diff --git a/_modules/week-01.md b/_modules/week-01.md
index bde9922..33de2d3 100644
--- a/_modules/week-01.md
+++ b/_modules/week-01.md
@@ -16,5 +16,5 @@ Aug 30
 : *Optional Reading:* [CIT 1.1](https://inferentialthinking.com/chapters/01/1/intro.html), [3.1](https://inferentialthinking.com/chapters/03/1/Expressions.html); [SPR 8](https://cs.stanford.edu/people/nick/py/python-math.html)
 : **Survey**{: .label .label-survey} Welcome Survey  
 : **Discussion 01**{: .label .label-discussion} Fractions & Health Data
-  : Worksheet • 
-  <!--[Solutions](./assignments/disc01-sols.pdf) -->
+  : Worksheet
+  <!-- &#8226; [Solutions](./assignments/disc01-sols.pdf) -->
diff --git a/_modules/week-02.md b/_modules/week-02.md
index 5ada7ee..3b1c58a 100644
--- a/_modules/week-02.md
+++ b/_modules/week-02.md
@@ -21,5 +21,5 @@ Sep 6
   : Slides &#8226; Code &#8226; Blank Code
 : *Optional Reading:* [PPDS 1.2](https://www.tomasbeuzen.com/python-programming-for-data-science/chapters/chapter1-basics.html#none), [CIT 5.1](https://inferentialthinking.com/chapters/05/1/Arrays.html)
 : **Discussion 2**{: .label .label-discussion}
-  : Worksheet &#8226; 
-  <!--[Solutions](./assignments/disc01-sols.pdf) -->
\ No newline at end of file
+  : Worksheet
+  <!--&#8226; [Solutions](./assignments/disc01-sols.pdf) -->
\ No newline at end of file
diff --git a/_modules/week-03.md b/_modules/week-03.md
index 9672c23..ccb7d61 100644
--- a/_modules/week-03.md
+++ b/_modules/week-03.md
@@ -19,5 +19,5 @@ Sep 13
 : **7** {: .label} Introduction to Social Science Research
   : Slides
 : **Discussion 3**{: .label .label-discussion}
-  : Worksheet &#8226; 
-  <!--[Solutions](./assignments/disc01-sols.pdf) -->
\ No newline at end of file
+  : Worksheet 
+  <!-- &#8226; [Solutions](./assignments/disc01-sols.pdf) -->
\ No newline at end of file
diff --git a/_modules/week-04.md b/_modules/week-04.md
index 97e7f42..8484b9a 100644
--- a/_modules/week-04.md
+++ b/_modules/week-04.md
@@ -5,16 +5,20 @@ status: Active
 ---
 
 Sep 16
-: **8**
+: **8** {: .label} Table Fundamentals 
+  : Slides &#8226; Codes
+: *Optional Reading:* [CIT 6](https://inferentialthinking.com/chapters/06/Tables.html), [CIT 6.2](https://inferentialthinking.com/chapters/06/2/Selecting_Rows.html) [`datascience` Documentation](http://data8.org/datascience/tutorial.html#creating-a-table)
 : **Reading 2**{: .label .label-reading} &nbsp;**Due Sep 12 @ 11:00PM**
 
 
 Sep 18
-: **9**
-: **Lab 3**{: .label .label-lab}  &nbsp;**Due Sep 18 @ 11:00PM**
+: **9** Tables Methods, Data Manipulaiotn
+: **Lab 3**{: .label .label-lab} Tables and Data Manipulation &nbsp;**Due Sep 18 @ 11:00PM**
 
 Sep 20 
-: **10**
+: **10** Sorting and Filtering Rows
+  : Slides &#8226; Code &#8226; Blank Code 
+: *Optional Reading:* [CIT 6.1](https://inferentialthinking.com/chapters/06/1/Sorting_Rows.html), [CIT 6.2](https://inferentialthinking.com/chapters/06/1/Sorting_Rows.html)
 : **Discussion 4**{: .label .label-discussion}
-  : Worksheet &#8226; 
-  <!--[Solutions](./assignments/disc01-sols.pdf) -->
+  : Worksheet 
+  <!--&#8226;[Solutions](./assignments/disc01-sols.pdf) -->
diff --git a/_modules/week-05.md b/_modules/week-05.md
index 5e6dd7d..969e6ab 100644
--- a/_modules/week-05.md
+++ b/_modules/week-05.md
@@ -5,15 +5,19 @@ status: Active
 ---
 
 Sep 23
-: **11**
+: **11** {: .label} Functions Part 1.
+  : Slides &#8226; Code &#8226; Blank Code
+: *Optional Reading:* [CIT 8](https://inferentialthinking.com/chapters/08/Functions_and_Tables.html), [SPR 9](https://cs.stanford.edu/people/nick/py/python-function.html), [PPDS 2.5](https://www.tomasbeuzen.com/python-programming-for-data-science/chapters/chapter2-loops-functions.html#functions)
 : **Homework 2**{: .label .label-homework} Functions &nbsp; **Due Oct 3 @ 11:00PM**
 
 Sep 25
-: **12**
-: **Lab 4**{: .label .label-lab} Using Jupyter Notebooks &nbsp;**Due Sep 25 @ 11:00PM**
+: **12** {: .label} Functions Part 2
+: **Lab 4**{: .label .label-lab} Functions &nbsp;**Due Sep 25 @ 11:00PM**
 
 Sep 27
-: **13**
+: **13** {: .label}  Applying
+  : Slides &#8226; Code &#8226; Blank Code
+: *Optional Reading:* [CIT 8.1](https://inferentialthinking.com/chapters/08/1/Applying_a_Function_to_a_Column.html)
  **Discussion 5**{: .label .label-discussion}
-  : Worksheet &#8226; 
-  <!--[Solutions](./assignments/disc01-sols.pdf) -->
+  : Worksheet
+  <!--&#8226;[Solutions](./assignments/disc01-sols.pdf) -->
diff --git a/_modules/week-06.md b/_modules/week-06.md
index 78a26c7..658e5f9 100644
--- a/_modules/week-06.md
+++ b/_modules/week-06.md
@@ -5,14 +5,19 @@ status: Active
 ---
 
 Sep 30 
-: **14**
+: **14** {: .label} Row Methods, Joining Tables
+  : Slides &#8226; Code &#8226; Blank Code
+: *Optional Reading:* [CIT 8.4](https://inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html)
 
 Oct 2
-: **15**
-: **Lab 5**{: .label .label-lab}  &nbsp;**Due Oct 2 @ 11:00PM**
+: **15** Tables
+: **Lab 5**{: .label .label-lab}  Tables &nbsp;**Due Oct 2 @ 11:00PM**
 
 Oct 4
-: **16**
+: **16** {: .label} Group, Pivot
+  : Slides&#8226; Code &#8226; Blank Code
+: *Optional Reading:* [CIT 7.1.3](https://inferentialthinking.com/chapters/07/1/Visualizing_Categorical_Distributions.html?highlight=group#grouping-categorical-data), [CIT 8.3.3](https://inferentialthinking.com/chapters/08/3/Cross-Classifying_by_More_than_One_Variable.html?highlight=pivot#pivot-tables-rearranging-the-output-of-group), [Table Function Visualizer](http://data8.org/interactive_table_functions/)
+
  **Discussion 6**{: .label .label-discussion}
   : Worksheet &#8226; 
   <!--[Solutions](./assignments/disc01-sols.pdf) -->