问题描述
我正在尝试构建散点图,并陷入动画中。最终,我希望有> 1000个点,以(0,0)附近的随机正态分布绘制。然后,每个点都应以不同的速度绕(0,0)顺时针或逆时针旋转。
我试图通过循环功能来做到这一点,该功能可以随机移动,但速度非常慢,到目前为止,我无法进行多点移动:
import numpy as np
import matplotlib.pyplot as plt
plt.rcParams["figure.figsize"] = 4,3
from matplotlib.animation import FuncAnimation
from math import sqrt,exp
from matplotlib.animation import FuncAnimation,PillowWriter
fig,ax = plt.subplots()
# set the axes limits
ax.axis([-2.5,2.5,-2.5,2.5])
# set equal aspect such that the circle is not shown as ellipse
ax.set_aspect("equal")
# create a point in the axes
for i in range(0,6):
x = np.random.normal()
y = np.random.normal()
r = np.sqrt(x*x+y*y)
def circle(phi):
return np.array([r*np.cos(phi),r*np.sin(phi)])
point,= ax.plot(x,y,marker="o")
ani = FuncAnimation(fig,update,interval=10,blit=True,repeat=True,frames=np.linspace(0,2*np.pi,360,endpoint=False))
plt.show()
writer = PillowWriter(fps=25)
ani.save(r'[path --> .gif]',writer=writer)
解决方法
这是您想要的吗?
import numpy as np
import matplotlib.pyplot as plt
plt.rcParams["figure.figsize"] = 4,3
from matplotlib.animation import FuncAnimation
from math import sqrt,exp
fig,ax = plt.subplots()
# set the axes limits
ax.axis([-2.5,2.5,-2.5,2.5])
# set equal aspect such that the circle is not shown as ellipse
ax.set_aspect("equal")
# create a point in the axes
def update(i):
x = np.random.normal()
y = np.random.normal()
r = np.sqrt(x*x+y*y)
def circle(phi):
return np.array([r*np.cos(phi),r*np.sin(phi)])
ax.plot(x,y,marker="o")
ani = FuncAnimation(fig,func=update,interval=10,blit=False,repeat=True,frames=np.linspace(0,2*np.pi,360,endpoint=False))
plt.show()
,
我不太清楚如何更新您的代码以获取解决方案。但是我想出了这个,它使用了一些相同的逻辑:
import matplotlib as mpl
from matplotlib.animation import FuncAnimation
import matplotlib.pyplot as plt
import numpy as np
# how many points to draw
points = 100
# generating x & y coordinates,their distance from origin,# their angle relative to the origin,and random rotations to
# apply to each point each frame
xs = np.random.uniform(-1,1,points)
ys = np.random.uniform(-1,points)
ls = np.sqrt(xs**2 + ys**2)
angles = np.arctan2(ys,xs)
negs = np.random.choice([-1,1],size=points)
rotations = (np.random.uniform(np.pi/50,np.pi/6,size=points) * negs)
# initialize a figure,make a color range to color each point
fig,ax = plt.subplots(figsize=(4,4))
ax.set_xlim(-1.5,1.5)
ax.set_ylim(-1.5,1.5)
color_divisions = [(1/points)*i for i in range(points)]
cmap = mpl.cm.get_cmap('jet')
colors = cmap(color_divisions)
# update function
# update gets fed elements from the frames parameter of FuncAnimation
# each update we clear the graph (but reapply the same x/y limits)
# we then draw the points as a scatter and update the data for the next frame
# add each rotation to each angle,and then calculate the new x and y coordinates
# with numpy these calculations can be done w/o a loop,but global is needed
# to update variables from the global scope
def update(f):
global xs,ys,angles,rotations
ax.clear()
ax.set_xlim(-1.5,1.5)
ax.set_ylim(-1.5,1.5)
ax.scatter(xs,color=colors)
angles += rotations
ys = np.sin(angles) * ls
xs = np.cos(angles) * ls
#call the animation and save
ani = FuncAnimation(fig,update,interval=200,frames=range(100))
ani.save('ani.gif',writer='pillow')
产生以下以随机速度绕原点旋转的100点动画:
您可以增加点数(这可能会很慢,达到1000点),调整FPS(interval
)或旋转每个点的量。