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week 3 update
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michellesuminpark committed Aug 28, 2024
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6 changes: 3 additions & 3 deletions _modules/week-01.md
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Aug 28
: **1**{: .label} Introduction, Course Overview
: [Slides]() • [Code]() • [Blank Code]()
: Slides •



Aug 30
: **2**{: .label} Jupyter Notebooks, Arithmetic
: [Slides]() • [Code]() • [Blank Code]()
: Slides • Code • Blank Code
: *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](https://forms.gle/xnsdLifJwTCU19kw9)   **Due Jul 1 @ 11:00PM**
: **Discussion 1**{: .label .label-discussion} Fractions & Health Data
: [Worksheet]() •
: Worksheet •
<!--[Solutions](./assignments/disc01-sols.pdf) -->
9 changes: 4 additions & 5 deletions _modules/week-02.md
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: No Class — Labor Day

Sep 4
Jul 2
: **3**{: .label} Evaluation, Names, Data Types
: [Slides]() &#8226; [Code]() &#8226; [Blank Code]()
: Slides &#8226; Code &#8226; Blank Code
: *Optional Reading:* [CP 1.2](https://www.composingprograms.com/pages/12-elements-of-programming.html); [CIT 3.2](https://inferentialthinking.com/chapters/03/2/Names.html); [4.1](https://www.inferentialthinking.com/chapters/04/1/Numbers.html); [4.2](https://inferentialthinking.com/chapters/04/2/Strings.html)
: **Lab 1**{: .label .label-lab} [Using Jupyter Notebooks]() &nbsp;**Due Jul 3 @ 11:00PM**

: **Lab 1**{: .label .label-lab} Using Jupyter Notebooks &nbsp;**Due Sep 4 @ 11:00PM**
: **Reading 1**{: .label .label-reading} &nbsp;**Due Sep 12 @ 11:00PM**


Sep 6
: **4**{: .label} Arrays and Variables
: [Slides](https://docs.google.com/presentation/d/1SmQ9g4Cc0cwVAhH4SY9NPEXZUuJkp4SZ1TrtjMk2dEA/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&branch=main&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec04%2Flec04.ipynb) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&branch=main&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec04%2Flec04-blank.ipynb)
: 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)
80 changes: 4 additions & 76 deletions _modules/week-03.md
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---
title: Week 3 — Tables
class: Berkeley
status: Inactive
status: Active
---

Sep 9

Sep 11


: **6**{: .label} Introduction to Social Science Research
: [Slides](https://docs.google.com/presentation/d/1-tjwBPnlf4WbCu5WOXQfaE8qNNwBUQm7VKHh1oyRNnI/edit?usp=sharing)
: **7**{: .label} Introduction to Visualization
: [Slides](https://docs.google.com/presentation/d/1b9u67ioGRpVOI8UUbVO9b3BFALsXDw5vo2dzIhvHDTI/edit?usp=sharing)
: **Reading**{: .label .label-reading} Weekly Reading 2 &nbsp;**Due July 12 @ 12:00PM**
: [Text](https://data-feminism.mitpress.mit.edu/pub/2wu7aft8/release/3) &#8226; [Assignment](https://docs.google.com/document/d/1b4mfcolUVPYY1ukvheEwd6zfppBa5p0Diqfw2WnRyfY/edit?usp=sharing)
:*Optional Reading:* [CIT 7](https://inferentialthinking.com/chapters/07/Visualization.html), [FDV 1](https://clauswilke.com/dataviz/introduction.html)

Jul 9
: **8**{: .label} Table Fundamentals
: [Slides](https://docs.google.com/presentation/d/1K7aKBqMY4Rhj2ULYhw6EPYbPa6H5hupDbATgK75_08E/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec08%2Flec08-su24.ipynb&branch=main)
: *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)
: **Lab 2**{: .label .label-lab} [Table Methods and Data Manipulation](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flab%2Flab02%2Flab02.ipynb&branch=main) &nbsp;**Due Jul 10 @ 11:00PM**

Jul 10
: **9**{: .label} Visualizing Categorical Variables
: [Slides](https://docs.google.com/presentation/d/1ahoM9eT_kL_oRMAZD6rbaKx8y6kyyahRh-v0j-gPfXs/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec09%2Flec09.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec09%2Flec09-blank.ipynb&branch=main)
: **10**{: .label} Visualizing Numerical Variables
: [Slides](https://docs.google.com/presentation/d/1cYg5r8Q5jm8vfXMLGviU4yOO--0Zb1NA2LG98htpS58/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec10%2Flec09.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec10%2Flec09-blank.ipynb&branch=main)
: *Optional Reading:* [CIT 7.3](https://inferentialthinking.com/chapters/07/3/Overlaid_Graphs.html), [FDV 12.1](https://clauswilke.com/dataviz/visualizing-associations.html#associations-scatterplots)

