diff --git a/lib/natural/classifiers/classifier.js b/lib/natural/classifiers/classifier.js
index f39da0c17..e65bd1701 100644
--- a/lib/natural/classifiers/classifier.js
+++ b/lib/natural/classifiers/classifier.js
@@ -47,8 +47,9 @@ function addDocument(text, classification) {
 	text: text
     });
 
-    for(var i = 0; i < text.length; i++) {
-	this.features[text[i]] = 1;
+    for (var i = 0; i < text.length; i++) {
+        var token = text[i];
+        this.features[token] = (this.features[token] || 0) + 1;
     }
 }
 
diff --git a/spec/classifier_spec.js b/spec/classifier_spec.js
index 416614361..5e307049b 100644
--- a/spec/classifier_spec.js
+++ b/spec/classifier_spec.js
@@ -20,8 +20,8 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
 THE SOFTWARE.
 */
 
-var natural = require('lib/natural');
-var baseClassifier = require('lib/natural/classifiers/classifier.js');
+var natural = require('../lib/natural');
+var baseClassifier = require('../lib/natural/classifiers/classifier.js');
 var fs = require('fs');
 
 describe('classifier', function () {
@@ -33,6 +33,20 @@ describe('classifier', function () {
             classifier.addDocument('', 'philosophy');
             expect(classifier.docs.length).toBe(0);
         });
+
+        it('should increment features', function () {
+            var classifier = new natural.BayesClassifier();
+            classifier.addDocument('foo', '');
+            classifier.addDocument('foo', '');
+            classifier.addDocument('bar', '');
+            classifier.addDocument('bar', '');
+            classifier.addDocument('bar', '');
+            classifier.addDocument('baz', '');
+            expect(classifier.docs.length).toBe(6);
+            expect(classifier.features['foo']).toBe(2);
+            expect(classifier.features['bar']).toBe(3);
+            expect(classifier.features['baz']).toBe(1);
+        });
     });
 
     describe('events emitters', function () {