Network Analysis, Text Mining, and Emergence in the September 1918 Little Review

(This piece is cross-posted at my course site: modernist-magazines.org)

This post is a shorter version of what will eventually become a longer piece about digital methods for the analysis and teaching of modernist magazines. By way of background, the occasion for this post was a workshop I did this week with two joint sessions of my graduate course in modernism and digital humanities and Sean Latham’s graduate course in modernism and new media. Sean’s course is interested in the ways in which modernist literature (and this week, magazines) embody functionalities of 21st Century digital media (i.e. the “new” new media). They have been discussing Katherine N. Hayles’ concept of emergence, through an unpublished essay of Sean’s, “Unpacking My Digital Library: Programming Modernist Magazines,” forthcoming in Editing Modernisms in Canada, eds. Colin Hill and Dean Irvine.

Emergence describes “a particular kind of complexity that arises not from the individual elements of a system, but only from their interaction” (15). It emphasizes the interactive system of meaning that derives from the connections among various content items of a magazine, and only from those connections. In arriving at this sense of a dynamic readerly coherence, he uses Espen Aarseth’s concepts (from Cybertext ) of “texton,” a string of information that exists in the text (a poem, an advertisement, a headline, etc.), and “scripton,” their idiosyncratic assemblage by the reader.

Bound up in these concepts is the nature of magazine reading itself. Magazines are not codices. They are not books to be read serially from cover to cover (although a few of us 21st-Century denizens who study magazines might admit with blushed cheeks that we do).

So, our workshops looked at social network analysis and text mining as ways of potentially identifying, or at the very least of recording and analyzing, scriptons that might emerge in the magazines.

We picked the September 1918 issue of The Little Review at the Modernist Journals Project (MJP) because it features one of the few direct references to the First World War, W.B. Yeats’ poem “In Memory of Robert Gregory,” an Irish airman. It contains other items on the theme of death, including James Joyce’s “ULYSSES Episode VI,” later known as “Hades,” depicting the funeral of Paddy Dignam. However, there is a number of other items that deal with the themes related to death, such as two short stories by Sherwood Anderson and Ben Hecht, respectively titled “Senility” and “Decay,” and which immediately follow Joyce’s installment. Aside from these editorially juxtaposed pieces, however, are numerous items of criticism or correspondence that rail against literary obsolescence as a kind of death, if not in so many words. For instance, it emerged in our discussion that Edgar Jepson’s essay “The Western School” is talking about the deterioration of contemporary literary production in a way that is evocative of death and shares valences with the ways in which other pieces deal with death more explicitly. Most importantly, it was only through the comparison with the other pieces dealing with death — which appear later in the issue — that we were able to read it in concert with the emergence of death at all.

Timeline of Student-Curated Data from MJP

For our workshop, I prepared a dataset from information my students have culled from the MJP. These data derive from an interactive timeline project that my students in periodical studies have done in four different courses at three different universities. The students curate content in the MJP by entering items and their bibliographic data into a shared Google Docs spreadsheet. The bibliographic data include author, genre, page numbers, and publication date, the latter of which places the item on the timeline. More importantly, students assign topic tags to each item in order to provide a sense of its meaning. In the timeline, readers can click on an item to view a description and link to its location in the MJP. The timeline is additionally surrounded by filters from the data types (author, genre, magazine, topic tag) that allow the reader to refine further her exploration of the data. The idea is that codifying the metadata into the timeline will allow for discoveries and provoke questions as more and more content is entered. This is one possible technology for uncovering and articulating emergence within and across magazines.

Using some (carefully massaged) data from the timeline, I made some CSV files to feed to Gephi for the generation of network graphs. While the timeline interface separates connections in time, and therefore also in space, Gephi presents them in a 2D, timeless space so that all are apparent. In the interest of transparency, I also posthumously added the Death tag and some other ones that reflect our discussion from the first day. These include Greatness and Mediocrity (among others), since we noticed that Yeats’ poem takes pains to point out how much Gregory had in fact not accomplished relative to his more prolific peers.

Network graph for the September 1918 <i>Little Review</i>, showing nodes for item title, author, genre, and topic tag.

So, with these connections in mind, we get this bibliographic and thematic overview of the September 1918 Little Review. The image uses the Fruchterman Reingold layout algorithm (see here for information about Gephi layouts) to place the more highly connected nodes in the center, grouped by edge weight. That means the nodes that have more connections with each other will be in closer geographical proximity. One pattern that emerges is the relative distance of the genres Poem and Short Story. They appear on opposite sides of Death and, aside from that, have nothing in common thematically or in terms of contributors. In Gephi, one can mouse over a node in order to view its nearest neighbors (a degree separation of 1) in context of the larger graph (see here).

Ego network of Death, mousing over Short Story.

That effect becomes even more pronounced if we generate an ego network of Death, with the node sizes re-set for context, and mouse over different terms within it so as to highlight their immediate connections. The disparity between Poem and Short story becomes even more clear. In this picture, which shows the micronetwork that emerges when mousing over the Short Story node, we see that the Short Story genre has virtually nothing in common with any other content.

