diff --git a/syllabus.md b/syllabus.md
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+++ b/syllabus.md
@@ -61,21 +61,21 @@ Assigned readings, activities, and projects are linked below. All work is due on
| 10/15 (Tue) | No Classes Scheduled - Monday Schedule | | | |
| 10/17 (Thu) | Batteries Included | | Walsh:
(1) [Functions](https://melaniewalsh.github.io/Intro-Cultural-Analytics/02-Python/12-Functions.html)
(2) [Common Python Errors](https://melaniewalsh.github.io/Intro-Cultural-Analytics/02-Python/13-Common-Python-Errors.html) | |
| 10/22 (Tue) | Against Cleaning | Rawson & Muñoz: [Against Cleaning](https://dhdebates.gc.cuny.edu/read/untitled-f2acf72c-a469-49d8-be35-67f9ac1e3a60/section/07154de9-4903-428e-9c61-7a92a6f22e51) | | **Activity 2**: [Python Primer](https://zmuhls.github.io/ccny-data-science/activities/#activity-2-python-primer) |
-| 10/24 (Thur) | Cleaning Data | | Alice Zhao: [Data Cleaning](https://github.com/adashofdata/nlp-in-python-tutorial/blob/master/1-Data-Cleaning.ipynb) | |
+| 10/24 (Thur) | Cleaning Data | | Alice Zhao: [Data Cleaning](https://github.com/adashofdata/nlp-in-python-tutorial/blob/master/1-Data-Cleaning.ipynb) | Complete Against Data Cleaning Worksheet |
| 10/29 (Tue) | (Re)Humanizing Data | Anelise Hanson Shrout: [(Re)Humanizing Data: Digitally Navigating the Bellevue Almshouse](https://crdh.rrchnm.org/essays/v01-10-(re)-humanizing-data/) | | —Annotate reading(s) |
-| 10/31 (Thur) | Practicing Pandas | | Walsh: [Panda Basics I](https://melaniewalsh.github.io/Intro-Cultural-Analytics/03-Data-Analysis/01-Pandas-Basics-Part1.html) | |
-| 11/05 (Tue) | Data Visualized | [Basic data visualizations](https://github.com/GCDigitalFellows/intro-pandas-dri-2022/blob/main/README.md#10-basic-data-visualizations) | Walsh: [Panda Basics I](https://melaniewalsh.github.io/Intro-Cultural-Analytics/03-Data-Analysis/01-Pandas-Basics-Part1.html) (cont'd) | |
-| 11/07 (Thur) | Data Ethics | VPRO Documentary: [Shoshana Zuboff on Surveillance Capitalism](https://www.youtube.com/watch?v=hIXhnWUmMvw) (Optional) | Walsh: [Users’ Data](https://melaniewalsh.github.io/Intro-Cultural-Analytics/04-Data-Collection/01-User-Ethics-Legal-Concerns.html) | **Activity 3**: [Practicing Pandas](https://zmuhls.github.io/ccny-data-science/activities/#activity-3-practicing-pandas) |
-| 11/12 (Tue) | Distant Reading | Stephen Ramsay: [The Hermeneutics of Screwing Around; or What To Do With a Million Books](https://web.archive.org/web/20140604085234/http://www.playingwithhistory.com/wp-content/uploads/2010/04/hermeneutics.pdf) | | —Annotate reading |
-| 11/14 (Thur) | Digital Hermeneutics | | Walsh: [TF-IDF with HathiTrust Data](https://melaniewalsh.github.io/Intro-Cultural-Analytics/05-Text-Analysis/02-TF-IDF-HathiTrust.html) | **Activity 4**: [Writing Docs](https://zmuhls.github.io/ccny-data-science/activities/#activity-4-writing-docs) |
-| 11/19 (Tue) | Sentiment Analysis | Simone Rebora: [Sentiment Analysis in Literary Studies: A Critical Survey](https://www.digitalhumanities.org/dhq/vol/17/2/000691/000691.html) | Walsh: [Sentiment Analysis](https://melaniewalsh.github.io/Intro-Cultural-Analytics/05-Text-Analysis/04-Sentiment-Analysis.html) | |
