My task: Plot an initial point and calculate new point positions (x, y) while points are in a circle.
My problem: Using a while
loop to perform this fails to run the code block as it incorrectly determines the circle doesn't contain the point (fig 1). However, using a for
loop it can be seen that multiple points reside in the circle, but still incorrectly identifies that points don't exist in the circle (fig 2).
Additional info: I also can't seem to get lines instead of points to be plotted (e.g. using pyplot.plot(x, y, '-')
).
If there are more streamlined methods, for instance in plotting the circle/points/lines, or the entire approach I'd be interested to see them. I appreciate any help that can be offered.
After much searching here and elsewhere I've come as far as the following code:
# IMPORT LIBRARIES ####
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.path as mPath
import matplotlib.patches as mPatches
# CREATE CIRCLE ####
# Input circle radius
circleRadius = 2
# Create circle (arguments: centre, radius, face colour (fc), edge colour (ec), alpha)
circle = mPatches.Circle((0, 0), radius = circleRadius, fc = 'm', alpha = 0.3)
# Plot circle
fig1, ax = plt.subplots()
ax.add_patch(circle)
ax.set_xlim(-5, 5)
ax.set_ylim(-5, 5)
ax.set_aspect('equal')
# CREATE POINTS ####
# Input coordinates
x0 = -1
y0 = 0.5
# Assignment for equation
x = x0
y = y0
# Store
curr_pt = [x, y]
counter = 0
# Plot 1st point (x, y)
plt.plot(x, y, '.c')
# Pre-checks
print(circle.contains_point([x, y]))
print(counter)
print(x0, y0)
print(x, y)
# Plot points
while circle.contains_point([x, y]): # see 1st figure
#for i in range(5): # uncomment this line (for) and comment above line (while) see 2nd figure
xnew = x**2 - y**2 + x0
ynew = 2 * x * y + y0
x = xnew
y = ynew
# Update current point
curr_pt = [x, y]
# Plot point (x, y)
plt.plot(x, y, '.c')
counter += 1
# Post-checks
print(circle.contains_point([x, y]))
print(counter)
print(x0, y0)
print(x, y)
print(xnew, ynew) # note this check will output error with while loop as they will not be defined
# Print plot
plt.show()
Output:
# while loop (Fig 1)
False
0
-1 0.5
-1 0.5
False
0
-1 0.5
-1 0.5
# for loop (Fig 2)
False
0
-1 0.5
-1 0.5
False
5
-1 0.5
5.063203536206856 -4.162733919918537
5.063203536206856 -4.162733919918537
Update:
Utilising the methods outlined in these answers:
My amended code now correctly identifies if points are in a Circle
and executes a while
loop according to contains_point()
.
Amended code:
# IMPORT LIBRARIES ####
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.path as mPath
import matplotlib.patches as mPatches
# CREATE CIRCLE ####
# Input circle radius
circleRadius = 2
# Create circle (arguments: centre, radius, face colour (fc), edge colour (ec), alpha)
circle = mPatches.Circle((0, 0), radius = circleRadius, fc = 'm', alpha = 0.3)
# Get path and 2D affine transformation
pathC = circle.get_path()
transformC = circle.get_transform()
# Apply transformation to the path
transPath = transformC.transform_path(pathC)
# Get path of transformed circle
polygon = mPatches.PathPatch(transPath, fc = 'm', alpha = 0.3)
# CREATE POINTS ####
# Input initial coordinates
x0 = -1
y0 = 0.5
# Assignment for new point equation
x = x0
y = y0
# Store
curr_pt = (x, y)
all_x = []
all_y = []
# Iterations required to escape circle
counter = 0
# Pre-check
cp1 = polygon.contains_point(curr_pt)
print("Pre-loop checks:")
print("Polygon contains point:", cp1)
print("Counter:", counter)
print("(x, y):", x, y)
print("")
# Create figure and single subplot
fig, ax = plt.subplots()
# Plot initial point (x, y)
ax.scatter(curr_pt[0], curr_pt[1], color = 'c')
# Plot new points
while polygon.contains_point(curr_pt):
xnew = x**2 - y**2 + x0
ynew = 2 * x * y + y0
x = xnew
y = ynew
# Update current point
curr_pt = (x, y)
# Update x, y lists for plotting lines
all_x.append(curr_pt[0])
all_y.append(curr_pt[1])
# Plot new point
ax.scatter(curr_pt[0], curr_pt[1], color = 'c')
# Increment counter
counter += 1
if counter == 50:
break
# Post-check
cp2 = polygon.contains_point(curr_pt)
print("Post-loop checks:")
print("Polygon contains point:", cp2)
print("Counter:", counter)
print("(x, y):", x, y)
print("(xnew, ynew):", xnew, ynew)
# CREATE PLOT ####
# Plot lines
ax.plot(all_x, all_y, color = 'c')
# Plot circle
ax.add_patch(polygon)
# Print plot
ax.set_aspect(1.0)
fig.savefig("Correct point in polygon (points and lines).png")
plt.show()
Output:
Pre-loop checks:
Polygon contains point: True
Counter: 0
(x, y): -1 0.5
Post-loop checks:
Polygon contains point: False
Counter: 4
(x, y): -2.6183929443359375 0.890380859375
(xnew, ynew): -2.6183929443359375 0.890380859375