diff --git a/homework/homework3/goals.dat b/homework/homework3/goals.dat
new file mode 100644
index 0000000..3e8c505
--- /dev/null
+++ b/homework/homework3/goals.dat
@@ -0,0 +1,57 @@
+0,1872
+1,1874
+0,1876
+2,1878
+4,1880
+1,1882
+0,1884
+1,1886
+5,1888
+1,1890
+4,1892
+2,1894
+1,1896
+3,1898
+1,1900
+1,1904
+1,1906
+1,1908
+0,1910
+1,1912
+1,1914
+NA,1916
+NA,1918
+0,1921
+2,1923
+0,1925
+2,1927
+0,1929
+0,1931
+1,1933
+0,1935
+1,1937
+2,1939
+NA,1941
+NA,1943
+NA,1945
+2,1948
+1,1950
+2,1952
+4,1954
+1,1956
+4,1958
+1,1960
+0,1962
+0,1964
+4,1966
+1,1968
+0,1970
+1,1972
+0,1974
+1,1976
+1,1978
+2,1980
+1,1982
+1,1984
+0,1985
+0,1987
diff --git a/homework/homework3/hw3.py b/homework/homework3/hw3.py
new file mode 100644
index 0000000..9add6d8
--- /dev/null
+++ b/homework/homework3/hw3.py
@@ -0,0 +1,60 @@
+#1/usr/bin/env python
+
+import math
+import matplotlib.pyplot as plt
+
+SQRT_2PI = math.sqrt(2.0 * math.pi)
+
+def gaussian(x):
+    return math.exp(-0.5*x*x)/SQRT_2PI
+
+def kernel(x,y,h,binpoints):
+    bins = [0] * len(binpoints)
+    i = 0
+    for b in binpoints:
+        bins[i] = (float(y)/float(h))*gaussian((b-x)/float(h))
+        i += 1
+    return bins
+
+filename = 'goals.dat'
+
+years = [] #x-axis
+scores = [] #y-axis
+
+for line in file(filename):
+    line = line.strip()
+    [score, year] = line.split(",")
+    if score != 'NA':
+        scores.append(float(score))
+        years.append(float(year))
+
+n = len(years)
+nbins = n * 1
+low = min(years)
+high = max(years)
+
+binpoints = [0] * nbins
+masterbin = [0] * nbins
+
+delta = (high - low) / (nbins - 1)
+
+b = low
+i = 0
+while b <= high:
+    binpoints[i] = b
+    b += delta
+    i += 1
+
+for i in range(n):
+    # I like using 10 the best, the line is smoothed the most and seems to
+    # show trends best, 1 is not smoothed much, 3 still seems too messy
+    bins = kernel(years[i],scores[i], 10, binpoints)
+    for j in range(nbins):
+        masterbin[j] += bins[j] # I had "=+" here and could not get the KDE to plot, took forever to find the problem
+
+plt.plot(binpoints,masterbin,'b-')
+plt.plot(years, scores,'g-')
+plt.xlabel("Year")
+plt.ylabel("Score")
+plt.title("England's Score")
+plt.show()