matplotlib点线 坐标刻度 3D图绘制(六)
plot语句中支持除X,Y以外的参数,以字符串形式存在,来控制颜色、线型、点型等要素,语法形式为:
plt.plot(X, Y, 'format', ...)
1 点和线的样式
颜色
参数color或c
五种定义颜色值的方式
别名
color='r'
合法的HTML颜色名
color = 'red'
HTML十六进制字符串
color = '#eeefff'
归一化到[0, 1]的RGB元组
color = (0.3, 0.3, 0.4)
灰度
color = (0.1)
透明度
# 透明度
y = np.arange(1, 3)
plt.plot(y, c="red", alpha=0.1); # 设置透明度
plt.plot(y+1, c="red", alpha=0.5);
plt.plot(y+2, c="red", alpha=0.9);
背景色
设置背景色,通过plt.subplot()方法传入facecolor参数,来设置坐标轴的背景色
plt.subplot(facecolor='cyan');
plt.plot(np.random.randn(10),np.arange(1,11))
线型
线型
线条风格 描述 线条风格 描述 ' - ' 实线 ' : ' 虚线 ' -- ' 破折线 'steps' 阶梯线 ' -. ' 点划线 '' 没有 点型
y = np.arange(1, 3, 0.2)
plt.plot(y, '1', y+0.5, '2', y+1, '3', y+1.5,'4');
plt.plot(y+2, '3') #不声明marker,默认ls = None
plt.plot(y+2.5,marker = '3') #声明了marker,ls 默认是实线
plt.show()
多参数连用
#颜色、点型、线型 x = np.linspace(0, 5, 10)
plt.plot(x,3*x,'r-.')
plt.plot(x, x**2, 'b^:') # blue line with dots
plt.plot(x, x**3, 'go-.') # green dashed line
plt.show()
点线的设置
参数 描述 参数 描述 color或c 线的颜色 linestyle或ls 线型 linewidth或lw 线宽 marker 点型 markeredgecolor 点边缘的颜色 markeredgewidth 点边缘宽度 makerfacecolor 点内部的颜色 markersize 点大小
三种设置方式
对实例使用一系列的setter方法
x = np.arange(0,10)
y = np.random.randint(10,30,size = 10)
line,= plt.plot(x, y)
line2 = plt.plot(x,y*2,x,y*3)
line.set_linewidth(5)
line2[1].set_marker('o')
print(line,line2)
使用setp()方法
line = plt.plot(x, y)
plt.setp(line, 'linewidth', 1.5,'color','r','marker','o','linestyle','--')
2 坐标轴刻度
- xticks()和yticks()方法
x = [5, 3, 7, 2, 4, 1]
plt.plot(x);
plt.xticks(range(len(x)), ['a', 'b', 'c', 'd', 'e', 'f']); # 传入位置和标签参数,以修改坐标轴刻度
plt.yticks(range(1, 8, 2));
plt.show()
- 面向对象方法
set_xticks、set_yticks、set_xticklabels、set_yticklabels方法
fig = plt.figure(figsize=(10, 4))
ax = fig.add_subplot(111)
x = np.linspace(0, 5, 100)
ax.plot(x, x**2, x, x**3, lw=2)
ax.set_xticks([1, 2, 3, 4, 5])
ax.set_xticklabels(['a','b','c','d','e'], fontsize=18)
yticks = [0, 50, 100, 150]
ax.set_yticks(yticks)
ax.set_yticklabels([y for y in yticks], fontsize=18); # use LaTeX formatted labels
- 正弦余弦:LaTex语法,用\(\pi\)等表达式在图表上写上希腊字母
x = np.arange(-np.pi,np.pi,0.01)
plt.figure(figsize=(12,9))
plt.plot(x,np.sin(x),x,np.cos(x))
plt.axis([x.min()-1,x.max()+1,-1.2,1.2])
#xticks:参数一刻度,参数二,对应刻度上的值
plt.xticks(np.arange(-np.pi,np.pi+1,np.pi/2),
['$-\delta$','$-\pi$/2','0','$\pi$/2','$\pi$'],size = 20)
plt.yticks([-1,0,1],['min','0','max'],size = 20)
plt.show()
3 直方图 条形图 饼图 散点图
直方图 【直方图的参数只有一个x!!!不像条形图需要传入x,y】
hist()
的参数
bins
可以是一个bin数量的整数值,也可以是表示bin的一个序列。默认值为10
normed
如果值为True,直方图的值将进行归一化处理,形成概率密度,默认值为False
color
指定直方图的颜色。可以是单一颜色值或颜色的序列。如果指定了多个数据集合,颜色序列将会设置为相同的顺序。如果未指定,将会使用一个默认的线条颜色
orientation
通过设置orientation
为horizontal 横向
创建水平直方图。默认值为vertical 纵向
x = np.random.randint(5,size = 5)
display(x)
plt.hist(x,histtype = 'bar');
正态分布
u = 100 #数学期望
s = 15 #方差
x = np.random.normal(u,s,1000) # 生成正太分布数据 ax = plt.gca() #获取当前图表
ax.set_xlabel('Value')
ax.set_ylabel('Frequency') #设置x,y轴标题
ax.set_title("Histogram normal u = 100 s = 15") #设置图表标题 ax.hist(x,bins = 100,color = 'r',orientation='horizontal')
plt.show()
条形图
bar() 方法 : 第一个参数为条形左下角的x轴坐标,第二个参数为条形的高度;
