├── README.md
├── data
├── negative.json
├── perilipsi_tweets.sql
├── positive.json
└── unigrams-pmilexicon.txt
├── main.py
└── src
├── __init__.py
├── datalink.py
├── features.py
├── hashtags.py
└── sentiment_plot.py
/README.md:
--------------------------------------------------------------------------------
1 | Sentiment Analyzer
2 | ==================
3 |
4 | A Python module to do a set of operations on tweets. It uses a collection of stopwords to train a dataset for the sentiment analysis. It uses the basic principle of bag-of-words used for natural language processing.
5 |
6 | Dependencies
7 | ------------
8 | * numpy
9 | * matplotlib(To plot sentiments)
10 |
11 | How to use
12 | ----------
13 | ```python
14 | from src import features, datalink, hashtags
15 | import time
16 | dblink = datalink.DatabaseConnectionDown('perilipsi_tweets')
17 | emoTest = features.Emoticons()
18 | dictTest = features.DictionaryTest()
19 | hashtest = hashtags.hashtags()
20 | testTweet, tweetTime = dblink.fetchTweet()['tweet'], dblink.fetchTweet()['time'] #You can pass anything you want
21 | emo_test = emoTest.analyse(testTweet)
22 | dict_test = dictTest.analyse(testTweet)
23 | hash_test = hashtest.analyseHashtagTweet(testTweet)
24 | print "Emoticons:", emo_test
25 | print "DictionaryTest:", dict_test
26 | print "Hashtags: ", hash_test
27 | ```
28 | Output
29 | ```python
30 | Emoticons: {'positive': 0.33, 'negative': 0.66}
31 | DictionaryTest: {'positive': 0.46153846153846156, 'negative': 0.5384615384615384}
32 | Hashtags: {'positive': 0.38, 'negative': 0.62}
33 | ```
34 | Progress
35 | --------
36 | * Emoticons: This class uses emoticons detection to classify the passed string as positive or negative
37 | * DictionaryTest: This class uses a set of English words and their subjectivity to give a score to a string
38 | * hashtags: This class extracts hashtags from the string sent and calculates the sentiment based on a trained dataset
39 | * AllCaps
40 | * ElongatedWords
41 | * Negation
42 | * Punctuation
43 |
44 | Social Network APIs
45 | ---------------
46 | * Twitter Search API
47 | * Facebook Graph API
48 |
49 | Computation Engines
50 | -------------------
51 | Wolfram Alpha
52 |
53 | Team Members
54 | ------------
55 |
56 | Name | Email |
57 | Sudhanshu Mishra | mrsud94@gmail.com |
58 | Ambar Mehrotra | ambar.prince@gmail.com |
59 |
60 |
61 |
62 | [](https://bitdeli.com/free "Bitdeli Badge")
63 |
64 |
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/data/negative.json:
--------------------------------------------------------------------------------
1 | {
2 | "FALSE": "strong",
3 | "abandon": "weak",
4 | "abandoned": "weak",
5 | "abandonment": "weak",
6 | "abase": "strong",
7 | "burdened": "strong",
8 | "burden": "strong",
9 | "abasement": "strong",
10 | "abash": "strong",
11 | "abate": "weak",
12 | "abdicate": "weak",
13 | "aberration": "strong",
14 | "abhor": "strong",
15 | "abhorred": "strong",
16 | "abhorrence": "strong",
17 | "abhorrent": "strong",
18 | "abhorrently": "strong",
19 | "abhors": "strong",
20 | "abject": "strong",
21 | "abjectly": "strong",
22 | "abjure": "weak",
23 | "abnormal": "weak",
24 | "abolish": "weak",
25 | "abominable": "strong",
26 | "abominably": "strong",
27 | "abominate": "strong",
28 | "abomination": "strong",
29 | "abrade": "weak",
30 | "abrasive": "strong",
31 | "abrupt": "weak",
32 | "abscond": "strong",
33 | "absence": "weak",
34 | "absentee": "weak",
35 | "absentminded": "strong",
36 | "absurd": "strong",
37 | "absurdity": "strong",
38 | "absurdly": "strong",
39 | "absurdness": "strong",
40 | "abuse": "strong",
41 | "abuses": "weak",
42 | "abusive": "strong",
43 | "abysmal": "strong",
44 | "abysmally": "strong",
45 | "abyss": "strong",
46 | "accidental": "weak",
47 | "accost": "weak",
48 | "accountable": "weak",
49 | "accursed": "strong",
50 | "accusation": "strong",
51 | "accusations": "strong",
52 | "accuse": "strong",
53 | "accuses": "strong",
54 | "accusing": "strong",
55 | "accusingly": "strong",
56 | "acerbate": "strong",
57 | "acerbic": "strong",
58 | "acerbically": "strong",
59 | "ache": "strong",
60 | "acrid": "strong",
61 | "acridly": "strong",
62 | "acridness": "strong",
63 | "acrimonious": "strong",
64 | "acrimoniously": "strong",
65 | "acrimony": "strong",
66 | "adamant": "strong",
67 | "adamantly": "strong",
68 | "addict": "weak",
69 | "addiction": "weak",
70 | "admonish": "strong",
71 | "admonisher": "strong",
72 | "admonishingly": "strong",
73 | "admonishment": "strong",
74 | "admonition": "strong",
75 | "adrift": "weak",
76 | "adulterate": "strong",
77 | "adulterated": "strong",
78 | "adulteration": "strong",
79 | "adversarial": "weak",
80 | "adversary": "weak",
81 | "adverse": "weak",
82 | "adversity": "strong",
83 | "affectation": "weak",
84 | "afflict": "weak",
85 | "affliction": "weak",
86 | "afflictive": "strong",
87 | "affront": "strong",
88 | "afraid": "strong",
89 | "against": "weak",
90 | "aggravate": "strong",
91 | "aggravating": "strong",
92 | "aggravation": "strong",
93 | "aggression": "strong",
94 | "aggressive": "strong",
95 | "aggressiveness": "strong",
96 | "aggressor": "strong",
97 | "aggrieve": "strong",
98 | "aggrieved": "strong",
99 | "aghast": "strong",
100 | "agitate": "strong",
101 | "agitated": "strong",
102 | "agitation": "strong",
103 | "agitator": "strong",
104 | "agonies": "strong",
105 | "agonize": "strong",
106 | "agonizing": "strong",
107 | "agonizingly": "strong",
108 | "agony": "strong",
109 | "ail": "weak",
110 | "ailment": "weak",
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124 | "allergic": "weak",
125 | "aloof": "strong",
126 | "altercation": "weak",
127 | "although": "weak",
128 | "ambiguity": "strong",
129 | "ambiguous": "strong",
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131 | "ambivalent": "strong",
132 | "ambush": "weak",
133 | "amiss": "strong",
134 | "amputate": "weak",
135 | "anarchism": "strong",
136 | "anarchist": "strong",
137 | "anarchistic": "strong",
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140 | "anger": "strong",
141 | "angrily": "strong",
142 | "angriness": "strong",
143 | "angry": "strong",
144 | "anguish": "strong",
145 | "animosity": "strong",
146 | "annihilate": "strong",
147 | "annihilation": "strong",
148 | "annoy": "strong",
149 | "annoyance": "strong",
150 | "annoyed": "strong",
151 | "annoying": "strong",
152 | "annoyingly": "strong",
153 | "anomalous": "weak",
154 | "anomaly": "weak",
155 | "antagonism": "strong",
156 | "antagonist": "weak",
157 | "antagonistic": "strong",
158 | "antagonize": "strong",
159 | "anti": "strong",
160 | "antiAmerican": "strong",
161 | "antiIsraeli": "strong",
162 | "antiSemites": "strong",
163 | "antiUS": "strong",
164 | "antioccupation": "strong",
165 | "antipathy": "strong",
166 | "antiproliferation": "strong",
167 | "antiquated": "strong",
168 | "antisocial": "strong",
169 | "antithetical": "strong",
170 | "antiwhite": "strong",
171 | "anxieties": "strong",
172 | "anxiety": "strong",
173 | "anxious": "strong",
174 | "anxiously": "strong",
175 | "anxiousness": "strong",
176 | "apathetic": "strong",
177 | "apathetically": "strong",
178 | "apathy": "strong",
179 | "ape": "strong",
180 | "apocalypse": "strong",
181 | "apocalyptic": "strong",
182 | "apologist": "strong",
183 | "apologists": "strong",
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185 | "appall": "strong",
186 | "appalled": "strong",
187 | "appalling": "strong",
188 | "appallingly": "strong",
189 | "apprehension": "strong",
190 | "apprehensions": "strong",
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192 | "apprehensively": "strong",
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197 | "arduously": "strong",
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203 | "arrogant": "strong",
204 | "arrogantly": "strong",
