diff --git a/_config.yml b/_config.yml
index 0e5d48f..10c417c 100644
--- a/_config.yml
+++ b/_config.yml
@@ -224,19 +224,20 @@ links:
     lab09: "Lab 09"
     lab10: "Lab 10"
   wksht:
-    wksht01: "[Discussion 01 Worksheet](https://drive.google.com/file/d/1SxtXURV9UabpSOtQDvRXy9qb6DxkSBF9/view?usp=sharing)"
-    wksht02: "[Discussion 02 Worksheet](https://drive.google.com/file/d/1jHmmIzs38SDVZ9BO6P7116lv5Tb9uaji/view?usp=sharing)"
-    wksht03: "[Discussion 03 Worksheet](https://drive.google.com/file/d/1J4AME-GGaT6vqnjmOvBBXFC8hB57SJl_/view?usp=sharing)"
-    wksht04: "[Discussion 04 Worksheet](https://drive.google.com/file/d/1nP-MkclyDgtTeh1UBKRvmgMILNCy1MIg/view?usp=sharing)"
-    wksht05: "[Discussion 05 Worksheet](https://drive.google.com/file/d/1bnRdOnbvWW0cgXUnvWgQcTaHfvCZrXco/view?usp=sharing)"
-    wksht06: "[Discussion 06 Worksheet](https://drive.google.com/file/d/1hiCxi9Kddl2f3QwiKuKvOqRRnPI9zSK8/view?usp=sharing)"
-    wksht07: "[Discussion 07 Worksheet](https://drive.google.com/file/d/1rGX7nzPXANR9IiBEPTCGyV0HYqlS2da6/view?usp=sharing)"
-    wksht08: "[Midterm Review Worksheet](https://drive.google.com/file/d/1a0Ju7bTWGwz89Zb1NFdt8GBz0okqARwU/view?usp=sharing)"
-    wksht09: ""
-    wksht10: ""
-    wksht11: ""
-    wksht12: ""
-    wksht13: ""
+    wksht01: "[Worksheet 01](https://drive.google.com/file/d/1SxtXURV9UabpSOtQDvRXy9qb6DxkSBF9/view?usp=sharing)"
+    wksht02: "[Worksheet 02](https://drive.google.com/file/d/1jHmmIzs38SDVZ9BO6P7116lv5Tb9uaji/view?usp=sharing)"
+    wksht03: "[Worksheet 03](https://drive.google.com/file/d/1J4AME-GGaT6vqnjmOvBBXFC8hB57SJl_/view?usp=sharing)"
+    wksht04: "[Worksheet 04](https://drive.google.com/file/d/1nP-MkclyDgtTeh1UBKRvmgMILNCy1MIg/view?usp=sharing)"
+    wksht05: "[Worksheet 05](https://drive.google.com/file/d/1bnRdOnbvWW0cgXUnvWgQcTaHfvCZrXco/view?usp=sharing)"
+    wksht06: "[Worksheet 06](https://drive.google.com/file/d/1hiCxi9Kddl2f3QwiKuKvOqRRnPI9zSK8/view?usp=sharing)"
+    wksht07: "[Worksheet 07](https://drive.google.com/file/d/1rGX7nzPXANR9IiBEPTCGyV0HYqlS2da6/view?usp=sharing)"
+    wksht08: "[Worksheet 08](https://drive.google.com/file/d/1a0Ju7bTWGwz89Zb1NFdt8GBz0okqARwU/view?usp=sharing)"
+    wksht09: "[Worksheet 09](https://drive.google.com/file/d/19El5PzgmRfAnFDkJ1pyeYK8CrMrlnEXH/view?usp=sharing)"
+    wksht10: "Worksheet 10"
+    wksht11: "Worksheet 11"
+    wksht12: "Worksheet 12"
+    wksht13: "Worksheet 13"
+    wksht14: "Worksheet 14"
   proj:
     proj1: "[Project 1: World Population and Poverty](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-fa24&urlpath=tree%2Fmaterials-fa24%2Fproject%2Fproject1%2Fproject1.ipynb)"
     proj2: "Project 2: Climate"
diff --git a/_modules/week-02.md b/_modules/week-02.md
index 9d76955..5878825 100644
--- a/_modules/week-02.md
+++ b/_modules/week-02.md
@@ -6,13 +6,13 @@ status: Active
 
