目录
- 目录
- 前言
- 软件系统
- Install openpyxl module
- Sample code
- load_workbook加载Excel文件
- Workbook创建一个新的Excel文件
- 最后
前言
Python处理Excel表格有多种方法,其中对于.xlsx后缀的Excel版本而言openpyxl绝对是一个非常棒的选择。在openpyxl中,一个Excel文件就是一个Workbook,一张Excel文件中的表就是一个Worksheet。当我们需要对一个Excel文件进行处理的时候,需要先获取到一个Workbook对象,再获取到一个Worksheet对象,对Worksheet对象中rows、columns进行数据处理,最后通过Workbook.save()方法将Workbook对象的内容写入到磁盘中。或者可以使用Openpyxl内置的ExcelWriter()方法来关联Workbook对象,最终实现写入。
软件系统
- 系统
- Windows 8.1
- 软件
- Python 3.4.3
Install openpyxl module
使用Python3.4.3自带的软件包管理工具easy_install.exe来安装openpyxl模块
Run(Ctrl+r) cmd
cd %pythonRoot%Scripts
easy_install.exe openpyxl
Check:安装后导入openpyxl模块不会触发ImportError
import openpyxl
Sample code
from openpyxl import Workbook
wb = Workbook()
# grab the active worksheet
ws = wb.active
# Data can be assigned directly to cells
ws['A1'] = 42
# Rows can also be appended
ws.append([1, 2, 3])
# Python types will automatically be converted
import datetime
ws['A2'] = datetime.datetime.now()
# Save the file
wb.save("sample.xlsx")
Documentation:http://openpyxl.readthedocs.org
load_workbook()加载Excel文件
我们将一个Excel文件称之为一个workbook,workbook中又包含了许多的worksheet(工作表)。我们可以通过workbook[‘sheetName’]来定位一个worksheet。
将文件导入到内存
load_workbook(filename, read_only=False, use_iterators=False, keep_vba=False, guess_types=False, data_only=False)
In [7]: help(load_workbook)
Help on function load_workbook in module openpyxl.reader.excel:
load_workbook(filename, read_only=False, use_iterators=False, keep_vba=False, guess_types=False, data_only=False)
Open the given filename and return the workbook
:param filename: the path to open or a file-like object
:type filename: string or a file-like object open in binary mode c.f., :class:`zipfile.ZipFile`
:param read_only: optimised for reading, content cannot be edited
:type read_only: bool
:param use_iterators: use lazy load for cells
:type use_iterators: bool
:param keep_vba: preseve vba content (this does NOT mean you can use it)
:type keep_vba: bool
:param guess_types: guess cell content type and do not read it from the file
:type guess_types: bool
:param data_only: controls whether cells with formulae have either the formula (default) or the value stored the last time Excel read the sheet
:type data_only: bool
:rtype: :class:`openpyxl.workbook.Workbook`
filename(str or file-like object):是一个Excel文件的路径或者是一个类文件对象。
read_only(bool):只读模式,不可编辑文件。缺省为False
use_iterators(bool):是否调用延迟加载。缺省为False
keep_vba(bool):是否保持VBA的内容。缺省为False
guess_type(bool):获取单元格内容的类型而且不能从文件中读取他。缺省为False
date_only(bool):控制包含有公式的单元格是否有任何公式,或者存储着最后读取Excel表的读取时间
Note:
When using lazy load, all worksheets will be class: {openpyxl.worksheet.iter_worksheet.IterableWorksheet} and the returned workbook will be read-only.
In [29]: from openpyxl import load_workbook
In [5]: getwb = load_workbook(filename=r"Handoff.xlsx") #返回一个Workbook对象
In [6]: getwb
Out[6]: <openpyxl.workbook.workbook.Workbook at 0x4b7c030>
getwb是一个Workbook对象,Workbook()是最基本的一个类,能够在内存中创建文件最后将文件内容写进磁盘。
wbObject.get_sheet_names() 获取Excel表格名
In [70]: getwb.get_sheet_names() #返回一个Excel表名组成的列表
Out[70]: ['NodeCount']
In [75]: getwb.get_sheet_names()[0]
Out[75]: 'NodeCount'
Workbook[tableName] 定位Excel表
Openpyxl模块支持类似字典键值对映射的方式,来获取表格的内容
In [80]: sheetContent = getwb[getwb.get_sheet_names()[0]]
In [84]: type(sheetContent)
Out[84]: openpyxl.worksheet.worksheet.Worksheet #返回一个Worksheet对象,用于存储表格内容
WbObject.get_sheet_by_name(sheetName) 定位Excel表
In [57]: sheet1 = getwb.get_sheet_by_name('NodeCount')
Worksheet.rows和Worksheet.columns获取表格的行列值
In [89]: sheetContent.rows
Out[89]:
((<Cell NodeCount.A1>,
<Cell NodeCount.B1>,
<Cell NodeCount.C1>,
<Cell NodeCount.D1>),
(<Cell NodeCount.A2>,
<Cell NodeCount.B2>,
.
