2017-01-20 27 views
0

我的Spark数据帧列中有一些奇怪的字符。我想删除它。当我选择该特定列并执行.show()时,我会看到它如下从火花文本中删除特定字符

Dominant technology firm seeks ambitious, assertive, confident, headstrong salesperson to lead our organization into the next era! If you are ready to thrive in a highly competitive environment, this is the job for you. ¥ Superior oral and written communication skills¥ Extensive experience with negotiating and closing sales ¥ Outspoken ¥ Thrives in competitive environment¥ Self-reliant and able to succeed in an independent setting ¥ Manage portfolio of clients ¥ Aggressively close sales to exceed quarterly quotas ¥ Deliver expertise to clients as needed ¥ Lead the company into new markets |

你看到的角色是¥。

我写下面的代码来从数据帧的“说明”列中删除此

from pyspark.sql.functions import udf 

charReplace=udf(lambda x: x.replace('¥','')) 

train_cleaned=train_triLabel.withColumn('dsescription',charReplace('description')) 
train_cleaned.show(2,truncate=False) 

然而它会引发错误:

File "/Users/i854319/spark/python/lib/pyspark.zip/pyspark/serializers.py", line 263, in dump_stream 
    vs = list(itertools.islice(iterator, batch)) 
    File "/Users/i854319/spark/python/pyspark/sql/functions.py", line 1563, in <lambda> 
    func = lambda _, it: map(lambda x: returnType.toInternal(f(*x)), it) 
    File "<ipython-input-32-864efe6f3257>", line 3, in <lambda> 
UnicodeDecodeError: 'ascii' codec can't decode byte 0xc2 in position 0: ordinal not in range(128) 

然而,当我做到这一点上的测试字符串该字符被替换方法识别。

s='hello ¥' 
print s 
s.replace('¥','') 
​ 
hello ¥ 
Out[37]: 
'hello ' 

任何想法我错了?

回答

1

使用Unicode文字:

charReplace = udf(lambda x: x.replace(u'¥','')) 
+0

AAH。多么愚蠢的错误。万分感谢! – Baktaawar