-| 11/21 (Thur) | Network Analysis | | Walsh: [Network Analysis](https://melaniewalsh.github.io/Intro-Cultural-Analytics/06-Network-Analysis/01-Network-Analysis.html) | —Explore [Social Network Datasets](https://github.com/melaniewalsh/sample-social-network-datasets) |
-| 11/26 (Tue) | Network Visualization | | Walsh: [Interactive Network Visualization](https://melaniewalsh.github.io/Intro-Cultural-Analytics/06-Network-Analysis/01-Network-Analysis.html) | |
-| 11/28 (Thur) | No Class. College Closed. | | | **Activity 5**: [Data Visualization](https://zmuhls.github.io/ccny-data-science/activities/#activity-5-data-visualization) |
+| 10/31 (Thur) | Practicing Pandas | | Walsh: [Pandas Basics I](https://melaniewalsh.github.io/Intro-Cultural-Analytics/03-Data-Analysis/01-Pandas-Basics-Part1.html) | |
+| 11/05 (Tue) | Class Canceled | | Get out & vote! | |
+| 11/07 (Thur) | Election Debrief | Review: [Election Results Vizualization](https://toddwschneider.com/maps/nyc-presidential-election-results/?year=2024) | | |
+| 11/12 (Tue) | Data Biographies | Jessica Marie Johnson: [Markup Bodies: Black [Life] Studies and Slavery [Death] Studies at the Digital Crossroads](https://writingindhs19.web.unc.edu/wp-content/uploads/sites/18713/2019/03/0360057.pdf) | | **Activity 3**: [Practicing Pandas](https://zmuhls.github.io/ccny-data-science/activities/#activity-3-practicing-pandas) (Due by end of week) |
+| 11/14 (Thur) | Trans-Atlantic Slave Trade Dataset | | Walsh: [Pandas Basics II](https://melaniewalsh.github.io/Intro-Cultural-Analytics/03-Data-Analysis/02-Pandas-Basics-Part2.html) | |
+| 11/19 (Tue) | Distant Reading | Stephen Ramsay: [The Hermeneutics of Screwing Around; or What To Do With a Million Books](https://web.archive.org/web/20140604085234/http://www.playingwithhistory.com/wp-content/uploads/2010/04/hermeneutics.pdf) | Experiment with [Voyant-Tools.org](https://voyant-tools.org/) | |
+| 11/21 (Thur) | Network Analysis | [Primer on Network Analysis](https://networkofthrones.com/a-primer-on-network-analysis/) | Walsh: [Network Analysis](https://melaniewalsh.github.io/Intro-Cultural-Analytics/06-Network-Analysis/01-Network-Analysis.html) | **Activity 4**: [Writing Docs](https://zmuhls.github.io/ccny-data-science/activities/#activity-4-writing-docs) |
+| 11/26 (Tue) | Interactive Data Vizualizations | | Walsh: [Interactive Network Visualization](https://melaniewalsh.github.io/Intro-Cultural-Analytics/06-Network-Analysis/01-Network-Analysis.html) | |
+| 11/28 (Thur) | No Class. College Closed. | | | —Explore [Social Network Datasets](https://github.com/melaniewalsh/sample-social-network-datasets) |
| 12/03 (Tue) | Reddit API Workshop | | [Reddit Data](https://melaniewalsh.github.io/Intro-Cultural-Analytics/04-Data-Collection/14-Reddit-Data.html) | |
-| 12/05 (Thur) | Coworking Lab | | | |
-| 12/10 (Tue) | Lightning Talks | | | Send slides by Sun |
-| 12/12 (Thur) | Lightning Talks | | | Send slides by Tue |
+| 12/05 (Thur) | Coworking Lab | | | **Activity 5**: [Data Visualization](https://zmuhls.github.io/ccny-data-science/activities/#activity-5-data-visualization) |
+| 12/10 (Tue) | Coworking Lab | | | |
+| 12/12 (Thur) | Lightning Talks | | | |
| 12/18 (Wed) | Last day to submit work | | | **Final**: **[Social Coding Portfolio](/portfolio.md)** |
| | | | | *Last updated: 2024 Sep 26 (9:09pm)* |