diff --git a/Histogram.png b/Histogram.png
new file mode 100644
index 0000000..a03ffc3
Binary files /dev/null and b/Histogram.png differ
diff --git a/Iris_Classifier.py b/Iris_Classifier.py
index dd9d917..daf8fdd 100644
--- a/Iris_Classifier.py
+++ b/Iris_Classifier.py
@@ -21,7 +21,7 @@
 
 
 #dataset.head(k) ->prints first k training examples
- print(dataset.head(20))
+#print(dataset.head(20))
 
 
 # #detailed description of dataset
@@ -29,7 +29,7 @@
 
 
 # class distribution
- print(dataset.groupby('class').size())
+print(dataset.groupby('class').size())
 
 
 # histograms
@@ -59,7 +59,7 @@
 
 
 #evaluate each model in turn
-results = []
+''' results = []
 names = []
 for name, model in models:
     kfold = model_selection.KFold(n_splits=10, random_state=seed)
@@ -69,8 +69,10 @@
     msg = "%s: %f (%f)" % (name, cv_results.mean(), cv_results.std())
     print(msg)
 
-
+'''
 # Make predictions on validation dataset
+
+
 lr = LogisticRegression()
 lr.fit(X_train,Y_train);
 predictions = lr.predict(X_validation)
diff --git a/Scatter_Matrix.png b/Scatter_Matrix.png
new file mode 100644
index 0000000..d83431f
Binary files /dev/null and b/Scatter_Matrix.png differ