def evaluate(true, pred, msg):
true, pred = np.array(true), np.array(pred)
MAE= mean_absolute_error(np.array(true), np.array(pred))
MSE_sqrt = math.sqrt(mean_squared_error(np.array(true), np.array(pred)))
MSE = mean_squared_error(np.array(true), np.array(pred))
R2 = r2_score(np.array(true), np.array(pred))
Pearson_r = pearsonr(np.array(true), np.array(pred))
Spearman_r = spearmanr(np.array(true), np.array(pred))
log_state(msg)
log_performance(MSE, MAE, Pearson_r, R2, Spearman_r, MSE_sqrt)
return None
logger.info(r"loading corpus from : " + corpus_name)
lexicon_name = get_file_path('lexicon')
logger.info(r"loading lexicon form : " + lexicon_name)
expand_name = get_file_path('neural_cand')
logger.info(r"loading expand_word from : " + expand_name)
mark_name = get_file_path('mark')
logger.info(r"loading mark from : " + mark_name)
corpus = load_corpus(corpus_name)
lexicon = load_lexicon(lexicon_name)
mark = load_mark(mark_name)
# log_state('use extend lexicon')
lexicon = combine_lexicon(lexicon_name, expand_name)
log_state('mean')
evaluate_mean(corpus, lexicon, mark)
log_state('tf_mean')
evaluate_tf_mean(corpus, lexicon, mark)
log_state('tfidf_mean')
evaluate_tfidf_mean(corpus, lexicon, mark)
log_state('geo')
evaluate_geo(corpus, lexicon, mark)
log_state('tfidf_geo')
evaluate_tfidf_geo(corpus, lexicon, mark)
log_state('tf_geo')
evaluate_tf_geo(corpus, lexicon, mark)
logger.info(r"loading corpus from : " + corpus_name)
lexicon_name = get_file_path('lexicon')
logger.info(r"loading lexicon form : " + lexicon_name)
expand_name = get_file_path('neural_cand')
logger.info(r"loading expand_word from : " + expand_name)
mark_name = get_file_path('mark')
logger.info(r"loading mark from : " + mark_name)
corpus = load_corpus(corpus_name)
lexicon = load_lexicon(lexicon_name)
mark = load_mark(mark_name)
# log_state('use extend lexicon')
lexicon = combine_lexicon(lexicon_name, expand_name)
log_state('mean')
evaluate_mean(corpus, lexicon, mark)
log_state('tf_mean')
evaluate_tf_mean(corpus, lexicon, mark)
log_state('tfidf_mean')
evaluate_tfidf_mean(corpus, lexicon, mark)
log_state('geo')
evaluate_geo(corpus, lexicon, mark)
log_state('tfidf_geo')
evaluate_tfidf_geo(corpus, lexicon, mark)
log_state('tf_geo')
evaluate_tf_geo(corpus, lexicon, mark)