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249 | #!/usr/bin/env python
import pylab as p
import matplotlib.patches as mpa
DEBUG = True
class GrenzeRechteck:
"wrapper around matplotlib.patches.Rectangle making the rectangle draggable"
lock = None
def __init__(self, axes, parent, xy, width, height):
"initialize a Rectangle instance"
self.parent = parent
#self.rect = rect
self.press = None
self.press1 = None
self.background = None
self.motion = None # Valid Values: "Move", "Resize"
self.rect = mpa.Rectangle(xy, width, height, alpha=.2)
axes.add_patch(self.rect)
def connect(self):
'connect to all the events we need'
self.cidpress = self.rect.figure.canvas.mpl_connect(
'button_press_event', self.on_press)
self.cidrelease = self.rect.figure.canvas.mpl_connect(
'button_release_event', self.on_release)
self.cidmotion = self.rect.figure.canvas.mpl_connect(
'motion_notify_event', self.on_motion)
self.cidresize = self.rect.figure.canvas.mpl_connect(
'motion_notify_event', self.on_resize)
def on_press(self, event):
'on button press we will see if the mouse is over us and store some data'
if event.inaxes != self.rect.axes: return
if GrenzeRechteck.lock is not None: return
contains, attrd = self.rect.contains(event)
if not contains: return
if event.button == 1:
self.motion = 'Move'
elif event.button == 3:
self.motion = 'Resize'
else:
return
x0, y0 = self.rect.xy
w, h = self.rect.get_width(), self.rect.get_height()
self.press = x0, y0, event.xdata, event.ydata
self.press1 = x0, y0, event.xdata, event.ydata, w, h
GrenzeRechteck.lock = self
# draw everything but the selected rectangle and store the pixel buffer
canvas = self.rect.figure.canvas
axes = self.rect.axes
self.rect.set_animated(True)
canvas.draw()
self.background = canvas.copy_from_bbox(self.rect.axes.bbox)
# now redraw just the rectangle
axes.draw_artist(self.rect)
# and blit just the redrawn area
canvas.blit(axes.bbox)
def on_motion(self, event):
'on motion we will move the rect if the mouse is over us'
if not self.motion == 'Move': return
if GrenzeRechteck.lock is not self:
return
if event.inaxes != self.rect.axes: return
x0, y0, xpress, ypress = self.press
dx = event.xdata - xpress
self.rect.set_x(x0 + dx)
canvas = self.rect.figure.canvas
axes = self.rect.axes
canvas.restore_region(self.background)
# redraw just the current rectangle
axes.draw_artist(self.rect)
# blit just the redrawn area
canvas.blit(axes.bbox)
def on_resize(self, event):
'on motion we will resize the rect if the mouse is over us'
if not self.motion == 'Resize': return
if GrenzeRechteck.lock is not self:
return
if event.inaxes != self.rect.axes: return
x0, y0, xpress, ypress, w, h = self.press1
dx = event.xdata - xpress
self.rect.set_width(dx + w)
canvas = self.rect.figure.canvas
axes = self.rect.axes
# restore the background region
canvas.restore_region(self.background)
# redraw just the current rectangle
axes.draw_artist(self.rect)
# blit just the redrawn area
canvas.blit(axes.bbox)
def on_release(self, event):
'on release we reset the press data'
if GrenzeRechteck.lock is not self:
return
w = self.rect.get_width()
xy = self.rect.get_xy()
lower_limit = p.argmin(abs(self.parent.x-xy[0]))
upper_limit = p.argmin(abs(self.parent.x-xy[0]-w))
if DEBUG:
print xy[0], w
print lower_limit, upper_limit
