Main.NowAnalyzeThat (r1.1 vs. r1.13)
Diffs

 <<O>>  Difference Topic NowAnalyzeThat (r1.13 - 18 May 2008 - StefanSinclair)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 157 to 157

As such, Reverend Wright's comments were not only wrong but divisive, divisive at a time when we need unity; racially charged at a time when we need to come together to solve a set of monumental problems - two wars, a terrorist threat, a falling economy, a chronic health care crisis and potentially devastating climate change; problems that are neither black or white or Latino or Asian, but rather problems that confront us all.
Wright on the other hand is insisting that there are real differences, and by implications divisions and that these must be acknowledged even if charged.
Changed:
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We will close with the view of the collocates of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself.
>
>
We will close with the view of the collocates of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This static visual collocation should provoke you to think about how Obama and Wright talk about black and white; or you can try the dynamic yourself.

blackAndwhite.jpg


 <<O>>  Difference Topic NowAnalyzeThat (r1.12 - 18 May 2008 - StefanSinclair)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 48 to 48

Much of computer-assisted text analysis is essentially about counting and comparing. One thing the computer can show you is differences in word use, but what the computer shows you is just a seed to think about. What then stands out in their words as differences worth thinking more about?

This Time We Want To Talk

Changed:
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One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a concordance of all the instances of "time" in Obama:
>
>

One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a concordance of all the instances of "" in :

17 entries found.
and should be perfected over time
Line: 110 to 111

Committed to Repetition

Changed:
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Interestingly, when we looked to see if there was a similar repeated phrase in Wright's speech we found one, "we are committed to changing the way" that is similarly located at the climax of the speech and is similarly used to draw attention to the change important to Wright. The distribution graph for "committed" shows how it is distributed towards the end of the speech similarly to how "time" was distributed in Obama. (Note 4)
>
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Interestingly, when we looked to see if there was a similar repeated phrase in Wright's speech we found one, "we are committed to changing the way" that is similarly located at the climax of the speech and is similarly used to draw attention to the change important to Wright. The distribution graph for "committed" shows how it is distributed towards the end of the speech similarly to how "time" was distributed in Obama.

Changed:
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<
sparkWright.gif
Distribution of "committed" in Wright
ObamaSpark.gif
Distribution of "time" in Obama
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>
sparkWright.gif
Distribution of "" in
 ObamaSpark.gif
Distribution of "" in

Changed:
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A concordance of the word "committed" shows a pattern of similar phrases that Wright repeats. (Note 5)
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A concordance of the word "" in shows a pattern of similar phrases that he repeats.

concWright.jpg

Changed:
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Again, that which Wright and his audience is committed to is at the heart of what Wright has to say and has to do with changing the way we see and treat ourselves and others. The heart of it is two words that show up with text analysis as used more by Wright, "different" and "deficient". Wright wants people to see and treat each other as different, not as deficient. And it is not just about race.
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Again, that which Wright and his audience is committed to is at the heart of what Wright has to say and has to do with changing the way we see and treat ourselves and others. The heart of it is two words that show up with text analysis as used more by Wright: different and deficient. Wright wants people to see and treat each other as different, not as deficient. And it is not just about race.

In the past, we were taught to see others who are different as somehow being deficient. Christians saw Jews as being deficient. Catholics saw Protestants as being deficient. Presbyterians saw Pentecostals as being deficient.
Line: 126 to 127

Whites saw black as being deficient. ...

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Europeans saw Africans as deficient. (Note 6)
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Europeans saw Africans as deficient.

Strangely Wright also goes on about differences beyond race like differences between African and European music. These differences of rythm illustrate something important for Wright.

Line: 144 to 145

Conclusion

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So what do these two have to say about race in America? First we should note that race is still about "black" and "white." Here are the most frequently used words in both speeches. (Note 7)
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So what do these two have to say about race in America? First we should note that race is still about "black" and "white." Here are the (aggregated, and without counting stop words).

wordsList.jpg

Line: 156 to 157

As such, Reverend Wright's comments were not only wrong but divisive, divisive at a time when we need unity; racially charged at a time when we need to come together to solve a set of monumental problems - two wars, a terrorist threat, a falling economy, a chronic health care crisis and potentially devastating climate change; problems that are neither black or white or Latino or Asian, but rather problems that confront us all.
Wright on the other hand is insisting that there are real differences, and by implications divisions and that these must be acknowledged even if charged.
Changed:
<
<
We will close with the view of the collocates of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself. (Note 8)
>
>
We will close with the view of the collocates of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself.

blackAndwhite.jpg

Line: 170 to 171

For more on this see Experiments In Text Analysis. In particular see the May 1, 08 Experiment Notes which was written as we were doing this.