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207 | "asinine": "strong",
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209 | "asinininity": "strong",
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217 | "assault": "weak",
218 | "astray": "weak",
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221 | "atrocities": "strong",
222 | "atrocity": "strong",
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226 | "audaciously": "strong",
227 | "audaciousness": "strong",
228 | "audacity": "strong",
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231 | "autocrat": "strong",
232 | "autocratic": "strong",
233 | "avalanche": "strong",
234 | "avarice": "strong",
235 | "avaricious": "strong",
236 | "avariciously": "strong",
237 | "avenge": "strong",
238 | "averse": "strong",
239 | "aversion": "strong",
240 | "avoid": "weak",
241 | "avoidance": "weak",
242 | "awful": "strong",
243 | "awfully": "strong",
244 | "awfulness": "strong",
245 | "awkward": "strong",
246 | "awkwardness": "strong",
247 | "ax": "strong",
248 | "babble": "strong",
249 | "backbite": "strong",
250 | "backbiting": "strong",
251 | "backward": "strong",
252 | "backwardness": "strong",
253 | "bad": "strong",
254 | "badly": "strong",
255 | "baffle": "strong",
256 | "baffled": "strong",
257 | "bafflement": "strong",
258 | "baffling": "strong",
259 | "bait": "strong",
260 | "balk": "strong",
261 | "banal": "strong",
262 | "banalize": "strong",
263 | "bane": "strong",
264 | "banish": "strong",
265 | "banishment": "strong",
266 | "bankrupt": "weak",
267 | "bar": "weak",
268 | "barbarian": "strong",
269 | "barbaric": "strong",
270 | "barbarically": "strong",
271 | "barbarity": "strong",
272 | "barbarous": "strong",
273 | "barbarously": "strong",
274 | "barely": "weak",
275 | "barren": "strong",
276 | "baseless": "strong",
277 | "bashful": "strong",
278 | "bastard": "strong",
279 | "battered": "weak",
280 | "battering": "weak",
281 | "battle": "weak",
282 | "battlefield": "weak",
283 | "battleground": "strong",
284 | "battlelines": "strong",
285 | "batty": "strong",
286 | "bearish": "weak",
287 | "beast": "strong",
288 | "beastly": "strong",
289 | "bedlam": "strong",
290 | "bedlamite": "strong",
291 | "befoul": "strong",
292 | "beg": "strong",
293 | "beggar": "weak",
294 | "beggarly": "strong",
295 | "begging": "strong",
296 | "beguile": "strong",
297 | "belabor": "strong",
298 | "belated": "weak",
299 | "beleaguer": "strong",
300 | "belie": "strong",
301 | "belittle": "strong",
302 | "belittled": "strong",
303 | "belittling": "strong",
304 | "bellicose": "strong",
305 | "belligerence": "strong",
306 | "belligerent": "strong",
307 | "belligerently": "strong",
308 | "bemoan": "strong",
309 | "bemoaning": "strong",
310 | "bemused": "strong",
311 | "bent": "weak",
312 | "berate": "strong",
313 | "bereave": "strong",
314 | "bereavement": "strong",
315 | "bereft": "strong",
316 | "berserk": "strong",
317 | "beseech": "strong",
318 | "beset": "weak",
319 | "besiege": "weak",
320 | "besmirch": "strong",
321 | "bestial": "strong",
322 | "betray": "strong",
323 | "betrayal": "strong",
324 | "betrayals": "strong",
325 | "betrayer": "strong",
326 | "bewail": "strong",
327 | "beware": "weak",
328 | "bewilder": "strong",
329 | "bewildered": "strong",
330 | "bewildering": "strong",
331 | "bewilderingly": "strong",
332 | "bewilderment": "strong",
333 | "bewitch": "strong",
334 | "bias": "strong",
335 | "biased": "strong",
336 | "biases": "strong",
337 | "bicker": "strong",
338 | "bickering": "strong",
339 | "bidrigging": "weak",
340 | "bitch": "strong",
341 | "bitchy": "strong",
342 | "biting": "strong",
343 | "bitingly": "strong",
344 | "bitter": "strong",
345 | "bitterly": "strong",
346 | "bitterness": "strong",
347 | "bizarre": "strong",
348 | "blab": "strong",
349 | "blabber": "strong",
350 | "black": "weak",
351 | "blackmail": "weak",
352 | "blah": "strong",
353 | "blame": "strong",
354 | "blameworthy": "strong",
355 | "bland": "strong",
356 | "blandish": "strong",
357 | "blaspheme": "strong",
358 | "blasphemous": "strong",
359 | "blasphemy": "strong",
360 | "blast": "weak",
361 | "blasted": "strong",
362 | "blatant": "strong",
363 | "blatantly": "strong",
364 | "blather": "strong",
365 | "bleak": "strong",
366 | "bleakly": "strong",
367 | "bleakness": "strong",
368 | "bleed": "weak",
369 | "blemish": "weak",
370 | "blind": "weak",
371 | "blinding": "strong",
372 | "blindingly": "strong",
373 | "blindness": "weak",
374 | "blindside": "strong",
375 | "blister": "strong",
376 | "blistering": "strong",
377 | "bloated": "strong",
378 | "block": "weak",
379 | "blockhead": "strong",
380 | "blood": "weak",
381 | "bloodshed": "strong",
382 | "bloodthirsty": "strong",
383 | "bloody": "weak",
384 | "blow": "weak",
385 | "blunder": "strong",
386 | "blundering": "strong",
387 | "blunders": "strong",
388 | "blunt": "strong",
389 | "blur": "weak",
390 | "blurt": "strong",
391 | "boast": "strong",
392 | "boastful": "strong",
393 | "boggle": "strong",
394 | "bogus": "strong",
395 | "boil": "strong",
396 | "boiling": "strong",
397 | "boisterous": "strong",
398 | "bomb": "weak",
399 | "bombard": "weak",
400 | "bombardment": "strong",
401 | "bombastic": "strong",
402 | "bondage": "strong",
403 | "bonkers": "strong",
404 | "bore": "strong",
405 | "boredom": "strong",
406 | "boring": "strong",
407 | "botch": "strong",
408 | "bother": "strong",
409 | "bothersome": "strong",
410 | "bowdlerize": "strong",
411 | "boycott": "weak",
412 | "brag": "strong",
413 | "braggart": "strong",
414 | "bragger": "strong",
415 | "brainwash": "strong",
416 | "brash": "strong",
417 | "brashly": "strong",
418 | "brashness": "strong",
419 | "brat": "strong",
420 | "bravado": "strong",
421 | "brazen": "strong",
422 | "brazenly": "strong",
423 | "brazenness": "strong",
424 | "breach": "weak",
425 | "break": "weak",
426 | "breakdown": "weak",
427 | "breakpoint": "strong",
428 | "brimstone": "strong",
429 | "bristle": "strong",
430 | "brittle": "weak",
431 | "broke": "weak",
432 | "brokenhearted": "strong",
433 | "brood": "strong",
434 | "browbeat": "strong",
435 | "bruise": "weak",
436 | "brusque": "strong",
437 | "brutal": "strong",
438 | "brutalising": "strong",
439 | "brutalities": "strong",
440 | "brutality": "strong",
441 | "brutalize": "strong",
442 | "brutalizing": "strong",
443 | "brutally": "strong",
444 | "brute": "strong",
445 | "brutish": "strong",
446 | "buckle": "weak",
447 | "bug": "weak",
448 | "bulky": "weak",
449 | "bullies": "strong",
450 | "bully": "strong",
451 | "bullyingly": "strong",
452 | "bum": "weak",
453 | "bumpy": "weak",
454 | "bungle": "strong",
455 | "bungler": "strong",
456 | "bunk": "weak",
457 | "burden": "strong",
458 | "burdensome": "strong",
459 | "burdensomely": "strong",
460 | "burn": "strong",
461 | "busy": "weak",
462 | "busybody": "strong",
463 | "butcher": "weak",
464 | "butchery": "strong",
465 | "byzantine": "strong",
466 | "cackle": "strong",
467 | "cajole": "strong",
468 | "calamities": "strong",
469 | "calamitous": "strong",
470 | "calamitously": "strong",
471 | "calamity": "strong",
472 | "callous": "strong",
473 | "calumniate": "strong",
474 | "calumniation": "strong",
475 | "calumnies": "strong",
476 | "calumnious": "strong",
477 | "calumniously": "strong",
478 | "calumny": "strong",
479 | "cancer": "weak",
480 | "cancerous": "weak",
481 | "cannibal": "strong",
482 | "cannibalize": "strong",
483 | "capitulate": "weak",
484 | "capricious": "strong",
485 | "capriciously": "strong",
486 | "capriciousness": "strong",
487 | "capsize": "weak",
488 | "captive": "weak",
489 | "careless": "strong",
490 | "carelessness": "strong",
491 | "caricature": "strong",
492 | "carnage": "strong",
493 | "carp": "strong",
494 | "cartoon": "weak",
495 | "cartoonish": "strong",
496 | "cashstrapped": "weak",
497 | "castigate": "strong",
498 | "casualty": "weak",
