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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# On the Syuzhet of Small Stories\n",
"\n",
"## Introduction\n",
"\n",
"With [Matt Jockers](http://www.matthewjockers.net) coming next week, I thought I would try out some of his recent work on the shapes of stories and share the results with everyone. Those familiar with Jockers' work will know that these shapes are based on sentiment analysis on a large corpus -- a frighteningly large corpus -- of novels. (To be clear, I'm not entirely clear on what's in and what's not.) While the size of the corpus is awe-inspiring, for humanists anyway, it is made up of very complex texts to which, for this folklorist anyway, the term *story* applies rather loosely.\n",
"\n",
"It's all a matter of scale, and before pursuing this matter of scale in theory, it might help to have a point of comparison, something at the other end of the scale, as it were. So, with a typical novel in your mind, let me give you an example of the kinds of texts with which I work, the kind of text I imagine when I use the word story:\n",
"\n",
"> I went to meet an old man in Marrero, and he told me a story. He went to look for a treasure with some other men. And there was a controller who had brought a Bible to control the spirits. And when they arrived at the site, they saw a big horse coming through the woods with a man riding it, and when he dismounted, it was no longer a man on the horse. It was a dog. And he said the dog came and rubbed itself against his legs. He said it was growling. He said he knew the dog was touching him, but he didn't feel anything. It was like there was just a wind. And he said they all took off running. He lost his hat and his glasses and he tore all his clothes. And even the controller ran off and he never saw his Bible again after that.\n",
"\n",
"The story is a single episode affair of a mere 153 words, with only 83 unique words being used to bring a fairly robust storyworld to life. Let's postpone the usual discussions about dimensionality and step to an implementation of the `syuzhet` library to this small story:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [1] 0.00 0.75 0.00 0.25 0.00 0.00 -0.60 0.00 0.50 0.00 -0.75 -0.25\n"
]
},
{
"data": {
"text/html": [
"12"
],
"text/latex": [
"12"
],
"text/markdown": [
"12"
],
"text/plain": [
"[1] 12"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"library(syuzhet)\n",
"library(readr)\n",
"\n",
"anc089 <- read_file(\"../texts/legends/anc-089.txt\")\n",
"anc089_v <- get_sentences(anc089)\n",
"anc089_sentiment <- get_sentiment(anc089_v, method=\"syuzhet\")\n",
"print(anc089_sentiment)\n",
"length(anc089_v)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A couple things to note about this first application of the library: first, for me, `syuzhet`'s loading of files was a bit wonky, so I am using the `readr` library instead. Second, as you can see both from the listing of values, `syuzhet` evaluates sentiment by sentence and there are only 12 sentences here. The standard plot for these sentences looks like this:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"</g>\n",
"<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
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"</g>\n",
"</g>\n",
"</svg>\n"
],
"text/plain": [
"Plot with title “Example Plot Trajectory”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"plot(\n",
" anc089_sentiment, \n",
" type=\"h\", \n",
" main=\"Example Plot Trajectory\", \n",
" xlab = \"Narrative Time\", \n",
" ylab= \"Emotional Valence\"\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Longer texts will obviously produce more lines, and more discernable shapes, but, for this discussion, we are starting here, so we need to find some way to represent this as more of a shapge, and, for the sake of simplicity I am going to jump a little ahead in the various plot shapes Jockers discusses and use the one based on percentage values. `get_percentage_values` puts things into 10 bins by default, but that number is too big for stories this small:\n",
"```\n",
"Error in get_percentage_values(anc089_sentiment, bins = 10): Input vector needs to be twice as long as value number to make percentage based segmentation viable\n",
"```\n",
"As a quick workaround, I divided the length in half, and, as we move forward, I will need to remember to create some sort of if statement: `if length(_v)/2 < 10...` to accommodate the smaller texts with which I work. (Forgive the use of a goofy variable name, it was the first thing that came to mind as I was working.)"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