self.press = None
self.press1 = None
self.motion = None
GrenzeRechteck.lock = None
self.rect.axes.cla()
self.rect.axes.plot(self.parent.x,self.parent.y)
dy = self.parent.get_integral(lower_limit,upper_limit)
self.rect.axes.plot(self.parent.x[lower_limit:upper_limit],dy)
self.rect.axes.add_patch(self.rect)
# turn off the rect animation property and reset the background
self.rect.set_animated(False)
self.background = None
# redraw the full figure
self.rect.figure.canvas.draw()
def disconnect(self):
'disconnect all the stored connection ids'
self.rect.figure.canvas.mpl_disconnect(self.cidpress)
self.rect.figure.canvas.mpl_disconnect(self.cidrelease)
self.rect.figure.canvas.mpl_disconnect(self.cidmotion)
self.rect.figure.canvas.mpl_disconnect(self.cidresize)
if self.cidhit:
self.rect.figure.canvas.mpl_disconnect(self.cidhit)
class Integral:
x = None
dx = None
y = None
def __init__(self,**kwargs):
self.x = kwargs.get('x')
self.y = kwargs.get('y')
self.dx = p.zeros(len(self.x),dtype=self.x.dtype)
for i in range(1,len(self.x)):
self.dx[i] = self.x[i]-self.x[i-1]
def get_integral(self,lower_limit=None,upper_limit=None):
if not lower_limit: lower_limit = 0
if not upper_limit: upper_limit = len(self.y)
tmp = self.y*self.dx
Y = p.zeros(len(tmp),dtype=tmp.dtype)
for i in range(lower_limit+1,upper_limit):
Y[i] = p.sum(tmp[lower_limit:i])
return Y[lower_limit:upper_limit]
class Ableitung:
x = None
y = None
z = None
def __init__(self,**kwargs):
self.x = kwargs.get('x')
self.y = kwargs.get('y')
self.z = kwargs.get('z')
def get_ableitung(self):
if not (self.x.ndim == 1 and self.y.ndim == 1):
raise ValueError, 'This function is for 1 dimensional data only'
l = len(self.y)
dy = p.zeros(l,dtype=self.y.dtype)
for i in range(l):
a,b = (i+1)%l, (i-1)%l
if i > 0 and i < l-1:
dx = self.x[a]-self.x[b]
elif i == 0:
dx = 2*(self.x[1]-self.x[0])
elif i == l-1:
dx = 2*(self.x[l-1]-self.x[l-2])
else: raise IndexError, 'Index out of range: %i' % i
dy[i] = (self.y[a]-self.y[b])/dx
return dy
def get_gradient(self):
if not (self.x.ndim == 2 and self.y.ndim == 2):
raise ValueError, 'This function is for 2 dimensional data only'
L = self.z.shape
dz = p.zeros(L+(2,),dtype=self.y.dtype)
for l in range(L[0]):
a,b = (l-1)%L[0],(l+1)%L[0]
for i in range(L[1]):
if l > 0:
dx = self.y[b,i]-self.y[a,i]
elif l == 0:
dx = 2*(self.y[1,i]-self.y[0,i])
elif l == L[0]-1:
dx = 2*(self.y[L[0]-1,i]-self.y[L[0]-2,i])
else:
raise IndexError, 'Index out of range: %i' % l
c,d = (i-1)%L[1],(i+1)%L[1]
if i > 0 and i < L[1]-1:
dy = self.x[l,d]-self.x[l,c]
elif i == 0:
dy = 2*(self.x[l,1]-self.x[l,0])
elif i == L[1]-1:
dy = 2*(self.x[l,L[1]-1]-self.x[l,L[1]-2])
else: raise IndexError, 'Index out of range: %i' % i
dz[l,i,1] = (self.z[b,i]-self.z[a,i])/dx
dz[l,i,0] = (self.z[l,d]-self.z[l,c])/dy
return dz
if __name__ == '__main__':
x = p.arange(-2*p.pi,2*p.pi,.1)
y = p.sin(x)
I = Integral(x=x,y=y)
A = Ableitung(x=x,y=y)
dy = A.get_ableitung()
F = p.figure()
p.plot(x,y,x,dy)
l = GrenzeRechteck(
F.gca(), I, (x[10],y.min()), x[-10]-x[10], y.max()-y.min()
)
l.connect()
X,Y = p.meshgrid(x,x)
Z = p.cos(X+.2*Y**2)
A = Ableitung(x=X,y=Y,z=Z)
z = A.get_gradient()
p.figure()
p.pcolormesh(X,Y,Z)
p.colorbar()
p.quiver(X[::3,::3],Y[::3,::3],
z[::3,::3,0],z[::3,::3,1],pivot='mid',color='r')
p.show()
|