Changed:
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2. When comparing texts using the computer, it makes sense to compare their relative use of vocabulary - to see what words are used more often in one text compared to another. The TAPoRware Comparator can do that for any two web pages. Click here to see the results of a comparison. --- SS - can you put a button to run the comparison here.

3. You can see a detailed comparison of the word "time" using this HyperPo tool to compare time. Or you can search the Obama text yourself for time (or any other word):

4. These small distribution graphs show the number of instances of the word over 5% segments of the text. More eleborate distribution graphs can be generated with these tools --- SS - can you place buttons here for the distribution graphs on Obama and Wright

5. To generate the concordance for "committed" you can use this tool,

SS - can you figure out why this one is smaller in text?

6. --- SS - can you put buttons in here for searching for different and deficient

7. By this we mean that we aggregated the two texts into one and then got a list of the content words that appeared most frequently. We excluded what are called "stop words" like "the", "and", "or". ---- SS can you set up a button so that people can do this.

>
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2. When comparing texts using the computer, it makes sense to compare their relative use of vocabulary - to see what words are used more often in one text compared to another:
.

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8. The visual collocator tool is here ... you can also get a list of collocates. --- SS can you provide buttons

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-- GeoffreyRockwell - 02 May 2008
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-- Geoffrey Rockwell and Stéfan Sinclair - 17 May 2008

META FILEATTACHMENT black-white-frequency.jpg attr="" comment="" date="1209759246" path="black-white-frequency.jpg" size="44992" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT sparkWright.gif attr="" comment="" date="1210783190" path="sparkWright.gif" size="800" user="GeoffreyRockwell" version="1.1"

 <<O>>  Difference Topic NowAnalyzeThat (r1.11 - 17 May 2008 - StefanSinclair)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 25 to 25

Introduction

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The news have Barrack Obama and his spiritual father Jeremiah A. Wright Jr. locked in an oedipal drama. Obama the son tries to distance himself from his father-pastor to win the presidency while Wright struggles to continually correct the record while gettingattention unlike what he is used to from the pews. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to redirect us have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, they want us to "now analyze that"!
>
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The news media have Barrack Obama and his spiritual father Jeremiah A. Wright Jr. locked in an oedipal drama. Obama the son tries to distance himself from his father-pastor to win the presidency while Wright struggles to continually correct the record while getting attention unlike what he is used to from the pews. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and, in trying to redirect us, have given moving and important speeches on race and America (by which we mean the USA). Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, they challenge us directly: "now analyze that"!

Of course the media know where the engaging human story is and it is in the age-old conflict of the son and his father, as the son comes of age as a leader.

Line: 41 to 41

Why these two texts?

Changed:
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  1. First, because we weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. We looked at Wright's speech to the National Press Club on April 28, 2008, but chose not to use that speech because a large portion of it took the form of question and answer and therefore would not necessarily reflect how Wright wanted to shape the issues.
  2. Second, we were able to find reasonable transcripts for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records, letting the record stand.
>
>
  1. First, because we weren't interested in the "gotchas" that bloggers and media have been focusing on, like Wright's references to Louis Farrakhan. We looked at Wright's speech to the National Press Club on April 28, 2008, but chose not to use that speech because a large portion of it took the form of question and answer and therefore would not necessarily reflect how Wright wanted to shape the issues.
  2. Second, we were able to find reasonable transcripts (from prominent news media sources) for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records, letting the record stand.

  1. Finally, and most importantly, these seem to be the important documents to which people are returning to understand Obama and Wright's positions. Why not analyze that?
Changed:
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Computer-assisted text analysis is about counting and comparing. One thing the computer can show you is differences in word use, but what the computer shows you is just a seed to think about. What then stands out in their words as differences worth thinking more about?
>
>
Much of computer-assisted text analysis is essentially about counting and comparing. One thing the computer can show you is differences in word use, but what the computer shows you is just a seed to think about. What then stands out in their words as differences worth thinking more about?