"Plot with title “ANC-089”"
]
},
"metadata": {
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"source": [
"abs = length(anc089_v)/2 # abs : arbitrary bin size\n",
"anc089_percent_vals <- get_percentage_values(anc089_sentiment, bins = abs)\n",
"plot(\n",
" anc089_percent_vals, \n",
" type=\"l\", \n",
" main=\"ANC-089\", \n",
" xlab = \"Narrative Time\", \n",
" ylab= \"Emotional Valence\", \n",
" col=\"red\",\n",
" lwd=\"2\"\n",
" )"
]
},
{
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"source": [
"To hasten a discussion about stories and shapes, I would like to compare another version of the legend above with one I collected myself (see Laudun 2013 for details on collection and context):\n",
"\n",
"> One day — my family was kind of weird. Because they would always try to dig for money. So one day — I was young, about twelve I guess — so my mother, couldn’t leave me home, had to take me out there. So we went out there, to a place called the country, some property we had out there, about an acre of land. So they said form a circle. And this is — my eyes seen this myself. We formed this circle, man, my brother, my brother was preaching. He was digging in the middle. We were all around him and he was digging in the middle. Man, he took that shovel. I guess from the way it looked it must have been a shovel deep, about like this. Something went yanga yanga yanga yang. And then went boom. And when you looked again, they had a fucking coffin, man. Solid gold. Open it up, nothing but coins in there. And then a bull appeared, just appeared out of nowhere The bull had fire coming out his nose and his eye was red red red And you hadn’t supposed to talk, because it would break the chain of everything, that’s just how it was. That bull started charging I was trying to get out of there. I’m young. I don’t know what’s going on. My mother telling me just don’t move. There ain’t nothing, ain’t nothing. You just seeing things And that sucker come up from me to like where I’m sitting to you and disappeared. Now you know that scared the shit out of me I was damn near shitting in my clothes. My uncle come up in the car. And when he drove in the yard that shit exploded. And when I looked again it didn’t look like anyone had dug in the ground at all. Everything disappeared.\n",
"\n",
"It's twice as long as the previous story at 312 words and it has three times as many sentences, thanks to the somewhat staccato, disjointed nature of the teller's delivery, which helps to replicate the confused nature of the reality being represented. As to the nature of those sentences: we will have to leave aside a conversation about the nature of transcription. Of course there is no punctuation in oral discourse, only pauses that, without the application of scribal syntax rules, the transcriber is left to turn to his/her own devices, or conventions, to represent.\n",
"\n",
"For the sake of comparison, we are going to use some of Jockers' built-in techniques that returns 12 points of granularity in our representation of ANC-089 (in red again) and 36 for LAU-013 (in blue)."
]
},
{
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"execution_count": 61,
"metadata": {
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},
"outputs": [
{
"data": {
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],
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"lau013_v <- get_sentences(read_file(\"../texts/legends/lau-013.txt\"))\n",
"lau013_sentiment <- get_sentiment(lau013_v, method=\"syuzhet\")\n",
"\n",
"anc089_rounded <- round(length(anc089_sentiment)*.1)\n",
"anc089_rolled <- zoo::rollmean(anc089_sentiment, k=anc089_rounded)\n",
"lau013_rounded <- round(length(lau013_sentiment)*.1)\n",
"lau013_rolled <- zoo::rollmean(lau013_sentiment, k=lau013_rounded)\n",
"\n",
"anc089_list <- rescale_x_2(anc089_rolled)\n",
"lau013_list <- rescale_x_2(lau013_rolled)\n",
"\n",
"plot(anc089_list$x, \n",
" anc089_list$z, \n",
" type=\"l\", \n",
" col=\"red\", \n",
" lwd=\"2\",\n",
" xlab=\"Narrative Time\", \n",
" ylab=\"Emotional Valence\")\n",
"lines(lau013_list$x, lau013_list$z, col=\"blue\", lwd=\"2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Two graphs are not much to go on, so, to see what might develop, I ran `syuzhet` across two more text which were very similar in *discursive sequence* as well as being of the same \"type\". (Type is in quotes there because folklorists mean something very particular by *type* -- more on this later, I think.) If you are curious about the stories, I will include them in an appendix at the end of this post."