499 | "cataclysm": "strong",
500 | "cataclysmal": "strong",
501 | "cataclysmic": "strong",
502 | "cataclysmically": "strong",
503 | "catastrophe": "strong",
504 | "catastrophes": "strong",
505 | "catastrophic": "strong",
506 | "catastrophically": "strong",
507 | "caustic": "strong",
508 | "caustically": "strong",
509 | "cautionary": "strong",
510 | "cautious": "weak",
511 | "cave": "weak",
512 | "censure": "strong",
513 | "chafe": "strong",
514 | "chaff": "strong",
515 | "chagrin": "strong",
516 | "challenge": "weak",
517 | "challenging": "weak",
518 | "chaos": "strong",
519 | "chaotic": "strong",
520 | "charisma": "strong",
521 | "chasten": "strong",
522 | "chastise": "strong",
523 | "chastisement": "strong",
524 | "chatter": "strong",
525 | "chatterbox": "strong",
526 | "cheap": "strong",
527 | "cheapen": "strong",
528 | "cheat": "strong",
529 | "cheater": "strong",
530 | "cheerless": "strong",
531 | "chide": "strong",
532 | "childish": "strong",
533 | "chill": "weak",
534 | "chilly": "weak",
535 | "chit": "strong",
536 | "choke": "weak",
537 | "choppy": "weak",
538 | "chore": "weak",
539 | "chronic": "weak",
540 | "clamor": "weak",
541 | "clamorous": "weak",
542 | "clash": "weak",
543 | "cliche": "strong",
544 | "cliched": "strong",
545 | "clique": "weak",
546 | "clog": "weak",
547 | "close": "weak",
548 | "cloud": "strong",
549 | "clumsy": "strong",
550 | "coarse": "weak",
551 | "cocky": "strong",
552 | "coerce": "strong",
553 | "coercion": "strong",
554 | "coercive": "strong",
555 | "cold": "weak",
556 | "coldly": "strong",
557 | "collapse": "weak",
558 | "collide": "weak",
559 | "collude": "strong",
560 | "collusion": "strong",
561 | "combative": "weak",
562 | "comedy": "weak",
563 | "comical": "weak",
564 | "commiserate": "strong",
565 | "commonplace": "weak",
566 | "commotion": "strong",
567 | "compel": "strong",
568 | "complacent": "strong",
569 | "complain": "strong",
570 | "complaining": "strong",
571 | "complaint": "strong",
572 | "complaints": "strong",
573 | "complex": "weak",
574 | "complicate": "weak",
575 | "complicated": "weak",
576 | "complication": "weak",
577 | "complicit": "strong",
578 | "compulsion": "strong",
579 | "compulsive": "strong",
580 | "compulsory": "weak",
581 | "concede": "strong",
582 | "conceit": "strong",
583 | "conceited": "strong",
584 | "concern": "weak",
585 | "concerned": "strong",
586 | "concerns": "strong",
587 | "concession": "weak",
588 | "concessions": "weak",
589 | "condemn": "strong",
590 | "condemnable": "strong",
591 | "condemnation": "strong",
592 | "condescend": "strong",
593 | "condescending": "strong",
594 | "condescendingly": "strong",
595 | "condescension": "strong",
596 | "condolence": "strong",
597 | "condolences": "strong",
598 | "confess": "strong",
599 | "confession": "strong",
600 | "confessions": "strong",
601 | "conflict": "weak",
602 | "confound": "weak",
603 | "confounded": "weak",
604 | "confounding": "weak",
605 | "confront": "weak",
606 | "confrontation": "strong",
607 | "confrontational": "weak",
608 | "confuse": "strong",
609 | "confused": "strong",
610 | "confusing": "strong",
611 | "confusion": "strong",
612 | "congested": "weak",
613 | "congestion": "weak",
614 | "conspicuous": "strong",
615 | "conspicuously": "strong",
616 | "conspiracies": "weak",
617 | "conspiracy": "weak",
618 | "conspirator": "strong",
619 | "conspiratorial": "strong",
620 | "conspire": "strong",
621 | "consternation": "strong",
622 | "constrain": "weak",
623 | "constraint": "weak",
624 | "consume": "weak",
625 | "contagious": "weak",
626 | "contaminate": "weak",
627 | "contamination": "weak",
628 | "contempt": "strong",
629 | "contemptible": "strong",
630 | "contemptuous": "strong",
631 | "contemptuously": "strong",
632 | "contend": "strong",
633 | "contention": "strong",
634 | "contentious": "strong",
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3923 | "unobserved": "weak",
3924 | "unorthodox": "strong",
3925 | "unorthodoxy": "strong",
3926 | "unpleasant": "strong",
3927 | "unpleasantries": "strong",
3928 | "unpopular": "strong",
3929 | "unprecedent": "strong",
3930 | "unprecedented": "strong",
3931 | "unpredictable": "weak",
3932 | "unprepared": "weak",
3933 | "unproductive": "weak",
3934 | "unprofitable": "weak",
3935 | "unqualified": "strong",
3936 | "unravel": "strong",
3937 | "unraveled": "weak",
3938 | "unrealistic": "strong",
3939 | "unreasonable": "weak",
3940 | "unreasonably": "strong",
3941 | "unrelenting": "strong",
3942 | "unrelentingly": "strong",
3943 | "unreliability": "strong",
3944 | "unreliable": "strong",
3945 | "unresolved": "weak",
3946 | "unrest": "strong",
3947 | "unruly": "strong",
3948 | "unsafe": "weak",
3949 | "unsatisfactory": "weak",
3950 | "unsavory": "strong",
3951 | "unscrupulous": "strong",
3952 | "unscrupulously": "strong",
3953 | "unseemly": "strong",
3954 | "unsettle": "strong",
3955 | "unsettled": "weak",
3956 | "unsettling": "strong",
3957 | "unsettlingly": "strong",
3958 | "unskilled": "weak",
3959 | "unsophisticated": "strong",
3960 | "unsound": "strong",
3961 | "unspeakable": "strong",
3962 | "unspeakablely": "strong",
3963 | "unspecified": "weak",
3964 | "unstable": "weak",
3965 | "unsteadily": "weak",
3966 | "unsteadiness": "weak",
3967 | "unsteady": "weak",
3968 | "unsuccessful": "weak",
3969 | "unsuccessfully": "weak",
3970 | "unsupported": "weak",
3971 | "unsure": "weak",
3972 | "unsuspecting": "strong",
3973 | "unsustainable": "weak",
3974 | "untenable": "strong",
3975 | "untested": "weak",
3976 | "unthinkable": "strong",
3977 | "unthinkably": "strong",
3978 | "untimely": "strong",
3979 | "untrue": "strong",
3980 | "untrustworthy": "strong",
3981 | "untruthful": "strong",
3982 | "unusual": "weak",
3983 | "unusually": "strong",
3984 | "unwanted": "strong",
3985 | "unwarranted": "strong",
3986 | "unwelcome": "strong",
3987 | "unwieldy": "strong",
3988 | "unwilling": "strong",
3989 | "unwillingly": "strong",
3990 | "unwillingness": "strong",
3991 | "unwise": "strong",
3992 | "unwisely": "strong",
3993 | "unworkable": "strong",
3994 | "unworthy": "strong",
3995 | "unyielding": "strong",
3996 | "upbraid": "strong",
3997 | "upheaval": "strong",
3998 | "uprising": "weak",
3999 | "uproar": "strong",
4000 | "uproarious": "strong",
4001 | "uproariously": "strong",
4002 | "uproarous": "strong",
4003 | "uproarously": "strong",
4004 | "uproot": "weak",
4005 | "upset": "weak",
4006 | "upsetting": "strong",
4007 | "upsettingly": "strong",
4008 | "urgency": "strong",
4009 | "urgent": "weak",
4010 | "urgently": "weak",
4011 | "useless": "weak",
4012 | "usurp": "strong",
4013 | "usurper": "strong",
4014 | "utter": "strong",
4015 | "utterly": "strong",
4016 | "vagrant": "strong",
4017 | "vague": "weak",
4018 | "vagueness": "weak",
4019 | "vain": "strong",
4020 | "vainly": "strong",
4021 | "vanish": "weak",
4022 | "vanity": "weak",
4023 | "vehement": "strong",
4024 | "vehemently": "strong",
4025 | "vengeance": "strong",
4026 | "vengeful": "strong",
4027 | "vengefully": "strong",
4028 | "vengefulness": "strong",
4029 | "venom": "strong",
4030 | "venomous": "strong",
4031 | "venomously": "strong",
4032 | "vent": "strong",
4033 | "vestiges": "strong",
4034 | "veto": "strong",
4035 | "vex": "strong",
4036 | "vexation": "strong",
4037 | "vexing": "strong",
4038 | "vexingly": "strong",
4039 | "vice": "strong",
4040 | "vicious": "strong",
4041 | "viciously": "strong",
4042 | "viciousness": "strong",
4043 | "victimize": "strong",
4044 | "vie": "strong",
4045 | "vile": "strong",
4046 | "vileness": "strong",
4047 | "vilify": "strong",
4048 | "villainous": "strong",
4049 | "villainously": "strong",
4050 | "villains": "strong",
4051 | "villian": "strong",
4052 | "villianous": "strong",
4053 | "villianously": "strong",
4054 | "villify": "strong",
4055 | "vindictive": "strong",
4056 | "vindictively": "strong",
