Add forest of 767 trees

shashrath · Nov 1, 2016 · 78b2c86 · 78b2c86
1 parent a2fe00b
commit 78b2c86
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Showing 752 changed files with 69 additions and 17 deletions.
diff --git a/Classifiers/decision_tree.py b/Classifiers/decision_tree.py
@@ -66,7 +66,7 @@ def make_tree(A, max_depth=None):
 
 
         i = float(inc[feat])
-        print(feat)
+        #print(feat)
         if i == 0:
             continue
         slices = abs(int((stop - start) / i))
@@ -87,7 +87,7 @@ def make_tree(A, max_depth=None):
                     best_divide = sets
 
     if max_gain > 0:
-        print("Best criteria: {0}".format(best_criteria))
+        #print("Best criteria: {0}".format(best_criteria))
         true_branch = None
         false_branch = None
         if max_depth is None:
@@ -136,20 +136,21 @@ def classify_one(sample, tree):
     # with open('d_tree.pickle', 'wb') as f:
     #     pickle.dump(tree, f)
     tree = None
-    with open('forest/d_tree0.pickle', 'rb') as f:
+    with open('orig_tree.pickle', 'rb') as f:
         tree = pickle.load(f)
 
-    print_tree(tree)
+    # print_tree(tree)
     tru = 0
     for i in range(Ate.shape[0]):
         pred = (classify_one(Ate[i, :], tree))
-        print(pred, Yte[i])
+        # print(pred, Yte[i])
         for key, _ in pred.items():
-            print("{0} {1}".format(int(key), Yte[i]))
+            # print("{0} {1}".format(int(key), Yte[i]))
             if int(key) == Yte[i]:
                 tru += 1
-                print(key)
-    print(tru / Ate.shape[0])
+                # print(key)
+    t = tru / Ate.shape[0]
+    print("Overall accuracy: {0} %".format(t * 100))
 
     # print(classify_one(Ate[0, :], tree))
     # print(Yte[0])
diff --git a/Classifiers/draw_tree.py b/Classifiers/draw_tree.py
@@ -0,0 +1,49 @@
+from PIL import Image,ImageDraw
+from decision_tree import *
+
+def getwidth(tree):
+  if tree.tb==None and tree.fb==None: return 1
+  return getwidth(tree.tb)+getwidth(tree.fb)
+
+def getdepth(tree):
+  if tree.tb==None and tree.fb==None: return 0
+  return max(getdepth(tree.tb),getdepth(tree.fb))+1
+
+def drawtree(tree,jpeg='dt.jpg'):
+  w=getwidth(tree)*50
+  h=getdepth(tree)*100+120
+
+  img=Image.new('RGB',(w,h),(255,255,255))
+  draw=ImageDraw.Draw(img)
+
+  drawnode(draw,tree,w/2,20)
+  img.save(jpeg,'JPEG')
+
+def drawnode(draw,tree,x,y):
+  if tree.result==None:
+    # Get the width of each branch
+    w1=getwidth(tree.fb)*50
+    w2=getwidth(tree.tb)*50
+
+    # Determine the total space required by this node
+    left=x-(w1+w2)/2
+    right=x+(w1+w2)/2
+
+    # Draw the condition string
+    draw.text((x-20,y-10),str(tree.feature)+':'+str(tree.val),(0,0,0))
+
+    # Draw links to the branches
+    draw.line((x,y,left+w1/2,y+100),fill=(0,0,255))
+    draw.line((x,y,right-w2/2,y+100),fill=(0,0,255))
+
+    # Draw the branch nodes
+    drawnode(draw,tree.fb,left+w1/2,y+100)
+    drawnode(draw,tree.tb,right-w2/2,y+100)
+  else:
+    txt=' \n'.join(['%s:%d'%v for v in tree.result.items()])
+    draw.text((x-20,y),txt,(0,0,0))
+
+tree = None
+with open('forest/d_tree0.pickle', 'rb') as f:
+    tree = pickle.load(f)
+drawtree(tree)
diff --git a/Classifiers/forest/d_tree100.pickle b/Classifiers/forest/d_tree100.pickle
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