from utils.constants import REGEX_CONSTANTS import feature_extraction.lexicons as lexicons import re """ List of supported features for feature extraction from Input String """ FEATURE_LIST = ['COMPARE', 'CONTRAST', 'RESULT', 'USE', 'IMPORTANT', 'RESEARCH', 'APPROACH', 'PUBLIC', 'BEFORE', 'BETTER_SOLUTION', 'PROFESSIONALS', 'CITATION', 'ACRONYM', 'CONTAINS_YEAR', 'SEQUENCE', 'REFERENCE'] REGEX_FEATURES = ['ACRONYM', 'CONTAINS_YEAR', 'SEQUENCE', 'REFERENCE'] def extract_features_from_text(text: str): """ This function takes text string as input, extracts and returns a list of features by checking each word in :`~feature_extraction.lexicons.ALL_LEXICONS` :param text: takes string text as param :return: returns a list of extracted features from the text, empty list for no features """ # ALL_LEXICONS lexicon_dict = lexicons.ALL_LEXICONS text_feature_list = [] # Iterate through the list features and get list of words from the lexicon dictionary, # for each word in the word list, check if it appears in input text and add it to the text feature list for feature in FEATURE_LIST: if feature in REGEX_FEATURES: pattern = REGEX_CONSTANTS[feature] if bool(pattern.match(text)): text_feature_list.append(feature) continue word_list = lexicon_dict[feature] for word in word_list: if word in text: text_feature_list.append(feature) break return text_feature_list