This Time We Want To Talk

Changed:
<
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One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a [[http://tada.mcmaster.ca/Main/ConCordance][concordance] of all the instances of "time" in Obama:
>
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One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a concordance of all the instances of "time" in Obama:

17 entries found.
and should be perfected over time
Line: 150 to 150

"Black" is the highest frequency word, and "white" is up there, though it should be noted that Wright only uses "white" 4 times compared to Obama's 27. It is also worth noting that neither of them use the phrase "White House", preferring the less colourful "Oval Office."

Changed:
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In sum, Obama is talking to all races, and he goes out of his way to talk about his white grandmother. Wright, on the other hand, is addressing the NAACP and talking from the perspective of the black church which
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In sum, Obama is talking to all races, and he goes out of his way to talk about his white grandmother. Wright, on the other hand, is addressing the NAACP and talking from the perspective of the black church.

Changed:
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Obama distances himself from Wright's use of "incendiary language to express views that have the potential not only to widen the racial divide, but views that denigrate both the greatness and the goodness of our nation; that rightly offend white and black alike." Obama sees has some sympathy for his "religious leader's effort to speak out against perceived injustice", but unequivocally condemns Wright as being divisive.
>
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Obama distances himself from Wright's use of "incendiary language to express views that have the potential not only to widen the racial divide, but views that denigrate both the greatness and the goodness of our nation; that rightly offend white and black alike." Obama has some sympathy for his "religious leader's effort to speak out against perceived injustice", but unequivocally condemns Wright as being divisive.

As such, Reverend Wright's comments were not only wrong but divisive, divisive at a time when we need unity; racially charged at a time when we need to come together to solve a set of monumental problems - two wars, a terrorist threat, a falling economy, a chronic health care crisis and potentially devastating climate change; problems that are neither black or white or Latino or Asian, but rather problems that confront us all.
Wright on the other hand is insisting that there are real differences, and by implications divisions and that these must be acknowledged even if charged.
Changed:
<
<
We will close with the view of the [[http://tada.mcmaster.ca/Main/CoLocation][collocates] of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself. (Note 8)
>
>
We will close with the view of the collocates of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself. (Note 8)

blackAndwhite.jpg


 <<O>>  Difference Topic NowAnalyzeThat (r1.10 - 15 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 18 to 18

TAPoR Portal for text analysis research.

Experimental Notes, May 1 & 2 are our notes on this experiment.

Added:
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Recipes for learning text analysis including a comparison recipe.

Text Analysis Developers Analysis wiki with lots of materials like this.


Introduction

Line: 187 to 191

-- GeoffreyRockwell - 02 May 2008

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  • wordsList.jpg:

  • blackAndwhite.jpg:

META FILEATTACHMENT black-white-frequency.jpg attr="" comment="" date="1209759246" path="black-white-frequency.jpg" size="44992" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT sparkWright.gif attr="" comment="" date="1210783190" path="sparkWright.gif" size="800" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT ObamaSpark?.gif attr="" comment="" date="1210783576" path="ObamaSpark.gif" size="780" user="GeoffreyRockwell" version="1.1"

 <<O>>  Difference Topic NowAnalyzeThat (r1.9 - 14 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 41 to 41

  1. Second, we were able to find reasonable transcripts for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records, letting the record stand.
  2. Finally, and most importantly, these seem to be the important documents to which people are returning to understand Obama and Wright's positions. Why not analyze that?
Deleted:
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The Seeds of Thought


Computer-assisted text analysis is about counting and comparing. One thing the computer can show you is differences in word use, but what the computer shows you is just a seed to think about. What then stands out in their words as differences worth thinking more about?
Changed:
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This Time We Want To Talk

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This Time We Want To Talk


One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a [[http://tada.mcmaster.ca/Main/ConCordance][concordance] of all the instances of "time" in Obama:

17 entries found.
and should be perfected over
Line: 106 to 104

The thrust of his speech is that this election time should be about the the issues that Americans (both white and black) have in common, not about the issues that hijack elections (for the Republicans).

