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For our transcription project, we transcribed a memoir written by Elizabeth Grundy.  She wrote about her life, and how her mother died when she was young. She also mentioned how when she was married her husband died as well.  After this, her son, William, then died. She writes this memoir to tell us her difficult life and how she struggled to continue her belief in God and her faith.  My group and I transcribed her whole memoir, and throughout our process, we used Voyant tools to see how the words in the document are used and their frequency. We came up with a research question, and ours is, “How does the frequency of key terms change throughout the document?”  There are so many tools on Voyant that helped us answer this question. Three specific tools that we used that especially helped us were cirrus, streamgraph, and word tree. These three tools specialize on word frequency and that is why they were so accurate for our research. Cirrus is something that creates a word bubble based on the frequent words.  The bigger the words appear in the bubble, the most they appear in the document. This helps us to indicate the frequent words. In the Whitley reading, he also creates a cirrus called “Song of Myself”. He doesn’t call it a cirrus, he calls it a word cloud, but they are the exact same thing.  Below is an image of the cirrus that was created from our memoir words. 

The other two tools that we used that help us answer the other part of our question are stream graph and word tree.  Streamgraph shows the change of frequency for a specific word, throughout the whole document. This gives us the information we want by showing us the change throughout the memoir, instead of just in general. It also compares it to the other frequent words in that area of the document. For example, like in this quote, “Savior would raise you up even more;” she replied: “Do not keep me back, let me go freely; it will be best for me now; I want to be gone and to see my Dear Savior.”  You can see that Savior is used a lot in this certain part of the text, but right before this part, it isn’t used for a whole page. This shows how the key words change throughout the memoir. Similar to stream graph, in the Whitley reading, he mentions how he uses scatterplots to see the different patterns of data points on the different axises.  Below is an image of the streamgraph based off of the memoir.

The other tool, and the last one, that helped answer our question, was word tree, below. This tool shows the words that come before and after the key terms, or the collocate. 

This helps because it gives us the context of the key word, and it can even tell us when Elizabeth Grundy was saying at the point in the memoir.  Like in the Whitely reading, and in many other parts of writing, tools like these can be helpful for so many different things.

 

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Blog #2

Blog #2

How does the usage of the most frequently used words change throughout the memoir? Elizabeth Grundy writes a memoir of her life that she dedicates to her son, Br. James Grundy. Elizabeth lost her husband and became a widow, never remarrying before her death. Grundy was a very religious woman and relied heavily on God. Her father passed when she was young leaving her mother to care for the children. Grundy’s husband passed when he was 29 leaving her with a home, a baby, and a soon-to-be newborn. Immediately, Elizabeth had her newborn son join the church, so he would have a “father”, God. Elizabeth and her son, William, kept religion a top priority throughout their lives. Eventually, Elizabeth fell ill with her son, William, at her side. He told her it was time to go, and she passed peacefully at the age of 82.

 

After inputting the text into Voyant, it was determined that there are 4,888 words with 1,222 unique word forms. Her memoir has a vocabulary density of 0.25, ¼ of her word choices are unique. She also averages 28.1 words per sentence which seems to be high for a typical paper. Voyant provides researchers with the five most frequently used words in the corpus. After analyzing Elizabeth Grundy’s memoir, I am not surprised to see that the five most frequently used words are: Savior, time, son, God, and Jesus. The majority of the memoir is written about her life with her son and the way in which they incorporate religion into their lives. There are Grundy’s two most important things in her life, religion and her beloved son. Time can also relate to the time Elizabeth has left on Earth and the time until she reaches her final destination, heaven.

 

After analyzing the four sections we broke Grundy’s memoir up into, it has been determined that she speaks heavily of her son and the Savior throughout the entire writing. The keywords listed are: God, Brethren, life, Jesus, and Savior. God mainly has the collocate, people, and a few times has Savior. Brethren’s collocate is church while life’s is departed. This exemplifies Elizabeth Grundy speaking of passing over. Jesus’ collocates range greatly from the word mercy to the word end. The same types of words are used throughout the text. Everything seems to fall back on her son or religion.

 

Whitley talks about distant reading, the use of digital technology to recognize patterns. This type of reading can be used for one text or to compare multiple texts. We see this use of digital technology with the tools provided in Voyant. Whitley also speaks of the importance of using patterns during writing. He believes the brain is able to comprehend information quicker when using patterns. To determine how the usage of key terms changes throughout the passage, I have used the StreamGraph tool provided by Voyant. This tool graphs the 5 most frequently used words with each word having its own horizontal line on the graph. The lines are color-coded and they fluctuate throughout the graph representing the increase and decrease in usage. The more the words are used in a specific section, the higher the hump on the line goes. For example, Jesus has a very high bump towards the end of the first third of the passage but does not have a visible bump in the beginning. This shows that the word, Jesus, is used heavily at the end of the first third of the passage unlike at the beginning where it is not really used. At the end of the passage, the graph shows the words, Jesus and son, being used heavily. This makes sense because Grundy was dying at the end of the memoir and wrote frequently of how her son would be after her passing as well as praying to Jesus. Savior is used frequently during the memoir whereas God is only used in certain sections of the reading.

