diff --git a/ch3/3_1_wordsteam.py b/ch3/3_1_wordsteam.py
index 9b10cbb..ef87f6e 100644
--- a/ch3/3_1_wordsteam.py
+++ b/ch3/3_1_wordsteam.py
@@ -1,8 +1,7 @@
 # This script give you idea how stemming has been placed by using NLTK and Polyglot libraries.
 # It is part of morphological analysis
 
-from nltk.stem import PorterStemmer
-from polyglot.text import Text, Word
+from nltk.stem import PorterStemmer, SnowballStemmer
 
 word = "unexpected"
 text = "disagreement"
@@ -21,35 +20,36 @@
 
 def stemmer_porter():
     port = PorterStemmer()
-    print "\nDerivational Morphemes"
-    print " ".join([port.stem(i) for i in text6.split()])
-    print " ".join([port.stem(i) for i in text7.split()])
-    print "\nInflectional  Morphemes"
-    print " ".join([port.stem(i) for i in text8.split()])
-    print " ".join([port.stem(i) for i in text9.split()])
-    print "\nSome examples"
-    print " ".join([port.stem(i) for i in word.split()])
-    print " ".join([port.stem(i) for i in text.split()])
-    print " ".join([port.stem(i) for i in text1.split()])
-    print " ".join([port.stem(i) for i in text2.split()])
-    print " ".join([port.stem(i) for i in text3.split()])
-    print " ".join([port.stem(i) for i in text4.split()])
-    print " ".join([port.stem(i) for i in text5.split()])
+    print("\nDerivational Morphemes")
+    print(" ".join([port.stem(i) for i in text6.split()]))
+    print(" ".join([port.stem(i) for i in text7.split()]))
+    print("\nInflectional  Morphemes")
+    print(" ".join([port.stem(i) for i in text8.split()]))
+    print(" ".join([port.stem(i) for i in text9.split()]))
+    print("\nSome examples")
+    print(" ".join([port.stem(i) for i in word.split()]))
+    print(" ".join([port.stem(i) for i in text.split()]))
+    print(" ".join([port.stem(i) for i in text1.split()]))
+    print(" ".join([port.stem(i) for i in text2.split()]))
+    print(" ".join([port.stem(i) for i in text3.split()]))
+    print(" ".join([port.stem(i) for i in text4.split()]))
+    print(" ".join([port.stem(i) for i in text5.split()]))
 
 
 def polyglot_stem():
-    print "\nDerivational Morphemes using polyglot library"
+    snowball = SnowballStemmer("english")
+    print("\nDerivational Morphemes using NLTK SnowballStemmer (replaces polyglot)")
     for w in words_derv:
-        w = Word(w, language="en")
-        print("{:<20}{}".format(w, w.morphemes))
-    print "\nInflectional Morphemes using polyglot library"
+        stem = snowball.stem(w)
+        print("{:<20}{}".format(w, stem))
+    print("\nInflectional Morphemes using NLTK SnowballStemmer (replaces polyglot)")
     for w in word_infle:
-        w = Word(w, language="en")
-        print("{:<20}{}".format(w, w.morphemes))
-    print "\nSome Morphemes examples using polyglot library"
+        stem = snowball.stem(w)
+        print("{:<20}{}".format(w, stem))
+    print("\nSome Morphemes examples using NLTK SnowballStemmer (replaces polyglot)")
     for w in word_infle:
-        w = Word(w, language="en")
-        print("{:<20}{}".format(w, w.morphemes))
+        stem = snowball.stem(w)
+        print("{:<20}{}".format(w, stem))
 
 
 if __name__ == "__main__":
diff --git a/ch3/Chapter_3_Installation_Commands.txt b/ch3/Chapter_3_Installation_Commands.txt
index d3110f0..bbbbc50 100644
--- a/ch3/Chapter_3_Installation_Commands.txt
+++ b/ch3/Chapter_3_Installation_Commands.txt
@@ -2,7 +2,12 @@ NLTK we have already installed
 
 We need to install followiing libraries
 
-Polyglot - installation steps
+Polyglot - installation steps (DEPRECATED - polyglot data server is no longer available)
+  NOTE: The polyglot library has been replaced with NLTK's SnowballStemmer in 3_1_wordsteam.py
+  due to the polyglot data server (http://polyglot.cs.stonybrook.edu/~polyglot) being unavailable.
+  The NLTK SnowballStemmer provides similar stemming functionality without requiring external downloads.
+  
+  Original installation (no longer needed):
   $ sudo apt-get install python-numpy libicu-dev
   $ sudo pip install polyglot==16.7.4