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📜  Python|使用 XlsxWriter 模块在 Excel 工作表中绘制散点图

📅  最后修改于: 2022-05-13 01:55:49.197000             🧑  作者: Mango

Python|使用 XlsxWriter 模块在 Excel 工作表中绘制散点图

先决条件:在 excel 文件上创建和写入。

XlsxWriter是一个Python库,使用它可以对 excel 文件执行多种操作,例如创建、写入、算术运算和绘图。让我们看看如何使用实时数据绘制不同类型的散点图。
图表由至少一系列的一个或多个数据点组成。系列本身由对单元格范围的引用组成。

为了在 Excel 表上绘制图表,首先,创建特定图表类型(即散点图等)的图表对象。创建图表对象后,在其中插入数据,最后,将该图表对象添加到工作表对象中。

代码 #1:绘制简单的散点图。

要在 Excel 工作表上绘制简单的散点图,请使用 add_chart() 方法和工作簿对象的类型“散点”关键字参数。

# import xlsxwriter module 
import xlsxwriter 
    
# Workbook() takes one, non-optional, argument   
# which is the filename that we want to create. 
workbook = xlsxwriter.Workbook('chart_scatter.xlsx') 
    
# The workbook object is then used to add new   
# worksheet via the add_worksheet() method.  
worksheet = workbook.add_worksheet() 
    
# Create a new Format object to formats cells 
# in worksheets using add_format() method . 
    
# here we create bold format object . 
bold = workbook.add_format({'bold': 1}) 
    
# create a data list . 
headings = ['Number', 'Batch 1', 'Batch 2'] 
    
data = [ 
    [2, 3, 4, 5, 6, 7], 
    [80, 80, 100, 60, 50, 100], 
    [60, 50, 60, 20, 10, 20], 
] 
    
# Write a row of data starting from 'A1' 
# with bold format . 
worksheet.write_row('A1', headings, bold) 
    
# Write a column of data starting from  
# 'A2', 'B2', 'C2' respectively . 
worksheet.write_column('A2', data[0]) 
worksheet.write_column('B2', data[1]) 
worksheet.write_column('C2', data[2]) 
    
# Create a chart object that can be added 
# to a worksheet using add_chart() method. 
    
# here we create a scatter chart object . 
chart1 = workbook.add_chart({'type': 'scatter'}) 
    
# Add a data series to a chart 
# using add_series method. 
    
# Configure the first series. 
# = Sheet1 !$A$1 is equivalent to ['Sheet1', 0, 0].
  
# note : spaces is not inserted in b / w
# = and Sheet1, Sheet1 and !
# if space is inserted it throws warning.
chart1.add_series({ 
    'name':       '= Sheet1 !$B$1', 
    'categories': '= Sheet1 !$A$2:$A$7', 
    'values':     '= Sheet1 !$B$2:$B$7', 
}) 
    
# Configure a second series. 
# Note use of alternative syntax to define ranges. 
# [sheetname, first_row, first_col, last_row, last_col]. 
chart1.add_series({ 
    'name':       ['Sheet1', 0, 2], 
    'categories': ['Sheet1', 1, 0, 6, 0], 
    'values':     ['Sheet1', 1, 2, 6, 2], 
}) 
    
# Add a chart title  
chart1.set_title ({'name': 'Results of data analysis'}) 
    
# Add x-axis label 
chart1.set_x_axis({'name': 'Test number'}) 
    
# Add y-axis label 
chart1.set_y_axis({'name': 'Data length (mm)'}) 
    
# Set an Excel chart style. 
chart1.set_style(11) 
    
# add chart to the worksheet  
# the top-left corner of a chart  
# is anchored to cell E2 .  
worksheet.insert_chart('E2', chart1) 
    
# Finally, close the Excel file  
# via the close() method.  
workbook.close() 

输出:
输出代码#2:用直线和标记绘制散点图子类型。

要在 Excel 工作表上绘制这种类型的图表,请使用 add_chart() 方法和工作簿对象的“scatter”类型和子类型“straight_with_markers”关键字参数。