Ego network of Death, mousing over Poem.

On the other hand, mousing over the Poem node reveals a much wider micronetwork that connects Yeats’ poem with several works by Eliot, Jepson’s Essay, and the triad of Greatness, Mediocrity, and Irony. Why would Margaret Anderson and Jane Heap apparently use the short stories to carve out a separate space for the lowly and dissolute? Is it part of a strategy to explore different aspects of death and dying, using generic properties to present different facets?

Ego network of Death, mousing over Novel.

Interestingly, the Novel and Essay genres bear nothing in common with Short Story but have several connections with Poem, particularly in the topics of Greatness, Poetry, and Art, and in featuring Irony as a device. This graph shows what happens when we mouse over Novel. It would seem that the short stories in this issue are more straightforwardly realistic about death and dissolution than their longer form and poetic peers.

Overview of September 1918 <i>Little Review</i> with Yifan Hu Proportional layout.

The isolation of the Short Story group is even more pronounced if we change to the Yifan Hu Proportional layout algorithm, which calculates centrality and repulsion in such a way that clusters become apparent while emphasizing the differences as outlying branches (see here for more information about Gephi layouts). The bottom portion of this image shows the two clusters of the Hecht and Anderson stories as they attach with Death, while the entire field bears no relationship with them. Likewise, Ford Madox Hueffer’s installment of Women and Men bears little relationship with the rest of the issue, constituting an outlying branch of the Novel node not connected with Death. Conversely, Joyce’s installment of Ulysses is quite well integrated with other memes in the issue, while Heuffer’s is the only literary piece not connected with Death.

Overview of September 1918 <i>Little Review</i>, Yifan Hu Proportional layout, mousing over the Advertisement node.

It is interesting to note what else is not connected with Death. The advertisements at the back of the issue, one of them for a Hammond typewriter that emphasizes the Greatness of Literature, as if the tool could somehow make the buyer a great writer (“No Other Typewriter Can Do This”), but obviously without the Ironic representation of Mediocrity that characterizes much of the actual literary content. The ad for Mason & Hamlin, “The Stradivarius of Pianos,” also emphasizes Greatness as a selling point. In thinking about these relationships, the ads seem to represent the lack of Ironic insight into worthiness and Mediocrity that take front and center in Yeats’ poetic argument. While we can’t know what the editorial intent was in placing these objects together (or if there even was one), what we can be sure of is that a system which enables readers to tag content semantically can help to provoke new questions that might be worth going back to the magazines to investigate.

I raise the latter issue about advertisements because they constitute a part of the emergence of Death that was not discussed in class. It occurred to me as I was massaging the spreadsheet to feed to Gephi and thinking about the pieces we had read. This would be an example of how collaborative markup, say of a small working group of scholars or even one comprising all the members of our field, can aid in the discovery of emergences utilizing artifacts we might not individually have noticed or thought of as relevant. This would be a reactive and not so much a predictive method, one that utilizes both the stable bibliographic data as well as the idiosyncratic scriptons assembled by readers.

I would like to suggest, though, that a predictive method might be found in text mining. Using the Voyeur Tools for analyzing corpora, we can see the chronological surges in word frequency over the entire Little Review corpus in the MJP. A spike in word frequency in a given issue might mean that we are more likely to generate scriptons related to that word. As a brief example, see this Voyeur corpus of The Little Review from its beginning in 1914 through the Winter 1922 number (use the gear cogs to apply the Taporware stop word list, and be sure to make the change globally).

Voyeur Tools Word Trends Visualization of <i>The Little Review</i> between March 1914 and Winter 1922.

After applying the stopword list (and making a few other manual removals), this picture shows the raw frequency trends of the top five reoccurring words in the currently available segment of The Little Review. The word life has the top overall frequency in the corpus, but its usage declines precipitously with the start of the First World War. What does the trend look like for the word death, and is there a significant pattern around the September 1918 issue, as above, or perhaps at different key moments in the War?

Larger version of <i>Little Review</i> word trends.

A much bigger, live version of this graph allows us to gain more information by mousing over and clicking. The word art has a massive and unique surge in Volume 3, number 8 (January 1917). The reason for it is that Jane Heap took over as content editor for that issue with a round of essays on art and aesthetics. Although a 3- or 4-issue arc of the run bears a higher focus upon art, the word (and the subject?) drop almost completely for a bit and then return to a normal pattern for the rest of the run, with some higher spikes later on. I will address this sort of method in more depth, looking specifically at how we can locate emergences in the issues to which the graph directs us.

French Periodical Resource

I’ve been doing research on Guillaume Apollinaire’s magazine, “Les Soirees de Paris,” and I came across the French National Library’s digital site, “Gallica.”For those of us working with French periodicals, this is an invaluable resource. You can download full issues of books and magazines, including La Revue Blanche.

