我在尝试摆脱熊猫数据框中的不良字符时遇到了麻烦。这是一个自动脚本,用于处理需要保存在cp1252中的传入数据,并且我希望能够通过解析错误来动态处理任何问题字符。我不在乎用什么替换它们。我已经试过一百万种变体,而且一筹莫展(这是python 3 pandas 25)
while True:
try:
print('saving')
data.to_csv('total.csv', index=False, quoting=csv.QUOTE_ALL, encoding='cp1252')
break
except UnicodeEncodeError as e:
print(e)
badchar = re.search(r"character (.+?) in", str(e)).group(1)
print('Found bad character, removing. . . ')
uchar = u"{}".format(badchar)
print(uchar)
data = data.replace(uchar.encode('utf-8'), '')
返回:
saving
'charmap' codec can't encode character '\u2264' in position 399: character maps to <undefined>
Found bad character, removing. . .
'\u2264'
saving
'charmap' codec can't encode character '\u2264' in position 399: character maps to <undefined>
Found bad character, removing. . .
'\u2264'
saving
'charmap' codec can't encode character '\u2264' in position 399: character maps to <undefined>
Found bad character, removing. . .
'\u2264'
saving
我尝试了很多变化:
data = data.replace(uchar, '')
data = data.replace(uchar.encode('utf-8').decode('utf-8'), '')
等。 。
我还尝试了u'\ 2264',u'u \ 2264'
我在数据框中也找不到。这不会返回任何内容:
for col in data:
if sum(data[col].astype(str).str.contains(u'\2264')) > 0:
print(col)
任何帮助将不胜感激,谢谢!
答案 0 :(得分:0)
您必须在正则表达式中使用替换功能: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.replace.html
df.replace(to_replace=r'^ba.$', value='new', regex=True)