# import xlsxwriter module 
import xlsxwriter 
    
# Workbook() takes one, non-optional, argument   
# which is the filename that we want to create. 
workbook = xlsxwriter.Workbook('chart_scatter2.xlsx') 
    
# The workbook object is then used to add new   
# worksheet via the add_worksheet() method.  
worksheet = workbook.add_worksheet() 
    
# Create a new Format object to formats cells 
# in worksheets using add_format() method . 
    
# here we create bold format object . 
bold = workbook.add_format({'bold': 1}) 
    
# create a data list . 
headings = ['Number', 'Batch 1', 'Batch 2'] 
    
data = [ 
    [2, 3, 4, 5, 6, 7], 
    [80, 80, 100, 60, 50, 100], 
    [60, 50, 60, 20, 10, 20], 
] 
    
# Write a row of data starting from 'A1' 
# with bold format . 
worksheet.write_row('A1', headings, bold) 
    
# Write a column of data starting from 
# 'A2', 'B2', 'C2' respectively . 
worksheet.write_column('A2', data[0]) 
worksheet.write_column('B2', data[1]) 
worksheet.write_column('C2', data[2]) 
    
# Create a chart object that can be added 
# to a worksheet using add_chart() method. 
    
# here we create a  Scatter chart sub-type with
# straight lines and markers object . 
chart1 = workbook.add_chart({'type': 'scatter', 'subtype': 'straight_with_markers'}) 
    
# Add a data series to a chart 
# using add_series method. 
    
# Configure the first series. 
# = Sheet1 !$A$1 is equivalent to ['Sheet1', 0, 0]. 
chart1.add_series({ 
    'name':       '= Sheet1 !$B$1', 
    'categories': '= Sheet1 !$A$2:$A$7', 
    'values':     '= Sheet1 !$B$2:$B$7', 
}) 
    
# Configure a second series. 
# Note use of alternative syntax to define ranges. 
# [sheetname, first_row, first_col, last_row, last_col]. 
chart1.add_series({ 
    'name':       ['Sheet1', 0, 2], 
    'categories': ['Sheet1', 1, 0, 6, 0], 
    'values':     ['Sheet1', 1, 2, 6, 2], 
}) 
    
# Add a chart title  
chart1.set_title ({'name': 'Results of data analysis'}) 
    
# Add x-axis label 
chart1.set_x_axis({'name': 'Test number'}) 
    
# Add y-axis label 
chart1.set_y_axis({'name': 'Data length (mm)'}) 
    
# Set an Excel chart style. 
chart1.set_style(11) 
    
# add chart to the worksheet  
# the top-left corner of a chart  
# is anchored to cell E2 .  
worksheet.insert_chart('E2', chart1) 
    
# Finally, close the Excel file  
# via the close() method.  
workbook.close() 

输出:
输出代码#3:用直线绘制散点图子类型,没有标记。

要在 Excel 工作表上绘制这种类型的图表,请使用 add_chart() 方法和工作簿对象的类型“scatter”和子类型“straight”关键字参数。

# import xlsxwriter module 
import xlsxwriter 
    
# Workbook() takes one, non-optional, argument   
# which is the filename that we want to create. 
workbook = xlsxwriter.Workbook('chart_scatter3.xlsx') 
    
# The workbook object is then used to add new   
# worksheet via the add_worksheet() method.  
worksheet = workbook.add_worksheet() 
    
# Create a new Format object to formats cells 
# in worksheets using add_format() method . 
    
# here we create bold format object . 
bold = workbook.add_format({'bold': 1}) 
    
# create a data list . 
headings = ['Number', 'Batch 1', 'Batch 2'] 
    
data = [ 
    [2, 3, 4, 5, 6, 7], 
    [80, 80, 100, 60, 50, 100], 
    [60, 50, 60, 20, 10, 20], 
] 
    
