How betweenness centrality of terms can help identify key themes and concepts in an established corpus text.
Created methodology to produce a analytical report
Report of findings
FIG6: The dark gray sections indicate no connection between the three elements as one of the elements does not exist (length (adverb), grow (adverb), and Death (adj)). The light gray indicates that there is no connection between the terms.
The ten short stories written by Edgar Allan Poe creates deeper emotional meaning and connection. By coding the textual surface into primary categories (death, eye, grow, and length) and secondary collocates of the primary the interaction of the elements are analyzed; through using charts and figures the connection among the elements is heightened.
Edgar Allan Poe’s short story pieces in the year 1890 speaks to how writing in first person about emotional events and combining them with macabre and science fiction concepts connects to audiences and themes on a personal level. Edgar Allan Poe’s short stories written in 1890 develop the terms of length, eye, death, and grow in a way that the audience is provided with satirical and intellectual concepts.
Question:
In Edgar Allan Poe’s short stories published in 1890 what is the importance of theme and concept development in regards to the anticipated theme of horror and the macabre?
Edgar Allan Poe’s short stories written in 1890 develop the terms of length, eye, death, and grow in a way that the audience is provided with satirical and intellectual concepts. These concepts are hidden beneath the textual surface.
The life of Edgar Allan Poe drove the development of his literary content. According to Westfhal Poe “may well be called the father of "scientifiction””(1992, pg. 342) as his shift to short stories developed the concept. Poe’s shift from poetry to short fiction was, as written by Hubbell, “after his first three volumes of poems had failed to bring him either money or fame, Poe turned to the writing of short stories”(1969, pg. 99). Unrue states “the elusiveness of Poe but also perhaps to his genius and to the failure of most critics and scholars” (1995, pg. 112) drove Poe to create content that is now academically appreciated. The intent Poe creates in his short stories is a reflection on his life.
Edgar Allan Poe’s short stories provide audience with a macabre and scientific textual landscape. According to Westfhal Poe created “a charming romance intermingled with scientific fact and prophetic vision” (1992, pg. 342) in many of his short stories. The intent, according to Hubbell, of Poe was in many instances to create satirical pieces but discovered that people took the pieces for face value (1969, pg. 100). The way Unrue describes Poe’s writing is as follows “romantic and Gothic elements in his fiction and poetry as proof of Poe's predilection for the subjective, macabre, and fantastic, as well as the transcend” (1995, pg. 112). Poe’s short stories create an environment that invites analysis.
The developmental themes and concepts in Poe’s pieces are consistent with the social and personal life of the author. Westfhal states that Poe can “typically offer different explanations for those changes focussing less on individuals to identify larger cultural and literary developments to explain the growth” (1992, pg. 347-348) of the science fiction genre. Unrue states that Poe’s stories demonstrate how he “is miserable in solitariness, and is frustrated by the restrictions of the subjective perspective” (1995, pg. 113). The emotional aspects to the stories are heightened as the stories are often first person; according to Hubbell this “method makes it easier for a reader quickly to identify himself with the narrator and thus to share with him the strange and moving events which he witnesses or participates in” (1969, pg. 104). Poe connected with the audience by creating stories where it is written in first person to emotionally connect with concepts that many people can relate to.
Edgar Allan Poe’s short stories written in 1890 develop the terms of length, eye, death, and grow in a way that the audience is provided with satirical and intellectual concepts. The personal and social life the surrounded Poe directly affected the way he decided to tell his emotional and visual stories in the 1890’s.
The selected sample of Poe’s were selected on the basis that in the year 1890 he wrote ten short stories. This year was chosen as it contained the most short stories. The day and month they were published and approximate date of initiation and completion are not included in the study.
Relations among the elements were analysed once placed into a concordancer and the top four frequently occurring terms were taken from this list. The terms were then taken individually and the top six collocates were identified and their context was described; which was then represented graphically. The listing in advance of tables is consistent with Miles, Huberman, and Saldana's (2014) account of first and second order coding, the basis of any qualitative data analysis (pages 70-93).
Sample:
The chosen sample from Edgar Allan Poe’s short stories in 1890 is inclusive of all stories published in the year. The chosen sample is based off of the information provided by the following website: https://poestories.com . The sample consists of the list below.
