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<p>我有一个350MB的标签分隔文本文件。如果我试图把它读入内存,就会出现内存不足的异常。所以我试着沿着这些思路(即,只在几列专栏中阅读):</p>
<pre><code>import pandas as pd
input_file_and_path = r'C:\Christian\ModellingData\X.txt'
column_names = [
'X1'
# , 'X2
]
raw_data = pd.DataFrame()
for chunk in pd.read_csv(input_file_and_path, names=column_names, chunksize=1000, sep='\t'):
raw_data = pd.concat([raw_data, chunk], ignore_index=True)
print(raw_data.head())
</code></pre>
<p>不幸的是,我知道:</p>
^{pr2}$
<p>在处理上述异常时,发生了另一个异常:</p>
<pre><code>Traceback (most recent call last):
File "C:/xxxx/EdaDataPrepRange1.py", line 17, in <module>
for chunk in pd.read_csv(input_file_and_path, header=None, names=column_names, chunksize=1000, sep='\t'):
File "C:\ProgramData\Anaconda3\lib\site-packages\pandas\io\parsers.py", line 1007, in __next__
return self.get_chunk()
File "C:\ProgramData\Anaconda3\lib\site-packages\pandas\io\parsers.py", line 1070, in get_chunk
return self.read(nrows=size)
File "C:\ProgramData\Anaconda3\lib\site-packages\pandas\io\parsers.py", line 1036, in read
ret = self._engine.read(nrows)
File "C:\ProgramData\Anaconda3\lib\site-packages\pandas\io\parsers.py", line 1848, in read
data = self._reader.read(nrows)
File "pandas\_libs\parsers.pyx", line 876, in pandas._libs.parsers.TextReader.read
File "pandas\_libs\parsers.pyx", line 903, in pandas._libs.parsers.TextReader._read_low_memory
File "pandas\_libs\parsers.pyx", line 968, in pandas._libs.parsers.TextReader._read_rows
File "pandas\_libs\parsers.pyx", line 1094, in pandas._libs.parsers.TextReader._convert_column_data
File "pandas\_libs\parsers.pyx", line 1141, in pandas._libs.parsers.TextReader._convert_tokens
File "pandas\_libs\parsers.pyx", line 1240, in pandas._libs.parsers.TextReader._convert_with_dtype
File "pandas\_libs\parsers.pyx", line 1256, in pandas._libs.parsers.TextReader._string_convert
File "pandas\_libs\parsers.pyx", line 1494, in pandas._libs.parsers._string_box_utf8
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xae in position 5: invalid start byte
</code></pre>
<p>有什么想法吗。顺便说一句,我一般如何处理大文件和插补,例如缺失的变量?最后,我需要阅读所有的东西来确定,例如,要插补的中值。在</p>