将 Pandas DataFrame 写入 Excel:如何自动调整列宽

Leo*_*das 7 python excel dataframe pandas openpyxl

我正在尝试将一系列 Pandas DataFrames 写入 Excel 工作表,以便:

  1. 工作表的现有内容不会被覆盖或擦除,并且
  2. 调整 Excel 列宽以适应列条目的长度(这样我就不必在 Excel 中手动执行此操作)。

对于 1),我以@MaxU 编写的辅助函数的形式找到了一个很好的解决方案:如何在不覆盖数据的情况下写入现有的 excel 文件(使用 Pandas)?. 对于 2) 我在这里找到了一个很好的解决方案。但是当我尝试将这些解决方案放在一起时,列宽根本不会改变。这是我的完整代码:

import pandas as pd
import os
from openpyxl import load_workbook

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.

    @param filename: File path or existing ExcelWriter
                     (Example: '/path/to/file.xlsx')
    @param df: DataFrame to save to workbook
    @param sheet_name: Name of sheet which will contain DataFrame.
                       (default: 'Sheet1')
    @param 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...
    @param truncate_sheet: truncate (remove and recreate) [sheet_name]
                           before writing DataFrame to Excel file
    @param to_excel_kwargs: arguments which will be passed to `DataFrame.to_excel()`
                            [can be a dictionary]
    @return: None

    Usage examples:

    >>> append_df_to_excel('d:/temp/test.xlsx', df)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, header=None, index=False)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, sheet_name='Sheet2',
                           index=False)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, sheet_name='Sheet2', 
                           index=False, startrow=25)

    (c) [MaxU](/sf/users/401884381/?tab=profile)
    """
    # Excel file doesn't exist - saving and exiting
    if not os.path.isfile(filename):
        df.to_excel(
            filename,
            sheet_name=sheet_name, 
            startrow=startrow if startrow is not None else 0, 
            **to_excel_kwargs)
        return
    
    # ignore [engine] parameter if it was passed
    if 'engine' in to_excel_kwargs:
        to_excel_kwargs.pop('engine')

    writer = pd.ExcelWriter(filename, engine='openpyxl', mode='a')

    # 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}

    if startrow is None:
        startrow = 0

    # write out the new sheet
    df.to_excel(writer, sheet_name, startrow=startrow, **to_excel_kwargs)

   
  """
   Now attempt to adjust the column widths as necessary so that all the cell contents are visible 
   in Excel. The code below is taken from https://towardsdatascience.com/how-to-auto-adjust-the-width-of-excel-columns-with-pandas-excelwriter-60cee36e175e.
 """
    for column in df:
      column_width = max(df[column].astype(str).map(len).max(), len(column))
      col_idx = df.columns.get_loc(column)
      writer.sheets[sheet_name].set_column(col_idx, col_idx, column_width)

    writer.save()
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现在我尝试测试该功能:

df = pd.DataFrame({'A_Very_Long_Column_Name': [10, 20, 30, 20, 15, 30, 45]})
append_df_to_excel("C:/Users/Leonidas/Documents/test.xlsx", df, "Sheet1")
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一个名为 test.xlsx 的新 Excel 工作簿与名为 Sheet1 的工作表一起创建,并将其内容df写入 Sheet1,但列宽完全不受影响: 在此处输入图片说明

奇怪的是,当我尝试第二次执行该函数(不更改参数)时,出现错误:

runcell(2, 'C:/Users/Leonidas/Documents/write_to_excel2.py')
Traceback (most recent call last):

  File "C:\Users\Leonidas\Documents\write_to_excel2.py", line 125, in <module>
    append_df_to_excel("C:/Users/Leonidas/Documents/test.xlsx", df,

  File "C:\Users\Leonidas\Documents\write_to_excel2.py", line 100, in append_df_to_excel
    writer.sheets[sheet_name].set_column(col_idx, col_idx, column_width)

AttributeError: 'Worksheet' object has no attribute 'set_column'
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在这一点上我很困惑......任何关于如何修复代码的建议将不胜感激。

Max*_*axU 6

尝试使用这个辅助函数(更新版本)