4057 | "vindictiveness": "strong",
4058 | "violate": "strong",
4059 | "violation": "weak",
4060 | "violator": "strong",
4061 | "violent": "weak",
4062 | "violently": "weak",
4063 | "viper": "weak",
4064 | "virulence": "strong",
4065 | "virulent": "strong",
4066 | "virulently": "strong",
4067 | "virus": "strong",
4068 | "vocally": "weak",
4069 | "vociferous": "strong",
4070 | "vociferously": "strong",
4071 | "void": "weak",
4072 | "volatile": "weak",
4073 | "volatility": "weak",
4074 | "vomit": "weak",
4075 | "vulgar": "strong",
4076 | "wail": "strong",
4077 | "wallow": "weak",
4078 | "wane": "weak",
4079 | "waning": "strong",
4080 | "wanton": "strong",
4081 | "war": "weak",
4082 | "warfare": "weak",
4083 | "warily": "strong",
4084 | "wariness": "strong",
4085 | "warlike": "strong",
4086 | "warning": "weak",
4087 | "warp": "weak",
4088 | "warped": "weak",
4089 | "wary": "strong",
4090 | "waste": "weak",
4091 | "wasteful": "weak",
4092 | "wastefulness": "weak",
4093 | "watchdog": "strong",
4094 | "wayward": "strong",
4095 | "weak": "weak",
4096 | "weaken": "strong",
4097 | "weakening": "strong",
4098 | "weakness": "strong",
4099 | "weaknesses": "strong",
4100 | "weariness": "strong",
4101 | "wearisome": "strong",
4102 | "weary": "weak",
4103 | "wedge": "weak",
4104 | "wee": "strong",
4105 | "weed": "weak",
4106 | "weep": "weak",
4107 | "weird": "strong",
4108 | "weirdly": "strong",
4109 | "whatever": "weak",
4110 | "wheedle": "strong",
4111 | "whimper": "strong",
4112 | "whine": "strong",
4113 | "whips": "strong",
4114 | "wicked": "strong",
4115 | "wickedly": "strong",
4116 | "wickedness": "strong",
4117 | "widespread": "weak",
4118 | "wild": "weak",
4119 | "wildly": "weak",
4120 | "wiles": "strong",
4121 | "wilt": "strong",
4122 | "wily": "strong",
4123 | "wince": "strong",
4124 | "withheld": "weak",
4125 | "withhold": "weak",
4126 | "woe": "strong",
4127 | "woebegone": "strong",
4128 | "woeful": "strong",
4129 | "woefully": "strong",
4130 | "worn": "weak",
4131 | "worried": "strong",
4132 | "worriedly": "strong",
4133 | "worrier": "strong",
4134 | "worries": "strong",
4135 | "worrisome": "strong",
4136 | "worry": "strong",
4137 | "worrying": "strong",
4138 | "worryingly": "strong",
4139 | "worse": "strong",
4140 | "worsen": "strong",
4141 | "worsening": "strong",
4142 | "worst": "strong",
4143 | "worthless": "strong",
4144 | "worthlessly": "strong",
4145 | "worthlessness": "strong",
4146 | "wound": "weak",
4147 | "wounds": "weak",
4148 | "wrangle": "strong",
4149 | "wrath": "strong",
4150 | "wreck": "weak",
4151 | "wrest": "strong",
4152 | "wrestle": "weak",
4153 | "wretch": "strong",
4154 | "wretched": "strong",
4155 | "wretchedly": "strong",
4156 | "wretchedness": "strong",
4157 | "writhe": "weak",
4158 | "wrong": "weak",
4159 | "wrongful": "weak",
4160 | "wrongly": "strong",
4161 | "wrought": "weak",
4162 | "yawn": "strong",
4163 | "yelp": "strong",
4164 | "zealot": "strong",
4165 | "zealous": "strong",
4166 | "zealously": "strong"
4167 | }
4168 |
--------------------------------------------------------------------------------
/data/perilipsi_tweets.sql:
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https://raw.githubusercontent.com/debugger22/sentiment-analyzer/b7ec918cfacf37eb31af8ee46a2ee9cd6c903980/data/perilipsi_tweets.sql
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/data/positive.json:
--------------------------------------------------------------------------------
1 | {
2 | "TRUE": "strong",
3 | "abidance": "strong",
4 | "abide": "strong",
5 | "abilities": "weak",
6 | "ability": "weak",
7 | "able": "weak",
8 | "abound": "weak",
9 | "above": "weak",
10 | "aboveaverage": "weak",
11 | "absolve": "strong",
12 | "abundance": "weak",
13 | "abundant": "weak",
14 | "accede": "strong",
15 | "accept": "weak",
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17 | "acceptance": "weak",
18 | "accessible": "weak",
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23 | "accolades": "strong",
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26 | "accomplishment": "weak",
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29 | "accordance": "weak",
30 | "accordantly": "weak",
31 | "accurate": "weak",
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33 | "achievable": "weak",
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47 | "adequate": "weak",
48 | "adherence": "weak",
49 | "adherent": "weak",
50 | "adhesion": "weak",
51 | "admirable": "strong",
52 | "admirably": "strong",
53 | "admiration": "strong",
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55 | "admirer": "strong",
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57 | "admiringly": "strong",
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59 | "admit": "strong",
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62 | "adore": "strong",
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66 | "adoringly": "strong",
67 | "adroit": "strong",
68 | "adroitly": "strong",
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80 | "advice": "weak",
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93 | "affluence": "weak",
94 | "affluent": "weak",
95 | "afford": "weak",
96 | "affordable": "weak",
97 | "afloat": "weak",
98 | "agile": "weak",
99 | "agilely": "weak",
100 | "agility": "weak",
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108 | "alleviate": "weak",
109 | "allow": "weak",
110 | "allowable": "weak",
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113 | "alluringly": "strong",
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120 | "amazed": "strong",
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123 | "amazingly": "strong",
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125 | "ambitiously": "weak",
126 | "ameliorate": "strong",
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128 | "amenity": "weak",
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132 | "amicability": "strong",
133 | "amicable": "strong",
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136 | "amnesty": "weak",
137 | "amour": "strong",
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143 | "amusingly": "strong",
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146 | "animated": "weak",
147 | "apostle": "strong",
148 | "apotheosis": "strong",
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160 | "approval": "weak",
161 | "approve": "weak",
162 | "apt": "weak",
163 | "aptitude": "weak",
164 | "aptly": "weak",
165 | "ardent": "strong",
166 | "ardently": "strong",
167 | "ardor": "strong",
168 | "aristocratic": "weak",
169 | "arousal": "strong",
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173 | "articulate": "strong",
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187 | "assurances": "weak",
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202 | "attain": "weak",
203 | "attainable": "weak",
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206 | "attraction": "strong",
207 | "attractive": "strong",
208 | "attractively": "strong",
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210 | "auspicious": "strong",
211 | "authentic": "weak",
212 | "authoritative": "weak",
213 | "autonomous": "weak",
214 | "aver": "strong",
215 | "avid": "strong",
216 | "avidly": "strong",
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218 | "awe": "strong",
219 | "awed": "strong",
220 | "awesome": "strong",
221 | "awesomely": "strong",
222 | "awesomeness": "strong",
223 | "awestruck": "strong",
224 | "back": "weak",
225 | "backbone": "weak",
226 | "balanced": "weak",
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228 | "basic": "weak",
229 | "bask": "weak",
230 | "beacon": "weak",
231 | "beatify": "strong",
232 | "beauteous": "strong",
233 | "beautiful": "strong",
234 | "beautifully": "strong",
235 | "beautify": "strong",
236 | "beauty": "strong",
