Тилини ривожлантириш департаменти ўзбекистон республикаси олий ва ўрта махсус таълим вазирлиги



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Statistical Features.
Total number of characters; total number of characters without spaces; 
number of special characters (‘(’, ‘)’, ‘ [’, ‘]’, ‘{’, ‘}’, ‘-’, ‘/’, ‘&’, ‘|’, ‘–’, ‘—’, ‘#’, ‘%’, ‘+’, ‘*’, ‘@’, ‘$’, 
‘~’, ‘=’, ‘_’, ‘«’, ‘»’, ‘<’, ‘>’, ‘^’); number of lower case characters; number of upper case characters
number of digits characters; number of all words; number of unique words; mean length of all unique 
words; maximum length of all words; minimum length of all words; mean length of all words; standard 
deviation of the length of all words; variance of the length of all words; kurtosis of the length of all 
words; skewness of the length of all words; percentile 25% of the length of all words; percentile 50% 
(median) of the length of all words; percentile 75% of the length of all words; number of punctuation 
characters (‘.’, ‘,’, ‘!’, ‘?’, ‘:’, ‘;’); number of words with length less than 4 characters; number of the 
hapax-legomena; number of the hapax-dislegomena. 
POS-based Features.
Number of nouns; number of proper nouns; number of verbs; number of 
adjectives; number of numerals; number of pronouns; number of adverbs; number of helping words; 
number of coordinating conjunctions; number of subordinating conjunctions of review; number of modal 
words; number of imitative words; number of interjections; number of auxiliaries; number of other 
words (x) like undefined or incomprehensible/meaningless cases. 
Emoji-based Features.
Number of emoji; average of sentiment score of all emoji per post; number 
of positive emoji; number of negative emoji. 
The number of statistical features is 23, the number of POS-based features is 15 and the number of 
emoji-based features is 4. The total dimensionality of the feature vector is equal to 42. 


Alisher Navoiy nomidagi Toshkent 

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