update modules

_config.yml

@@ -17,7 +17,7 @@ title: Data 8
 description: Foundations of Data Science
 author: Data 8 Staff
 email: [email protected]
-baseurl: '/fa23' # the subpath of your site, e.g. /blog
+baseurl: '/sp24' # the subpath of your site, e.g. /blog
 url: 'https://www.data8.org' # the base hostname & protocol for your site, e.g. http://example.com
 exclude: ["Gemfile", "Gemfile.lock", "LICENSE"]
 logo: "/data8logo.png"
@@ -30,7 +30,7 @@ heading_anchors: true
 permalink: pretty
 aux_links:
   Office Hours:
-    - 'https://www.data8.org/fa23/officehours/'
+    - 'https://www.data8.org/sp24/officehours/'
   Textbook:
     - 'https://inferentialthinking.com/chapters/intro.html'
   Ed:

_modules/week-01.md

@@ -1,18 +1,19 @@
 ---
 title: Week 1
 class: Berkeley
+status: Active
 ---
 
 Jan 17
 : **1**{: .label} Introduction
-  : [Slides](https://docs.google.com/presentation/d/1aun6LjNaj6bZpA8YG7i8scLrKVbsdK7L7_tNnlRgVkc/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec01.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec01.html) • [Video](https://youtu.be/kkC8qQEiaE0)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [1.1](https://inferentialthinking.com/chapters/01/1/intro.html), [1.2](https://inferentialthinking.com/chapters/01/2/why-data-science.html), [1.3](https://inferentialthinking.com/chapters/01/3/Plotting_the_Classics.html)
-: **Lab**{: .label .label-lab} [Lab 01: Expressions](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Flab%2Flab01%2Flab01.ipynb&branch=main) (Due 1/19)
-  : [Lab 01 Worksheet](https://drive.google.com/file/d/1k7HYYTHkPDKshAZPENQCX7w65ixOt2oh/view?usp=sharing)
+: **Lab**{: .label .label-lab} Lab 01: Expressions (Due 1/19)
+ : Lab 01 Worksheet
 
 
 Jan 19
 : **2**{: .label} Cause and Effect
-  : [Slides](https://docs.google.com/presentation/d/1BzpNbGideL_wNSIO4Y1F4cBoW5mBeEiNvgcw0C0V7nM/edit?usp=sharing) &#8226; [Video](https://youtu.be/z72DoVmy3CM)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [2](https://inferentialthinking.com/chapters/02/causality-and-experiments.html)
-: **Homework**{: .label .label-homework} [Homework 01](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Fhw%2Fhw01%2Fhw01.ipynb&branch=main) (Due 1/24)
+: **Homework**{: .label .label-homework} Homework 01 (Due 1/24)

_modules/week-02.md

@@ -1,22 +1,23 @@
 ---
 title: Week 2
 class: Berkeley
+status: Active
 ---
 
 Jan 22
 : **3**{: .label} Tables
-  : [Slides](https://docs.google.com/presentation/d/1snWPXPztmlEqzEI8VprXOgXM9kbxu2C3r38y7IXpSRA/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec03.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec03.html)  • [Video](https://youtu.be/cDYG88h4f1c)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [3](https://inferentialthinking.com/chapters/03/programming-in-python.html)
-: **Lab**{: .label .label-lab} [Lab 02: Table Operations](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=tree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Flab%2Flab02%2Flab02.ipynb&branch=main) (Due 1/26)
-  : [Lab 02 Worksheet](https://drive.google.com/file/d/1PgKza-KKfduH_qBg3cK-tK07jTf2DMBM/view?usp=sharing)
+: **Lab**{: .label .label-lab} Lab 02: Table Operations (Due 1/26)
+ : Lab 02 Worksheet
 
 Jan 24
 : **4**{: .label} Data Types
-  : [Slides](https://docs.google.com/presentation/d/1S8bz_O13kTw8nHXGAI0S7VJ6-BBXMYT5W6behtgkIxM/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec04.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec04.html) &#8226; [Video](https://youtu.be/Mk5sFLu7G4o)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [4](https://inferentialthinking.com/chapters/04/Data_Types.html), [5](https://inferentialthinking.com/chapters/05/Sequences.html)
 
 Jan 26
 : **5**{: .label} Building Tables
-  : [Slides](https://docs.google.com/presentation/d/1rNihFapJo0-TX1sDt433wvLPE3G0YpjK_No1yu6uvEc/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec05_with_soln.ipynb&branch=main) &#8226; [Blank Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec05.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec05.html)  &#8226; [Video](https://youtu.be/YMhrI1-vEw0)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [6.1](https://inferentialthinking.com/chapters/06/1/Sorting_Rows.html), [6.2](https://inferentialthinking.com/chapters/06/2/Selecting_Rows.html)
-: **Homework**{: .label .label-homework} [Homework 02](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Fhw%2Fhw02%2Fhw02.ipynb&branch=main) (Due 1/31)
+: **Homework**{: .label .label-homework} Homework 02 (Due 1/31)