 Sep 2
 : **Labor Day**{: .label} No class
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht02}}
 : **Lab**{: .label .label-lab} {{site.links.lab.lab02}} (Due 9/6)
 
 Sep 4
 : **3**{: .label} Tables
     : {{site.links.lec.slides.slide03}} {{site.links.lec.demo.demo03}}
 : _Reading:_ [3](https://inferentialthinking.com/chapters/03/programming-in-python.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht02}}
 
 
 Sep 6
diff --git a/_modules/week-03.md b/_modules/week-03.md
index 25a9ed9..4bd2ec6 100644
--- a/_modules/week-03.md
+++ b/_modules/week-03.md
@@ -8,13 +8,13 @@ Sep 9
 : **5**{: .label} Building Tables
     : {{site.links.lec.slides.slide05}} {{site.links.lec.demo.demo05}}
 : _Reading:_ [6.1](https://inferentialthinking.com/chapters/06/1/Sorting_Rows.html), [6.2](https://inferentialthinking.com/chapters/06/2/Selecting_Rows.html)
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht03}}
 : **Lab**{: .label .label-lab} {{site.links.lab.lab03}} (Due 9/13)
 
 Sep 11
 : **6**{: .label} Census
     : {{site.links.lec.slides.slide06}} {{site.links.lec.demo.demo06}}
 : _Reading:_ [6.3](https://inferentialthinking.com/chapters/06/3/Example_Population_Trends.html), [6.4](https://inferentialthinking.com/chapters/06/4/Example_Sex_Ratios.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht03}}
 
 Sep 13
 : **7**{: .label} Charts
diff --git a/_modules/week-04.md b/_modules/week-04.md
index eb6ac2d..7b8b0e5 100644
--- a/_modules/week-04.md
+++ b/_modules/week-04.md
@@ -8,7 +8,6 @@ Sep 16
 : **8**{: .label} Histograms
     : {{site.links.lec.slides.slide08}} {{site.links.lec.demo.demo08}}
 : _Reading:_ [7.2](https://inferentialthinking.com/chapters/07/2/Visualizing_Numerical_Distributions.html), [7.3](https://inferentialthinking.com/chapters/07/3/Overlaid_Graphs.html)
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht04}}
 : **Lab**{: .label .label-lab} {{site.links.lab.lab04}} (Due 9/20)
 
 
@@ -16,6 +15,7 @@ Sep 18
 : **9**{: .label} Functions
     : {{site.links.lec.slides.slide09}} {{site.links.lec.demo.demo09}}
 : _Reading:_ [8](https://inferentialthinking.com/chapters/08/Functions_and_Tables.html), [8.1](https://inferentialthinking.com/chapters/08/1/Applying_a_Function_to_a_Column.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht04}}
 
 Sep 20
 : **10**{: .label} Groups
diff --git a/_modules/week-05.md b/_modules/week-05.md
index 11659f6..3c2b901 100644
--- a/_modules/week-05.md
+++ b/_modules/week-05.md
@@ -8,7 +8,6 @@ Sep 23
 : **11**{: .label} Pivots and Joins
     : {{site.links.lec.slides.slide11}} {{site.links.lec.demo.demo11}}
 : _Reading:_ [8.4](https://inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html)
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht05}}
 : **Lab**{: .label .label-lab} Project 1 Work Time 
 
 
@@ -17,6 +16,7 @@ Sep 25
 : **12**{: .label} Iteration
     : {{site.links.lec.slides.slide12}} {{site.links.lec.demo.demo12}}
 : _Reading:_ [9](https://inferentialthinking.com/chapters/09/Randomness.html), [9.1](https://inferentialthinking.com/chapters/09/1/Conditional_Statements.html), [9.2](https://inferentialthinking.com/chapters/09/2/Iteration.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht05}}
 
 
 Sep 27
diff --git a/_modules/week-06.md b/_modules/week-06.md
index 8663efa..661c8c1 100644
--- a/_modules/week-06.md
+++ b/_modules/week-06.md
@@ -7,13 +7,14 @@ Sep 30
 : **14**{: .label}  Sampling
     : {{site.links.lec.slides.slide14}} {{site.links.lec.demo.demo14}}
 : _Reading:_ [9.5](https://inferentialthinking.com/chapters/09/5/Finding_Probabilities.html), [10](https://inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html)
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht06}}
 : **Lab**{: .label .label-lab} {{site.links.lab.lab05}} (Due 10/4)
 
