Blog Post Richard Dunn’s Website: A Tale of Two Plantations.

In an effort to chronicle, the distinction between slavery in the Antebellum South and slavery on the Caribbean Richard Dunn curated the biographies of slaves who lived at Mount Airy Plantation in Virginia and the Mesopotamia Plantation on the Island of Jamaica. The website showed the biographies of some 431 slaves across several generations coupled with vignettes of members of familial units on each of the plantations. The description of several of the slaves I thought was the best part of the website. Giving a description of some of the slaves along with their biographies and familial relations went far in establishing their identities and shedding much needed information on this historical period. The website began with an introduction of the two plantations using a series of pictures as you scroll through. The first picture is a plantation designed in colonial structure. It does not tell us whether this is a picture of Mount Airy Plantation. There are a series of historical pics as you move through the introduction including a picture of slaves working on a cotton plantation. The website was successful in creating the feel that you are exploring a digital historical archive.

Once you make it through the introduction, there are several other tabs to note. The Family Story tab with a handwritten inventory of the slaves listed in the format of a crude family tree. The next two tabs The Family Tree and Family List are a more formal representation of the family tree along with a brief biological description of the slaves derived from the handwritten inventory list. You can easily navigate between Mount Airy and Mesopotamia family information.  One of the interesting things about this website is you can read the biographies of slaves in two different regions of the world. Just noting the differences and patterns can be a fun endeavor.   However, a big part of Dunn’s analysis was a focus on the demographic difference between slaves on the two plantations.   

Dunn justified the comparison based on demographic differences that occurred within the context of similar institutions. On the Mesopotamia Plantation during the period of 1762 to 1833, there were over excess 300 slave deaths. This deficiency led to the slave owners choosing to import more slaves to labor in the sugar plantations.  In contrast the Mount Airy Plantation on Virginia there were nearly 300 births during the period of 1809 to 1865. These excess births allowed the Virginia slave owners to move slaves to other parts of the south and to sell some of their slaves.  Dunn never teased out why these different demographic differences occurred on these plantations, however he points out that these differences affect the slaves on both plantation. The Mount Airy slaves constantly had to deal with their families being broken up due to movement and sale while the Jamaican Plantation had to adjust to the permanence of death. In any event, Dunn made the choice to compare these two plantations on births and deaths without offering any explanation why these differences exist. Furthermore, while he does acknowledge an interest in comparing slavery in both regions he does not go into any depth as far as the historical, political and geographical differences regarding slavery in both regions. In addition, these two regions during slavery used labor to produce different type of crops sugar cane verses cotton and or tobacco did the different crops contribute in some ways to the different demographic outcome.

Another critique I have on the website is the use of certain language without acknowledging the political cultural and historical context in which it exist.  For example during the period of slavery did not exist as a separate institution. Yet use of the word family did not allude to this. Finally, the wording on the website suggest Mount Airy slaves were resilient when they lost their family because the family got bigger. Again, I think context matter. These families were not in control of their reproductive behavior. Drawing such a conclusion without other supporting factors is erroneous.

Data Feminism

Data Feminism by Catherine D’Ignazio and Lauren F. Klein, the authors challenge the conventional understanding of data as objective and neutral. They argue that data collection and interpretation are often shaped by power dynamics and social hierarchies, which can include bias and inequality. The book introduces “data feminism” as a framework for examining data through the lens of gender, race, and social justice.

They emphasize the importance of asking “Who gets Counted” and “Who benefits from data” and these questions are often overlooked in traditional data science. So, Data Feminism calls for more inclusive and equitable approaches to data analysis. They empowered marginalized voices, and this is very important especially in the area where data driven decisions have strong social impact.

The visualizations I created that Shows gender disparities in employment rates and leadership roles – are a clear reflection of the concepts discussed in Data Feminism.

These charts basically illustrate the ongoing gender inequality in employment and leadership roles, that proves the book’s main argument which is data is never neutral.