matplotlib会自动设置条形的宽度,本例中条形宽0.8plt.bar([1, 2, 3], [3, 2, 5]);
plt.show()
# 例子:绘制并列条形图
data1 = 10*np.random.rand(5)
data2 = 10*np.random.rand(5)
data3 = 10*np.random.rand(5) locs = np.arange(1, len(data1)+1)
width = 0.27 plt.bar(locs, data1, width=width);
plt.bar(locs+width, data2, width=width, color='red');
plt.bar(locs+2*width, data3, width=width, color='green') ;
plt.xticks(locs + width*1, locs);
plt.show()
barh方法
plt.barh([1, 2, 3], [3, 2, 5],height = 0.27,color = 'cyan');
plt.show()
饼状图
饼图:【饼图也只有一个参数x!】
pie()
饼图适合展示各部分占总体的比例,条形图适合比较各部分的大小常规的饼图绘制
plt.figure(figsize = (4,4)) # 饼图绘制正方形
x = [45,35,20] #百分比
labels = ['Cats','Dogs','Fishes'] #每个区域名称
plt.pie(x,labels = labels)
plt.show()
部分饼图的绘制
plt.figure(figsize=(4, 4));
x = [0.1, 0.2, 0.3] # 当各部分之和小于1时,则不计算各部分占总体的比例,饼的大小是数值和1之比
labels = ['Cats', 'Dogs', 'Fishes']
plt.pie(x, labels=labels); # labels参数可以设置各区域标签
plt.show()
切分的饼图
# labels参数设置每一块的标签;labeldistance参数设置标签距离圆心的距离(比例值)
# autopct参数设置比例值的显示格式(%1.1f%%);pctdistance参数设置比例值文字距离圆心的距离
# explode参数设置每一块顶点距圆形的长度(比例值);colors参数设置每一块的颜色;
# shadow参数为布尔值,设置是否绘制阴影 plt.figure(figsize=(4, 4));
x = [4, 9, 21, 55, 30, 18]
labels = ['Swiss', 'Austria', 'Spain', 'Italy', 'France', 'Benelux']
explode = [0.2, 0.1, 0, 0, 0.1, 0]
colors = ['r', 'k', 'b', 'm', 'c', 'g']
plt.pie(x,
labels=labels,
labeldistance=1.2,
explode=explode,
colors=colors,
autopct='%1.1f%%',
pctdistance=0.5,
shadow=True);
plt.show()
散点图
散点图 : 【散点图需要两个参数x,y,但此时x不是表示x轴的刻度,而是每个点的横坐标!】
scatter()
# s参数设置散点的大小;c参数设置散点的颜色;marker参数设置散点的形状
x = np.random.randn(1000)
y = np.random.randn(1000)
size = 50*abs(np.random.randn(1000))
colors = np.random.randint(16777215,size = 1000) li = []
for color in colors:
a = hex(color)
str1 = a[2:]
l = len(str1)
for i in range(1,7-l):
str1 = '0'+str1
str1 = "#" + str1
li.append(str1) plt.scatter(x, y,s = size, c=li, marker='d');
plt.show()
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" alt="">
复杂的饼图的绘制
import numpy as np
import pandas as pd
from pandas import Series,DataFrame
import matplotlib.pyplot as plt x = np.random.randn(1000)
y1 = np.random.randn(1000)
y2 = 1.2 + np.exp(x) #exp(x) 返回的是e的x次方 ax1 = plt.subplot(121)
plt.scatter(x,y1,color = 'purple',alpha = 0.3,edgecolors = 'white',label = 'no correl')
plt.xlabel('no correlation')
plt.grid(True)
plt.legend() ax2 = plt.subplot(122)
plt.scatter(x,y2,color = 'green',alpha = 0.3,edgecolors = 'gray',label = 'correl')
plt.xlabel('correlation')
plt.grid(True)
plt.legend() plt.show()
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" alt="">
图形的文字,注释,箭头
pyplot函数 API方法 描述 text() mpl.axes.Axes.text() 在Axes对象中任意位置添加文字 xlabel mpl.axes.Axes.set_xlabel() 为X轴添加标签 ylabel mpl.axes.Axes.set_ylabel() 为y轴添加标签 title() mpl.axes.Axes.set_title() 为Axes对象添加标题 legend() mpl.axes.Axes.legend() 为Axes对象添加图例 figtext() mpl.figure.Figure.text() 在Figure对象中任意位置添加文字 suptitle() mpl.figure.Figure.suptitle() 在Figure对象中添加中心化标题 annnotate mpl.axes.Axes.annnotate() 在Axes对象添加注释(箭头) 注释