+
 Oct 2
 : **15**{: .label} Models
     : {{site.links.lec.slides.slide15}} {{site.links.lec.demo.demo15}}
 : _Reading:_ [10.2](https://inferentialthinking.com/chapters/10/2/Sampling_from_a_Population.html), [10.3](https://inferentialthinking.com/chapters/10/3/Empirical_Distribution_of_a_Statistic.html), [10.4](https://inferentialthinking.com/chapters/10/4/Random_Sampling_in_Python.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht06}}
 
 
 Oct 4
diff --git a/_modules/week-07.md b/_modules/week-07.md
index 66cc07a..a776acb 100644
--- a/_modules/week-07.md
+++ b/_modules/week-07.md
@@ -8,7 +8,6 @@ Oct 7
 : **17**{: .label} Decisions and Uncertainty
     : {{site.links.lec.slides.slide17}} {{site.links.lec.demo.demo17}}
 : _Reading:_ [11.3](https://inferentialthinking.com/chapters/11/3/Decisions_and_Uncertainty.html), [11.4](https://inferentialthinking.com/chapters/11/4/Error_Probabilities.html)
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht07}}
 : **Lab**{: .label .label-lab} {{site.links.lab.lab06}} (Due 10/11)
 
 
@@ -16,6 +15,7 @@ Oct 9
 : **18**{: .label} A/B Testing
     : {{site.links.lec.slides.slide18}} {{site.links.lec.demo.demo18}}
 : _Reading:_ [11.4](https://inferentialthinking.com/chapters/11/4/Error_Probabilities.html), [12.1](https://inferentialthinking.com/chapters/12/1/AB_Testing.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht07}}
 
 
 Oct 11
diff --git a/_modules/week-08.md b/_modules/week-08.md
index 56e4271..1f13f4a 100644
--- a/_modules/week-08.md
+++ b/_modules/week-08.md
@@ -7,13 +7,13 @@ status: Active
 Oct 14
 : **20**{: .label} Midterm Review I
     : {{site.links.lec.slides.slide20}} {{site.links.lec.demo.demo20}}
-: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht08}}
 : **Lab**{: .label .label-lab} Midterm Review     
 
 
 Oct 16
 : **21**{: .label} Midterm Review II
     : {{site.links.lec.slides.slide21}} {{site.links.lec.demo.demo21}}
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht08}}
     
 
 Oct 18
diff --git a/_modules/week-09.md b/_modules/week-09.md
index 4e5eaf7..ef87e97 100644
--- a/_modules/week-09.md
+++ b/_modules/week-09.md
@@ -9,12 +9,12 @@ Oct 21
     : {{site.links.lec.slides.slide23}} {{site.links.lec.demo.demo23}}
 : _Reading:_ [13](https://inferentialthinking.com/chapters/13/Estimation.html), [13.1](https://inferentialthinking.com/chapters/13/1/Percentiles.html), [13.2](https://inferentialthinking.com/chapters/13/2/Bootstrap.html)
 : **Lab**{: .label .label-lab} {{site.links.lab.lab07}} (Due 10/25)
-    : {{site.links.wksht.wksht10}}
 
 Oct 23
 : **24**{: .label} Interpreting Confidence
     : {{site.links.lec.slides.slide24}} {{site.links.lec.demo.demo24}}
 : _Reading:_ [13.3](https://inferentialthinking.com/chapters/13/3/Confidence_Intervals.html), [13.4](https://inferentialthinking.com/chapters/13/4/Using_Confidence_Intervals.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht09}}
 
 Oct 25
 : **25**{: .label} Center and Spread
diff --git a/_modules/week-10.md b/_modules/week-10.md
index 2f9de1c..55410f7 100644
--- a/_modules/week-10.md
+++ b/_modules/week-10.md
@@ -9,12 +9,12 @@ Oct 28
     : {{site.links.lec.slides.slide26}} {{site.links.lec.demo.demo26}}
 : _Reading:_ [14.3](https://inferentialthinking.com/chapters/14/3/SD_and_the_Normal_Curve.html), [14.4](https://inferentialthinking.com/chapters/14/4/Central_Limit_Theorem.html)
 : **Lab**{: .label .label-lab} {{site.links.lab.lab08}} (Due 11/1)
-  : {{site.links.wksht.wksht09}}
 