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Committed to Repetition

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Committed to Repetition


Interestingly, when we looked to see if there was a similar repeated phrase in Wright's speech we found one, "we are committed to changing the way" that is similarly located at the climax of the speech and is similarly used to draw attention to the change important to Wright. The distribution graph for "committed" shows how it is distributed towards the end of the speech similarly to how "time" was distributed in Obama. (Note 4)

Line: 124 to 122

Whites saw black as being deficient. ...

Changed:
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Europeans saw Africans as deficient. ...
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Europeans saw Africans as deficient. (Note 6)

Strangely Wright also goes on about differences beyond race like differences between African and European music. These differences of rythm illustrate something important for Wright.


Changed:
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In the past, we were taught to see others who are different as being deficient. We established arbitrary norms and then determined that anybody not like us was abnormal. But a change is coming because we no longer see others who are different as being deficient. We just see them as different. Over the past 50 years, thanks to the scholarship of dozens of expert in many different disciplines, we have come to see just how skewed, prejudiced and dangerous our miseducation has been.
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Now, what is true in the field of education, linguistics, ethnomusicology, marching bands, psychology and culture is also true in the field of homiletics, hermeneutics, biblical studies, black sacred music and black worship. We just do it different and some of our haters can't get their heads around that.

Changed:
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Miseducation. Miseducation incidentally is not a Jeremiah Wright term. It's a word coined by Dr. Carter G. Woodson over 80 years ago. Sounds like he talked a hate speech, doesn't it? Now, analyze that.
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Different and Deficient


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White and Black

- for obama it is less about race and more about white house - talk about binaries -
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This is the difference between Obama and Wright. Obama sees challenges common to all and Wright sees differences that need to be recognized to be treated.

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Different and Deficient

- change tied to it
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Obama is running for President and wants us to turn away from difference so we can see the challenges we have in common - what is deficient in the country. Wright is not running for election (though dealing with media attention from an election), but is a minister and asks us, the audience, to make a committment to how we see and treat difference.

Changed:
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Pairing of Different and Deficient in Wright

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Obama is trying to turn electoral discourse to political issues that administrations can solve. Wright is trying to turn away media criticism to focus on individual change - the changes we as individuals can commit to.

Changed:
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These seeds are just the the start. We shouldn't be confident of someone's position based on one speech in a particular context.
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Obama talks about Wright, but otherwise is talking to the American public. Wright references academics, as if to say that his position isn't so extreme, but otherwise is talking to the NAACP and not about Obama. Obama needs to distance himself from Wright, and Wright probably doesn't want to cause any more trouble of Obama.

Conclusion

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So what do these two have to say about race in America? First we should note that race is still about "black" and "white." Here are the most frequently used words in both speeches. (Note 7)

wordsList.jpg

"Black" is the highest frequency word, and "white" is up there, though it should be noted that Wright only uses "white" 4 times compared to Obama's 27. It is also worth noting that neither of them use the phrase "White House", preferring the less colourful "Oval Office."

In sum, Obama is talking to all races, and he goes out of his way to talk about his white grandmother. Wright, on the other hand, is addressing the NAACP and talking from the perspective of the black church which

Obama distances himself from Wright's use of "incendiary language to express views that have the potential not only to widen the racial divide, but views that denigrate both the greatness and the goodness of our nation; that rightly offend white and black alike." Obama sees has some sympathy for his "religious leader's effort to speak out against perceived injustice", but unequivocally condemns Wright as being divisive.

As such, Reverend Wright's comments were not only wrong but divisive, divisive at a time when we need unity; racially charged at a time when we need to come together to solve a set of monumental problems - two wars, a terrorist threat, a falling economy, a chronic health care crisis and potentially devastating climate change; problems that are neither black or white or Latino or Asian, but rather problems that confront us all.
Wright on the other hand is insisting that there are real differences, and by implications divisions and that these must be acknowledged even if charged.