# xy参数设置箭头指示的位置,xytext参数设置注释文字的位置
# arrowprops参数以字典的形式设置箭头的样式
# width参数设置箭头长方形部分的宽度,headlength参数设置箭头尖端的长度,
# headwidth参数设置箭头尖端底部的宽度,shrink参数设置箭头顶点、尾部与指示点、注释文字的距离(比例值) y = [13, 11, 13, 12, 13, 10, 30, 12, 11, 13, 12, 12, 12, 11, 12]
plt.plot(y);
plt.ylim(ymax=35); # 为了让注释不会超出图的范围,需要调整y坐标轴的界限
plt.annotate('this spot must really\nmean something', xy=(6, 30), xytext=(8, 31.5),
arrowprops=dict(width=15, headlength=20, headwidth=20, facecolor='black', shrink=0.1));
plt.show()
# 生成3个正态分布数据数据集
x1 = np.random.normal(30, 3, 100)
x2 = np.random.normal(20, 2, 100)
x3 = np.random.normal(10, 3, 100) # 绘制3个数据集,并为每个plot指定一个字符串标签
plt.plot(x1, label='plot') # 如果不想在图例中显示标签,可以将标签设置为_nolegend_
plt.plot(x2, label='2nd plot')
plt.plot(x3, label='last plot') # 绘制图例
plt.legend(bbox_to_anchor=(0, 1.02, 1, 0.102), # 指定边界框起始位置为(0, 1.02),并设置宽度为1,高度为0.102
ncol=3, # 设置列数为3,默认值为1
mode="expand", # mode为None或者expand,当为expand时,图例框会扩展至整个坐标轴区域
borderaxespad=0.) # 指定坐标轴和图例边界之间的间距 # 绘制注解
plt.annotate("Important value", # 注解文本的内容
xy=(55,20), # 箭头终点所在位置
xytext=(5, 38), # 注解文本的起始位置,箭头由xytext指向xy坐标位置
arrowprops=dict(arrowstyle='->')); # arrowprops字典定义箭头属性,此处用arrowstyle
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" alt="">
箭头
plt.figure(figsize=(12,9))
plt.axis([0, 10, 0, 20]);
arrstyles = ['-', '->', '-[', '<-', '<->', 'fancy', 'simple', 'wedge']
for i, style in enumerate(arrstyles):
plt.annotate(style, xytext=(1, 2+2*i), xy=(4, 1+2*i), arrowprops=dict(arrowstyle=style)); connstyles=["arc", "arc,angleA=10,armA=30,rad=30", "arc3,rad=.2", "arc3,rad=-.2", "angle", "angle3"]
for i, style in enumerate(connstyles):
plt.annotate(style, xytext=(6, 2+2*i), xy=(8, 1+2*i), arrowprops=dict(arrowstyle='->', connectionstyle=style));
plt.show()
3D图形绘制
import numpy as np
import matplotlib.pyplot as plt
#3d图形必须的
from mpl_toolkits.mplot3d.axes3d import Axes3D
%matplotlib inline #系数,由X,Y生成Z
a = 0.7
b = np.pi
#计算Z轴的值
def mk_Z(X, Y):
return 2 + a - 2 * np.cos(X) * np.cos(Y) - a * np.cos(b - 2*X)
#生成X,Y,Z
x = np.linspace(0, 2*np.pi, 100)
y = np.linspace(0, 2*np.pi, 100)
X,Y = np.meshgrid(x, y)
Z = mk_Z(X, Y) fig = plt.figure(figsize=(14,6))
#创建3d的视图,使用属性projection
ax = fig.add_subplot(1, 2, 1, projection='3d')
ax.plot_surface(X,Y,Z,rstride = 5,cstride = 5)
#创建3d视图,使用colorbar,添加颜色柱
ax = fig.add_subplot(1, 2, 2, projection='3d')
p = ax.plot_surface(X, Y, Z, rstride=5, cstride=5, cmap='rainbow', antialiased=True)
cb = fig.colorbar(p, shrink=0.5)
aaarticlea/png;base64,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" alt="">
玫瑰图绘制
极坐标条形图
#极坐标条形图
def showRose(values,title): max_value = values.max()
# 分为8个面元
N = 8
# 面元的分隔角度
angle = np.arange(0.,2 * np.pi, 2 * np.pi / N)
# 每个面元的大小(半径)
radius = np.array(values)
# 设置极坐标条形图 plt.axes([0, 0, 2, 2], polar=True,facecolor = 'g') colors = [(1 - x/max_value, 1 - x/max_value, 0.75) for x in radius]
# 画图 plt.bar(angle, radius, width=(2*np.pi/N), bottom=0.0, color=colors)
plt.title(title,x=0.2, fontsize=20) #拉韦纳(Ravenna)又译“腊万纳”“拉文纳”“拉温拿”。意大利北部城市。位于距亚得里亚海10公里的沿海平原上
data = np.load('Ravenna_wind.npy')
hist, angle = np.histogram(data,8,[0,360])
showRose(hist,'Ravenna')
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