetiness', 585 | 'fire-up', 586 | 'firm', 587 | 'flabbergasted', 588 | 'flummox', 589 | 'flurry', 590 | 'foiled', 591 | 'foment', 592 | 'fond', 593 | 'fondly', 594 | 'fondness', 595 | 'foreboding', 596 | 'forgivable', 597 | 'forgive', 598 | 'forgiveness', 599 | 'forlorn', 600 | 'forlornly', 601 | 'forlornness', 602 | 'foul', 603 | 'friendliness', 604 | 'friendly', 605 | 'fright', 606 | 'frighten', 607 | 'frightening', 608 | 'frighteningly', 609 | 'frightful', 610 | 'frisson', 611 | 'frustrate', 612 | 'frustrated', 613 | 'frustrating', 614 | 'frustration', 615 | 'fulfil', 616 | 'fulfill', 617 | 'fulfillment', 618 | 'fulfilment', 619 | 'fulgurant', 620 | 'fulgurous', 621 | 'funny', 622 | 'furious', 623 | 'furiously', 624 | 'fury', 625 | 'gall', 626 | 'galling', 627 | 'gay', 628 | 'gayly', 629 | 'general-dislike', 630 | 'gladden', 631 | 'gladdened', 632 | 'gladfulness', 633 | 'gladly', 634 | 'gladness', 635 | 'gladsome', 636 | 'gladsomeness', 637 | 'glee', 638 | 'gleeful', 639 | 'gleefully', 640 | 'gleefulness', 641 | 'gloat', 642 | 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'zeal', 1514 | 'zealous', 1515 | 'zest', 1516 | 'zestful', 1517 | 'zestfulness' 1518 | ] --------------------------------------------------------------------------------