We will close with the view of the [[http://tada.mcmaster.ca/Main/CoLocation][collocates] of the words "black" and "white" in both speeches. Collocates are words that appear near the words in question. This visual collocation should provoke you to think about how Obama and Wright talk about black and white. Or you can try it yourself. (Note 8)

blackAndwhite.jpg


Notes

Changed:
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1. Disclaimer: Why we are doing this To be honest, we are not political scientists or experts on race. We are digital humanists interested in how computing methods can be used to study, among other things, contemporary culture and politics. These conclusions are the result of an experiment in rapid collaborative computer-assisted text analysis, what we call "extreme text analysis" after the movement in computing called extreme programming or Pair Programming. Our goals were:
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1. We are not political scientists or experts on race. We are digital humanists interested in how computing methods can be used to study, among other things, contemporary culture and politics. These conclusions are the result of an experiment in rapid collaborative computer-assisted text analysis, what we call extreme text analysis after the movement in computing called extreme programming or Pair Programming. Our goals were:

  • To spend no more than two days taking a small and meaningful text analysis project from discussion through to presentation of results (this page.)
  • To test the TAPoR (Text Analysis Portal for Research) environment and record bugs, enhancements and general thoughts.
Line: 168 to 179

SS - can you figure out why this one is smaller in text?

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<!-- notes

use of repitition Wright - "its going to take" and "Many of us are committed to changing the way we treat" Obama - "this time we want to talk about"

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6. --- SS - can you put buttons in here for searching for different and deficient

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Wright: Referencing academics as if trying to prove
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7. By this we mean that we aggregated the two texts into one and then got a list of the content words that appeared most frequently. We excluded what are called "stop words" like "the", "and", "or". ---- SS can you set up a button so that people can do this.

Changed:
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-->
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8. The visual collocator tool is here ... you can also get a list of collocates. --- SS can you provide buttons

-- GeoffreyRockwell - 02 May 2008

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  • wordsList.jpg:

  • blackAndwhite.jpg:

META FILEATTACHMENT black-white-frequency.jpg attr="" comment="" date="1209759246" path="black-white-frequency.jpg" size="44992" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT sparkWright.gif attr="" comment="" date="1210783190" path="sparkWright.gif" size="800" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT ObamaSpark?.gif attr="" comment="" date="1210783576" path="ObamaSpark.gif" size="780" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT concWright.jpg attr="" comment="" date="1210785920" path="concWright.jpg" size="139732" user="GeoffreyRockwell" version="1.1"
Added:
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META FILEATTACHMENT wordsList.jpg attr="" comment="" date="1210804148" path="wordsList.jpg" size="103526" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT blackAndwhite.jpg attr="" comment="" date="1210806340" path="blackAndwhite.jpg" size="90192" user="GeoffreyRockwell" version="1.1"

 <<O>>  Difference Topic NowAnalyzeThat (r1.8 - 14 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

Line: 21 to 21

Introduction

Changed:
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The news have Barrack Obama and his spiritual father Jeremiah A. Wright Jr. locked in an oedipal drama. Obama the son tries to distance himself from his father-pastor to win the presidency while Wright struggles to continually correct the record from an attention unlike that he is used to. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to redirect us have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, "now analyze that"!
>
>
The news have Barrack Obama and his spiritual father Jeremiah A. Wright Jr. locked in an oedipal drama. Obama the son tries to distance himself from his father-pastor to win the presidency while Wright struggles to continually correct the record while gettingattention unlike what he is used to from the pews. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to redirect us have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, they want us to "now analyze that"!

Of course the media know where the engaging human story is and it is in the age-old conflict of the son and his father, as the son comes of age as a leader.

Changed:
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But, what if we took them at their word and looked away from the pulpit-and-pews drama. What if we looked at what they say is important and tried to analyze the similarities and differences? Are they a generation apart in their thinking or are they caught in the headlights of the media?
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But, what if we took them at their word and looked away from the pulpit-and-pews drama. What if we looked at what their speeches on race as important and tried to "analyze that" looking for the similarities and differences? Are they a generation apart in their thinking or are they caught in the headlights of the media?

Changed:
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So we decided to analyze and compare a speech by Obama and one by Wright, both speeches given to clarify where they stood in light of the controversy. There are ironies to this analysis, but those will
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So we decided to quickly analyze and compare a speech by Obama and one by Wright, both speeches given to clarify where they stood in light of the controversy. There are ironies to this analysis, but those will come out later. This is an experiment, but that too will come out. (Note 1)

Changed:
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--++ The Texts
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The Texts


The two speeches we chose to look at are:

  • Barack Obama's March 18, 2008 speech A more perfect union which he gave in response to the controversy and to clarify where he stood on race. This speech has been generally considered one of Obama's finest on race and America.
  • Jeremiah Wright's April 27th speech to the NAACP that follows Obama's speech and also deals with race.
Changed:
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Why these two texts? First, because we weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. We did also look at Wright's speech to the National Press Club on April 28, 2008, but chose not to use that speech because a large portion of it took the form of question and answer and therefore would not necessarily reflect how Wright wanted to shape the issues. Second, we were able to find reasonable transcripts for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records. Finally, and most importantly, these seem to be the important documents to which people are returning to understand Obama and Wright's positions. Why not analyze that?
>
>
Why these two texts?