.
.
In [90]: len(sheetContent.rows)
Out[90]: 25
In [93]: len(sheetContent.columns)
Out[93]: 4
获取Worksheet的行列数目
In [115]: sheetContent.get_highest_row()
In [117]: sheetContent.get_highest_column()
通过切片运算符划分表格区域
因为Worksheet.rows和Worksheet.columns都是Tuple数据类型,支持使用切片运算符。
In [100]: type(sheetContent.rows),type(sheetContent.columns)
Out[100]: (tuple, tuple)
1.获取sheetContent的前两列内容
In [103]: colA,colB = sheetContent.columns[:2]
2.划分出一个二维区域
In [112]: cells = sheetContent['A1':'C3'] #返回一个生成器对象
In [113]: type(cells)
Out[113]: generator
get_column_letter将一个列的索引转化为列的字母
get_column_letter(idx)
Convert a column index into a column letter
(3 -> ‘C’)
In [122]: from openpyxl.cell import get_column_letter
In [124]: for x in list(range(1,11)):
.....: ch = get_column_letter(x)
.....: print(ch)
.....:
A
B
C
D
E
F
G
H
I
J
Worksheet.cell().value 定位单元格的数据值
基于给定的坐标(A1)返回一个单元格对象。
cell(coordinate=None, row=None, column=None, value=None) method of openpyxl.worksheet.worksheet.Worksh
Returns a cell object based on the given coordinates.
Usage: cell(coodinate='A15') **or** cell(row=15, column=1)
If `coordinates` are not given, then row *and* column must be given.
Cells are kept in a dictionary which is empty at the worksheet
creation. Calling `cell` creates the cell in memory when they
are first accessed, to reduce memory usage.
:param coordinate: coordinates of the cell (e.g. 'B12')
:type coordinate: string
:param row: row index of the cell (e.g. 4)
:type row: int
:param column: column index of the cell (e.g. 3)
:type column: int
:raise: InsufficientCoordinatesException when coordinate or (row and column) are not given
:rtype: :class:openpyxl.cell.Cell
In [117]: sheetContent.cell("A1")
Out[117]: <Cell NodeCount.A1>
In [118]: sheetContent.cell("A1").value
Out[118]: 'Cluster'
In [120]: sheetContent.cell(row=1,column=2).value
Out[120]: 'HI'
注意:Excel表格的数据常常在其两边都伴有空格符,需要使用Str.strip()来去除多余的空格符。
直接给单元格赋值
将A列全部置为None
In [127]: colALen = len(sheetContent.columns[0])
In [128]: for i in list(range(1,colALen+1)):
.....: sheetContent.cell('A%s' % i).value = None
.....:
注意:当你为单元格赋值时,Excel的数据类型由赋值的数据类型决定
Woeksheet.get_cell_collection() 获取全部的单元格数据值
获取全部的cell的数值,但是没有顺序。
get_cell_collection() method of openpyxl.worksheet.worksheet.Worksheet instance
Return an unordered list of the cells in this worksheet.
