diff --git a/Schedule.md b/Schedule.md
index e6e2815..6ecc925 100644
--- a/Schedule.md
+++ b/Schedule.md
@@ -31,7 +31,7 @@
 | 3/24  | Logistic Regression         | [Ch15](http://nlp.stanford.edu/IR-book/pdf/15svm.pdf)  |  
 | 3/29  | Learning to Rank                 | [Ch15](http://nlp.stanford.edu/IR-book/pdf/15svm.pdf)                                               | [A3](https://github.com/iit-cs429/assignments/tree/master/a3) | [SVM](http://web.stanford.edu/class/cs276/handouts/lecture13-SVMs.ppt) / [LTR](http://web.stanford.edu/class/cs276/handouts/lecture14-learning-ranking.ppt) 
 ||**Part IV: Clustering**|
-| 3/31  | Clustering Overview                         |  [Ch16](http://nlp.stanford.edu/IR-book/pdf/16flat.pdf) | | [L22](lectures/lec19)
+| 3/31  | Clustering Overview                         |  [Ch16](http://nlp.stanford.edu/IR-book/pdf/16flat.pdf) | | [L19](lectures/lec19)
 | 4/05  | K-Means                               | [Ch16](http://nlp.stanford.edu/IR-book/pdf/16flat.pdf) |   [Q2](https://blackboard.iit.edu/webapps/blackboard/content/listContentEditable.jsp?content_id=_362431_1&course_id=_47700_1)       | 
 | 4/07  | EM                              | [Ch18](http://nlp.stanford.edu/IR-book/pdf/18lsi.pdf)  | | [L22](lectures/lec22)
 | 4/12  | Word Clustering                              | Handouts                                               | | [L23](lectures/lec23)