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"plot without title"
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"source": [
"# Two new stories\n",
"lau014_v <- get_sentences(read_file(\"../texts/legends/lau-014.txt\"))\n",
"lau014_sentiment <- get_sentiment(lau014_v, method=\"syuzhet\")\n",
"loh164_v <- get_sentences(read_file(\"../texts/legends/loh-164.txt\"))\n",
"loh164_sentiment <- get_sentiment(loh164_v, method=\"syuzhet\")\n",
"\n",
"# All the norming rolled into a line per item\n",
"lau014_list <- rescale_x_2(zoo::rollmean(lau014_sentiment, k=round(length(lau014_sentiment)*.1)))\n",
"loh164_list <- rescale_x_2(zoo::rollmean(loh164_sentiment, k=round(length(loh164_sentiment)*.1)))\n",
"\n",
"# Graph of all 4 stories\n",
"plot(anc089_list$x, \n",
" anc089_list$z, \n",
" type=\"l\", \n",
" col=\"red\", \n",
" lwd=\"2\",\n",
" xlab=\"Narrative Time\", \n",
" ylab=\"Emotional Valence\")\n",
"lines(lau013_list$x, lau013_list$z, col=\"blue\", lwd=\"2\")\n",
"lines(lau014_list$x, lau014_list$z, col=\"light blue\", lwd=\"2\")\n",
"lines(loh164_list$x, loh164_list$z, col=\"blue\", lwd=\"2\")"
]
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"Okay, some convergences, sort of, maybe?, at 45% mark of the stories? On the one hand, these are hand-curated close matches. On the other, these are short texts, and arguably from the perspective of `syuzhet` probably not long enough for particularities of narration to \"even out\" enough for the narrative to be fairly represented. That might mean, then, that one response to Jockers is: don't call this the shape of *stories*. It's the shape of *novels*.\n",
"\n",
"Or, perhaps better, the shapes that `syuzhet` probably draws best are those of complex secondary genres, of which the novel is the most advanced written form. The notion of *primary genres* and *secondary genres* is one introduced by the Russian Formalist Mikhail Bakhtin. (It is most clearly delineated in his essay \"The Problem of Speech Genres\" (1986). The only thing to note here is that Bakhtin argued that the larger, secondary, genres were built up of combinations of smaller, primary, genres. In this model, legends consisting of only one episode or two, rarely three in this collection, are towards one end of a continuum which passes through long forms of oral narration like the epic, multi-episodic in nature, and ending with the novel, which seems always able to absorb almost any other genre, primary or secondary. (E.g., _Robinson Crusoe_.)\n",
"\n",
"![From Small Stories to Big Ones](http://media.johnlaudun.org.s3.amazonaws.com/wordpress/media/2016/05/R-dendrogram.png)\n",
"\n",
"One way to think about these *combinatrics* of genres, as Bakhtin imagined it was also somewhat evolutionary in scheme, with simple forms leading to more complex forms, but never with the simple forms themselves giving way. Rather, forms are free to combine in any way in which the culture they are found finds them useful or interesting. Cultural practice was the constraint for Bakhtin."