237 | "befit": "strong",
238 | "befitting": "strong",
239 | "befriend": "strong",
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241 | "beloved": "strong",
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243 | "beneficent": "strong",
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245 | "beneficially": "strong",
246 | "beneficiary": "strong",
247 | "benefit": "weak",
248 | "benefits": "weak",
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250 | "benevolent": "strong",
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253 | "bestknown": "strong",
254 | "bestperforming": "strong",
255 | "bestselling": "weak",
256 | "better": "weak",
257 | "betterknown": "strong",
258 | "betterthanexpected": "strong",
259 | "blameless": "strong",
260 | "bless": "strong",
261 | "blessing": "strong",
262 | "bliss": "strong",
263 | "blissful": "strong",
264 | "blissfully": "strong",
265 | "blithe": "strong",
266 | "bloom": "weak",
267 | "blossom": "weak",
268 | "boast": "strong",
269 | "bold": "strong",
270 | "boldly": "strong",
271 | "boldness": "strong",
272 | "bolster": "strong",
273 | "bonny": "strong",
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275 | "boom": "weak",
276 | "booming": "weak",
277 | "boost": "weak",
278 | "boundless": "strong",
279 | "bountiful": "strong",
280 | "brains": "strong",
281 | "brainy": "strong",
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283 | "bravery": "strong",
284 | "breakthrough": "weak",
285 | "breakthroughs": "weak",
286 | "breathlessness": "strong",
287 | "breathtaking": "strong",
288 | "breathtakingly": "strong",
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290 | "brighten": "weak",
291 | "brightness": "weak",
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296 | "broad": "weak",
297 | "brook": "strong",
298 | "brotherly": "weak",
299 | "bull": "weak",
300 | "bullish": "weak",
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303 | "calming": "strong",
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305 | "candid": "strong",
306 | "candor": "strong",
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308 | "capable": "weak",
309 | "capably": "weak",
310 | "capitalize": "weak",
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312 | "captivating": "strong",
313 | "captivation": "strong",
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315 | "carefree": "strong",
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325 | "champion": "weak",
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328 | "charity": "weak",
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346 | "civilize": "weak",
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355 | "clearly": "strong",
356 | "clever": "strong",
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366 | "cohesive": "weak",
367 | "colorful": "weak",
368 | "colossal": "weak",
369 | "comeback": "weak",
370 | "comely": "strong",
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372 | "comfortable": "weak",
373 | "comfortably": "weak",
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376 | "commendable": "strong",
377 | "commendably": "strong",
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379 | "commitment": "weak",
380 | "commodious": "weak",
381 | "commonsense": "weak",
382 | "commonsensible": "weak",
383 | "commonsensibly": "weak",
384 | "commonsensical": "weak",
385 | "compact": "weak",
386 | "compassion": "strong",
387 | "compassionate": "strong",
388 | "compatible": "weak",
389 | "compelling": "strong",
390 | "compensate": "strong",
391 | "competence": "weak",
392 | "competency": "weak",
393 | "competent": "weak",
394 | "competitive": "weak",
395 | "competitiveness": "weak",
396 | "complement": "weak",
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399 | "complimentary": "strong",
400 | "comprehensive": "weak",
401 | "compromise": "weak",
402 | "compromises": "weak",
403 | "comrades": "strong",
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406 | "conciliatory": "strong",
407 | "conclusive": "weak",
408 | "concrete": "weak",
409 | "concur": "strong",
410 | "condone": "strong",
411 | "conducive": "weak",
412 | "confer": "weak",
413 | "confidence": "strong",
414 | "confident": "strong",
415 | "confute": "strong",
416 | "congenial": "strong",
417 | "congratulate": "strong",
418 | "congratulations": "strong",
419 | "congratulatory": "strong",
420 | "conquer": "weak",
421 | "conscience": "weak",
422 | "conscientious": "strong",
423 | "consensus": "strong",
424 | "consent": "strong",
425 | "considerate": "strong",
426 | "consistent": "weak",
427 | "console": "weak",
428 | "constancy": "strong",
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430 | "consummate": "strong",
431 | "content": "weak",
432 | "contentment": "strong",
433 | "continuity": "weak",
434 | "contribution": "weak",
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438 | "convince": "weak",
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1807 | "sanctuary": "strong",
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1809 | "sanguine": "strong",
1810 | "sanity": "strong",
1811 | "satisfaction": "strong",
1812 | "satisfactorily": "strong",
1813 | "satisfactory": "strong",
1814 | "satisfy": "weak",
1815 | "satisfying": "weak",
1816 | "savor": "weak",
1817 | "savvy": "strong",
1818 | "scenic": "weak",
1819 | "scruples": "strong",
1820 | "scrupulous": "strong",
1821 | "scrupulously": "strong",
1822 | "seamless": "strong",
1823 | "seasoned": "weak",
1824 | "secure": "weak",
1825 | "securely": "weak",
1826 | "security": "weak",
1827 | "seductive": "strong",
1828 | "selective": "weak",
1829 | "selfdetermination": "strong",
1830 | "selfrespect": "strong",
1831 | "selfsatisfaction": "strong",
1832 | "selfsufficiency": "weak",
1833 | "selfsufficient": "weak",
1834 | "semblance": "weak",
1835 | "sensation": "strong",
1836 | "sensational": "strong",
1837 | "sensationally": "strong",
1838 | "sensations": "strong",
1839 | "sense": "weak",
1840 | "sensible": "strong",
1841 | "sensibly": "strong",
1842 | "sensitive": "weak",
1843 | "sensitively": "strong",
1844 | "sensitivity": "strong",
1845 | "sentiment": "strong",
1846 | "sentimentality": "strong",
1847 | "sentimentally": "strong",
1848 | "sentiments": "strong",
1849 | "serene": "strong",
1850 | "serenity": "strong",
1851 | "settle": "weak",
1852 | "sexy": "strong",
1853 | "shelter": "weak",
1854 | "shield": "weak",
1855 | "shimmer": "strong",
1856 | "shimmering": "strong",
1857 | "shimmeringly": "strong",
1858 | "shine": "weak",
1859 | "shiny": "strong",
1860 | "shrewd": "strong",
1861 | "shrewdly": "strong",
1862 | "shrewdness": "strong",
1863 | "significance": "weak",
1864 | "significant": "weak",
1865 | "signify": "weak",
1866 | "simple": "weak",
1867 | "simplicity": "strong",
1868 | "simplified": "weak",
1869 | "simplify": "weak",
1870 | "sincere": "strong",
1871 | "sincerely": "strong",
1872 | "sincerity": "weak",
1873 | "skill": "weak",
1874 | "skilled": "weak",
1875 | "skillful": "strong",
1876 | "skillfully": "strong",
1877 | "sleek": "weak",
1878 | "slender": "weak",
1879 | "slim": "weak",
1880 | "smart": "strong",
1881 | "smarter": "strong",
1882 | "smartest": "strong",
1883 | "smartly": "strong",
1884 | "smile": "strong",
1885 | "smiling": "strong",
1886 | "smilingly": "strong",
1887 | "smitten": "strong",
1888 | "smooth": "weak",
1889 | "sociable": "strong",
1890 | "soften": "strong",
1891 | "softspoken": "weak",
1892 | "solace": "strong",
1893 | "solicitous": "strong",
1894 | "solicitously": "strong",
1895 | "solicitude": "strong",
1896 | "solid": "weak",
1897 | "solidarity": "strong",
1898 | "soothe": "strong",
1899 | "soothingly": "strong",
1900 | "sophisticated": "strong",
1901 | "sound": "weak",
1902 | "soundness": "weak",
1903 | "spacious": "weak",
1904 | "spare": "weak",
1905 | "sparing": "weak",