  1. First, because we weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. We looked at Wright's speech to the National Press Club on April 28, 2008, but chose not to use that speech because a large portion of it took the form of question and answer and therefore would not necessarily reflect how Wright wanted to shape the issues.
  2. Second, we were able to find reasonable transcripts for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records, letting the record stand.
  3. Finally, and most importantly, these seem to be the important documents to which people are returning to understand Obama and Wright's positions. Why not analyze that?

The Seeds of Thought

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Lets quickly analyze what they said, the words they use, the structure of their speeches, and how they repeat themselves. If the mainstream media is misunderstanding them, what stands out in their words as differences worth thinking more about?
>
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Computer-assisted text analysis is about counting and comparing. One thing the computer can show you is differences in word use, but what the computer shows you is just a seed to think about. What then stands out in their words as differences worth thinking more about?

This Time We Want To Talk

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One of the words that Obama uses far more often than Wright is "time." In fact, when we look closely we see that at the climax of Obama's speech he repeatedly uses the phrase "this time we want to talk". This
17 entries found.
and should be perfected over
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One of the first things we noticed was that Obama uses the word "time" far more often than Wright. (Note 2) In fact, at the climax of Obama's speech, he repeatedly uses the phrase "this time we want to talk". This table shows a [[http://tada.mcmaster.ca/Main/ConCordance][concordance] of all the instances of "time" in Obama:

17 entries found.
and should be perfected over

time
. And yet words on
and the reality of their
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time
we want to talk about
sitting there quietly the entire time
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. And Ashley asks him
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. And Ashley asks him

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Look at how time is used in HyperPo.
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Repeated phrases like this are always an indication of something, in this case they are at the climax of Obama's speech and tell us two things.

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  • Not this time Obama is trying to redirect what we, including the electorate and the media, talk about this election. He is making a claim about discourse during an election and calling for it to not degenerate this time as it has other times. He wants to elevate and focus what is talked about on what he believes matters to the electorate and away from the identity politics that tars him with Wright. Wright, for Obama is a distraction, and if that is what the media pays attention to then the nothing will change, and change is what Obama promises. "But if we do, I can tell you that in the next election, we'll be talking about some other distraction. And then another one. And then another one. And nothing will change."
  • We want to talk about is the phrase the precedes what Obama thinks is important, and it is a list of things that he believes are important. The repetition of the phrase is climax of the speech, both in terms of location and in terms of its rhetorical power. If we want to know what Obama thinks is important for us to talk about we should pay attention to "this time we want to talk about".

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The thrust of his speech is that this election time should be about the the issues that Americans (both white and black) have in common, not about the issues that hijack elections. Implied
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And what are the five things Obama wants us to talk about? They are a fairly traditional list for Democrats that includes education, health care, jobs along with the war in Iraq.

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Repetition and Structure

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  • Crumbling Schools - Education
  • Lines in the Emergency Room - Health Care
  • Shuttered Mills - Loss of Manufacturing Jobs
  • Shipping Your Job Overseas - Business Outsourcing
  • Serving and Fighting Together - The War in Iraq

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>
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But there is a difference, and that is that for Obama these are issues that transcend race. "This time we want to talk about the crumbling schools that are stealing the future of black children and white children and Asian children and Hispanic children and Native American children." For Obama an election is about the common issues that affect all races rather than our diffences.

The thrust of his speech is that this election time should be about the the issues that Americans (both white and black) have in common, not about the issues that hijack elections (for the Republicans).