By visualizing the gap between male and female employment rates and leadership positions, we can see how what gets counted, counts. In this case, focusing on employment and leadership metrics highlights the consistent under representation of women in leadership despite having growth in employment rates. This aligns with Data Feminism’s message about the importance of representation in data– who is included in these datasets, and what societal narratives are reinforced as a result.

Workshop: Digital Safety in the Age of Surveillance

CUNY Digital Initiatives gave a workshop about digital safety, with a specific focus on overt and covert digital surveillance on Wednesday, September 24. The workshop was led by PhD student Anna Sellis.

Anna spoke first about the importance of understanding how digital information is collected and can be used against individuals, particularly in the wake of last year’s student protests, as students are increasingly monitored by universities using digital data collected from social media sites, location tools, etc. She also discussed how the NYPD has several ways of collecting easily available information for monitoring and location purposes. One way they do this is through cell site simulators (also known as “sting rays” or imsi catchers). These are mini mobile cell towers, or drones, that can connect to phones to intercept calls, read messages, and generally collect data from the phone’s owner. Information collected from sources such as the cell site simulator is often sold to data brokerages, where it can be used for monitoring but also for marketing and scam purposes.

So what can be done to prevent or minimize risk? Several suggestions for ways to protect devices and their humans from data breach, stolen identity, surveillance and fraud. Installing malware programs are a good first defense: there are apps (DangerZone, uBlock origin) and software programs (Malwarebytes, Avira, Bitdefender) that can mitigate cyber attacks, but often the first and easiest defense it to make sure provider updates are installed on phones and devices. Next, Anna discussed ways to enable secure settings: avoid biometric data (fingerprints, facial recognition); disable location services and clear location history; use airplane mode and the new “lockdown” mode on iPhone strategically; check connectivity settings and delete connectivity history. I was unaware about connectivity history: it’s a list of everywhere your device has connected to WiFi and can provide details about your movements over time.

Anna then encouraged using end-to-end encrypted software or Open Source programs for messaging, email, browers and document sharing, including Whatsapp, Jitzi, Disconnect and others. She noted that while these platforms and programs may be more secure, there is sometimes a trade-off in that they can be buggy and slow performing. To prevent tracking through internet sites you visit, VPNs, or Virtual Private Networks, are software that allow you to visit sites without digitally disclosing your identity, although there are a few caveats: don’t use the free VPNs and before you sign up, check out privacy policies and make sure their encryption is up to date (you can Google it). TORs (The Onion Router) is an open source, volunteer network that runs your connection through three servers before it sends you to the internet, scrambling your path. A student did ask whether the security of the volunteer computers could be guaranteed, and while Anna wasn’t exactly sure, another student mentioned there might be a way. Other safeguards Anna reviewed included: creating strong passwords; using two-factor identification; using password managers and reviewing privacy settings on social media.

As Anna noted, while any data collection method can be used against its owner, a variety of data used together can create a very detailed picture of a person’s life. This can comprise a person’s movements, finances, records, opinions and politics, and more, and there is always the threat that the information will be used to do harm, no matter who is doing the collecting.

Workshop Command Line 9/23

I attended the workshop Command Line, you can take the workshop on your own on their website dhrift.org.

The workshop was led by a PhD Student of Theoretical Physics who uses coding for visualizations. The workshop was an interactive way to understand the basics of coding and how its connected to the click and drop graphics of today’s computers/phones . The level of understanding needed for the workshop can be from none to beginner, if you’ve used a computer before you can navigate through the workshop and learn a thing or two.

The workshop began with explaining interface and terminal. An interface is a computer, and the terminal is the environment in which the user can communicate with the computer. The code editor is the terminal used at the workshop and it was a simple way for those in the workshop to be able to use the commands regardless of the type of computer they’re using. This was important to note as different interfaces (Microsoft, apple) have different commands to use in their respective terminals.

Many are use to a graphic/icon interface, with a mouse to click, open, move, delete, and edit items on a computer. A key takeaway from the workshop is a user can accomplish the same tasks from a graphic/icon interface on a text interface in a terminal by using commands. This method can be useful and more efficient when lengthy, repetitive tasks will take extended periods of time in a graphic interface.

