I am attempting to write multiple pandas dataframes
which I extracted from a larger dataset into multiple worksheets of an excel workbook. The issue is that it only writes the first dataframe i.e. index[0]
, so the resulting workbook has only one worksheet, see sheet1
below. What am I missing? This is a recreation of my problem.
Code:
import pandas as pd
from pandas import ExcelWriter
df_list = []
a = pd.DataFrame({'A':[1,2,3,4,5,6,7,8,9], 'B':[10,11,12,13,14,15,16,17,18]})
b = pd.DataFrame({'C':[11,22,33,44,55,66,77,88,99], 'D':[105,117,128,139,140,153,166,176,188]})
df_list.append(a)
df_list.append(b)
writer = ExcelWriter('test_output.xlsx')
for n, df in enumerate(df_list):
df.to_excel(writer, 'sheet%s' % str(n + 1))
writer.save()
Sheet1:
A B
0 1 10
1 2 11
2 3 12
3 4 13
4 5 14
5 6 15
6 7 16
7 8 17
8 9 18
You need to call writer.save()
after the for
construct.
Once this method is called, the writer
object is effectively closed and you will not be able to use it to write more data.
writer = ExcelWriter('test_output.xlsx')
for n, df in enumerate(df_list):
df.to_excel(writer, 'sheet%s' % str(n + 1))
writer.save()
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