_modules/week-03.md

@@ -1,22 +1,23 @@
 ---
 title: Week 3
 class: Berkeley
+status: Active
 ---
 
 Jan 29
 : **6**{: .label} Census
-  : [Slides](https://docs.google.com/presentation/d/1zrkXiJqsh2Bxcx0XG2SJr-M54kw8KNDoQqUgM9C9nr0/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec06.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec06.html)  • [Video](https://youtu.be/GGhxFWd4mWc)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *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)
-: **Lab**{: .label .label-lab} [Lab 03: Data Types, Creating and Extending Tables](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Flab%2Flab03%2Flab03.ipynb&branch=main) (Due 2/2)
-  : [Lab 03 Worksheet](https://drive.google.com/file/d/1ltECbZVtNusb8JXhM5ytYHLtAICEkNFb/view?usp=sharing)
+: **Lab**{: .label .label-lab} Lab 03: Data Types, Creating and Extending Tables (Due 2/2)
+ : Lab 03 Worksheet
 
 Jan 31
 : **7**{: .label} Charts
-  : [Slides](https://docs.google.com/presentation/d/1JkcP9R8KhFWKtSvkNzycso0VAoY92arVcV9qyRraodk/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec07.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec07.html) &#8226; [Video](https://youtu.be/o2WNBFB1Sv8)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [7](https://inferentialthinking.com/chapters/07/Visualization.html), [7.1](https://inferentialthinking.com/chapters/07/1/Visualizing_Categorical_Distributions.html)
 
 Feb 2
 : **8**{: .label} Histograms
-  : [Slides](https://docs.google.com/presentation/d/1GdP1KONtXGX3ckbOhckUOoJjzPchBrgLliyTXf9iAjg/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec08.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec08.html)  &#8226; [Video](https://youtu.be/7eWXrrSJfrU)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [7.2](https://inferentialthinking.com/chapters/07/2/Visualizing_Numerical_Distributions.html), [7.3](https://inferentialthinking.com/chapters/07/3/Overlaid_Graphs.html)
-: **Homework**{: .label .label-homework} [Homework 03](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Fhw%2Fhw03%2Fhw03.ipynb&branch=main) (Due 2/7)
+: **Homework**{: .label .label-homework} Homework 03 (Due 2/7)

_modules/week-04.md

@@ -1,23 +1,24 @@
 ---
 title: Week 4
 class: Berkeley
+status: Active
 ---
 
 Feb 5
 : **9**{: .label} Functions
-  : [Slides](https://docs.google.com/presentation/d/16w3yJuVJwxymFWVSxl5gkoV-QiL4cV-YZVEFIVk9s4Y/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec09.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec09.html)  • [Video](https://youtu.be/2-1JdRgg3k4)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *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)
-: **Lab**{: .label .label-lab} [Lab 04: Functions and Visualization](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Flab%2Flab04%2Flab04.ipynb&branch=main) (Due 2/9)
-  : [Lab 04 Worksheet](https://drive.google.com/file/d/1ped57qemgAyZvzfuUjxJvycAhLEg4skP/view?usp=sharing)
+: **Lab**{: .label .label-lab} Lab 04: Functions and Visualization (Due 2/9)
+ : Lab 04 Worksheet
 
 Feb 7
 : **10**{: .label} Groups
-  : [Slides](https://docs.google.com/presentation/d/1YInhpAJw_mGypttDkRR8581pXoEIlzhnuYqdtPkv0gk/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec10.ipynb&branch=main) &#8226; [Blank Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec10_empty.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec10.html)  &#8226; [Video](https://youtu.be/Oo8RIDieK90)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [8.2](https://inferentialthinking.com/chapters/08/2/Classifying_by_One_Variable.html), [8.3](https://inferentialthinking.com/chapters/08/3/Cross-Classifying_by_More_than_One_Variable.html)
 
 Feb 9
 : **11**{: .label} Pivots and Joins
-  : [Slides](https://docs.google.com/presentation/d/1FDJYu1niprFJuN-ZMKsvHsYFyADuQi8rH2hBtf4LhNI/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec11.ipynb&branch=main) &#8226; [Blank Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec11_empty.ipynb&branch=main)&#8226; [Demos (HTML Only)](assets/demo_html/lec11.html)  &#8226; [Video](https://youtu.be/2IiBxmOlq8E)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [8.4](https://inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html)
-: **Homework**{: .label .label-homework} [Homework 04](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2F%2Fmaterials%2Fsp23%2Fhw%2Fhw04%2Fhw04.ipynb&branch=main) (Due 2/14)
-: **Project**{: .label .label-project} [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-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Fproject%2Fproject1%2Fproject1.ipynb&branch=main) (Due 2/23, Checkpoint 2/17)
+: **Homework**{: .label .label-homework} Homework 04 (Due 2/14)
+: **Project**{: .label .label-project} Project 1: World Population and Poverty (Due 2/23, Checkpoint 2/17)