Jul 11
: **10.5**{: .label} Visualizing Two Numerical Variables
: [Slides](https://docs.google.com/presentation/d/1IEUFl5ryGANSDB809Oqi6-ZQft4sIUbT97ljTgzK5dU/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec10%2Flec10.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec10%2Flec10-blank.ipynb&branch=main)
: **11**{: .label} Bickel Case Study
: [Slides](https://docs.google.com/presentation/d/1NWqEL6mpQ8oL-wVBzON5uYC2taKCkOzZZCjkR3bysxw/edit?usp=sharing)
: **Lab 3**{: .label .label-lab} [Visualization Methods](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2F%2Flab%2Flab03%2Flab03.ipynb&branch=main) &nbsp;**Due Jul 14 @ 11:00PM**
: **Homework 2**{: .label .label-homework} [Table Methods and Data Visualization](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Fhw%2Fhw02%2Fhw02.ipynb&branch=main) &nbsp;**Due Jul 18 @ 11:00PM**
: **Survey**{: .label .label-survey} [Weekly Survey 2](https://forms.gle/k8zujDHhn4QubUuU9) &nbsp;**Due Jul 18 @ 11:00PM**

Jul 12
: **Discussion 2**{: .label .label-discussion} Data Humanism in Visualization
: [Worksheet](https://data6.org/su24/assignments/disc02.pdf) &#8226; <!--[Solutions](./assignments/disc02-sols.pdf) -->
: *Recommended Reading:* ["Applying Racial Equity Awareness in Data Visualization"](https://data6.org/su22/assignments/RacialEquityinDataViz.pdf)



Jul 15
: **Quiz**{: .label .label-exam} Quiz 1: Python and Visualization
: **12**{: .label} Sorting and Filtering Rows
: [Slides](https://docs.google.com/presentation/d/1gcP5hQYuOf8gPsJNuJg9XKuk6NJvg_6T79Db7Z06WS8/edit#slide=id.g13c51d5693a_0_51) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&branch=main&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec11%2Flec11.ipynb) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&branch=main&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec11%2Flec11-blank.ipynb)
: *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)
: **Reading**{: .label .label-reading} Weekly Reading 3 &nbsp;**Due July 19 @ 12:00PM**
: [Text](https://data6.org/su22/assignments/DissectingRacialBias.pdf) &#8226; [Assignment](https://docs.google.com/document/d/1J_voFSevsDmZ1arOIHI2HMseOo_r9l4jT165-ZG_sOg/edit?usp=sharing)

Jul 16
: **13**{: .label} Row Methods, Joining Tables
: [Slides](https://docs.google.com/presentation/d/145yim4J_9U7XQ1M30JOqF2TKENd4cElD8Dp65H4Ys4U/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec13%2Flec13-su24.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec13%2Flec13-su24-blank.ipynb&branch=main)
: *Optional Reading:* [CIT 8.4](https://inferentialthinking.com/chapters/08/4/Joining_Tables_by_Columns.html)
: **Lab 4**{: .label .label-lab} [Tables](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flab%2Flab04%2Flab04.ipynb&branch=main) &nbsp;**Due Jul 17 @ 11:00PM**

Jul 17
: **14**{: .label} Functions
: [Slides](https://docs.google.com/presentation/d/1MTJGaiGfPuXA7YKrcuW-TE6l_nYiKxRmR2dQ_5mZ5VY/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec13%2Flec13.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec13%2Flec13-blank.ipynb&branch=main)
: *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)
: **15**{: .label} Group, Pivot
: [Slides](https://docs.google.com/presentation/d/1Kp4_W8uVfr4IRsdfMJXCYSsxw16n3BJ_Laly7bZNzEM/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec14%2Flec14.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec14%2Flec14-blank.ipynb&branch=main)
: *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/)

Jul 18
: **16**{: .label} Applying
: [Slides](https://docs.google.com/presentation/d/1RwzOJiU3oSzudMMcTxECHVdFd3Gb165x991zCoQIKg8/edit?usp=sharing) &#8226; [Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec15%2Flec15.ipynb&branch=main) &#8226; [Blank Code](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flectures%2Flec15%2Flec15-blank.ipynb&branch=main)
: *Optional Reading:* [CIT 8.1](https://inferentialthinking.com/chapters/08/1/Applying_a_Function_to_a_Column.html)
: **Lab 5**{: .label .label-lab} [More Table Method](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Flab%2Flab05%2Flab05.ipynb&branch=main) &nbsp;**Due Jul 21 @ 11:00PM**
: **Homework 3**{: .label .label-homework} [Advanced Table Methods](https://datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2Fdata-6-berkeley%2Fmaterials-su24&urlpath=tree%2Fmaterials-su24%2Fhw%2Fhw03%2Fhw03.ipynb&branch=main) &nbsp;**Due Jul 25 @ 11:00PM**
: **Survey**{: .label .label-survey} [Weekly Survey 3](https://forms.gle/reoeJxQqjraBDbKJ7) &nbsp;**Due Jul 25 @ 11:00PM**

Jul 19
: **Discussion 3**{: .label .label-discussion} Algorithmic Bias
: [Worksheet](https://data6.org/su24/assignments/disc03.pdf)
<!-- &#8226; [Solutions](./assignments/disc03-sols.pdf) -->
: *Recommended Reading:* ["Why Algorithms Can Be Racist and Sexist"](https://www.vox.com/recode/2020/2/18/21121286/algorithms-bias-discrimination-facial-recognition-transparency); ["Dissecting Racial Bias"](https://data6.org/su22/assignments/DissectingRacialBias.pdf)


Sep 13
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