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春招_python基础_p23_matplotlib模块.py

  • 2026-02-27 19:27:04
春招_python基础_p23_matplotlib模块.py

知识点:matplotlib常用函数绘图

matplotlib.pyplot 是 Python 中最常用的数据可视化库,专门用于创建各种静态、动态和交互式的图表,是数据分析、科学计算和工程绘图的重要工具。

一、绘制散点图

#导入matplotlib的pyplot模块,用于数据可视化绘图import matplotlib.pyplot as plt# 导入numpy模块并简写为np,用于数学计算和数组操作import numpy as np#定义x轴数据:1到8的整数列表x = [12345678]#计算每个x对应的余弦值作为y轴数据,即根据x轴的数据生成y轴的数据y = np.cos(x)#设置中文字体显示,防止图表中出现乱码plt.rcParams['font.family'] = ['sans-serif']  # 设置字体族为无衬线字体plt.rcParams['font.sans-serif'] = ['SimHei']  # 指定黑体作为中文字体#设置图表的标题plt.title('图表标题的内容')# 设置x轴的标签plt.xlabel('横坐标X的内容')# 设置y轴的标签plt.ylabel('纵坐标Y的内容'# 下面两行被注释掉了,用于设置坐标轴范围# plt.xlim(0,20)  # 设置x轴显示范围从0到20# plt.ylim(0,3)   # 设置y轴显示范围从0到3# plt.pie(x,y)    # 饼图:用于显示各部分占整体的比例(这里数据不适合画饼图)plt.scatter(x, y)  # 散点图:用于显示两个变量之间的关系,每个点代表一个数据对# plt.bar(x,y)    # 柱状图:用于比较不同类别的数值大小,用柱子高度表示数值# plt.barh(x,y)   # 水平柱状图:柱状图的水平版本,用柱子长度表示数值# plt.plot(x,y)   # 折线图:用于显示数据随时间或顺序变化的趋势# 显示绘制好的图表plt.show()
上述的代码,产生的图表如下:是折线图
二、绘制线形图
#如果我们启用下面的这行代码plt.plot(x,y)#这将产生线形图的效果,与上述的折线图叠加哦
线形图与折线图的叠加效果如下:
三、绘制柱形图
此外,常见的图还有很多,比如
plt.bar(x,y)    #柱状图:用于比较不同类别的数值大小,用柱子高度表示数值plt.barh(x,y#垂直柱状图

四、绘制饼图

#饼图用于显示各部分占整体的比例(这里数据不适合画饼图)plt.pie(x,y)#

知识拓展:绘制简单的二次函数图像示例

import matplotlib.pyplot as pltimport numpy as npx = np.linspace(-2250)  # 在-2到2之间生成50个等间隔的点y = x ** 2                   # 计算每个x对应的平方值(二次函数)plt.plot(x, y)               # 绘制折线图plt.show()                   # 显示图表

知识总结:

1.绘制各种类型的图表

图表类型
函数名称
用途说明
折线图plot()
显示数据随时间或顺序变化的趋势
散点图scatter()
展示两个变量之间的关系和分布
柱状图bar()
比较不同类别的数值大小
水平柱状图barh()
柱状图的水平版本
饼图pie()
显示各部分占整体的比例
直方图hist()
展示数据的分布情况
箱线图boxplot()
显示数据的分散情况和中位数
等高线图contour()
显示三维数据的等高线

2. 图表美化与定制

功能
函数名称
作用说明
设置标题title()
为图表添加标题
坐标轴标签xlabel()/ylabel()
设置横纵坐标的说明文字
坐标轴范围xlim()/ylim()
控制坐标轴的显示范围
图例legend()
添加图例说明不同数据系列
网格线grid()
添加或移除网格线
文本注释text()/annotate()
在图表中添加文字说明
颜色设置color
 参数
设置线条或图形的颜色
线条样式linestyle
 参数
设置线条的类型(实线、虚线等)

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  1. CONNECT:[ UseTime:0.000547s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000677s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.001600s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000246s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000563s ]
  6. SELECT * FROM `set` [ RunTime:0.000200s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000555s ]
  8. SELECT * FROM `article` WHERE `id` = 476570 LIMIT 1 [ RunTime:0.000414s ]
  9. UPDATE `article` SET `lasttime` = 1772240536 WHERE `id` = 476570 [ RunTime:0.017048s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.006266s ]
  11. SELECT * FROM `article` WHERE `id` < 476570 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001807s ]
  12. SELECT * FROM `article` WHERE `id` > 476570 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002776s ]
  13. SELECT * FROM `article` WHERE `id` < 476570 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.018344s ]
  14. SELECT * FROM `article` WHERE `id` < 476570 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.020520s ]
  15. SELECT * FROM `article` WHERE `id` < 476570 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.032783s ]
0.170341s