_modules/week-05.md

@@ -1,21 +1,22 @@
 ---
 title: Week 5
 class: Berkeley
+status: Active
 ---
 
 Feb 12
 : **12**{: .label} Table Examples
-  : [Slides](https://docs.google.com/presentation/d/1BbgPnirv8BSd-etC9-ZSRknaYeXYSwJ8KTl5tE7KkwU/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec12.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec12.html) • [Video](https://youtu.be/3nPNTPQrv0E)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [8.5](https://inferentialthinking.com/chapters/08/5/Bike_Sharing_in_the_Bay_Area.html)
-  : [Project 1 Lab Worksheet](https://drive.google.com/file/d/1pdVXGdlfUwsnho-mR-9X0eyW7vB81e7x/view?usp=sharing)
+ : Project 1 Lab Worksheet
 
 Feb 14
 : **13**{: .label} Conditionals and Iteration
-  : [Slides](https://docs.google.com/presentation/d/1jrWnW3SyNzbvU5iPsUxDoABHH1TJlw-3HElWEdQabtc/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec13.ipynb&branch=main) &#8226; [Blank Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec13_empty.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec13.html)  &#8226; [Video](https://youtu.be/Xmks8ypAIcY)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *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)
 
 Feb 16
 : **14**{: .label} Chance
-  : [Slides](https://docs.google.com/presentation/d/1Aciu4AW_LWCfaZnqeQOy2phtxXOhRa-XnIhIIY-2JK8/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec14.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec14.html)  &#8226; [Video](https://youtu.be/IE-jhx4nea4)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [9.2](https://inferentialthinking.com/chapters/09/2/Iteration.html), [9.3](https://inferentialthinking.com/chapters/09/3/Simulation.html), [9.4](https://inferentialthinking.com/chapters/09/4/Monty_Hall_Problem.html)
-: **Homework**{: .label .label-homework} [Homework 05](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2F%2Fmaterials%2Fsp23%2Fhw%2Fhw05%2Fhw05.ipynb&branch=main) (Due 2/21)
+: **Homework**{: .label .label-homework} Homework 05 (Due 2/21)

_modules/week-06.md

@@ -1,20 +1,21 @@
 ---
 title: Week 6
 class: Berkeley
+status: Active
 ---
 
 Feb 19
 : Holiday: No Class
-: **Lab**{: .label .label-lab} [Lab 05: Conditional Statements, Iteration, Tables](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Fmaterials%2Fsp23%2Flab%2Flab05%2Flab05.ipynb&branch=main) (Due 2/23)
-  : [Lab 05 Worksheet](https://drive.google.com/file/d/1MsUKZUHHidoLc41NNBXQzGsP8fexp8Vk/view?usp=sharing)
+: **Lab**{: .label .label-lab} Lab 05: Conditional Statements, Iteration, Tables (Due 2/23)
+ : Lab 05 Worksheet
 
 Feb 21
 : **15**{: .label} Sampling
-  : [Slides](https://docs.google.com/presentation/d/1aMuFPn3ugSu_yv72y1wvArTBnCWslM--_ZjmnHN49V8/edit?usp=sharing) • [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec15.ipynb&branch=main) • [Demos (HTML Only)](assets/demo_html/lec15.html)  • [Video](https://youtu.be/hAhGnR1DkFE)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *Reading:* [9.5](https://inferentialthinking.com/chapters/09/5/Finding_Probabilities.html), [10](https://inferentialthinking.com/chapters/10/Sampling_and_Empirical_Distributions.html)
 
 Feb 23
 : **16**{: .label} Models
-  : [Slides](https://docs.google.com/presentation/d/1wPr4YwNU2hSAqT_4CGDqgODfhUL4TWfSKYdi22OrzAA/edit?usp=sharing) &#8226; [Demos](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2Flec%2Flec16.ipynb&branch=main) &#8226; [Demos (HTML Only)](assets/demo_html/lec16.html)  &#8226; [Video](https://youtu.be/HW45U90GR9o)
+ <!-- : [Slides](#) &#8226; [Demos](#) &#8226; [Blank Demos](#) -->
 : *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)
-: **Homework**{: .label .label-homework} [Homework 06](https://data8.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-8%2Fmaterials-sp23&urlpath=retro%2Ftree%2Fmaterials-sp23%2F%2Fmaterials%2Fsp23%2Fhw%2Fhw06%2Fhw06.ipynb&branch=main) (Due 2/27)
+: **Homework**{: .label .label-homework} Homework 06 (Due 2/27)