我有以下代码,并尝试将数据框写入Excel文件的“现有”工作表(此处称为test.xlsx)。 Sheet3是目标工作表,我想放置数据,我不想用新的工作表替换整个工作表。
df = pd.DataFrame({'Data': [10, 20, 30, 20, 15, 30, 45]})
book = load_workbook('test.xlsx')
writer = pd.ExcelWriter('test.xlsx')
writer.book = book
writer.sheets = dict((ws.title, ws) for ws in book.worksheets) # *I am not sure what is happening in this line*
df.to_excel(writer,"Sheet3",startcol=0, startrow=20)
当我逐行运行代码时,我收到最后一行的错误:
AttributeError:'Workbook'对象没有属性'add_worksheet'。现在,为什么我在不尝试添加工作表时会看到此错误?
注意:我知道这个类似的问题Python How to use ExcelWriter to write into an existing worksheet,但它不适合我,我也不能评论该帖子。
答案 0 :(得分:1)
在创建openpyxl
的实例时,您可以使用pd.ExcelWriter
作为引擎。
import pandas as pd
import openpyxl
df1 = pd.DataFrame({'A':[1, 2, -3],'B':[1,2,6]})
book = openpyxl.load_workbook('examples/ex1.xlsx') #Already existing workbook
writer = pd.ExcelWriter('examples/ex1.xlsx', engine='openpyxl') #Using openpyxl
#Migrating the already existing worksheets to writer
writer.book = book
writer.sheets = {x.title: x for x in book.worksheets}
df1.to_excel(writer, sheet_name='sheet4')
writer.save()
希望这适合你。
答案 1 :(得分:1)
这是辅助函数:
def append_df_to_excel(filename, df, sheet_name='Sheet1', startrow=None,
truncate_sheet=False,
**to_excel_kwargs):
"""
Append a DataFrame [df] to existing Excel file [filename]
into [sheet_name] Sheet.
If [filename] doesn't exist, then this function will create it.
Parameters:
filename : File path or existing ExcelWriter
(Example: '/path/to/file.xlsx')
df : dataframe to save to workbook
sheet_name : Name of sheet which will contain DataFrame.
(default: 'Sheet1')
startrow : upper left cell row to dump data frame.
Per default (startrow=None) calculate the last row
in the existing DF and write to the next row...
truncate_sheet : truncate (remove and recreate) [sheet_name]
before writing DataFrame to Excel file
to_excel_kwargs : arguments which will be passed to `DataFrame.to_excel()`
[can be dictionary]
Returns: None
"""
from openpyxl import load_workbook
# ignore [engine] parameter if it was passed
if 'engine' in to_excel_kwargs:
to_excel_kwargs.pop('engine')
writer = pd.ExcelWriter(filename, engine='openpyxl')
try:
# try to open an existing workbook
writer.book = load_workbook(filename)
# get the last row in the existing Excel sheet
# if it was not specified explicitly
if startrow is None and sheet_name in writer.book.sheetnames:
startrow = writer.book[sheet_name].max_row
# truncate sheet
if truncate_sheet and sheet_name in writer.book.sheetnames:
# index of [sheet_name] sheet
idx = writer.book.sheetnames.index(sheet_name)
# remove [sheet_name]
writer.book.remove(writer.book.worksheets[idx])
# create an empty sheet [sheet_name] using old index
writer.book.create_sheet(sheet_name, idx)
# copy existing sheets
writer.sheets = {ws.title:ws for ws in writer.book.worksheets}
except FileNotFoundError:
# file does not exist yet, we will create it
pass
if startrow is None:
startrow = 0
# write out the new sheet
df.to_excel(writer, sheet_name, startrow=startrow, **to_excel_kwargs)
# save the workbook
writer.save()
用法:
append_df_to_excel('test.xlsx', df, sheet_name="Sheet3", startcol=0, startrow=20)
一些细节:
**to_excel_kwargs
- 用于将其他命名的参数传递给df.to_excel()
,就像我在上面的示例中所做的那样 - {{1}未知参数startcol
所以它将被视为append_df_to_excel()
参数(字典)的一部分。
**to_excel_kwargs
用于将现有工作表复制到writer.sheets = {ws.title:ws for ws in writer.book.worksheets}
openpyxl对象。我无法解释为什么在阅读writer
时没有自动完成 - 您应该向writer = pd.ExcelWriter(filename, engine='openpyxl')
模块的作者询问有关...
答案 2 :(得分:0)
openpyxl支持Pandas数据帧,因此您最好直接使用它。有关详细信息,请参阅http://openpyxl.readthedocs.io/en/latest/pandas.html。