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Takes a path of xls(x) files and convert them to 1 pandas dataframe.
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| #!/usr/bin/env python | |
| from __future__ import print_function | |
| from glob import glob | |
| import pandas as pd | |
| # path to your xls(x) files | |
| xlsx_path = "<your/path>/*.xls*" | |
| # set to False in production | |
| DEBUG = True | |
| # ipython magic - uncomment in ipython or ipython notebook instead of glob() | |
| # xlsx = !ls $xlsx_path | |
| # glob works outside of ipython | |
| xlsx = glob(xlsx_path) | |
| def xlspath_todf(xlspath, verbose=DEBUG): | |
| """Takes a path to xls(x) files and converts them to 1 dataframe.""" | |
| dfs = [] | |
| if verbose: | |
| print(len(xlsx),'file(s)') | |
| for fil in xlsx: | |
| xl = pd.ExcelFile(fil) | |
| if verbose: | |
| print() | |
| print(' ' * 4,fil) | |
| print(' ' * 4, len(xl.sheet_names), 'sheet(s)') | |
| for sheet in xl.sheet_names: | |
| if verbose: | |
| print(' ' * 8, sheet) | |
| df = pd.read_excel(fil, sheet) | |
| # add excel file name and sheet for easy grouping | |
| df['xl_name'] = fil | |
| df['xl_sheet'] = sheet | |
| dfs.append(df) | |
| return pd.concat(dfs) | |
| df = xlspath_todf(xlsx) | |
| # show first 5 records | |
| df.head() | |
| # show last 5 records | |
| df.tail() |
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