 

Trends is another tool that graphs the relative frequencies of the key terms verse the document segments. This tool is similar to the StreamGraph as it creates hills and valleys as the usage increases and decreases throughout the different sections of the memoir. Trends places a dot at the specific frequency for each word at each segment. The dots are then connected creating these lines. By hovering over each dot, researchers are able to determine the exact frequency of that word in that section.

 

The last tool I used to analyze patterns in the passage is the WordTree tool. WordTree places one of the key terms at the center of a “tree” and surrounds it with different useful words that are in front and behind the keyword throughout the memoir. These words that make up the “branches” of the “tree” are called collocates. For example, the collocates of the word Savior are dear, our, and my. Researchers also have the ability to click on these collocates, and the collocates of that specific collocate will appear as smaller “branches” connecting to the collocate. This allows researchers to analyze the different contexts the keywords are used in throughout the passage. These tools provided by Voyant are examples of spatial reading as talked about in the Whitley reading. Spatial reading involves the digital visualizations used to further the comprehension of the passage. It accesses different parts of the brain to do this.

https://voyant-tools.org/?corpus=9bf1521b2f9d4815fd5232b94d287908

 

 

https://voyant-tools.org/?corpus=9bf1521b2f9d4815fd5232b94d287908

 

 

https://voyant-tools.org/?corpus=9bf1521b2f9d4815fd5232b94d287908

 

 

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Blog #2

Blog #2

After transcribing and reading our memoir about Elizabeth Grundy, Voyant Tools allowed me and my group to visualize our text in a new fashion. Once we had taken some time to assess our memoir, we came up with a research question stated as: “How does the frequency of the key terms change throughout the document?” As Professor Faull told us in class, most groups have some of the same key terms (savior, god, jesus). So our question was designed to see how and when Elizabeth Grundy decided to use these terms throughout her memoir.

Elizabeth Grundy’s memoir is about her journey through faith as she lost loved ones. The loss of her father, her husband, and her eldest child, all through illness, had her confused about her true beliefs. This helps lead us into the five key terms that were used throughout the entire memoir: ‘savior’ used 34 times; ‘time’ used 18 times; ‘son’ used 17 times; ‘god’ used 16 times; ‘jesus’ used 16 times. This is my first real use of distant reading which Whitley describes as, “looking over the broad patterns of a text.”

The first tool I used to help visualize these terms was Cirrus. Cirrus is a word cloud that visualizes the most frequently used terms in a document.  Even though Cirrus is one of the most common tools of visualization, it plays an important role in distant reading. Cirrus is very useful because not only does it show the five most frequent terms that appear in the Summary tab on Voyant, but also the frequency of other words. This helped us answer our research question because it gave us a nice baseline visualization on the frequency of words in our memoir. 

[iframe style=’width: 424px; height: 294px;’ src=’//voyant-tools.org/tool/Cirrus/?corpus=486449dbc605c4e77ecaa99e423bb935′][/iframe]

 

While Cirrus gives the frequencies of words, StreamGraph works a little differently. Streamgraph is a Voyant tool that depicts the change in frequency of words in a document or corpus. It splits up your text into ‘Document Segments’(the x-axis) and that helps you determine from the graph how often words were used in which segments. “Savior” is the most frequent term in our document and, based on the StreamGraph, it is also the most frequently used word throughout the memoir. What I mean by this is that ‘savior’ was not just used 30 times in one section then forgotten about, it was the most spread out word in the memoir. This Voyant tool helps us answer our research question because it shows the relative frequency of the five most frequent words. With this we can assess how often terms are used in which parts of the memoir. For example, around Document Segment 15, we see that the term “jesus” was used a whole lot of times whereas it was hardly used in the beginning of the text.

[iframe style=’width: 424px; height: 294px;’ src=’//voyant-tools.org/tool/StreamGraph/?docId=c07c78025c913d7a2670603c760ceb25&corpus=486449dbc605c4e77ecaa99e423bb935′][/iframe]

 

Now that we had figured out frequencies and relative frequencies of the key terms, we decided to work a little with their collocates. Using WordTree, we were able to identify how Grundy was using these terms in her memoir. While I was expecting four of the five key terms in our document (savior, god, jesus, and son-because she had two sons), I was a little confused as to why time was one of the key terms. In the WordTree for time, three of the five left continuations are ‘another’,’this’, and ‘any’. With these continuations, Grundy is telling us stories of her life at these instances (another time…, this time…, any time…). This Voyant tool helped us answer our question because it put into perspective how Grundy was using these terms. All of these tools helped us “perceive patterns in data that we may have otherwise missed”(187) and helped guide us along to answer our research question.