· Eleonora
· The Imp of the Perverse
· The Island of the Fay
· The Masque of the Red Death
· Never Bet the Devil Your Hand
· The Oval Portrait
· The Pit and the Pendulum
· The Premature Burial
· Some Words with a Mummy
· The Tell-Tale Heart
Primary Coding Categories:
Once the raw textual data was placed into a concordancer important terms were chosen. The terms with greatest betweenness centrality were chosen with the exclusion of proper nouns and words that do not repeat in three or more stories. This exact coding was only applied to primary terms and not the collocates; the collocates excluded proper nouns.
Once the raw textual data was placed into a concordancer important terms were chosen. The terms with greatest betweenness centrality were chosen with the exclusion of proper nouns and words that do not repeat in three or more stories; seen in FIG1. This exact coding was only applied to primary terms and not the collocates; the collocates excluded proper nouns.
Betweenness centrality connected nodes with the highest rates on connectivity through edges. If the important nodes were removed, such as the nodes later described, the entire network would be affected. With this in mind it can explain the importance of a few nodes in the data. These nodes become the basis of the claim in this report are based on this understanding and, I argue, are elements Ernst uses to control and influence the visual surface of the panels.
FIG1: The four words chosen from the textual analysis through a concordancer that are present in at least three of the selected stories by Poe.
The secondary coding was derived from the primary coding and through taking the top six collocates of each of the four nodes; this is presented in FIG 2 to 5.
FIG2: The top six collocates to the secondary coding category of death. These terms can be grouped into two categories: adjectives, and nouns. Death is typically being described as a way to escape the current emotions and action the living experience.
FIG3: The top six collocates to the secondary coding category of death. These terms can be grouped into two categories: figures, and nouns. The term eye is used to describe the way something is looking or being looked at with modifiers of figures, like vulture.
FIG4: The top six collocates to the secondary coding category of death. These terms can be grouped into two categories: adverb, and noun/adjective. The term grow is typically used in terms of emotional and physical increase in relation to a specific event that has, will, or could occur.
FIG5: The top six collocates to the secondary coding category of death. These terms can be grouped into two categories: adverb, noun/adjective. The term length is typically used to measure time or distance in the simplest sense with additional modifiers to suit the situation.
The primary and secondary coding categories identify that length, death, eye, and grow as well as the collocates develop themes and ideas in Poe’s short stories.
The occurrence and combination of occurrences of the terms indicate the intent, themes, and concepts Poe develops in the selected works; his ten short stories published in 1890 develop these.
FIG6: The dark gray sections indicate no connection between the three elements as one of the elements does not exist (length (adverb), grow (adverb), and Death (adj)). The light gray indicates that there is no connection between the terms.
The above figure is derived from the information collected in TAB1 (below) and referenced visually in full in FIG6. A1, A3, D1, and D3 contained connections that adhered to the process criteria.
The occurrence of the terms alone does not imply the importance of the terms but the betweenness centrality lays with length (noun/adj) being part of the other occurrence types that were analyzed.
The occurrence of three terms, derived from the four coding nodes, is explained in TAB1. This table explains the intention of the interaction of the terms within the corpus.
