matplotlib绘制常用统计图
常见统计图:单条折线图、多条折线图、直方图、柱状图、饼状图
#!/usr/bin/python
# -*- coding: utf-8 -*-
import numpy as np
import matplotlib as mpl
from matplotlib import pyplot as plt def init():
mpl.rcParams['font.sans-serif'] = [u'SimHei'] # 正常显示中文(FangSong/黑体 FangSong/KaiTi)
mpl.rcParams['axes.unicode_minus'] = False # 正常显示负号 # 单线折线图
def zxt1(x,y):
plt.figure(facecolor='w')
plt.plot(x, y, 'ro-', label='func1', linewidth=2)
plt.legend(loc='upper center')
plt.xlabel('X',fontsize=16)
plt.ylabel('Y',fontsize=16)
plt.scatter(4, 0, color='b') # 标注特殊点
plt.text(4,0,(4,0)) # 标注文本
plt.title('单线折线图',fontsize=18)
plt.grid(True) # 显示网格
plt.show() # 多线折线图
def zxt2(x,y1,y2):
plt.figure(facecolor='w')
plt.plot(x, y1, 'ro-', label='func1', linewidth=2)
plt.plot(x, y2, 'g*-', label='func2', linewidth=2)
plt.legend(loc='upper center')
plt.xlabel('X',fontsize=16)
plt.ylabel('Y',fontsize=16)
plt.title('多线折线图',fontsize=18)
plt.grid(True) # 显示网格
plt.show() # 直方图
def zft(x):
plt.figure(facecolor='w')
plt.hist(x, bins=10, facecolor='green', align='mid', alpha=0.75)
plt.xlabel('X')
plt.ylabel('Count')
plt.title('直方图')
plt.show() # 柱状图
def zzt(x,y):
rect = plt.bar(x, y, width=0.5, color="green", align="center")
# plt.xticks(x, ('低级','中级','高级','顶级')) # 转换x轴坐标文本
plt.xlabel("X-axis")
plt.ylabel("Y-axis")
plt.title("柱状图")
# plt.grid(True) # 显示网格
plt.legend((rect,), ("图例",))
autolabel(rect)
plt.show() # 标注柱形图y值的函数
def autolabel(rects):
for rect in rects:
height = rect.get_height()
plt.text(rect.get_x()+rect.get_width()/2., 1.03*height, "%s" % float(height)) # 饼状图
def bzt(x):
labels = '大学', '国企', '外资', '民营'
explode = [0, 0.1, 0, 0] # 0.1 凸出这部分,
plt.axes(aspect=1) # set this , Figure is round, otherwise it is an ellipse
plt.pie(x=x, labels=labels, explode=explode, autopct='%3.1f %%',
shadow=True, labeldistance=1.1, startangle=90, pctdistance=0.6)
plt.show() # 绘图示例
if __name__ == "__main__":
init() x = np.linspace(1,10,20)
y = (x-4)**2
y1 = (x-4)**2
y2 = 2*x+3
list = [1,1,1,2,5,6,6,7,7,7,7]
fracs = [15, 30.55, 44.44, 10]
x3 = [1,2,3,4]
y3 = [2,4,6,8] zxt1(x,y)
# zxt2(x,y1,y2)
# zft(list)
# zzt(x3, y3)
# bzt(fracs)
aaarticlea/png;base64,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" alt="" width="432" height="324" />aaarticlea/png;base64,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" alt="" width="431" height="324" />
aaarticlea/png;base64,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" alt="" width="427" height="319" />aaarticlea/png;base64,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" alt="" width="424" height="318" />
aaarticlea/png;base64,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" alt="" width="480" height="360" />-------------完-------------
matplotlib绘制常用统计图的更多相关文章
- 使用matplotlib绘制常用图表(3)-其他图表绘制
一.绘制三点图 """ 三月份最高气温 a = [12,15,18,6,7,5,6,8,9,10,15,10,4,5,11,10,5,6,12,15,10,5,14,10 ...
- 使用matplotlib绘制常用图表(2)-常用图标设置
一.使用subplots绘制子图 import numpy as np from matplotlib import pyplot as plt %matplotlib inline x = np.a ...
