def reDraw(tolS,tolN):
reDraw.f.clf() # clear the figure
reDraw.a = reDraw.f.add_subplot(111)
if chkBtnVar.get(): #选取则用模型回归，不选则用树回归
if tolN < 2: tolN = 2
myTree=RegTrees.createTree(reDraw.rawDat, RegTrees.modelLeaf,RegTrees.modelErr, (tolS,tolN))
yHat = RegTrees.createForeCast(myTree, reDraw.testDat,RegTrees.modelTreeEval)
else:
myTree=RegTrees.createTree(reDraw.rawDat, ops=(tolS,tolN))
yHat = RegTrees.createForeCast(myTree, reDraw.testDat)
reDraw.a.scatter(reDraw.rawDat[:,0].tolist(), reDraw.rawDat[:,1].tolist(), s=5) #use scatter for data set
reDraw.a.plot(reDraw.testDat, yHat, linewidth=2.0) #use plot for yHat
reDraw.canvas.show()
def reDraw(tolS,tolN):
reDraw.f.clf() # clear the figure
reDraw.a = reDraw.f.add_subplot(111)
if chkBtnVar.get():
if tolN < 2: tolN = 2
myTree=RegTrees.createTree(reDraw.rawDat, RegTrees.modelLeaf,RegTrees.modelErr, (tolS,tolN))
yHat = RegTrees.createForeCast(myTree, reDraw.testDat, RegTrees.modelTreeEval)
else:
myTree=RegTrees.createTree(reDraw.rawDat, ops=(tolS,tolN))
yHat = RegTrees.createForeCast(myTree, reDraw.testDat)
reDraw.a.scatter(reDraw.rawDat[:,0], reDraw.rawDat[:,1], s=5) # use scatter for data set
reDraw.a.plot(reDraw.testDat, yHat, linewidth=2.0) # use plot for yHat
reDraw.canvas.show()
def drawNewTree():
tolS, tolN = getInputs()
reDraw(tolS, tolN)
root = Tkinter.Tk()
reDraw.f = Figure(figsize=(5, 4), dpi=100)
reDraw.canvas = FigureCanvasTkAgg(reDraw.f, master=root)
reDraw.canvas.show()
reDraw.canvas.get_tk_widget().grid(row=0, columnspan=3)
Tkinter.Label(root, text="tolN").grid(row=1, column=0)
tolNentry = Tkinter.Entry(root)
tolNentry.grid(row=1, column=1)
tolNentry.insert(0, '10')
Tkinter.Label(root, text="tolS").grid(row=2, column=0)
tolSentry = Tkinter.Entry(root)
tolSentry.grid(row=2, column=1)
tolSentry.insert(0, '1.0')
Tkinter.Button(root, text="ReDraw", command=drawNewTree).grid(row=1, column=2, rowspan=3)
chkBtnVar = Tkinter.IntVar()
chkBtn = Tkinter.Checkbutton(root, text="Model Tree", variable=chkBtnVar)
chkBtn.grid(row=3, column=0, columnspan=2)
reDraw.rawDat = numpy.mat(RegTrees.loadData("E:/TestDatas/MachineLearningInAction/Ch09/sine.txt"))
reDraw.testDat = numpy.arange(min(reDraw.rawDat[:, 0]), max(reDraw.rawDat[:, 0]), 0.01)
reDraw(1.0, 10)
root.mainloop()
return tolN,tolS
def drawNewTree():
tolN,tolS = getInputs()#get values from Entry boxes
reDraw(tolS,tolN)
root=Tk()
reDraw.f = Figure(figsize=(5,4), dpi=100) #create canvas
reDraw.canvas = FigureCanvasTkAgg(reDraw.f, master=root)
reDraw.canvas.show()
reDraw.canvas.get_tk_widget().grid(row=0, columnspan=3)
Label(root, text="tolN").grid(row=1, column=0)
tolNentry = Entry(root) #输入
tolNentry.grid(row=1, column=1)
tolNentry.insert(0,'10')
Label(root, text="tolS").grid(row=2, column=0)
tolSentry = Entry(root) #输入
tolSentry.grid(row=2, column=1)
tolSentry.insert(0,'1.0')
Button(root, text="ReDraw", command=drawNewTree).grid(row=1, column=2, rowspan=3)
chkBtnVar = IntVar() #按钮
chkBtn = Checkbutton(root, text="Model Tree", variable = chkBtnVar)
chkBtn.grid(row=3, column=0, columnspan=2)
reDraw.rawDat = mat(RegTrees.loadDataSet('sine.txt'))
reDraw.testDat = arange(min(reDraw.rawDat[:,0]),max(reDraw.rawDat[:,0]),0.01)
reDraw(1.0, 10)
root.mainloop()
tolSentry.insert(0,'1.0')
return tolN,tolS
def drawNewTree():
tolN,tolS = getInputs() # get values from Entry boxes
reDraw(tolS,tolN)
if __name__=="__main__":
root=Tk()
reDraw.f = Figure(figsize=(5,4), dpi=100) # create canvas
reDraw.canvas = FigureCanvasTkAgg(reDraw.f, master=root)
reDraw.canvas.show()
reDraw.canvas.get_tk_widget().grid(row=0, columnspan=3)
Label(root, text="tolN").grid(row=1, column=0)
tolNentry = Entry(root)
tolNentry.grid(row=1, column=1)
tolNentry.insert(0,'10')
Label(root, text="tolS").grid(row=2, column=0)
tolSentry = Entry(root)
tolSentry.grid(row=2, column=1)
tolSentry.insert(0,'1.0')
Button(root, text="ReDraw", command=drawNewTree).grid(row=1, column=2, rowspan=3)
chkBtnVar = IntVar()
chkBtn = Checkbutton(root, text="Model Tree", variable = chkBtnVar)
chkBtn.grid(row=3, column=0, columnspan=2)
reDraw.rawDat = mat(RegTrees.loadDataSet('sine.txt'))
reDraw.testDat = arange(min(reDraw.rawDat[:,0]),max(reDraw.rawDat[:,0]),0.01)
reDraw(1.0, 10)
root.mainloop()