https://www.kaggle.com/uciml/mushroom-classification
(0은 독이없는 버섯, 30은 독이 있는 버섯이라는 걸 나타내었고 나머지 값들을 서로 구분짓는 숫자로 나타내었음)
from classification_util import ClassificationUtil
busot=ClassificationUtil()
busot.ignore_warning()
busot.read('mushrooms.csv')
busot.drop(['cap-shape','bruises','gill-attachment','gill-spacing','stalk-shape','stalk-root','stalk-surface-above-ring','stalk-color-above-ring','stalk-surface-below-ring','stalk-color-below-ring','veil-type','veil-color','ring-number','ring-type','spore-print-color','population','habitat'])
(열을 제거한 뒤 모습)
busot.heatmap()
busot.myviolinplot('class','cap-color')
print('svm:')
busot.run_svm(['cap-color','cap-surface','odor','gill-size','gill-color'],'class')
print('neighbor:')
busot.run_neighbor_classifier(['cap-color','cap-surface','odor','gill-size','gill-color'],'class',3)
print('logistic:')
busot.run_logistic_regression(['cap-color','cap-surface','odor','gill-size','gill-color'],'class')
print('decision:')
busot.run_decision_tree_classifier(['cap-color','cap-surface','odor','gill-size','gill-color'],'class')
많은 표본수와 독버섯 특유의 odor(냄새)와 cap-color(갓색깔)이 식용 버섯들과 틀리기 때문에 높은 적중률을 보이게 되었습니다.
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