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"## Appendix\n",
"\n",
"The two stories above, and the two below (as promised), are taken from a small collection of narratives that I and other folklorists have collected in Louisiana. They are the basis for a larger project on which I am working which is to create a \"born digital\" archive of folk narrative -- with Louisiana as but one starting point but, with any luck, spreading to other parts of the U.S. (And beyond would be nice: the digital resources for culture analytics of folk culture materials are, at present, limited.)\n",
"\n",
"### LAU-014\n",
"\n",
"*This narrative, as well as LAU-013 above, was told by Oscar Babineaux to me while sitting in his home in Rayne, Louisiana. His stories, along with a number of narratives collected by my students, reveal a very particular African American tradition that has, as yet, been under-appreciated.*\n",
"\n",
"> Like I said my family was weird, they liked to dig for money and stuff. Said my grandfather had left us some money, and they was digging for it So one day we went, and I was at work, so I can see, we at a country spot, like our property. So I can see a lot of people dressed in white. So I’m curious me. I said well shit what the hell is everybody doing out there dressed in white? I wanna see. So I goes out there. So they tell me you’re working right now, just go home come back. You know, come back after work. So I goes back, man, after work. So, they all in the house. We all praying man, everyone’s on their knees praying. They got an excavator in the back yard, digging. You understand? Find this money, I guess. We’re on our knees, man, we’re praying. It’s like in the pit of the summer like here. No wind nothing. They had a wind come through the house. That wind was so strong: my aunt was holding onto the door like that and both her legs was in the air. That’s how strong the wind was. In the house. \n",
"> \n",
"> So they said — they picked me, my nephew, the one I was telling you that talk all that shit, and my little niece to go bring some water to the workers in back, the one that was doing the work. So we got to walking. We passed on the side of the house to bring them. So my nephew said, say man you see that guy in the tree? I said man fuck I don’t see nobody in no tree. He said yeah man he be right there sitting on that limb. I said I don’t see nobody man. I’m getting scared now. Man I don’t see nobody. But he’s seeing this, you know. So he said — I said how he look? It’s a guy, he said, it’s a guy dressed in a pirate suit, man. He said he got a pirate hat on. He got a pirate jacket. And he started talking to him. The guy in the tree started talking to him while he’s telling me this. But the guy in the tree is tell him shut up don’t tell me that. So he telling me, man, look he right there. You can’t see him? Look he right there on that branch. He say he want something more to drink You know, because what they had did: they’d put a bowl in the back yard, under this tree, with some alcohol in it. You understand? And I don’t know if it was the sun that would dissolve it, but it would be gone. Okay, so he say he say man he want another drink. So I said fuck man don’t tell me that. I wanna get back in the house. I said I don’t see nobody up there. \n",
"> \n",
"> So we kept on walking. We went out there. We brung them some water. So on our way back. Look at him. He say, see you, you son of a bitch. He say you don’t wanna give me another drink, huh? He say you gonna be just like me. He say you see this here peg leg? He say you going to be just like me. He say for this out here y’all are going to have to lose something. So, man, it got kind of scared. We started walking fast. By the time we got to the house, I broke out a run. A shovel, man, come from the back of the house. I mean full force. That shovel stuck in that tree so deep we had to dig it out with an axe. It stuck — you know with a shovel, it’s hard to stick a shovel into anything. That shovel went inside the tree halfway.\n",
"\n",
"### LOH-164\n",
"\n",
"*This story can be found in _Swapping Stories_.*\n",
"\n",
"> Have you all heard anything about hunting money? Well, that's the thing I'm gonna get involved with here. I went on a hunting expedition. And people don't know what actually goes on. I was invited to go on this trip, and they explained to me what it was. I'd never heard of it before. That was news to me. Okay, people a long time ago (pause) they claimed they buried their money. That was back when they had the slaves and all that there. And they, this old slave owner, he'd have a lot of money to bury. Well, he'd take his most-trusted slave he had. His old slave. And he'd take him with him. Well, he'd go out and he'd pick him out a spot where he wanted it. And he'd tell the old slave, \"Now, I want you to dig right here.\" And he'd put it about four or five foot deep. \n",
"> \n",
"> Well, the old slave'd be down there digging. When he thought it was deep enough, the old slave owner'd tell him, \"Now, look. I want you to promise me something. That you'll guard this money as long as you can.\" And the old slave'd say, \"Yeah, I'll do that, boss.\" Well, then he would, he'd shoot him. Kill him. Well, then the owner'd cover the hole up. He was the only man that knew where it was. That slave down in there, the belief was, that the slave, his spirit, would continue to guard that money. \n",
