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Python-13-Matplotlib

  • 2026-07-01 02:11:40
Python-13-Matplotlib
作为数据分析Python的三剑客之一的“Matplotlib”承担着数据可视化重要使命。现在根据所学的内容进行一个简要的陈述,然后下个路口左拐

适用用于关系类图表、分布类图表的Seaborn库,是专门基Matplotlib开发的库,它是Matplotlib的高级封装和增强版。
Python-9-Seaborn图表。Seaborn库优化了一些代码量,但是Matplotlib可以更加精确的定制化。

主要代码及其作用,如下。不熟练≠你学不会。&加油
import matplotlib.pyplot as plt #“pyplot是专门用来画图的子模块plt.rcParams['font.sans-serif']='SimHei' #设置中文字体plt.rcParams['axes.unicode_minus']=False #显示坐标轴负号------------------------------------------------plt.figure(figsize=(6,4)) #创建画布,并设置大小plt.图表(paramters)---#主图的参数plt.title('图表标题',fontsize=13)  plt.xlabels('x轴标签',fontsize=11)plt.ylabels('y轴标签',fontsize=11)plt.tight_layout()  #自动调整布局,防止标签重叠plt.show()   #展示图片--------------------------------------------------#坐标轴刻度与旋转plt.xticks(rotation=45)  #X轴文字逆时针旋转45度plt.yticks(rotation=0)   #y轴文字旋转plt.xticks([1,2,3,4,5])  #自定义X轴刻度位置plt.yticks([0,3,4,5,7])  #自定义Y轴刻度位置--##坐标轴范围plt.xlim(0,10)    #限定x轴的左右范围plt.ylim(-5,5)    #限定y轴的上下范围--###网格&图例plt.grid(True,alpha=0.4)  #显示网格,透明度0.4plt.legend(loc='best')   #显示图例,自动选择最佳位置--####风格plt.style.use('default')  #切换绘图风格,ggplot、seaborn-v0_8--#####保存plt.savefig('figure.png',dpi=300)  #保存高清图--------------------------------------------------plt.axis('off'#可关闭坐标轴plt.clf()      #清空当前画布
下面这行代码,在日常制图中频繁用到:
fig,(ax1,ax2)=plt.subplots(1,2,figsize=(8,6))
plt.subplots(1,2),创建了画布和子图;fig-代表整张画布;(ax1,ax2)代表两个坐标轴。
需要区别的是,plt.figure() 这个只创建了一个画布,通过plt.图表()只能画一张图。
两者差异(plt.=ax2.set_), 对于给坐标轴赋值、修改内容的需要注意。
plt.title('标题1') vs ax2.set_title('标题2')
对于画图调用动作类的,不用加set_
plt.bar()  vs   ax2.bar()plt.legend()  vs  ax2.legend()

最后,需要熟悉图表的英文名称及其需要的参数,具体图表元素设置后面再查找(线条类型、颜色、大小、数值显示格式)
plt.bar(x,y)----- --柱形图,x为标签,y为数值plt.barch(x,y)- ----条形图,x数值,y为标签plt.scatter(x,y)----散点图,c-颜色,s-大小plt.pie(data)-------饼图,labels-标签,autopct-百分比plt.hist(data)------直方图,bins-柱子数,color-柱子颜色plt.boxplot(data)---箱线图  
对柱状图、条形图、散点图它们需要看的是关系,所以需要2组数据,
对只看数据本身分布情况的,如直方图、饼图、箱线图,1组数据足够。
~~感觉思路越发清晰了,图表的具体参数慢慢也就能背下来了。这次的分享就到这里,如果你觉得有收获,点个赞👍。

Day 13
#Python#Matplotlib#可视化
昨天,明天都是自己的一点点念想,我爱今天握在手中的时光与阳光。

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  1. CONNECT:[ UseTime:0.000541s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000624s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.100884s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.101271s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001448s ]
  6. SELECT * FROM `set` [ RunTime:0.013605s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001437s ]
  8. SELECT * FROM `article` WHERE `id` = 494107 LIMIT 1 [ RunTime:0.085671s ]
  9. UPDATE `article` SET `lasttime` = 1783073443 WHERE `id` = 494107 [ RunTime:0.066219s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.041580s ]
  11. SELECT * FROM `article` WHERE `id` < 494107 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.002575s ]
  12. SELECT * FROM `article` WHERE `id` > 494107 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.080828s ]
  13. SELECT * FROM `article` WHERE `id` < 494107 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.188638s ]
  14. SELECT * FROM `article` WHERE `id` < 494107 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.066452s ]
  15. SELECT * FROM `article` WHERE `id` < 494107 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.024916s ]
0.884675s