导入不断增长的csv文件list(),仅在imoprting之后追加

时间:2019-06-21 02:07:57

标签: pandas csv import

因此,我正在使用一组越来越多的csv建立数据集。我宁愿只创建一个函数来读取csv的列表,然后在导入时附加它们,而不是添加新的df# = pd.read_csv(filename, index...)。有什么建议吗?我将代码放在下面,以显示当前的内容。

import glob
files = glob.glob('*.csv')

files

alg1_2018_2019 = pd.read_csv('alg1_2018_2019.csv', index_col=False)
alg1_2017_2018 = pd.read_csv('alg1_2017_2018.csv', index_col=False)
geometry_2018_2019 = pd.read_csv('geometry_2018_2019.csv', index_col=False)
geom_8_2017_2018 = pd.read_csv('geom_8_2017_2018.csv', index_col=False)
alg2_2016_2017 = pd.read_csv('alg2_2016_2017.csv', index_col=False)
alg1_2016_2017 = pd.read_csv('alg1_2016_2017.csv', index_col=False)
geom_2016_2017 = pd.read_csv('geom_2016_2017.csv', index_col=False)
geom_2015_2016 = pd.read_csv('geom_2015_2016.csv', index_col=False)
alg2_2015_2016 = pd.read_csv('alg2_2015_2016.csv', index_col=False)
alg1_part2_2015_2016 = pd.read_csv('alg1_part2_2015_2016.csv', index_col=False)```

1 个答案:

答案 0 :(得分:1)

我正在使用以下功能:

import pandas as pd
from pathlib import Path

def glob_filemask(filemask):
    """
    allows to "glob" files using file masks with full path

    Usage:
        for file in glob_filemask("/path/to/file_*.txt"):
            # process file here
    or:
        files = list(glob_filemask("/path/to/file_*.txt"))


    :param filemask:    wildcards can be used only in the last part
                        (file name or extension), but NOT in the directory part
    :return:    Pathlib glob generator, for all matching files
    Example:
        glob_filemask("/root/subdir/data_*.csv") -
    will return a Pathlib glob generator for all matching files
        glob_filemask("/root/subdir/single_file.csv") -
    will return a Pathlib glob generator for a single file

    """
    p = Path(filemask)
    try:
        if p.is_file():
            return [p]
    except OSError:
        return p.parent.glob(p.name)

用法:

df = pd.concat([pd.read_csv(f) for f in glob_filemask("/path/to/file_*.csv")],
               ignore_index=True)