Cleaning of svm code. Analysis of the performances

8 files changed, 5692 insertions, 26 deletions

diff --git a/data/svm/20.log b/data/svm/20.log
new file mode 100644
index 0000000..0b30dd1
--- /dev/null
+++ b/data/svm/20.log
@@ -0,0 +1,231 @@
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diff --git a/data/svm/21.log b/data/svm/21.log
new file mode 100644
index 0000000..c097ab1
--- /dev/null
+++ b/data/svm/21.log
@@ -0,0 +1,22 @@
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diff --git a/data/svm/22.log b/data/svm/22.log
new file mode 100644
index 0000000..964664c
--- /dev/null
+++ b/data/svm/22.log
@@ -0,0 +1 @@
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diff --git a/data/svm/6.log b/data/svm/6.log
new file mode 100644
index 0000000..4f46219
--- /dev/null
+++ b/data/svm/6.log
@@ -0,0 +1,200 @@
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diff --git a/data/svm/6.log.bak b/data/svm/6.log.bak
new file mode 100644
index 0000000..37d96c5
--- /dev/null
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diff --git a/data/svm/7-19.log b/data/svm/7-19.log
new file mode 100644
index 0000000..099f341
--- /dev/null
+++ b/data/svm/7-19.log
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+19#[18, 25, 4, 14, 24, 15, 9, 17, 8, 5, 1, 16, 10, 2, 11, 21, 23, 20, 7]#50.0
+19#[11, 14, 24, 10, 17, 8, 23, 12, 22, 6, 20, 25, 15, 21, 5, 18, 9, 4, 2]#47.2749171936
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+19#[9, 21, 14, 4, 6, 2, 16, 18, 12, 8, 23, 5, 22, 20, 1, 17, 7, 25, 15]#46.5103136479
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+19#[6, 15, 1, 23, 22, 4, 2, 10, 11, 18, 14, 16, 8, 12, 20, 7, 25, 5, 21]#49.2214532872
+19#[6, 2, 18, 14, 25, 17, 8, 1, 12, 11, 21, 24, 10, 23, 5, 16, 22, 4, 15]#50.7506623491
+19#[21, 6, 25, 2, 11, 9, 23, 20, 5, 1, 24, 4, 18, 14, 10, 7, 17, 22, 8]#45.9052400377
+19#[16, 15, 25, 4, 8, 6, 18, 23, 21, 1, 12, 20, 9, 5, 17, 2, 10, 7, 14]#47.4595842956
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diff --git a/data/svm/accuracy.py b/data/svm/accuracy.py
new file mode 100755
index 0000000..4d9ea6b
--- /dev/null
+++ b/data/svm/accuracy.py
@@ -0,0 +1,33 @@
+#! /usr/bin/python
+import sys
+import numpy as np
+import matplotlib.pyplot as plt
+
+log_filename = sys.argv[1]
+nums,accuracy = np.loadtxt(log_filename,comments=";",delimiter='#',unpack=True,usecols=(0,2))
+nums_unique = np.unique(nums)
+means = []
+mins = []
+maxs = []
+for i in nums_unique:
+    filtered = accuracy[nums==i]
+    mean = np.mean(filtered)
+    min_value = min(filtered)
+    max_value = max(filtered)
+    var = np.var(filtered)
+    means += [mean]
+    mins += [mean-min_value]
+    maxs += [max_value-mean]
+    print ",".join(map(str,[int(i),mean,min_value,max_value,var]))
+
+x = map(int,list(nums_unique))
+axes = plt.subplot(111)
+axes.set_xlabel("Group size")
+axes.set_ylabel("Accuracy")
+a = axes.set_xlim((0,22))
+axes.set_ylim((0,100))
+axes.set_xticks(x)
+plt.errorbar(x,means,yerr=[mins,maxs],linestyle="-",marker="o",ecolor="gray")
+plt.savefig("test.png")
+    
+    
diff --git a/data/class.py b/data/svm/classification.py
index b021b34..5515364 100755
--- a/data/class.py
+++ b/data/svm/classification.py
@@ -6,6 +6,7 @@ import numpy as np
 import matplotlib.pyplot as plt
 from sets import Set
 import itertools
+import random
 
 def normalize(a,weights=None):
     if weights == None:
@@ -33,46 +34,53 @@ def read_filter(filename) :
     variance = a[:,2]
     diff = a[:,3]
     a = a[(distance>2) & (distance<3.2) & (diff<0.5)]
-    
     return a
 
-
 def normalize_filter(a,weights=None,nameset=None):
     a = np.ma.masked_array(a)
     #normalize data
     if weights==None:
-        weights = dict(zip(range(4,13),[None for i in range(9)]))
+        weights = dict(zip(range(4,13),[None]*9))
     a,weights = normalize(a,weights)
-
+    
     if nameset != None:
-        for i in range(len(a)):
-            if int(a[i][0]) not in nameset:
-                a.mask[i][0] = True
+        indexes = [i for i,v in enumerate(a[:,0]) if v in nameset]
+        a = a[indexes]
 
-    a = np.ma.mask_rows(a)
-    a = np.ma.compress_rows(a)
     return list(a[:,0]),[dict(zip(range(1,11),r)) for r in a[:,4:]],weights    
 
-train_filename = sys.argv[1]
-test_filename = sys.argv[2]
-log_filename = open(sys.argv[3],"w")
-a = read_filter(train_filename)
-b = read_filter(test_filename)
-main_set = Set(range(1,26)).difference(Set([13,19,3]))
+def perform_svm(a,b,nameset=None):
+    y1,x1,weights = normalize_filter(a,nameset=nameset)
+    model = svm_train(y1,x1)
+    y2,x2,weights = normalize_filter(b,weights=weights,nameset=nameset)
+    p_labels,p_acc,p_vals = svm_predict(y2,x2,model)
+    return p_labels,p_acc,p_vals
 
 def accuracy_subsets(n):
     for s in itertools.combinations(main_set,n):
-        y1,x1,weights = normalize_filter(a,nameset=s)
-        model = svm_train(y1,x1)
-        y2,x2,weights = normalize_filter(b,weights=weights,nameset=s)
-        p_labels,p_acc,p_vals = svm_predict(y2,x2,model)
+        p_acc = perform_svm(s)[1]
         log_filename.write(str(n)+"#"+str(s)+"#"+str(p_acc[0])+"\n")
         log_filename.flush()
-        
-#y1,x1,weights = normalize_filter(a,nameset=main_set)
-#model = svm_train(y1,x1)
-#y2,x2,weights = normalize_filter(b,weights=weights,nameset=main_set)
-#p_labels,p_acc,p_vals = svm_predict(y2,x2,model)
 
-for i in range(2,6):
-    accuracy_subsets(i)
+def accuracy_sample(n,m):
+    for i in range(m):
+        s = random.sample(main_set,n)
+        p_acc = perform_svm(s)[1]
+        log_filename.write(str(n)+"#"+str(s)+"#"+str(p_acc[0])+"\n")
+        log_filename.flush()
+
+if __name__ == "__main__":
+    random.seed()
+    train_filename = sys.argv[1]
+    test_filename = sys.argv[2]
+    log_filename = open(sys.argv[3],"w")
+    a = read_filter(train_filename)
+    b = read_filter(test_filename)
+    main_set = Set(range(1,26)).difference(Set([13,19,3]))
+    perform_svm(a,b,nameset=main_set)
+
+#for i in [6]:
+#    accuracy_subsets(i)
+
+#for i in [6]:
+#    accuracy_sample(i,200)