Added accuracy measure
Esse commit está contido em:
Veeranjaneya Ashok
@@ -0,0 +1,43 @@
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import time
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import math
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import sys
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usage = "filename labels_1 labels_2 feature_index"
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def file_len(fname):
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with open(fname) as f:
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for i, l in enumerate(f):
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pass
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return i + 1
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def accuracy(s1,s2,threshold,feature_index):
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line_count = file_len(s1)
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f1 = open(s1,'r')
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f2 = open(s2,'r')
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count = 0
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try:
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for i in xrange(line_count):
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a = float(f1.readline())
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b = float(f2.readline())
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if((a<=threshold and b<=threshold)or(a>threshold and b>threshold)):
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f3.write("1")
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count = count + 1
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else:
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f3.write("0")
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if(float(feature_index)%4!=0):
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print("%0.2f\t"%((count*1.0/line_count)*100.0))
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else:
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print("%0.2f\t\n"%((count*1.0/line_count)*100.0))
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except IOError:
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print("Error: IOError at count %d "%count)
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f1.close()
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f2.close()
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def main():
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if (len(sys.argv)!=4):
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print usage
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else:
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accuracy(sys.argv[1],sys.argv[2],4.5,sys.argv[3])
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if __name__ == "__main__":main()
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+92
@@ -119,3 +119,95 @@ python regression_logistic.py "data/features_sampled.dat" "data/labels_1.dat" "p
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python regression_logistic.py "data/features_sampled.dat" "data/labels_2.dat" "predict/sampled_logistic_2.dat"
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python regression_logistic.py "data/features_sampled.dat" "data/labels_3.dat" "predict/sampled_logistic_3.dat"
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#generate accuracy files
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echo "generating raw files"
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echo "Linear" >results.dat
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python accuracy.py predict/hsic_linear_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/hsic_linear_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/hsic_linear_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/hsic_linear_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Bayesian" >>results.dat
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python accuracy.py predict/hsic_bayesian_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/hsic_bayesian_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/hsic_bayesian_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/hsic_bayesian_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Dtree" >>results.dat
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python accuracy.py predict/hsic_dtree_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/hsic_dtree_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/hsic_dtree_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/hsic_dtree_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "svr" >>results.dat
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python accuracy.py predict/hsic_svr_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/hsic_svr_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/hsic_svr_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/hsic_svr_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "logistic" >>results.dat
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python accuracy.py predict/hsic_logistic_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/hsic_logistic_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/hsic_logistic_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/hsic_logistic_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Linear" >>results.dat
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python accuracy.py predict/sampled_linear_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/sampled_linear_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/sampled_linear_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/sampled_linear_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Bayesian" >>results.dat
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python accuracy.py predict/sampled_bayesian_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/sampled_bayesian_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/sampled_bayesian_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/sampled_bayesian_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Dtree" >>results.dat
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python accuracy.py predict/sampled_dtree_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/sampled_dtree_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/sampled_dtree_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/sampled_dtree_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "svr" >>results.dat
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python accuracy.py predict/sampled_svr_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/sampled_svr_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/sampled_svr_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/sampled_svr_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "logistic" >>results.dat
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python accuracy.py predict/sampled_logistic_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/sampled_logistic_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/sampled_logistic_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/sampled_logistic_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Linear" >>results.dat
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python accuracy.py predict/rrt_linear_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/rrt_linear_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/rrt_linear_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/rrt_linear_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Bayesian" >>results.dat
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python accuracy.py predict/rrt_bayesian_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/rrt_bayesian_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/rrt_bayesian_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/rrt_bayesian_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "Dtree" >>results.dat
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python accuracy.py predict/rrt_dtree_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/rrt_dtree_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/rrt_dtree_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/rrt_dtree_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "svr" >>results.dat
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python accuracy.py predict/rrt_svr_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/rrt_svr_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/rrt_svr_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/rrt_svr_3.dat data/labels_test_3.dat 4 >>results.dat
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echo "logistic" >>results.dat
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python accuracy.py predict/rrt_logistic_0.dat data/labels_test_0.dat 1 >>results.dat
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python accuracy.py predict/rrt_logistic_1.dat data/labels_test_1.dat 2 >>results.dat
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python accuracy.py predict/rrt_logistic_2.dat data/labels_test_2.dat 3 >>results.dat
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python accuracy.py predict/rrt_logistic_3.dat data/labels_test_3.dat 4 >>results.dat
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