diff --git a/index.Rmd b/index.Rmd
index 4012df5..0a72e8e 100644
--- a/index.Rmd
+++ b/index.Rmd
@@ -63,7 +63,7 @@ https://github.com/SISBID/Module1/blob/gh-pages/getting_started.md
 |2 | --- | 3:00PM - 3:30PM | Break | --- |
 |2 | 2019-07-16 | 3:30PM-5:00PM | [Manipulation/Summarization](https://docs.google.com/presentation/d/1YI91J4sDsIFC48PXJcpU1e_ICfT4qnNrh_zlK4GpSNw/edit?usp=sharing) [PDF](lecture_notes/sisbid-manipulation.pdf)| 
 |----|------------|--------------|---------------------|--------------------------------------|
-|3 | 2019-07-17 | 8:30AM-10:00AM | [Databases](https://docs.google.com/presentation/d/11vCz5KrS2uKhr1rOlmeVzXGslkz5IKoEjgMTgpaK5ds/edit?usp=sharing) [Reshaping](lecture_notes/Manipulating_Data_in_R.html), [Lab](labs/Manipulating_Data_in_R_Lab.Rmd), [Key](labs/Manipulating_Data_in_R_Lab_Key.html) |  |
+|3 | 2019-07-17 | 8:30AM-10:00AM | [Databases](https://docs.google.com/presentation/d/11vCz5KrS2uKhr1rOlmeVzXGslkz5IKoEjgMTgpaK5ds/edit?usp=sharing) [Reshaping](lecture_notes/Manipulating_Data_in_R.html),[PDF](lecture_notes/Manipulating_Data_in_R.pdf), [Lab](labs/Manipulating_Data_in_R_Lab.Rmd), [Key](labs/Manipulating_Data_in_R_Lab_Key.html) |  |
 |3 | --- | 3:00PM - 3:30PM | Break | --- |
 |3 | 2019-07-17 | 10:30AM-12:00PM | [Big Data "Tricks"](lecture_notes/Big_Data_Tricks.html), [PDF](lecture_notes/R_Big_Data_Tricks.pdf),[Cloud](https://rstudio.cloud/spaces/21228/project/415321) |   | 
 |3 | 2019-07-17 | 10:30AM-12:00PM |  [Slides](https://docs.google.com/presentation/d/1L2bK_4zEvvbOoPzo2g-mGXlugXjCEi-QIui8DgAUpvQ/edit?usp=sharing) [lab](labs/final_lab.Rmd) | Putting it all together  | 
diff --git a/index.html b/index.html
index 1834fac..72caff5 100644
--- a/index.html
+++ b/index.html
@@ -589,7 +589,7 @@ <h2>Data Wrangling with R</h2>
 <td>3</td>
 <td>2019-07-17</td>
 <td>8:30AM-10:00AM</td>
-<td><a href="https://docs.google.com/presentation/d/11vCz5KrS2uKhr1rOlmeVzXGslkz5IKoEjgMTgpaK5ds/edit?usp=sharing">Databases</a> <a href="lecture_notes/Manipulating_Data_in_R.html">Reshaping</a>, <a href="labs/Manipulating_Data_in_R_Lab.Rmd">Lab</a>, <a href="labs/Manipulating_Data_in_R_Lab_Key.html">Key</a></td>
+<td><a href="https://docs.google.com/presentation/d/11vCz5KrS2uKhr1rOlmeVzXGslkz5IKoEjgMTgpaK5ds/edit?usp=sharing">Databases</a> <a href="lecture_notes/Manipulating_Data_in_R.html">Reshaping</a>,<a href="lecture_notes/Manipulating_Data_in_R.pdf">PDF</a>, <a href="labs/Manipulating_Data_in_R_Lab.Rmd">Lab</a>, <a href="labs/Manipulating_Data_in_R_Lab_Key.html">Key</a></td>
 <td></td>
 </tr>
 <tr class="even">
@@ -618,7 +618,7 @@ <h2>Data Wrangling with R</h2>
 <!--|3 | 2019-07-17 | 1:30PM-3:00PM | [Project](labs/data-cleaning-lab.Rmd), [Key](labs/data-cleaning-lab-key.Rmd) |   |  -->
 <p><strong>Miscellaneous</strong></p>
 <p>Feel free to submit typos/errors/etc via the github repository associated with the class: <a href="https://github.com/SISBID/Module1" class="uri">https://github.com/SISBID/Module1</a></p>
-<p>This page was last updated on 2019-07-17 09:03:08 Eastern Time.</p>
+<p>This page was last updated on 2019-07-17 11:24:46 Eastern Time.</p>
 </div>