diff --git a/.gitignore b/.gitignore
index 3a14dca..386306c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,4 +10,5 @@ PEL208-Special_Learning_Topics/least_squares_data/.idea
 PEL208-Special_Learning_Topics/pca_data/.idea
 PEL208-Special_Learning_Topics/lda_data/.idea
 PEL208-Special_Learning_Topics/kmeans_data/.idea
-Python_Assignments/__pycache__
\ No newline at end of file
+Python_Assignments/__pycache__
+Python_Assignments/naive_bayes/__pycache__
\ No newline at end of file
diff --git a/Python_Assignments/NaiveBayes.py b/Python_Assignments/naive_bayes/NaiveBayes.py
similarity index 100%
rename from Python_Assignments/NaiveBayes.py
rename to Python_Assignments/naive_bayes/NaiveBayes.py
diff --git a/Python_Assignments/ex1.py b/Python_Assignments/naive_bayes/ex1.py
similarity index 91%
rename from Python_Assignments/ex1.py
rename to Python_Assignments/naive_bayes/ex1.py
index 4299369..8d78f30 100644
--- a/Python_Assignments/ex1.py
+++ b/Python_Assignments/naive_bayes/ex1.py
@@ -1,4 +1,4 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
 
 df = pd.read_csv('ex1.txt', index_col=0)
diff --git a/Python_Assignments/ex1.txt b/Python_Assignments/naive_bayes/ex1.txt
similarity index 100%
rename from Python_Assignments/ex1.txt
rename to Python_Assignments/naive_bayes/ex1.txt
diff --git a/Python_Assignments/gaussianExample.py b/Python_Assignments/naive_bayes/gaussianExample.py
similarity index 92%
rename from Python_Assignments/gaussianExample.py
rename to Python_Assignments/naive_bayes/gaussianExample.py
index 1a1e573..1db73fc 100644
--- a/Python_Assignments/gaussianExample.py
+++ b/Python_Assignments/naive_bayes/gaussianExample.py
@@ -1,4 +1,4 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
 
 df = pd.read_csv('gaussianExample.txt')
diff --git a/Python_Assignments/gaussianExample.txt b/Python_Assignments/naive_bayes/gaussianExample.txt
similarity index 100%
rename from Python_Assignments/gaussianExample.txt
rename to Python_Assignments/naive_bayes/gaussianExample.txt
diff --git a/Python_Assignments/inClassExample.py b/Python_Assignments/naive_bayes/inClassExample.py
similarity index 91%
rename from Python_Assignments/inClassExample.py
rename to Python_Assignments/naive_bayes/inClassExample.py
index 7255228..0e5e2cc 100644
--- a/Python_Assignments/inClassExample.py
+++ b/Python_Assignments/naive_bayes/inClassExample.py
@@ -1,4 +1,4 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
 
 df = pd.read_csv('playTennis.txt', index_col=0)
diff --git a/Python_Assignments/iris.py b/Python_Assignments/naive_bayes/iris.py
similarity index 92%
rename from Python_Assignments/iris.py
rename to Python_Assignments/naive_bayes/iris.py
index 95a5500..f6e75f4 100644
--- a/Python_Assignments/iris.py
+++ b/Python_Assignments/naive_bayes/iris.py
@@ -1,7 +1,8 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
+import os
 
-df = pd.read_csv('iris.txt')
+df = pd.read_csv(os.path.join('..', 'iris.txt'))
 target_feature = 'class'
 
 n_bayes = naive.NaiveBayes(df, target_feature)
diff --git a/Python_Assignments/playTennis.txt b/Python_Assignments/naive_bayes/playTennis.txt
similarity index 100%
rename from Python_Assignments/playTennis.txt
rename to Python_Assignments/naive_bayes/playTennis.txt
diff --git a/Python_Assignments/pred_ex1.txt b/Python_Assignments/naive_bayes/pred_ex1.txt
similarity index 100%
rename from Python_Assignments/pred_ex1.txt
rename to Python_Assignments/naive_bayes/pred_ex1.txt
diff --git a/Python_Assignments/pred_gaussianExample.txt b/Python_Assignments/naive_bayes/pred_gaussianExample.txt
similarity index 100%
rename from Python_Assignments/pred_gaussianExample.txt
rename to Python_Assignments/naive_bayes/pred_gaussianExample.txt
diff --git a/Python_Assignments/pred_playTennis.txt b/Python_Assignments/naive_bayes/pred_playTennis.txt
similarity index 100%
rename from Python_Assignments/pred_playTennis.txt
rename to Python_Assignments/naive_bayes/pred_playTennis.txt
diff --git a/Python_Assignments/requirements.txt b/Python_Assignments/naive_bayes/requirements.txt
similarity index 100%
rename from Python_Assignments/requirements.txt
rename to Python_Assignments/naive_bayes/requirements.txt
diff --git a/Python_Assignments/seeds.py b/Python_Assignments/naive_bayes/seeds.py
similarity index 92%
rename from Python_Assignments/seeds.py
rename to Python_Assignments/naive_bayes/seeds.py
index 215bc63..ecd3704 100644
--- a/Python_Assignments/seeds.py
+++ b/Python_Assignments/naive_bayes/seeds.py
@@ -1,7 +1,8 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
+import os
 
-df = pd.read_csv('seeds.txt')
+df = pd.read_csv(os.path.join('..', 'seeds.txt'))
 target_feature = 'class'
 
 n_bayes = naive.NaiveBayes(df, target_feature)
diff --git a/Python_Assignments/wine.py b/Python_Assignments/naive_bayes/wine.py
similarity index 92%
rename from Python_Assignments/wine.py
rename to Python_Assignments/naive_bayes/wine.py
index 77f4b38..2725d75 100644
--- a/Python_Assignments/wine.py
+++ b/Python_Assignments/naive_bayes/wine.py
@@ -1,7 +1,8 @@
-import Python_Assignments.NaiveBayes as naive
+import NaiveBayes as naive
 import pandas as pd
+import os
 
-df = pd.read_csv('wine.txt')
+df = pd.read_csv(os.path.join('..', 'wine.txt'))
 target_feature = 'class'
 
 n_bayes = naive.NaiveBayes(df, target_feature)