I enjoyed the quick history lesson on computers, how the first interfaces were human and more specifically under-paid women. This relates to a few readings in our class, and a note was made in the workshop about the hidden contributions woman played in NASA. To relate to this week’s readings, I got a better understanding of the punch card. In the reading, Father Busa’s Female Punch Card Operatives , there was a note that Busa found his training school of female keypunch operators to be a success. But in the workshop, women were contracted in these roles for cheaper labor. I didn’t quite understand the connection of the punch card to Busa’s overall project, this workshop bridged that gap. A punch card represented machine code, now creating those punch cards is no longer physical work but digital.

As the workshop progressed, key words were defined, and questions were presented to review steps. The workshop was very interactive and easy to follow, you can go back and forward at any time, and the instructions to input commands were very clear. I would recommend the workshop to someone who would like a better understanding of a computer, the background work in place when you click your mouse.

Data Visualization: Maternal Mortality Rate by Race

For this project I wanted to source readily available data. First I thought of different country and cities census data, but couldn’t really hone in on the data that I wanted to extract to visualize. After something thinking, I thought about race differences in regards to the maternal mortality rate.

Using data from the National Center for Health Statistics, National Vital Statistics System, mortality and natality data files available on this site I decided to visualize the maternal mortality rate by race for the year 2022. The information for 2023 is still tentative, and 2024’s information is still in progress.

I used SankeyMATIC to build the visualization- once again trying to find a more plug and play tool, rather than learning how to use a tool from scratch. This site provides a template and the user can change things around based on their needs. It is very simplistic and manual.

I had originally intended to put more years of data in, but found that to be an overwhelming task to do manually in this short time frame, so went with 2022. I was then struck at the limited breakdown by race. This made me wonder who may have been misrepresented, or not represented at all. I also found that the term “Non-Hispanic” was not consistent in word order within the data. Specifically, Asian, Non-Hispanic was one listing, while Non-Hispanic Black was another. I decided to make the language consistent. Also, the data was presented as Asian, Black, White, and Hispanic. After inputting the data, I found the visualization a bit jumbled and decided to put them in order of least to most.

I was disappointed to not figure out how or if it is possible to put a title on the visualization, so tried to be clear about what these numbers were (Maternal Deaths per 100,000 Live Births 2022).

It also became evident that this data could easily be misconstrued. It would appear that the highest maternal death rate is for White Non-Hispanics. However, over the years the understanding is the burden and tragedy of maternal deaths falls heavily on the Black community. Was 2022 an outlier? Being picky and choosy with this information could cause true harm, from a misinterpretation of a national tragedy, to a lack of accountability and advocacy to correct it.

Not to mention that it doesn’t illustrate how the United States is an outlier at having such high rates of maternal deaths compared to other “industrialized” nations. In other words THIS IS NOT NORMAL overall.

My Visualization

Probably way more reliable version from Statista.

Infographic: The Uneven Burden of U.S. Maternal Mortality | Statista You will find more infographics at Statista

MAPPING SOUND: a response to last week’s PRAXIS and this week’s readings

When looking at a map, it is taken as fact. The lines representing borders, the name of the place being mapped take as sovereign, the peoples within those boundaries are clumped together in one location, and time stands still. The video in Visualizing Sovereignty and Critical Cartography provided a new take on mapping, it brought time & Sovereignty into picture, and it placed maps not on paper, static picture, but in motion. A map is another form of data, and therefore also “capta”, it holds subjectivity and power. A map just like data, should not be taken as fact, but as a perspective, and through the readings we learn, many common maps hold a motive.

A strong interest of mine, is the Black history of my mom’s native country Colombia. Colombia has the second largest black population in South America, second to Brazil, with 11 million Afro-Colombians making up 26% of the population. Cartagena, Colombia was the first Spanish colony and the biggest Spanish slave port in South America. Currently Cali, Colombia is the largest black city in the country. Many Colombians on the coast will call themselves or their cities “Caribe” (Caribbean). In Visualizing Sovereignty, Colombia was very briefly mentioned as a part of the Caribbean, but not included in the video mapping Caribbean sovereignty. In the discussion of maps, sovereignty, history, is it possible to Map the black history of Colombia through music and sound?

