mapreduce数据清洗字母排序
时间: 2023-12-26 16:28:11 浏览: 72
mapreduce项目 数据清洗
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以下是一个使用MapReduce进行数据清洗和字母排序的示例:
```python
# Map函数
def mapper(text):
sorted_word = ''.join(sorted(text)) # 对单词按字母进行排序
return (sorted_word, text) # 输出键值对(sorted_word, text)
# Reduce函数
def reducer(sorted_word, words):
sorted_words = list(words) # 将相同字母组成的所有文本转换为列表
return sorted_words
# 输入数据
data = ['apple', 'banana', 'cat', 'dog', 'elephant']
# Map阶段
mapped_data = [mapper(text) for text in data]
# Reduce阶段
reduced_data = {}
for sorted_word, text in mapped_data:
if sorted_word not in reduced_data:
reduced_data[sorted_word] = []
reduced_data[sorted_word].append(text)
# 输出结果
for sorted_word, words in reduced_data.items():
print(sorted_word + ':', words)
```
输出结果:
```
aelpp: ['apple']
aaabnn: ['banana']
act: ['cat']
dgo: ['dog']
aeehlnpt: ['elephant']
```
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