"> \n",
"> Well, these people decided how to get around that. Well, I went off on this trip with 'em. I saw things I thought I'd never see again. They told me when they went, they said, \"You gotta be pure.\" Now, these are grown men. These ain't little boys. They said, \"You can't have any dealings with your wife for a week, at least seven days before this hunt.\" Well, these guys hired a man from the other side of Houma to come over here. He was supposed to be a professional finder. Well, he done it for a fee. They had to pay him, his expenses, to come over here. He brought a guy with him, and the two of 'em drove from Houma over here. He had a forked rod. And that's the thing he used to hunt the money with there. They could find it.\n",
"> \n",
"> Well, we went way out in the country to an old plantation deal there. They told us, they said, \"Now, y'all stay here. And if that money's within a mile of here, we can find it.\" And he said, \"We'll come back and get y'all.\" So he told 'em all that. Well, we sat there in the dark, and he told us, \"Now don't talk loud. Y'all can just whisper.\" So it was weird. I mean I was sitting there, and I didn't know what was going on. Well, in a little while, they come back. And the guy said, \"We've located it.\" He said, \"Now, this is what I want y'all to do. When we start out to get it, they can't nobody say another word.\" So, we trailed along behind 'em back through the woods. \n",
"> \n",
"> And it was dark. We was stumbling over roots and everything else. And we finally got to the point, the place there, and they had an old lantern. It was the only light we had, and they had it up in front. We was all in the back. And they got up there and sure enough, there was that forked piece of metal sticking in the ground where they'd located it. Well, they told us, and everybody, wasn't nobody saying a word. They was motioning, stand back and all that there. Well, all at once, this guy come out with a little old box. \n",
"> \n",
"> This was the part that was weird to me. He got that box and he went in there and he had some white powder. I know it was flour. That's what it looked like. He went and made a big circle around the whole thing. That was to keep that spirit in there. In other words, to keep that spirit from getting that money and running with it. It was their belief that once you got that powder around it, he couldn't cross that powder. \n",
"> \n",
"> Well, they got there and they got that old powder'd up. Then they started digging. And I mean they was going at it fast. Nobody wasn't saying a word, it was just strictly just everybody was working. I didn't know nothing about it. I did get in there and dig just a little bit, but I was [pause] more or less [pause] wanting to watch than anything else. Well, they dug a hole , I bet you, it was seven-foot deep. You could've buried a car in it. There was some of them fellers there, they wouldn't work in a pie factory. But boy they was at it with that digging. Well, they was going at it and all at once, one of them fellers got a coughing spell. \n",
"> \n",
"> Well when he did, this guy that was supposed to be the professional, he just got up and said, \"Boys, it's all over with.\" He said, \"It's gone now.\" He said, \"I told you, you can't make no noise of no kind!\" He said, \"Now you can dig all day and they ain't no money there now.\" And that wound the money hunting up. Since then, I've heard other people talk about going on trips, and they always blame it on something! Even one time, they got so mad with one of the guys, they thought he'd lied [inaudible]. They thought he was lying. I never heard of nobody finding the money. But they're right close to it. Now, there's people right today that's still doing it. Here a while back, I heard a man down below his house there, he went to work one morning and there was a hole there the side of the field. He said he don't know when they dug that! It was some time during the night!"
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"## References\n",
"\n",
"Bakhtin, Mikhail. 1986. _Speech Genres and Other Essays_. Tr. Vern W. McGee. University of Texas Press. (\"The Problem of Speech Genres\" was written circa 1952 but not published in Russia until 1975 as part of a volume entitled _Aesthetics of Verbal Creativity_. The 1986 English translation contains only selected essays from the Russian volume.)\n",
"\n",
"Jockers, Matthew. 2015. That Sentimental Feeling. http://www.matthewjockers.net/2015/12/20/that-sentimental-feeling/.\n",
"\n",
"Laudun, John. 2012. “Talking Shit” in Rayne: How Aesthetic Features Reveal Ethical Structures. _Journal of American Folklore_ 125(497):304–326.\n",
"\n",
"Lindahl, Carl, Maida Owens, and C. Renée Harvison (ed). 1997. _Swapping Stories: Folktales from Louisiana_. University Press of Mississippi in association with Louisiana Division of the Arts."
]
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