ignored_stopwords.py

# Common stopword nouns (NN, NNS, NNP)
nouns = {
    'anybody', 'anyone', 'anything', 'example', 'changes', 'course', 'causes',
    'everybody', 'everyone', 'everything', 'help', 'nobody', 'none', 'noone',
    'nothing', 'somebody', 'someone', 'something', 'time', 'way', 'matter',
    'order', 'value'
}

# Common stopword adjectives (JJ)
adjectives = {
    'able', 'available', 'brief', 'certain', 'different', 'entire', 'immediate',
    'likely', 'necessary', 'new', 'old', 'particular', 'possible', 'present',
    'ready', 'recent', 'second', 'third', 'useful', 'whole', 'unlikely',
    'willing'
}

# Common stopword prepositions (IN)
prepositions = {
    'about', 'above', 'across', 'after', 'against', 'along', 'among', 'amongst',
    'around', 'as', 'at', 'before', 'behind', 'below', 'beneath', 'beside',
    'besides', 'between', 'beyond', 'by', 'despite', 'during', 'except', 'for',
    'from', 'in', 'inside', 'into', 'like', 'near', 'of', 'off', 'on', 'onto',
    'out', 'outside', 'over', 'since', 'through', 'throughout', 'till', 'to',
    'toward', 'towards', 'under', 'underneath', 'until', 'up', 'upon', 'with',
    'within', 'without'
}


spacy_nouns = {
    'amount', 'anyone', 'anything', 'bottom', 'everyone', 'everything', 
    'front', 'name', 'nobody', 'none', 'nothing', 'part', 'side', 
    'someone', 'something', 'top'
}

# Common stopword adjectives (JJ) from spacy stopwords
spacy_adjectives = {
    'empty', 'former', 'full', 'latter', 'next', 'other', 'same',
    'serious', 'various', 'whole'
}

# Common stopword prepositions (IN) from spacy stopwords
spacy_prepositions = {
    'about', 'above', 'across', 'after', 'against', 'along', 'among', 
    'amongst', 'at', 'before', 'behind', 'below', 'beside', 'besides',
    'between', 'beyond', 'by', 'during', 'except', 'for', 'from', 'in',
    'into', 'of', 'off', 'on', 'onto', 'over', 'per', 'since', 'through',
    'throughout', 'thru', 'to', 'toward', 'towards', 'under', 'until',
    'up', 'upon', 'via', 'with', 'within', 'without'
}