1906 | "sparingly": "weak",
1907 | "sparkle": "strong",
1908 | "sparkling": "weak",
1909 | "special": "weak",
1910 | "spectacular": "strong",
1911 | "spectacularly": "strong",
1912 | "speedy": "weak",
1913 | "spellbind": "strong",
1914 | "spellbinding": "strong",
1915 | "spellbindingly": "strong",
1916 | "spellbound": "strong",
1917 | "spirit": "weak",
1918 | "spirited": "weak",
1919 | "spiritual": "strong",
1920 | "splendid": "strong",
1921 | "splendidly": "strong",
1922 | "splendor": "strong",
1923 | "spotless": "strong",
1924 | "sprightly": "strong",
1925 | "spur": "strong",
1926 | "squarely": "strong",
1927 | "stability": "weak",
1928 | "stabilize": "weak",
1929 | "stable": "weak",
1930 | "stainless": "weak",
1931 | "stand": "weak",
1932 | "star": "strong",
1933 | "stars": "strong",
1934 | "stately": "strong",
1935 | "statuesque": "strong",
1936 | "staunch": "strong",
1937 | "staunchly": "strong",
1938 | "staunchness": "strong",
1939 | "steadfast": "strong",
1940 | "steadfastly": "strong",
1941 | "steadfastness": "strong",
1942 | "steadiness": "weak",
1943 | "steady": "weak",
1944 | "stellar": "strong",
1945 | "stellarly": "strong",
1946 | "stimulate": "weak",
1947 | "stimulating": "strong",
1948 | "stimulative": "weak",
1949 | "stirring": "strong",
1950 | "stirringly": "strong",
1951 | "stood": "weak",
1952 | "straight": "weak",
1953 | "straightforward": "strong",
1954 | "streamlined": "weak",
1955 | "stride": "strong",
1956 | "strides": "weak",
1957 | "striking": "strong",
1958 | "strikingly": "strong",
1959 | "striving": "strong",
1960 | "strong": "weak",
1961 | "studious": "strong",
1962 | "studiously": "strong",
1963 | "stunned": "strong",
1964 | "stunning": "strong",
1965 | "stunningly": "strong",
1966 | "stupendous": "strong",
1967 | "stupendously": "strong",
1968 | "sturdy": "weak",
1969 | "stylish": "strong",
1970 | "stylishly": "strong",
1971 | "suave": "strong",
1972 | "sublime": "strong",
1973 | "subscribe": "weak",
1974 | "substantial": "weak",
1975 | "substantially": "weak",
1976 | "substantive": "weak",
1977 | "subtle": "weak",
1978 | "succeed": "weak",
1979 | "success": "weak",
1980 | "successful": "weak",
1981 | "successfully": "weak",
1982 | "suffice": "weak",
1983 | "sufficient": "weak",
1984 | "sufficiently": "weak",
1985 | "suggest": "weak",
1986 | "suggestions": "weak",
1987 | "suit": "weak",
1988 | "suitable": "weak",
1989 | "sumptuous": "strong",
1990 | "sumptuously": "strong",
1991 | "sumptuousness": "strong",
1992 | "sunny": "weak",
1993 | "super": "strong",
1994 | "superb": "strong",
1995 | "superbly": "strong",
1996 | "superior": "weak",
1997 | "superlative": "strong",
1998 | "support": "weak",
1999 | "supporter": "strong",
2000 | "supportive": "strong",
2001 | "supreme": "strong",
2002 | "supremely": "strong",
2003 | "supurb": "strong",
2004 | "supurbly": "strong",
2005 | "sure": "strong",
2006 | "surely": "strong",
2007 | "surge": "strong",
2008 | "surging": "strong",
2009 | "surmise": "strong",
2010 | "surmount": "strong",
2011 | "surpass": "strong",
2012 | "survival": "weak",
2013 | "survive": "weak",
2014 | "survivor": "weak",
2015 | "sustainability": "weak",
2016 | "sustainable": "weak",
2017 | "sustained": "weak",
2018 | "sweeping": "strong",
2019 | "sweet": "weak",
2020 | "sweeten": "weak",
2021 | "sweetheart": "weak",
2022 | "sweetly": "weak",
2023 | "sweetness": "weak",
2024 | "swift": "weak",
2025 | "swiftness": "weak",
2026 | "sworn": "strong",
2027 | "tact": "strong",
2028 | "talent": "strong",
2029 | "talented": "strong",
2030 | "tantalize": "weak",
2031 | "tantalizing": "strong",
2032 | "tantalizingly": "strong",
2033 | "taste": "weak",
2034 | "temperance": "weak",
2035 | "temperate": "weak",
2036 | "tempt": "strong",
2037 | "tempting": "strong",
2038 | "temptingly": "strong",
2039 | "tenacious": "strong",
2040 | "tenaciously": "strong",
2041 | "tenacity": "strong",
2042 | "tender": "weak",
2043 | "tenderly": "weak",
2044 | "tenderness": "weak",
2045 | "terrific": "strong",
2046 | "terrifically": "strong",
2047 | "terrified": "strong",
2048 | "terrify": "strong",
2049 | "terrifying": "strong",
2050 | "terrifyingly": "strong",
2051 | "thank": "strong",
2052 | "thankful": "strong",
2053 | "thankfully": "strong",
2054 | "thinkable": "strong",
2055 | "thorough": "weak",
2056 | "thoughtful": "strong",
2057 | "thoughtfully": "strong",
2058 | "thoughtfulness": "strong",
2059 | "thrift": "weak",
2060 | "thrifty": "weak",
2061 | "thrill": "strong",
2062 | "thrilling": "strong",
2063 | "thrillingly": "strong",
2064 | "thrills": "strong",
2065 | "thrive": "weak",
2066 | "thriving": "weak",
2067 | "tickle": "weak",
2068 | "tidy": "strong",
2069 | "timehonored": "strong",
2070 | "timely": "weak",
2071 | "tingle": "strong",
2072 | "titillate": "weak",
2073 | "titillating": "strong",
2074 | "titillatingly": "strong",
2075 | "toast": "strong",
2076 | "togetherness": "strong",
2077 | "tolerable": "strong",
2078 | "tolerably": "strong",
2079 | "tolerance": "strong",
2080 | "tolerant": "weak",
2081 | "tolerantly": "strong",
2082 | "tolerate": "weak",
2083 | "toleration": "weak",
2084 | "top": "weak",
2085 | "torrid": "strong",
2086 | "torridly": "strong",
2087 | "tradition": "weak",
2088 | "traditional": "weak",
2089 | "tranquil": "strong",
2090 | "tranquility": "strong",
2091 | "treasure": "strong",
2092 | "treat": "weak",
2093 | "tremendous": "strong",
2094 | "tremendously": "strong",
2095 | "trendy": "strong",
2096 | "trepidation": "strong",
2097 | "tribute": "strong",
2098 | "trim": "weak",
2099 | "triumph": "strong",
2100 | "triumphal": "strong",
2101 | "triumphant": "strong",
2102 | "triumphantly": "strong",
2103 | "truculent": "strong",
2104 | "truculently": "strong",
2105 | "truly": "strong",
2106 | "trump": "strong",
2107 | "trumpet": "strong",
2108 | "trust": "weak",
2109 | "trusting": "strong",
2110 | "trustingly": "strong",
2111 | "trustworthiness": "strong",
2112 | "trustworthy": "strong",
2113 | "truth": "strong",
2114 | "truthful": "strong",
2115 | "truthfully": "strong",
2116 | "truthfulness": "strong",
2117 | "twinkly": "strong",
2118 | "ultimate": "strong",
2119 | "ultimately": "strong",
2120 | "ultra": "strong",
2121 | "unabashed": "strong",
2122 | "unabashedly": "strong",
2123 | "unanimous": "strong",
2124 | "unassailable": "strong",
2125 | "unbiased": "weak",
2126 | "unbosom": "strong",
2127 | "unbound": "weak",
2128 | "unbroken": "weak",
2129 | "uncommon": "strong",
2130 | "uncommonly": "strong",
2131 | "unconcerned": "strong",
2132 | "unconditional": "weak",
2133 | "unconventional": "weak",
2134 | "undaunted": "strong",
2135 | "understand": "strong",
2136 | "understandable": "strong",
2137 | "understanding": "weak",
2138 | "understate": "strong",
2139 | "understated": "strong",
2140 | "understatedly": "strong",
2141 | "understood": "strong",
2142 | "undisputable": "strong",
2143 | "undisputably": "strong",
2144 | "undisputed": "weak",
2145 | "undoubted": "strong",
2146 | "undoubtedly": "strong",
2147 | "unencumbered": "weak",
2148 | "unequivocal": "strong",
2149 | "unequivocally": "strong",
2150 | "unfazed": "strong",
2151 | "unfettered": "strong",
2152 | "unforgettable": "strong",
2153 | "uniform": "weak",
2154 | "uniformly": "weak",
2155 | "unique": "weak",
2156 | "unity": "weak",
2157 | "universal": "weak",
2158 | "unlimited": "weak",
2159 | "unparalleled": "strong",
2160 | "unpretentious": "strong",
2161 | "unquestionable": "strong",
2162 | "unquestionably": "strong",
2163 | "unrestricted": "weak",
2164 | "unscathed": "weak",
2165 | "unselfish": "strong",
2166 | "untouched": "weak",
2167 | "untrained": "weak",
2168 | "upbeat": "strong",
2169 | "upfront": "weak",
2170 | "upgrade": "weak",
2171 | "upheld": "strong",
2172 | "uphold": "strong",
2173 | "uplift": "weak",
2174 | "uplifting": "strong",
2175 | "upliftingly": "strong",