返回一个无序的包含了所有单元格的列表
In [59]: sheetContent.get_cell_collection()
enumerate(iterators)获取迭代器的索引和元素
enumerate(iterable[, start]) -> iterator for index, value of iterable
Return an enumerate object. iterable must be another object that supports
iteration. The enumerate object yields pairs containing a count (from
start, which defaults to zero) and a value yielded by the iterable argument.
enumerate is useful for obtaining an indexed list:
(0, seq[0]), (1, seq[1]), (2, seq[2]), …
接收迭代器类型的实参,返回一个可以遍历的迭代器,包含了(索引,元素)的元组。
In [46]: row1,row2 = sheetContent.rows[:2]
In [49]: for index,cell in enumerate(row1):
....: print(index,cell)
....:
0 <Cell NodeCount.A1>
1 <Cell NodeCount.B1>
2 <Cell NodeCount.C1>
3 <Cell NodeCount.D1>
Workbook.save()保存所有操作,并生成新的Excel文件
已指定的文件名保存这个Excel文件。
save(filename) method of openpyxl.workbook.workbook.Workbook instance
Save the current workbook under the given filename.
Use this function instead of using an ExcelWriter.
.. warning::
When creating your workbook using `write_only` set to True,
you will only be able to call this function once. Subsequents attempts to
modify or save the file will raise an :class:`openpyxl.shared.exc.WorkbookAlreadySaved` exception.
In [134]: getwb.save('test.xlsx')
Workbook()创建一个新的Excel文件
创建一个新的Workbook对象
class Workbook(builtins.object)
Workbook is the container for all other parts of the document.
In [40]: from openpyxl import Workbook
In [48]: outwb = Workbook() #返回一个openpyxl.workbook.workbook.Workbook的对象
In [49]: outwb
Out[49]: <openpyxl.workbook.workbook.Workbook at 0x13665d0>
wbObject.create_sheet() 创建一个Excel表格
create_sheet(title=None, index=None) method of openpyxl.workbook.workbook.Workbook instance
Create a worksheet (at an optional index).
:param title: optional title of the sheet
:type tile: unicode
:param index: optional position at which the sheet will be inserted
:type index: int
title(unicode):创建新Excel表的标题
index(int):新Excel表在Excel文件中插入的位置
In [62]: newSheet = outwb.create_sheet('NewSheet',0) #返回一个openpyxl.worksheet.worksheet.Worksheet对象
In [63]: type(newSheet)
Out[63]: openpyxl.worksheet.worksheet.Worksheet
Worksheet.append() 逐行追加数值到单元格
当前表格的最后一行追加一行数据。必须传递迭代器实参。
append(iterable) method of openpyxl.worksheet.worksheet.Worksheet instance
Appends a group of values at the bottom of the current sheet.
* If it's a list: all values are added in order, starting from the first column
* If it's a dict: values are assigned to the columns indicated by the keys (numbers or letters)
:param iterable: list, range or generator, or dict containing values to append
:type iterable: list/tuple/range/generator or dict
Usage:
* append(['This is A1', 'This is B1', 'This is C1']) #添加一行三列
*#or append({'A' : 'This is A1', 'C' : 'This is C1'}) #在指定的'A'和'C'列中添加一行
*#or append({1 : 'This is A1', 3 : 'This is C1'}) #在指定的1、3行中添加一列
:raise: TypeError when iterable is neither a list/tuple nor a dict
In [131]: newSheet.append(['Test',1,2,3])
在指定的列内添加一行添加行
In [80]: newSheet.append({'A':'Add one row'})
在指定的行中添加一列
In [84]: newSheet.append({1:'Is A1',3:'Is C1'})
ExcelWriter() 将Workbook对象写入Excel文件
一般而言,通过Workbok.save()方法就可以将Workbook对象的内容写入到Excel中,openpyxl提供了ExcelWriter这一个更加强大的Excel写实现。
In [88]: from openpyxl.writer.excel import ExcelWriter
class ExcelWriter(builtins.object)
Write a workbook object to an Excel file.返回一个ExcelWriter对象。
In [92]: ewb = ExcelWriter(workbook=outwb) #将Workbook关联到一个ExcelWriter,最后将Workbook的内容写入到磁盘中
In [95]: newSheet.title='testSheet'
In [96]: outwb.get_sheet_names()
Out[96]: ['testSheet', 'Sheet']
In [97]: for i in list(range(1,11)):
....: newSheet.cell('A%s' % (i)).value = i
....: newSheet.append({'B':i})
....:
In [98]: ewb.save(filename='test.xlsx') #一定要Call ExcelWriterObject.save()方法将Workbook写入到磁盘中。
最后
除了使用上述的方法来处理Excel文件的数据之外,openpyxl还提供了能修改Excel表格的样式的实现openpyxl.styles,这个我们下一篇再继续搞起。 :-)