python使用jieba实现简单的词频统计
import jieba def getText(): txt=open("hamlet.txt","r").read() txt=txt.lower() for ch in '|"#$%&()*+,-./:;<>+?@[\\]^_{|}~': txt=txt.replace(ch," ") return txt harmTxt=getText() words=harmTxt.split() counts={} for word in words: counts[word]=counts.get(word,0)+1 items=list(counts.items()) #按照第二个元素有大到小排序 items.sort(key=lambda x:x[1],reverse=True) for i in range(10): word, count=items[i] print(word,end=":") print(count)
运行结果
the:1138 and:965 to:754 of:668 you:549 a:542 i:540 my:514 hamlet:456 in:436
import jieba txt=open("threekingdoms.txt","r",encoding="utf-8").read() #总结一些不是人名的词 excludes={"将军","却说","二人","荆州","二人","不可","不能","如此","商议","不能","如此","左右","引兵","如何","主公"} words=jieba.lcut(txt) counts={} for word in words: if len(word)==1: continue elif word=="诸葛亮" or word=="孔明曰": rword="孔明" elif word=="关公" or word=="云长": rword="关羽" elif word=="玄德" or word=="玄德曰": rword="刘备" elif word=="孟德" or word=="丞相": rword="曹操" else: rword=word counts[rword]=counts.get(rword,0)+1 for word in excludes: del counts[word] items=list(counts.items()) items.sort(key=lambda x:x[1],reverse=True) for i in range(10): word,count=items[i] print(word,end=":") print(count)
运行结果:
曹操:1451 孔明:1383 刘备:1252 关羽:784 张飞:358 军士:317 吕布:300 军马:293 赵云:278 次日:271