Section | Description
A1 | Eye (fig)- Length (noun/adj)- Grow (noun/adj)
1. -fears grow over time over a vulture eye
2. -over time fits grow over dead one’s closed eyes
3. -overtime the eye grows into changes
4. -overtime grow wild over seeing
5. -over time higher powers grow vegetation
6. -over time life is lost and before it ends protest is raised
A2 | Eye (fig)- Length (noun/adj)- Grow (adverb)
///
A3 | Eye (fig)- Length (noun/adj)- Death (noun)
1. Death’s eye waits for the right time
2. Death is reason that can see in time
3. Eye of death will set free individuals
4. Spectral beings gaze at things
5. Over time the eye of light dies
6. Death is something to remember over time
A4 | Eye (fig)- Length (noun/adj)- Death (adj)
///
B1 | Eye (fig)- Length (adverb)- Grow (noun/adj)
-no points
B2 | Eye (fig)- Length (adverb)- Grow (adverb)
///
B3 | Eye (fig)- Length (adverb)- Death (noun)
-no points
B4 | Eye (fig)- Length (adverb)- Death (adj)
///
C1 | Eye (noun)- Length (noun/adj)- Grow (noun/adj)
1. Over time plants grow under the eye of a creator
2. It take time for plants to grow, that watch
C2 | Eye (noun)- Length (noun/adj)- Grow (adverb)
///
C3 | Eye (noun)- Length (noun/adj)- Death (noun)
1. Overtime regret is seen in the eye as it represents death
2. Death can happen over time and eyes can show this
3. Interest over time in the way death is portrayed in eyes
4. Over time realize looking at death
5. Over time realize looking at death
6. Over time death is unclosed eyes
7. Over time the dark of death makes eyes cast to light
8. The eye follows the movement of death overtime
9. Death watches progression of events
10. Death watches progression of events
11. Death is abrasive and over time causes individuals to look away
12. *No overall connection
13. the threat of death overtime dwindles
14. over time eyes portray eminent death
15. death is not glum but can be bright
16. over time death can blossom in individuals eyes
17. over time closed eyes can be death
C4 | Eye (noun)- Length (noun/adj)- Death (adj)
///
D1 | Eye (noun)- Length (Adverb)- Grow (noun/adj)
///
D2 | Eye (noun)- Length (Adverb)- Grow (adverb)
///
D3 | Eye (noun)- Length (Adverb)- Death (noun)
///
D4 | Eye (noun)- Length (Adverb)- Death (adj)
///
TAB1: /// indicates no occurrence of interaction and connections within the same story, the distance max was 3 over variables between and no variable was used twice in each section. Death and eye are terms of high connectivity.
The outcome of TAB1 is highly influenced by the number of times a term is used, seen in TAB2, the terms that combine the terms with highest betweenness centrality occur the most. Section C3(Eye (noun)- Length (noun/adj)- Death (noun)) contains 17 instances of interaction where A1 (Eye (fig)- Length (noun/adj)- Grow (noun/adj)) and A3 (Eye (fig)- Length (noun/adj)- Death (noun)) contain six and C1 (Eye (noun)- Length (noun/adj)- Grow (noun/adj)) contains two. The occurrences with the term grow(noun/adj) deemed to be the least important term with length(noun/adj) occurring in all the four sections.
The following table (TAB2) demonstrates the number of times each word occurs in the corpus.
Type | Number
Eye (fig) | 12
Eye (noun) | 32
Length (adverb) | 0
Length (noun/adj) | 50
Grow (noun/adj) | 6
Grow (adverb) | 0
Death (noun) | 48
Death (adj) | 0
TAB2: There are three terms that do not exist in the corpus. The top three terms: eye (noun), length (noun/adj), and death (noun). Two of the three terms, in any combination, appear in each story more than five combined times.
The occurrence of the terms alone does not imply the importance of the terms but the betweenness centrality (as explained in TAB2) lays with length (noun/adj) being part of the other occurrence types that were analyzed.
The development of themes and concepts is demonstrated in FIG7 below.
FIG7: The three bottom nodes support the hypothesis.
The development of themes and concepts that are pertinent to Poe’s short stories written in 1890 were identified through placing the text into a concordancer and identifying the terms and their representational placement and connection.
Brandes, U. (2001). A Faster Algorithm for Betweenness Centrality. Journal of Mathematical Sociology, 25(2), 163–177.
Hubbell, J. (1969). The Literary Apprenticeship of Edgar Allan Poe. The Southern Literary Journal, 2(1), 99-105. Retrieved from http://www.jstor.org/stable/20171685
Westfahl, G. (1992). "The Jules Verne, H.G. Wells, and Edgar Allan Poe Type of Story": Hugo Gernsback's History of Science Fiction. Science Fiction Studies, 19(3), 340-353. Retrieved from http://www.jstor.org/stable/4240181
Unrue, D. (1995). Edgar Allan Poe: The Romantic as Classicist. International Journal of the Classical Tradition, 1(4), 112-119. Retrieved from http://www.jstor.org/stable/30221867