Read excel sheet in pandas with different sheet names in a pattern
Question:
I am trying to read multiple excel files in a loop using read_excel :
Different excel files contain sheet names which contain the word "staff"
eg Staff_2013 , Staff_list etc
Is there a way to read all these files dynamically using some wild card concept ?
Something like the code below :
df = pd.read_excel(folder,col_names=True,sheet_name='Staff*')
Answers:
You can list the sheets and select the ones you want to read one by one.
For instance:
xls_file = pd.ExcelFile('my_excel_file.xls')
staff_fnames = [sheet for sheet in xls.sheet_names if sheet.startswith('Staff')]
for staff_fname in staff_fnames:
df = pd.read_excel('my_excel_file.xls'), sheet_name=staff_fname)
Or, if you don’t mind loading all the sheets, you can also use sheet_name=None to load all sheets in a dict and filter afterwards:
dfs_dict = pd.read_excel('my_excel_file.xls', sheet_name=None)
dfs_dict = {s: df for s, df in dfs_dict.items() if s.startswith('Staff')}
I am trying to read multiple excel files in a loop using read_excel :
Different excel files contain sheet names which contain the word "staff"
eg Staff_2013 , Staff_list etc
Is there a way to read all these files dynamically using some wild card concept ?
Something like the code below :
df = pd.read_excel(folder,col_names=True,sheet_name='Staff*')
You can list the sheets and select the ones you want to read one by one.
For instance:
xls_file = pd.ExcelFile('my_excel_file.xls')
staff_fnames = [sheet for sheet in xls.sheet_names if sheet.startswith('Staff')]
for staff_fname in staff_fnames:
df = pd.read_excel('my_excel_file.xls'), sheet_name=staff_fname)
Or, if you don’t mind loading all the sheets, you can also use sheet_name=None to load all sheets in a dict and filter afterwards:
dfs_dict = pd.read_excel('my_excel_file.xls', sheet_name=None)
dfs_dict = {s: df for s, df in dfs_dict.items() if s.startswith('Staff')}