# Write a row of data starting from 'A1' 
# with bold format . 
worksheet.write_row('A1', headings, bold) 
    
# Write a column of data starting from 
# 'A2', 'B2', 'C2' respectively . 
worksheet.write_column('A2', data[0]) 
worksheet.write_column('B2', data[1]) 
worksheet.write_column('C2', data[2]) 
    
# Create a chart object that can be added 
# to a worksheet using add_chart() method. 
    
# here we create a  Scatter chart sub-type with
# straight lines and no markers object . 
chart1 = workbook.add_chart({'type': 'scatter', 'subtype': 'straight'}) 
    
# Add a data series to a chart 
# using add_series method. 
    
# Configure the first series. 
# = Sheet1 !$A$1 is equivalent to ['Sheet1', 0, 0]. 
chart1.add_series({ 
    'name':       '= Sheet1 !$B$1', 
    'categories': '= Sheet1 !$A$2:$A$7', 
    'values':     '= Sheet1 !$B$2:$B$7', 
}) 
    
# Configure a second series. 
# Note use of alternative syntax to define ranges. 
# [sheetname, first_row, first_col, last_row, last_col]. 
chart1.add_series({ 
    'name':       ['Sheet1', 0, 2], 
    'categories': ['Sheet1', 1, 0, 6, 0], 
    'values':     ['Sheet1', 1, 2, 6, 2], 
}) 
    
# Add a chart title  
chart1.set_title ({'name': 'Results of data analysis'}) 
    
# Add x-axis label 
chart1.set_x_axis({'name': 'Test number'}) 
    
# Add y-axis label 
chart1.set_y_axis({'name': 'Data length (mm)'}) 
    
# Set an Excel chart style. 
chart1.set_style(11) 
    
# add chart to the worksheet  
# the top-left corner of a chart  
# is anchored to cell E2 .  
worksheet.insert_chart('E2', chart1) 
    
# Finally, close the Excel file  
# via the close() method.  
workbook.close() 

输出:
输出代码#4:用平滑的线条和标记绘制散点图子类型。

要在 Excel 工作表上绘制这种类型的图表,请使用 add_chart() 方法,工作簿对象的类型为“scatter”和子类型“smooth_with_markers”关键字参数。

# import xlsxwriter module 
import xlsxwriter 
    
# Workbook() takes one, non-optional, argument   
# which is the filename that we want to create. 
workbook = xlsxwriter.Workbook('chart_scatter4.xlsx') 
    
# The workbook object is then used to add new   
# worksheet via the add_worksheet() method.  
worksheet = workbook.add_worksheet() 
    
# Create a new Format object to formats cells 
# in worksheets using add_format() method . 
    
# here we create bold format object . 
bold = workbook.add_format({'bold': 1}) 
    
# create a data list . 
headings = ['Number', 'Batch 1', 'Batch 2'] 
    
data = [ 
    [2, 3, 4, 5, 6, 7], 
    [80, 80, 100, 60, 50, 100], 
    [60, 50, 60, 20, 10, 20], 
] 
    
# Write a row of data starting from 'A1' 
# with bold format . 
worksheet.write_row('A1', headings, bold) 
    
# Write a column of data starting from 
# 'A2', 'B2', 'C2' respectively . 
worksheet.write_column('A2', data[0]) 
worksheet.write_column('B2', data[1]) 
worksheet.write_column('C2', data[2]) 
    
# Create a chart object that can be added 
# to a worksheet using add_chart() method. 
    
# here we create a  Scatter chart sub-type with
# smooth lines and markers object . 
chart1 = workbook.add_chart({'type': 'scatter', 'subtype': 'smooth_with_markers'}) 
    
# Add a data series to a chart 
# using add_series method. 
    
# Configure the first series. 
# = Sheet1 !$A$1 is equivalent to ['Sheet1', 0, 0]. 
chart1.add_series({ 
    'name':       '= Sheet1 !$B$1', 
    'categories': '= Sheet1 !$A$2:$A$7', 
    'values':     '= Sheet1 !$B$2:$B$7', 
}) 
    