[iframe style=’width: 424px; height: 294px;’ src=’//voyant-tools.org/tool/WordTree/?query=savior&corpus=486449dbc605c4e77ecaa99e423bb935′][/iframe]

So while the StreamGraph was the most direct answer to our research question, the Cirrus helped us discover what other terms were frequently used, and the WordTree helped us figure out collocates of the five terms so that we knew the context she used those terms in.

Johanna Drucker defined visualization in the Whitley reading as a way to “integrate interpretation into digitization in a popular way” and I believe that exploring Voyant with our memoir and these tools made for a very enjoyable assignment.

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Blog #2

Blog #2

Memoir Summary:

Elizabeth Grundy’s memoir is an account of her life, (February 6, 1717 – May 9, 1799) which she dictated to her son. She starts out by talking about her childhood, as far back as she can remember. Her parents were very strict, and were of the Presbyterians persuasion. Elizabeth was the youngest of her sisters, and had no brothers. Her father died when she was twelve which left her mother to care for them alone. Elizabeth became much more involved in religion around this time and practiced it regularly throughout her teenage life. When she was twenty two years old, she started school keeping. Shortly after this she met her husband, who was a member of the church of England, and they had a son together. On February 22, 1748, when her husband was only twenty nine years old, he died. Elizabeth, much like her mother, was now a widow and had to care for her baby son, in the middle of her second pregnancy. She explained how she managed to handle this, by turning to God when she felt overwhelmed, and making sure her children worshipped God to reap his benefits. Her oldest son William died after a long illness when he was seven years old. In 1756, she moved to Dukenfield as a member of the Brethren church, where she eventually started up a school for girls. About ten years later when her youngest son was old enough to live on his own, he left Dukenfield for Fulneck, where he eventually would get married and be asked to start a school for the Brethren society. Elizabeth Grundy also had a daughter, who after her first delivery passed away, and the child died with her. After this she went to live with her son in 1787, and began a school for girls where she lived out the rest of her days worshipping her Savior.

The full compiled transcription that I entered into Voyant is one document that consists of 4,979 total words, and 1,314 unique word forms. The vocabulary density of my group’s document is 0.264, and the average words per sentence in this document is 28.6 words. The five most frequent words in the corpus are savior, time, god, son, and jesus. Savior almost always comes after “our”, and contains either the words god, jesus, or christ before or after it is used. Time usually comes right after a set of words such as “about this”, “at this”, “at any”. God is used mostly around the word “people”. Son almost always comes after the words “her” and “my”, and occasionally “the”. Jesus is often surrounded by the words Christ, Lord, and Savior in this document.

The research question my group and I are investigating is, how does the frequency of key terms change throughout the document?

The first tool I used to visualize my text is called TextualArc. I chose to start with this one because it was mentioned in Whitley’s article, and I wanted to figure out what its purpose was. The creator of this tool W. Bradford Paley, wrote that he wants “to help people discover patterns and concepts in any text by leveraging a powerful, underused resource: human visual processing”(Whitley, 197). This tool is interactive and as you hover your cursor over all the different words in the ellipse, lines will pop up connecting to its collocates. This ellipse contains every word that is used in the document, and the cloud in the center of the ellipse is a color coated array of the text’s most frequently used words. The words in the middle are used commonly throughout the entire document, while the words on the boundaries of the ellipse are specific to certain segments of the document.

TextualArc is helpful in figuring out which terms in the document are used the most frequently, and throughout the entire text. Without a tool like this, it would be a very long process to figure out the most frequently used terms, and what their collocates are. Which is exactly what Whitley was referring to when he said “the virtue of information visualization is that it can make complex data sets more accessible than they otherwise might be”(Whitley, 188).

 

Word clouds have proven to be quite popular with internet users, both for their playful aesthetic quality and for their practical ability to visually identify the patterns of meaning in large and potentially unwieldy texts”(Whitley, 198). I like word clouds because of how simple but effective they are. These to me are basically condensed summaries of texts. Instead of writing out a couple paragraphs to explain what happened in a text, you can just look at the most frequently used terms organized randomly, and be able to gain a little bit of insight to what the text was about. Obviously you won’t be able to actually understand any of the details that go on in a text, but it will give you a decent overview of what the text is about.

This graph uses trends to visualize how often the most frequently used terms appear throughout the document. According to the data, the word savior was the most used term in the first two segments of the document, as well as the fifth, sixth, and eighth. Son was the most used word in the third and the tenth segments. God is the most used word in the fourth segment. Time is the most used word in the seventh and ninth segments of the document. This graph directly shows us how the key terms change over the course of the text my group and I created. This answers our research question because its shows us that although savior is the most frequently used word in the document, it is not the most frequently used word in each segment of the document, or throughout the document. It actually changes throughout the document, but the overall highest used word savior. If I was going to try and figure out all of the data by myself without the use of technology, it would mean counting by hand the 4,979 words in the document, and figuring out how many times every word is repeated if it is. It would be extremely tedious and difficult. These tools allow us to create helpful visualizations out of texts very efficiently, and they show us a lot about the relationships between different types words and their frequencies.