 Oct 30
 : **27**{: .label} Sample Means
     : {{site.links.lec.slides.slide27}} {{site.links.lec.demo.demo27}}
 : _Reading:_ [14.5](https://inferentialthinking.com/chapters/14/5/Variability_of_the_Sample_Mean.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht10}}
 
 Nov 1
 : **28**{: .label} Designing Experiments
diff --git a/_modules/week-11.md b/_modules/week-11.md
index 45ae632..1cc38cb 100644
--- a/_modules/week-11.md
+++ b/_modules/week-11.md
@@ -8,12 +8,12 @@ Nov 4
 : **29**{: .label} Correlation
     : {{site.links.lec.slides.slide29}} {{site.links.lec.demo.demo29}}
 : _Reading:_ [15.1](https://inferentialthinking.com/chapters/15/1/Correlation.html)
-: **Lab**{: .label .label-lab} Project 2 Work Time
 
 Nov 6
 : **30**{: .label} Linear Regression
     : {{site.links.lec.slides.slide30}} {{site.links.lec.demo.demo30}}
 : _Reading:_ [15.2](https://inferentialthinking.com/chapters/15/2/Regression_Line.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht11}}
 
 Nov 8
 : **31**{: .label} Least Squares
diff --git a/_modules/week-12.md b/_modules/week-12.md
index 92100a4..6c9d4af 100644
--- a/_modules/week-12.md
+++ b/_modules/week-12.md
@@ -7,12 +7,12 @@ status: Active
 Nov 11
 : **Veterans Day**{: .label} No class
 : **Lab**{: .label .label-lab} {{site.links.lab.lab09}} (Due 11/15)
-  : {{site.links.wksht.wksht09}}
 
 Nov 13
 : **32**{: .label} Residuals
   : {{site.links.lec.slides.slide32}} {{site.links.lec.demo.demo32}}
 : _Reading:_ [15.5](https://inferentialthinking.com/chapters/15/5/Visual_Diagnostics.html), [15.6](https://inferentialthinking.com/chapters/15/6/Numerical_Diagnostics.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht12}}
 
 Nov 15
 : **33**{: .label} Regression Inference
diff --git a/_modules/week-13.md b/_modules/week-13.md
index 612daaa..37555a1 100644
--- a/_modules/week-13.md
+++ b/_modules/week-13.md
@@ -8,12 +8,12 @@ Nov 18
 : **34**{: .label} Classification
     : {{site.links.lec.slides.slide34}} {{site.links.lec.demo.demo34}}
 : _Reading:_ [17.1](https://inferentialthinking.com/chapters/17/1/Nearest_Neighbors.html), [17.2](https://inferentialthinking.com/chapters/17/2/Training_and_Testing.html)
-: **Lab**{: .label .label-lab} Project 3 Work Time
 
 Nov 20
 : **35**{: .label} Implementing Classifiers
     : {{site.links.lec.slides.slide35}} {{site.links.lec.demo.demo35}}
 : _Reading:_ [17.3](https://inferentialthinking.com/chapters/17/3/Rows_of_Tables.html), [17.4](https://inferentialthinking.com/chapters/17/4/Implementing_the_Classifier.html)
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht13}}
 
 Nov 22
 : **36**{: .label} Evaluating Classifiers 
diff --git a/_modules/week-15.md b/_modules/week-15.md
index 8a2a84c..b0fb267 100644
--- a/_modules/week-15.md
+++ b/_modules/week-15.md
@@ -9,11 +9,11 @@ Dec 2
     : {{site.links.lec.slides.slide38}} {{site.links.lec.demo.demo38}}
 : _Reading:_ [18](https://inferentialthinking.com/chapters/18/Updating_Predictions.html), [18.1](https://inferentialthinking.com/chapters/18/1/More_Likely_than_Not_Binary_Classifier.html), [18.2](https://inferentialthinking.com/chapters/18/2/Making_Decisions.html)
 : **Lab**{: .label .label-lab} {{site.links.lab.lab10}} (Due 12/6)
-  : {{site.links.wksht.wksht10}}
 
 Dec 4
 : **39**{: .label} Case Study: Computer Vision 
     : {{site.links.lec.slides.slide39}} {{site.links.lec.demo.demo39}}
+: **Discussion**{: .label .label-discussion} {{site.links.wksht.wksht14}}
 
 Dec 6
 : **40**{: .label} Conclusion/Staff Panel