# Configure a second series. 
# Note use of alternative syntax to define ranges. 
# [sheetname, first_row, first_col, last_row, last_col]. 
chart1.add_series({ 
    'name':       ['Sheet1', 0, 2], 
    'categories': ['Sheet1', 1, 0, 6, 0], 
    'values':     ['Sheet1', 1, 2, 6, 2], 
}) 
    
# Add a chart title  
chart1.set_title ({'name': 'Results of data analysis'}) 
    
# Add x-axis label 
chart1.set_x_axis({'name': 'Test number'}) 
    
# Add y-axis label 
chart1.set_y_axis({'name': 'Data length (mm)'}) 
    
# Set an Excel chart style. 
chart1.set_style(11) 
    
# add chart to the worksheet  
# the top-left corner of a chart  
# is anchored to cell E2 .  
worksheet.insert_chart('E2', chart1) 
    
# Finally, close the Excel file  
# via the close() method.  
workbook.close() 

输出 :
输出代码#5:绘制散点图子类型,线条流畅,没有标记。

要在 Excel 工作表上绘制这种类型的图表,请使用 add_chart() 方法,工作簿对象的类型为“scatter”和子类型“smooth”关键字参数。

# import xlsxwriter module 
import xlsxwriter 
    
# Workbook() takes one, non-optional, argument   
# which is the filename that we want to create. 
workbook = xlsxwriter.Workbook('chart_scatter5.xlsx') 
    
# The workbook object is then used to add new   
# worksheet via the add_worksheet() method.  
worksheet = workbook.add_worksheet() 
    
# Create a new Format object to formats cells 
# in worksheets using add_format() method . 
    
# here we create bold format object . 
bold = workbook.add_format({'bold': 1}) 
    
# create a data list . 
headings = ['Number', 'Batch 1', 'Batch 2'] 
    
data = [ 
    [2, 3, 4, 5, 6, 7], 
    [80, 80, 100, 60, 50, 100], 
    [60, 50, 60, 20, 10, 20], 
] 
    
# Write a row of data starting from 'A1' 
# with bold format . 
worksheet.write_row('A1', headings, bold) 
    
# Write a column of data starting from 
# 'A2', 'B2', 'C2' respectively . 
worksheet.write_column('A2', data[0]) 
worksheet.write_column('B2', data[1]) 
worksheet.write_column('C2', data[2]) 
    
# Create a chart object that can be added 
# to a worksheet using add_chart() method. 
    
# here we create a  Scatter chart sub-type with
# smooth lines and no markers object . 
chart1 = workbook.add_chart({'type': 'scatter', 'subtype': 'smooth'}) 
    
# Add a data series to a chart 
# using add_series method. 
    
# Configure the first series. 
# = Sheet1 !$A$1 is equivalent to ['Sheet1', 0, 0]. 
chart1.add_series({ 
    'name':       '= Sheet1 !$B$1', 
    'categories': '= Sheet1 !$A$2:$A$7', 
    'values':     '= Sheet1 !$B$2:$B$7', 
}) 
    
# Configure a second series. 
# Note use of alternative syntax to define ranges. 
# [sheetname, first_row, first_col, last_row, last_col]. 
chart1.add_series({ 
    'name':       ['Sheet1', 0, 2], 
    'categories': ['Sheet1', 1, 0, 6, 0], 
    'values':     ['Sheet1', 1, 2, 6, 2], 
}) 
    
# Add a chart title  
chart1.set_title ({'name': 'Results of data analysis'}) 
    
# Add x-axis label 
chart1.set_x_axis({'name': 'Test number'}) 
    
# Add y-axis label 
chart1.set_y_axis({'name': 'Data length (mm)'}) 
    
# Set an Excel chart style. 
chart1.set_style(11) 
    
# add chart to the worksheet  
# the top-left corner of a chart  
# is anchored to cell E2 .  
worksheet.insert_chart('E2', chart1) 
    
# Finally, close the Excel file  
# via the close() method.  
workbook.close() 

输出:
输出