旧版本,不再兼容 Pandas 1.3.0+:

import numpy as np
import pandas as pd
from pathlib import Path
from typing import Union, Optional, List, Tuple
from openpyxl import load_workbook
from openpyxl.utils import get_column_letter


def append_df_to_excel(
        filename: Union[str, Path],
        df: pd.DataFrame,
        sheet_name: str = 'Sheet1',
        startrow: int = None,
        max_col_width: int = 40,
        autofilter: bool = False,
        fmt_int: str = "#,##0",
        fmt_float: str = "#,##0.00",
        fmt_date: str = "yyyy-mm-dd",
        fmt_datetime: str = "yyyy-mm-dd hh:mm",
        truncate_sheet: bool = False,
        **to_excel_kwargs
) -> None:
    """
    Append a DataFrame [df] to existing Excel file [filename]
    into [sheet_name] Sheet.
    If [filename] doesn't exist, then this function will create it.

    @param filename: File path or existing ExcelWriter
                     (Example: '/path/to/file.xlsx')
    @param df: DataFrame to save to workbook
    @param sheet_name: Name of sheet which will contain DataFrame.
                       (default: 'Sheet1')
    @param 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...
    @param max_col_width: maximum column width in Excel. Default: 30
    @param autofilter: boolean - whether add Excel autofilter or not. Default: True
    @param fmt_int: Excel format for integer numbers
    @param fmt_float: Excel format for float numbers
    @param fmt_date: Excel format for dates
    @param fmt_datetime: Excel format for datetime's
    @param truncate_sheet: truncate (remove and recreate) [sheet_name]
                           before writing DataFrame to Excel file
    @param to_excel_kwargs: arguments which will be passed to `DataFrame.to_excel()`
                            [can be a dictionary]
    @return: None

    Usage examples:

    >>> append_df_to_excel('d:/temp/test.xlsx', df, autofilter=True,
                           freeze_panes=(1,0))

    >>> append_df_to_excel('d:/temp/test.xlsx', df, header=None, index=False)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, sheet_name='Sheet2',
                           index=False)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, sheet_name='Sheet2',
                           index=False, startrow=25)

    >>> append_df_to_excel('d:/temp/test.xlsx', df, index=False,
                           fmt_datetime="dd.mm.yyyy hh:mm")

    (c) [MaxU](https://stackoverflow.com/users/5741205/maxu?tab=profile)
    """
    def set_column_format(ws, column_letter, fmt):
        for cell in ws[column_letter]:
            cell.number_format = fmt
    filename = Path(filename)
    file_exists = filename.is_file()
    # process parameters
    first_col = int(to_excel_kwargs.get("index", True)) + 1
    sheet_name = to_excel_kwargs.get("sheet_name", "Sheet1")
    # ignore [engine] parameter if it was passed
    if 'engine' in to_excel_kwargs:
        to_excel_kwargs.pop('engine')

    with pd.ExcelWriter(
        filename.with_suffix(".xlsx"),
        engine="openpyxl",
        mode="a" if file_exists else "w",
        date_format=fmt_date,
        datetime_format=fmt_datetime,
        **to_excel_kwargs
    ) as writer:
        if file_exists:
            # 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}
        else:
            # file doesn't exist, we are creating a new one
            startrow = 0

        # write out the DataFrame to an ExcelWriter
        df.to_excel(writer, sheet_name=sheet_name, startrow=startrow,
                    **to_excel_kwargs)

        # automatically set columns' width
        worksheet = writer.sheets[sheet_name]
        for xl_col_no, dtyp in enumerate(df.dtypes, first_col):
            col_no = xl_col_no - first_col
            width = max(df.iloc[:, col_no].astype(str).str.len().max(),
                        len(df.columns[col_no]) + 6)
            width = min(max_col_width, width)
            # print(f"column: [{df.columns[col_no]} ({dtyp.name})]\twidth:\t[{width}]")
            column_letter = get_column_letter(xl_col_no)
            worksheet.column_dimensions[column_letter].width = width
            if np.issubdtype(dtyp, np.integer):
                set_column_format(worksheet, column_letter, fmt_int)
            if np.issubdtype(dtyp, np.floating):
                set_column_format(worksheet, column_letter, fmt_float)
        if autofilter:
            worksheet.auto_filter.ref = worksheet.dimensions
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