Dask无法读取文件,而Pandas无法读取文件

使用熊猫读取和处理数据是很普遍的,但存在一些内存问题。我可以读取一个大文件:


import pandas as pd

df = pd.read_csv('mydata.csv.gz', sep=';')

但是,在使用Dask进行相同操作时,出现错误:


import dask.dataframe as dd

df_base = dd.read_csv('CoilsSampleFiltered.csv.gz', sep=';')

追溯:


---------------------------------------------------------------------------

UnicodeDecodeError                        Traceback (most recent call last)

<ipython-input-7-abc513f2a657> in <module>()

----> 1 df_base = dd.read_csv('CoilsSampleFiltered.csv.gz', sep=';')


~\AppData\Local\Continuum\Anaconda3\lib\site-packages\dask\dataframe\io\csv.py in read(urlpath, blocksize, collection, lineterminator, compression, sample, enforce, assume_missing, storage_options, **kwargs)

    424                            enforce=enforce, assume_missing=assume_missing,

    425                            storage_options=storage_options,

--> 426                            **kwargs)

    427     read.__doc__ = READ_DOC_TEMPLATE.format(reader=reader_name,

    428                                             file_type=file_type)


~\AppData\Local\Continuum\Anaconda3\lib\site-packages\dask\dataframe\io\csv.py in read_pandas(reader, urlpath, blocksize, collection, lineterminator, compression, sample, enforce, assume_missing, storage_options, **kwargs)

    324 

    325     # Use sample to infer dtypes

--> 326     head = reader(BytesIO(b_sample), **kwargs)

    327 

    328     specified_dtypes = kwargs.get('dtype', {})


我正在尝试找出问题所在。该文件由R编写,R默认情况下使用utf-8。


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