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treeExplore.py 2.26 KB
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Da.Liu 提交于 2018-05-23 17:15 . update
from numpy import *
from tkinter import *
import regTrees
import matplotlib
matplotlib.use('TkAgg')
from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg
from matplotlib.figure import Figure
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.createForceCast(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 getInputs():
try: tolN = int(tolNentry.get())
except:
tolN = 10
print ("enter Integer for tolN")
tolNentry.delete(0, END)
tolNentry.insert(0,'10')
try: tolS = float(tolSentry.get())
except:
tolS = 1.0
print ("enter Float for tolS")
tolSentry.delete(0, END)
tolSentry.insert(0,'1.0')
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)
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()
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