2176 | "upliftment": "strong",
2177 | "upright": "weak",
2178 | "upscale": "weak",
2179 | "upside": "strong",
2180 | "upward": "weak",
2181 | "urge": "strong",
2182 | "usable": "weak",
2183 | "useful": "weak",
2184 | "usefulness": "weak",
2185 | "utilitarian": "weak",
2186 | "utmost": "strong",
2187 | "uttermost": "strong",
2188 | "valiant": "strong",
2189 | "valiantly": "strong",
2190 | "valid": "weak",
2191 | "validity": "weak",
2192 | "valor": "strong",
2193 | "valuable": "strong",
2194 | "value": "weak",
2195 | "values": "weak",
2196 | "vanquish": "strong",
2197 | "vast": "weak",
2198 | "vastly": "weak",
2199 | "vastness": "weak",
2200 | "venerable": "strong",
2201 | "venerably": "strong",
2202 | "venerate": "weak",
2203 | "verifiable": "weak",
2204 | "veritable": "strong",
2205 | "versatile": "weak",
2206 | "versatility": "weak",
2207 | "viability": "weak",
2208 | "viable": "weak",
2209 | "vibrant": "strong",
2210 | "vibrantly": "strong",
2211 | "victorious": "weak",
2212 | "victory": "weak",
2213 | "vigilance": "weak",
2214 | "vigilant": "weak",
2215 | "vigorous": "weak",
2216 | "vigorously": "weak",
2217 | "vindicate": "strong",
2218 | "vintage": "weak",
2219 | "virtue": "strong",
2220 | "virtuous": "strong",
2221 | "virtuously": "strong",
2222 | "visionary": "strong",
2223 | "vital": "strong",
2224 | "vitality": "strong",
2225 | "vivacious": "strong",
2226 | "vivid": "strong",
2227 | "voluntarily": "weak",
2228 | "voluntary": "weak",
2229 | "vouch": "strong",
2230 | "vouchsafe": "strong",
2231 | "vow": "strong",
2232 | "vulnerable": "strong",
2233 | "want": "strong",
2234 | "warm": "weak",
2235 | "warmhearted": "strong",
2236 | "warmly": "strong",
2237 | "warmth": "weak",
2238 | "wealthy": "weak",
2239 | "welcome": "weak",
2240 | "welfare": "weak",
2241 | "well": "weak",
2242 | "wellbeing": "strong",
2243 | "wellconnected": "strong",
2244 | "welleducated": "weak",
2245 | "wellestablished": "weak",
2246 | "wellinformed": "strong",
2247 | "wellintentioned": "strong",
2248 | "wellmanaged": "strong",
2249 | "wellpositioned": "weak",
2250 | "wellpublicized": "weak",
2251 | "wellreceived": "strong",
2252 | "wellregarded": "strong",
2253 | "wellrun": "strong",
2254 | "wellwishers": "strong",
2255 | "whimsical": "strong",
2256 | "white": "weak",
2257 | "wholeheartedly": "strong",
2258 | "wholesome": "strong",
2259 | "wide": "weak",
2260 | "wideopen": "weak",
2261 | "wideranging": "weak",
2262 | "will": "strong",
2263 | "willful": "strong",
2264 | "willfully": "strong",
2265 | "willing": "strong",
2266 | "willingness": "strong",
2267 | "wink": "strong",
2268 | "winnable": "strong",
2269 | "winners": "strong",
2270 | "wisdom": "strong",
2271 | "wise": "strong",
2272 | "wisely": "strong",
2273 | "wish": "strong",
2274 | "wishes": "strong",
2275 | "wishing": "strong",
2276 | "witty": "strong",
2277 | "wonder": "strong",
2278 | "wonderful": "strong",
2279 | "wonderfully": "strong",
2280 | "wonderous": "strong",
2281 | "wonderously": "strong",
2282 | "wondrous": "strong",
2283 | "woo": "strong",
2284 | "workable": "strong",
2285 | "worldfamous": "strong",
2286 | "worship": "weak",
2287 | "worth": "strong",
2288 | "worthiness": "strong",
2289 | "worthwhile": "strong",
2290 | "worthy": "strong",
2291 | "wow": "strong",
2292 | "wry": "strong",
2293 | "yearn": "strong",
2294 | "yearning": "strong",
2295 | "yearningly": "strong",
2296 | "yep": "strong",
2297 | "yes": "strong",
2298 | "youthful": "weak",
2299 | "zeal": "strong",
2300 | "zenith": "strong",
2301 | "zest": "strong"
2302 | }
--------------------------------------------------------------------------------
/main.py:
--------------------------------------------------------------------------------
1 | from src import features, datalink, hashtags, sentiment_plot
2 | import time
3 | dblink = datalink.DatabaseConnectionDown('perilipsi_tweets')
4 | plotter = sentiment_plot.Plotter()
5 | emoTest = features.Emoticons()
6 | dictTest = features.DictionaryTest()
7 | hashtest = hashtags.hashtags()
8 | # You can pass anything you want
9 | testTweet, tweetTime = dblink.fetchTweet(
10 | )['tweet'], dblink.fetchTweet()['time']
11 | emo_test = emoTest.analyse(testTweet)
12 | dict_test = dictTest.analyse(testTweet)
13 | hash_test = hashtest.analyseHashtagTweet(testTweet)
14 | print "Emoticons:", emo_test
15 | print "DictionaryTest:", dict_test
16 | print "Hashtags: ", hash_test
17 |
--------------------------------------------------------------------------------
/src/__init__.py:
--------------------------------------------------------------------------------
1 | from features import Emoticons, DictionaryTest
2 | from datalink import DatabaseConnectionDown
--------------------------------------------------------------------------------
/src/datalink.py:
--------------------------------------------------------------------------------
1 | import MySQLdb
2 | import random
3 | import time
4 |
5 |
6 | class DatabaseConnectionDown:
7 |
8 | def __init__(self, adb):
9 | '''
10 | This initializes the Database Connection for downlink
11 | @param DatabeseName
12 | '''
13 | self.adb = adb
14 | try:
15 | self.db = MySQLdb.connect(
16 | user='root',
17 | db=adb,
18 | passwd='adminpass',
19 | host='localhost')
20 | except MySQLdb.Error as e:
21 | print "An error has been raised. %s" % e
22 |
23 | def fetchTweet(self):
24 | '''
25 | This method returns a dictionary of tweet and its timestamp from the Database
26 | DictKeys: 'tweet', 'time'
27 | '''
28 | randomNo = random.randint(1, 10000)
29 | with self.db:
30 | cur = self.db.cursor()
31 | query = "Select `text`, `created_at` from `" + self.adb + \
32 | "`.`tweet` where `iso_language` ='en' LIMIT " + repr(randomNo) + ", " + repr(randomNo + 1)
33 | cur.execute(query)
34 | temp = cur.fetchone()
35 | return {'tweet': temp[0], 'time': int(
36 | time.mktime(time.strptime(str(temp[1]), '%Y-%m-%d %H:%M:%S')))}
37 |
38 | def fetchTweets(self, limit):
39 | '''
40 | This method returns a dictionary of list of tweets and list of timestamps from the Database
41 | DictKeys: 'tweets', 'time'
42 | '''
43 | with self.db:
44 | cur = self.db.cursor()
45 | query = "Select `text`, `created_at` from `" + self.adb + \
46 | "`.`tweet` where `iso_language` ='en' LIMIT 0," + repr(limit)
47 | cur.execute(query)
48 | temp = cur.fetchall()
49 | tweets = []
50 | timestamps = []
51 | for i in temp:
52 | tweets.append(i[0])
53 | timestamps.append(
54 | int(time.mktime(time.strptime(str(i[1]), '%Y-%m-%d %H:%M:%S'))))
55 | return {'tweets': tweets, 'time': timestamps}
56 |
--------------------------------------------------------------------------------
/src/features.py:
--------------------------------------------------------------------------------
1 | import re
2 | import json
3 |
4 |
5 | class Emoticons:
6 |
7 | '''
8 | This class uses emoticons detection to classify the passed string as positive or negative
9 | '''
10 |
11 | def analyse(self, string):
12 | '''
13 | This method takes a string as parameter and returns a dictionary of
14 | probabilities of sentiment of the string
15 | keys: 'positive', 'negative'
16 | If the test fails, both the keys will have value equal to 0
17 | '''
18 | self.string = re.sub(
19 | r'\W+:\)\(\'\{\}\-\@\>\<\=\;\[\]\!',
20 | ' ',
21 | string).lower()
22 | self.string = self.string.replace('.', '')
23 | self.string = self.string.replace('?', '')
24 | self.words = self.string.split(" ")
25 | if self.words[-1] == '': # how will something to to the -1 index?
26 | del self.words[-1]
27 | positiveEmoz = [
28 | ':)',
29 | ':-)',
30 | ':D',
31 | ':-D',
32 | ':P',
33 | ':-P',
34 | ';)',
35 | ';-)',
36 | ';D',
37 | ';-D',
38 | ':o)',
39 | ':]',
40 | ':3',
41 | ':c)',
42 | ':>',
43 | '=]',
44 | '8)',
45 | '=)',
46 | ':}',
47 | '8D',
48 | 'xD',
49 | 'XD',
50 | 'X-D',
51 | '=D',
52 | '=3',
53 | ':-))',
54 | ':\')',
55 | 'lol',
56 | 'lol!']
