diff --git a/answers.txt b/answers.txt
new file mode 100644
index 0000000..4b5a278
--- /dev/null
+++ b/answers.txt
@@ -0,0 +1,22 @@
+3) How long did it take to run the process for each of these?
+
+On my system:
+real     2m55.532s
+user     2m56.228s
+sys     0m3.930s
+
+
+On AWS 
+282.0s (not counting time spent waiting for the EC2 instances)
+time count
+real     12m37.980s
+user     0m1.517s
+sys     0m0.229s
+
+
+4) How many address tags are there in the input?
+5140
+
+
+5) Does the local version and EMR version give the same answer?
+They give the same number of rows
diff --git a/emr-out/part-00000 b/emr-out/part-00000
new file mode 100644
index 0000000..5733021
--- /dev/null
+++ b/emr-out/part-00000
@@ -0,0 +1,1767 @@
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diff --git a/emr-out/part-00001 b/emr-out/part-00001
new file mode 100644
index 0000000..cf71a39
--- /dev/null
+++ b/emr-out/part-00001
@@ -0,0 +1,1686 @@
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diff --git a/emr-out/part-00002 b/emr-out/part-00002
new file mode 100644
index 0000000..90882e1
--- /dev/null
+++ b/emr-out/part-00002
@@ -0,0 +1,1687 @@
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diff --git a/emr/README.md b/emr/README.md
new file mode 100644
index 0000000..55e5b10
--- /dev/null
+++ b/emr/README.md
@@ -0,0 +1,4 @@
+# EMR Examples #
+
+* map-only - an example of how input splitting works
+* prime-multiplier - an example of map/reduce key/value pairs that multiplies large numbers of integers via prime factorization.  Also demonstrates the difference between the output of analysis and representation of the results (e.g. prime factorization vs the actual decimal number)
diff --git a/emr/map-only/generate-input.py b/emr/map-only/generate-input.py
new file mode 100644
index 0000000..dc35ebf
--- /dev/null
+++ b/emr/map-only/generate-input.py
@@ -0,0 +1,14 @@
+import sys
+import random
+import os
+
+prefix = sys.argv[1]
+files = int(sys.argv[2])
+max = int(sys.argv[3])
+
+for n in range(files):
+   f = open(prefix+"-"+str(n+1)+".txt","w")
+   for i in range(max):
+      f.write(str(n)+" "+str(i+1)+"\n")
+   f.close();
+
diff --git a/emr/map-only/identity.py b/emr/map-only/identity.py
new file mode 100644
index 0000000..ca52842
--- /dev/null
+++ b/emr/map-only/identity.py
@@ -0,0 +1,7 @@
+#!/usr/bin/python
+import sys
+
+while True:
+   data = sys.stdin.read(8192)
+   if not data: break
+   sys.stdout.write(data)
\ No newline at end of file
diff --git a/emr/map-only/line-count.py b/emr/map-only/line-count.py
new file mode 100644
index 0000000..b66681f
--- /dev/null
+++ b/emr/map-only/line-count.py
@@ -0,0 +1,8 @@
+#!/usr/bin/python
+import sys
+
+count = 0
+for line in sys.stdin:
+   count += 1
+   
+print "lines: ", count
diff --git a/emr/map-only/run.sh b/emr/map-only/run.sh
new file mode 100755
index 0000000..65b109b
--- /dev/null
+++ b/emr/map-only/run.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+EMRCLI=~/workspace/elastic-mapreduce-ruby/elastic-mapreduce
+JOBFLOW=$1
+BUCKET=$2
+INPUT=$3
+OUTPUT=$4
+$EMRCLI --jobflow $JOBFLOW --jar /home/hadoop/contrib/streaming/hadoop-streaming.jar --args "-files,s3://$BUCKET/line-count.py,-mapper,line-count.py,-reducer,NONE,-input,s3://$BUCKET/$INPUT/,-output,s3://$BUCKET/$OUTPUT/" --step-name "Line Count (Map Only)"
+
diff --git a/emr/prime-multiplier/generate-input.py b/emr/prime-multiplier/generate-input.py
new file mode 100644
index 0000000..d5b232d
--- /dev/null
+++ b/emr/prime-multiplier/generate-input.py
@@ -0,0 +1,15 @@
+import sys
+import random
+
+max = int(sys.argv[1])
+count = int(sys.argv[2])
+
+def positiveRandom(max):
+   n = random.random()
+   while n==0:
+      n = random.random()
+   r = int(n*max)
+   return 1 if r==0 else r
+   
+for i in range(count):
+   print positiveRandom(max)
\ No newline at end of file
diff --git a/emr/prime-multiplier/prime-factors.py b/emr/prime-multiplier/prime-factors.py
new file mode 100644
index 0000000..f590dfc
--- /dev/null
+++ b/emr/prime-multiplier/prime-factors.py
@@ -0,0 +1,39 @@
+#!/usr/bin/python
+import sys
+
+def appendPrime(primes):
+   p = primes[-1]
+   prime = False
+   while not prime:
+      p += 1
+      divisor = False
+      for i in range(0,len(primes)):
+         if p  % primes[i] == 0:
+            divisor = True
+            break
+      if not divisor:
+         prime = True
+   primes.append(p)
+   return primes
+            
+         
+primes = [2, 3, 5]
+counts = [0 for i in range(len(primes))]
+for line in sys.stdin:
+   i = int(line)
+   if (i==0):
+      continue
+   p = 0;
+   while i!=1:
+      #print i,p,i % primes[p],counts
+      while i!=1 and i % primes[p] == 0:
+         i = i / primes[p]
+         counts[p] += 1
+      p += 1
+      if i!=1 and p==len(primes):
+         appendPrime(primes)
+         counts.append(0)
+         
+for i in range(len(primes)):
+   if counts[i]>0:
+      print "LongValueSum:",primes[i],"\t",counts[i]
\ No newline at end of file
diff --git a/emr/prime-multiplier/run.sh b/emr/prime-multiplier/run.sh
new file mode 100755
index 0000000..2550db2
--- /dev/null
+++ b/emr/prime-multiplier/run.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+EMRCLI=~/workspace/elastic-mapreduce-ruby/elastic-mapreduce
+JOBFLOW=$1
+BUCKET=$2
+INPUT=$3
+OUTPUT=$4
+$EMRCLI --jobflow $JOBFLOW --jar /home/hadoop/contrib/streaming/hadoop-streaming.jar --args "-files,s3://$BUCKET/prime-factors.py,-mapper,prime-factors.py,-reducer,aggregate,-input,s3://$BUCKET/$INPUT/,-output,s3://$BUCKET/$OUTPUT/" --step-name "Multiply"
+