- 使用matplotlib绘制常用图表(1)
#导入相关包from matplotlib import pyplot as plt import matplotlib from matplotlib import font_manager #初始 ...
- Matplotlib库常用函数大全
Python之Matplotlib库常用函数大全(含注释) plt.savefig(‘test’, dpi = 600) :将绘制的图画保存成png格式,命名为 test plt.ylabel(‘Gr ...
- matplotlib绘制动画
matplotlib从1.1.0版本以后就开始支持绘制动画,具体使用可以参考官方帮助文档.下面是一个很基本的例子: """ A simple example of an ...
- 用Matplotlib绘制二维图像
唠叨几句: 近期在做数据分析,需要对数据做可视化处理,也就是画图,一般是用Matlib来做,但Matlib安装文件太大,不太想直接用它,据说其代码运行效率也很低,在网上看到可以先用Java做数据处理, ...
- 使用ArcGIS API for Silverlight + Visifire绘制地图统计图
原文:使用ArcGIS API for Silverlight + Visifire绘制地图统计图 最近把很久之前做的统计图又拿出来重新做了一遍,感觉很多时候不复习,不记录就真的忘了,时间是最好的稀释 ...
- Python学习(一) —— matplotlib绘制三维轨迹图
在研究SLAM时常常需要对其输出的位姿进行复现以检测算法效果,在ubuntu系统中使用Python可以很好的完成相关的工作. 一. Ubuntu下Python的使用 在Ubuntu下使用Python有 ...
- python使用matplotlib绘制折线图教程
Matplotlib是一个Python工具箱,用于科学计算的数据可视化.借助它,Python可以绘制如Matlab和Octave多种多样的数据图形.下面这篇文章主要介绍了python使用matplot ...
随机推荐
- Next Permutation&&Permutation Sequence
Next Permutation Implement next permutation, which rearranges numbers into the lexicographically nex ...
- ssm框架问题和Java
http://blog.csdn.net/zzjjiandan/article/details/20853233 BeanFactory的作用是什么? BeanFactory是配置.创建.管理bean ...
- 【剑指offer】面试题 2. 实现 Singleton 模式
面试题 2. 实现 Singleton 模式 题目:设计一个类,我们只能生成该类的一个实例. 单例模式:确保一个类只有一个实例,并提供了一个全局访问点. Java 实现 1.饿汉模式 //饿汉模式 p ...
- canvas时钟效果
话不多说,直接上代码 <!DOCTYPE html PUBLIC “-//W3C//DTD XHTML 1.0 Transitional//EN” “http://www.w3.org/TR/x ...
- ubuntu下基于Anaconda使用Tensorflow
为了在ubuntu下利用Anaconda使用tensorflow,但在利用conda安装tensorflow,不能在终端,spyder和notebook中直接使用,需要我们进行一定的配置. 1.安装A ...
- 使用kubeadm搭建kubernetes1.10集群 Posted on April 14, 2018
https://blog.qikqiak.com/post/use-kubeadm-install-kubernetes-1.10/ kubeadm是Kubernetes官方提供的用于快速安装 Kub ...
- 安卓android破解方法
韩梦飞沙 yue31313 韩亚飞 han_meng_fei_sha 313134555@qq.com 如何给smali文件中的unicode字符串添加中文注释 如何注释掉smali文件中包含关键字 ...
- 【BZOJ 4103】【THUSC 2015】异或运算
http://www.lydsy.com/JudgeOnline/problem.php?id=4103 对长的那一维建可持久化trie树(主席树?) 最主要的思路是对短的那一维每一位暴力,每一位都记 ...
- [BZOJ2669][CQOI2012]局部最小值(容斥+状压DP)
发现最多有8个限制位置,可以以此为基础DP和容斥. $f_{i,j}=f_{i-1,j}\times (cnt_j-i+1)+\sum_{k\subset j} f_{i-1,k}$ $cnt_j$表 ...
- poj 3225 Help with Intervals(线段树,区间更新)
Help with Intervals Time Limit: 6000MS Memory Limit: 131072K Total Submissions: 12474 Accepted: ...