In last week’s class, many projects sparked my interest in the possibility of Mapping Sound. I found Cathy’s presentation on SONG DATA, a 2018 Project from Ottawa quite interesting. Music can be seen as a universal language and experience. Cathy mentioned her own experience of seeing successful women of color dominate many musical genres and was shocked to see the music industry data presented in the project. Melissa, in presenting HERSORY, touched upon audio preservation, the importance but also dangers in preservation work. Rabana in discussing ensalved.org, honed in on her user experience, the color, the interactive timeline, the data. But also, the ability to filter through places, events, and people. The website was able to bring a connection the stories and even included handwritten letters. SONGDATA demonstrates the importance of highlight disparities in music, HERSTORY the preservation of sound and how audio is also a part of telling history, and ensalved.org the interactive collection of  enslaved history & data. When I think about the musical and salve history of Colombia many aspects of the projects mentioned come to mind.

Finding similar projects to Mapping Colombian Music also proved its challenges, many websites touch upon the black musical history in Colombia and using sound to represent a place or people in Colombia, but a map that encapsulates both was hard to come by.

Musical connections between Africa and Colombia: The “Caribbeanization” of Afrobeat in Colombia (africasacountry.com)

A place of resistance, solidarity, and locality: Soundscapes of Colombia (arcgis.com)

A sense of space through sound: A Guided Tour Of Colombian Music, From The Mountains To The Coasts: Alt.Latino : NPR

Mapping Rhythms: Ritmos musiccales de Colombia by sergio cabrera on Prezi

I am very eager to learn how a project in Mapping Music in Colombia could come to fruition. Some of the challenges I faced while attempting this week’s praxis was lack of open-sourced data on music by region and finding reliable sources on the origins of Colombian sound. To end, a song that encapsulates the intersections of Black History and resistance, Colombian Music and the migration of sound is Joe Arroyo — La rebelión | Letra/Lyrics | English translation (“The Rebellion”).

Short Response to Weekly Readings – Melissa McDonald

I found this weeks reading/video assignments really illuminating (with the exception of How Maps Lie by Mark Monmonier, which strangely elicited a Math Tears response in me). Building on Drucker’s capta vs data it was striking to see all of the ways we take the “objectivity” of data for granted and how that is expressed in maps. I don’t think I was necessarily surprised, but I had never really thought of maps as subjective even though it now feels so obvious. I feel like this concept builds on much of what we’ve learned so far this semester – we need to be critical about what is presented as “fact” in all areas of digital humanities (and life?), who/what gets counted, how the different presentations of data can skew the interpretation.

Dr. Nelson’s talk “Critical Cartography” was especially illuminating considering the current conflicts in Ukraine and Gaza. Maps have a huge influence on the way we see the world. The conversation around the borders of Gaza, the West Bank and settlements, and the borders of Israel are based on politics, not what is actually true (if there is a Truth when it comes to geographic borders…). I thought it was interesting to see the way Google maps is adapting their map to use dashed lines to mark contested boarders, which still doesn’t tell the whole story.

With Israel’s pink washing campaign I have had conversations with my brother in law about how I would be imprisoned/killed in Palestine (so how could I possibly support the Palestinian people), as if queer Palestinians do not exist (and as if states in our own country are not incredibly hostile towards queer and trans people). Something that was brought to my attention was the Queer Mapping Project, a community generated “counter-mapping” platform used to digitally archive LGBTQIA+ experiences in relation to physical space. There are fewer entries in Gaza compared to other places on the map (though I do not think this is reflective of the queer population there), which is something that I think should be examined more (barriers to access). Additionally, some entries are posts in solidarity rather than experiences of queerness in Gaza. This can be kind of confusing/skew the “data”/capta. Even with it’s limitations this map is a useful tool in telling us what isn’t accounted for in mainstream narratives that are fed to us in the west. https://www.queeringthemap.com/