Happy hunting.

Secession Magazine (1922-24) now available!

Over at Jacket2, they’ve recently published online reissues and downloadable pdfs of Secession magazine (1922-24).  Here’s a part of the  Jacket2 introduction:

Secession, founded in 1922 by Gorham B. Munson, sought to give corner to the “youngest generation” of interwar modernists. Printed at various junctures in Vienna, Berlin, New York, Florence, and Reutte (Tyrol), Secession nevertheless became an important platform distributing literary Dadaism to New York. Accompanied by editors Kenneth Burke, John Brooks Wheelwright, and Matthew Josephson (often operating under the nom de plume Will Bray), Secession moved in upredictable directions over the eight installments of its premeditated two-year run.

If you’re not already interested, look at this partial list of people published in Secession:

Scribner’s Bindings

One of the major difficulties of studying modernist magazines is that so few libraries hold complete runs of older magazines.  Even when complete runs can be found, however, another serious problem obtains in many cases.  As Robert Scholes and Cliff Wulfman point out in Modernism in the Magazines,  those magazines that can be located frequently have been stripped of their ads and covers and bound in library boards.  These library bindings are a product of pragmatism–there’s only so much space in the stacks after all–but they also reflect a certain concept of textuality, one that privileges the linguistic (the right words in the right order) over the bibliographic (the material/sensual elements of the document).  In the wake of the work done by Jerome McGann and others, scholars have come to question that distinction. 

Database of Modernist Periodicals: Announcement and Question

I’m pleased to announce that I have begun planning a comprehensive database of Modernist Magazines to be called, “The Database of Modernist Periodicals.” This database was inspired by Scholes and Wulfman’s important contribution to periodical studies, Modernism in the Magazines.

I will make a more detailed announcement this spring, but in the meantime, the database will be designed to be a community undertaking. Much like Turbotax, the database will lead contributors through a series of questions in order to produce a bibliographical correct entry on any modernist magazine. As the database grows, we hope to implement network analysis tools to make it a robust teaching and research environment.

Later this spring, I will ask all of you to look over the draft document and make your own suggestions as to what YOU would like to see in the database.

Finally, I’m looking for a logo for this database. To start this project in a collaborative manner, I would like to ask you all to send me suggestions for “iconic” images of the modernist period published in magazines before 1923 (links to these images would be greatly appreciated).

I look forward to sharing more with all of you, and I wish you all the very best for this coming year.

The Digital Gallery: Omeka and Online Art Exhibits

I have been mulling over the notion of creating [digital] periodical art exhibits for some months now. I had wondered what kind of publishing platform could be utilized for such a project and whether it was even possible without a graphic designer and site architect on hand. While other questions still loom (and I will get to those shortly), the recent release of the open-source database software Omeka has been a synchronous event in light of my interest in online exhibits – one that assures me of two things: A. There is a broad need/demand for a publishing platform that allows librarians, museums, scholars, and archivists to organize, curate, and share work with the public. B. Now we can actually do this!  As Matt Huculak mentioned in his report on the Toronto conference and recent developments in digital tools, the new Omeka software appears as if it is going to be an immensely useful and easy way to manage archives and collections, as well as create – you guessed it – digital art exhibits.

Social Network Analysis of Magazine Culture

Author, Genre, and Concept Network for Blast in the Modernist Journals Project

Using software that corporations use to understand organizations, we can establish relationships among magazines, contributors, literary genres, and concepts over time. In fact, we can involve a much more complex set of parameters for more meaningful mining of the data in ways that potentially open up even newer vistas within the field of modernist periodical studies. We should create a central database — my vote would be to locate it at the Modernist Journals Project (MJP) — on which modernism scholars can collaborate.

Social network analysis (SNA) software combines a variety of methods commonly used in digital humanities research, such as text mining, visualization, and modeling. Since modernist periodical studies has since its inception been driven by an archival need to restore information to our knowledge network, SNA software has the capability of synthesizing and analyzing the new information we find as we move forward in our research. Applications like ORA, which I have used to create visualizations in this post, run on spreadsheets that are easy to fill out. So the work of adding information to the archive would not be difficult or time consuming.

MadMogs Discoveries!

MagMods Discoveries is dedicated to finding and publicizing relevant periodical-related digital resources already available to the public.  Every year, more and more modern magazines are appearing online, so it becomes hard to keep track of what is out there.  We will be posting discoveries as we find them, but we also would like to know about yours as well.  Please add them in the comments or send us an email using the contact form. This post comes to us from Dr. Alan Munton of the University of Exeter.

Wyndham Lewis in The Listener

I thought you might be interested in having a link to a website on art and modernism that is now just over a year old. It is an edition of the art criticism that Wyndham Lewis wrote for the BBC’s weekly journal The Listener between 1946 and 1951. This was the period between his return from Canada and the United States, in 1945, and the loss of his sight in 1951, an event which prevented him seeing paintings — or indeed himself working as a painter.