57 | negativeEmoz = [
58 | ':(',
59 | ':-(',
60 | ':(',
61 | ':-(',
62 | ':-<',
63 | ':-[',
64 | ':[',
65 | ':{',
66 | ':-||',
67 | ':@',
68 | ':\'-(',
69 | ':\'(',
70 | 'QQ',
71 | 'D:',
72 | 'D:<',
73 | 'D8',
74 | 'D;',
75 | 'DX',
76 | 'v.v',
77 | '>.<',
78 | 'D=']
79 | positiveCount = 0
80 | negativeCount = 0
81 | for i in self.words:
82 | if i in positiveEmoz:
83 | positiveCount += 1
84 | if i in negativeEmoz:
85 | negativeCount += 1
86 | positiveEmoz, negativeEmoz = 0, 0
87 | if positiveCount + negativeCount == 0:
88 | return {'positive': 0, 'negative': 0}
89 | return {'positive': float(positiveCount) /
90 | (positiveCount +
91 | negativeCount), 'negative': float(negativeCount) /
92 | (positiveCount +
93 | negativeCount)}
94 |
95 |
96 | class DictionaryTest:
97 |
98 | '''
99 | This class uses a set of English words and their subjectivity to give a score to a string
100 | '''
101 |
102 | def analyse(self, string):
103 | '''
104 | This method takes a string as parameter and returns a dictionary of
105 | probabilities of sentiment of the string
106 | keys: 'positive', 'negative'
107 | If the test fails, both the keys will have value equal to 0
108 | '''
109 | self.string = re.sub(r'\W+', ' ', string).lower()
110 | self.string = self.repairString(self.string)
111 | self.words = self.string.split(" ")
112 | if self.words[-1] == '':
113 | del self.words[-1]
114 | fin = open("data/negative.json", "r")
115 | negativeWords = json.loads(fin.read())
116 | fin.close()
117 | fin = open("data/positive.json", "r")
118 | positiveWords = json.loads(fin.read())
119 | fin.close()
120 | positiveScore = 0
121 | negativeScore = 0
122 | for i in self.words:
123 | testPositiveWord = self.compareWords(i, positiveWords)
124 | if testPositiveWord is not None:
125 | if positiveWords[testPositiveWord] == 'strong':
126 | positiveScore += 1
127 | else:
128 | positiveScore += 0.5
129 | testNegativeWord = self.compareWords(i, negativeWords)
130 | if testNegativeWord is not None:
131 | if negativeWords[testNegativeWord] == 'strong':
132 | negativeScore += 1
133 | else:
134 | negativeScore += 0.5
135 |
136 | '''
137 | if i in positiveWords:
138 | if positiveWords[i]=='strong':
139 | positiveScore += 1
140 | else:
141 | positiveScore += 0.5
142 | if i in negativeWords:
143 | if negativeWords[i]=='strong':
144 | negativeScore += 1
145 | else:
146 | negativeScore += 0.5
147 | '''
148 | if positiveScore + negativeScore == 0:
149 | return {'positive': 0, 'negative': 0}
150 | return {'positive': float(positiveScore) /
151 | (positiveScore +
152 | negativeScore), 'negative': float(negativeScore) /
153 | (positiveScore +
154 | negativeScore)}
155 |
156 | def compareWords(self, aString, aDict):
157 | '''
158 | This method takes a string and a dictionary as parameters and compares the string with
159 | the keys of dictionary using CompStrings method and returns the most suitable word match
160 | if the probability is greater that 0.9 otherwise it returns None
161 | '''
162 | probabilities = {}
163 | for i in aDict:
164 | probabilities[i] = self.compStrings(aString, i)
165 | maxProbab = 0
166 | for i in probabilities:
167 | if probabilities[i] > maxProbab:
168 | maxProbab = probabilities[i]
169 | correspondingWord = i
170 | probabilities = 0
171 | if maxProbab > 0.9:
172 | return correspondingWord
173 | else:
174 | return None
175 |
176 | def compStrings(self, str1, str2):
177 | '''
178 | This method takes two strings as parameters and checks if they are same or not
179 | It returns probability of the comparision
180 | '''
181 | str1 = list(str1)
182 | str2 = list(str2)
183 | total = len(str1)
184 | count = 0
185 | for i in str1:
186 | try:
187 | str2.index(i)
188 | count += 1
189 | except:
190 | pass
191 | try:
192 | para1 = float(count) / float(total)
193 | except:
194 | para1 = 0
195 | count = 0
196 | total = len(str2)
197 | for i in str2:
198 | try:
199 | str1.index(i)
200 | count += 1
201 | except:
202 | pass
203 | try:
204 | para2 = float(count) / float(total)
205 | except:
206 | para2 = 0
207 | return (para1 + para2) / 2
208 |
209 | def repairString(self, string):
210 | data = {
211 | 'm': 'am',
212 | 'u': 'you',
213 | 'yrs': 'years',
214 | 'ur': 'your',
215 | 'urs': 'yours',
216 | 'tc': 'take care',
217 | 'gn': 'good night',
218 | 'nite': 'night',
219 | 'wat': 'what',
220 | 'abt': 'about',
221 | 'k': 'okay',
222 | 'kk': 'okay',
223 | 'ok': 'okay',
224 | 'don\'t': 'do not',
225 | 'won\'t': 'will not',
226 | 'gonna': 'going to',
227 | 'juz': 'just',
228 | 'jus': 'just',
229 | 'fk': 'fuck',
230 | 'wtf': 'what the fuck',
231 | 'shud': 'should',
232 | 'coz': 'because',
233 | 'cos': 'because'}
234 | string = string.split(" ")
235 | for i in string:
236 | if i in data:
237 | string[string.index(i)] = data[i]
238 | return " ".join(string)
239 |
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/src/hashtags.py:
--------------------------------------------------------------------------------
1 | from datalink import DatabaseConnectionDown
2 |
3 |
4 | class hashtags:
5 |
6 | '''
7 | This method extracts all the hashtags present in the tweet
8 | '''
9 |
10 | def extractHashtagTweet(self):
11 | self.hashtagList = []
12 | for i in self.tempTweet:
13 | try:
14 | if i[0] == '#':
15 | self.hashtagList.append(i)
16 | except:
17 | pass
18 | '''
19 | This method extracts all the hashtags by calling extractHashtagTweet method and analyzes
20 | them by searching for them in a database of hashtags
21 | This method takes a string as parameter and returns a dictionary of the probabilities
22 | of the sentiment about that string
23 | DictKeys: 'positive', 'negative'
24 | '''
25 |
26 | def analyseHashtagTweet(self, tweet):
27 | self.tempTweet = tweet.split(" ")
28 | self.extractHashtagTweet()
29 | if len(self.hashtagList) == 0:
30 | return {"positive": 0, "negative": 0}
31 |
32 | fin = open("data/unigrams-pmilexicon.txt", "r")
33 | resultDict = {}
34 | positiveNum = 0.0
35 | negativeNum = 0.0
36 | positiveProb = []
37 | negativeProb = []
38 | tempFile = fin.readlines()
39 | for i in self.hashtagList:
40 | for j in tempFile:
41 | tempLine = j[:-1].split("\t")
42 | if i != tempLine[0]:
43 | continue
44 | else:
45 | positiveNum = float(tempLine[2])
46 | negativeNum = float(tempLine[3])
47 | positiveProb.append(
48 | positiveNum / (positiveNum + negativeNum))
49 | negativeProb.append(
50 | negativeNum / (positiveNum + negativeNum))
51 | positiveProb = sum(positiveProb) / len(self.hashtagList)
52 | negativeProb = sum(negativeProb) / len(self.hashtagList)
53 | if positiveProb + negativeProb == 0:
54 | return {"positive": 0, "negative": 0}
55 | resultDict["positive"] = positiveProb
56 | resultDict["negative"] = negativeProb
57 | return resultDict
58 |
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/src/sentiment_plot.py:
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1 | import numpy
2 | from matplotlib import pyplot as plt, rc
3 |
4 |
5 | class Plotter:
6 | # def __init__(self,x_labels,y_labels):
7 | # self.x_labels = x_labels
8 | # self.y_labels = y_labels
9 |
10 | def plot(self, x, y, x_labels, y_labels):
11 | fig = plt.figure(figsize=(10, 8), dpi=80)
12 | graph = fig.add_subplot(111)
13 | graph.plot(x, y)
14 | plt.show()
15 | font = {'family': 'Droid Sans', 'size': 8}
16 | rc('font', **font)
17 | graph.set_yticklabels(x_labels)
18 | graph.set_xticklabels(y_labels)
19 |
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