Committed to Repetition

Interestingly, when we looked to see if there was a similar repeated phrase in Wright's speech we found one, "we are committed to changing the way" that is similarly located at the climax of the speech and is similarly used to draw attention to the change important to Wright. The distribution graph for "committed" shows how it is distributed towards the end of the speech similarly to how "time" was distributed in Obama. (Note 4)

sparkWright.gif
Distribution of "committed" in Wright
ObamaSpark.gif
Distribution of "time" in Obama

A concordance of the word "committed" shows a pattern of similar phrases that Wright repeats. (Note 5)

concWright.jpg

Again, that which Wright and his audience is committed to is at the heart of what Wright has to say and has to do with changing the way we see and treat ourselves and others. The heart of it is two words that show up with text analysis as used more by Wright, "different" and "deficient". Wright wants people to see and treat each other as different, not as deficient. And it is not just about race.

In the past, we were taught to see others who are different as somehow being deficient. Christians saw Jews as being deficient. Catholics saw Protestants as being deficient. Presbyterians saw Pentecostals as being deficient.

Folks who like to holler in worship saw folk who like to be quiet as deficient. And vice versa.

Whites saw black as being deficient. ...

Europeans saw Africans as deficient. ...

In the past, we were taught to see others who are different as being deficient. We established arbitrary norms and then determined that anybody not like us was abnormal. But a change is coming because we no longer see others who are different as being deficient. We just see them as different. Over the past 50 years, thanks to the scholarship of dozens of expert in many different disciplines, we have come to see just how skewed, prejudiced and dangerous our miseducation has been.

Miseducation. Miseducation incidentally is not a Jeremiah Wright term. It's a word coined by Dr. Carter G. Woodson over 80 years ago. Sounds like he talked a hate speech, doesn't it? Now, analyze that.


White and Black

- for obama it is less about race and more about white house
Line: 135 to 145

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Disclaimer: Why we are doing this
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Notes

1. Disclaimer: Why we are doing this

To be honest, we are not political scientists or experts on race. We are digital humanists interested in how computing methods can be used to study, among other things, contemporary culture and politics. These conclusions are the result of an experiment in rapid collaborative computer-assisted text analysis, what we call "extreme text analysis" after the movement in computing called extreme programming or Pair Programming. Our goals were:

  • To spend no more than two days taking a small and meaningful text analysis project from discussion through to presentation of results (this page.)
Line: 145 to 155

For more on this see Experiments In Text Analysis. In particular see the May 1, 08 Experiment Notes which was written as we were doing this.

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2. When comparing texts using the computer, it makes sense to compare their relative use of vocabulary - to see what words are used more often in one text compared to another. The TAPoRware Comparator can do that for any two web pages. Click here to see the results of a comparison. --- SS - can you put a button to run the comparison here.

3. You can see a detailed comparison of the word "time" using this HyperPo tool to compare time. Or you can search the Obama text yourself for time (or any other word):

4. These small distribution graphs show the number of instances of the word over 5% segments of the text. More eleborate distribution graphs can be generated with these tools --- SS - can you place buttons here for the distribution graphs on Obama and Wright

5. To generate the concordance for "committed" you can use this tool,


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SS - can you figure out why this one is smaller in text?

<!-- notes

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use of repition
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use of repitition

Wright - "its going to take" and "Many of us are committed to changing the way we treat" Obama - "this time we want to talk about"
Line: 159 to 180

-- GeoffreyRockwell - 02 May 2008

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META FILEATTACHMENT black-white-frequency.jpg attr="" comment="" date="1209759246" path="black-white-frequency.jpg" size="44992" user="GeoffreyRockwell" version="1.1"
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META FILEATTACHMENT sparkWright.gif attr="" comment="" date="1210783190" path="sparkWright.gif" size="800" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT ObamaSpark?.gif attr="" comment="" date="1210783576" path="ObamaSpark.gif" size="780" user="GeoffreyRockwell" version="1.1"
META FILEATTACHMENT concWright.jpg attr="" comment="" date="1210785920" path="concWright.jpg" size="139732" user="GeoffreyRockwell" version="1.1"

 <<O>>  Difference Topic NowAnalyzeThat (r1.7 - 03 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

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Geoffrey Rockwell and Stéfan Sinclair
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An experiment in extreme text analysis

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Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)

 <<O>>  Difference Topic NowAnalyzeThat (r1.6 - 03 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That: Obama and Wright on Race in America

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Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)
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Introduction

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The news this month have been presenting Barrack Obama and his spiritual father/pastor Jeremiah A. Wright Jr. as an oedipal drama. Obama the son tries to distance himself from his father to win the presidency while Wright struggles to continually correct the record from an attention unlike that he is used to. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to correct the record have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, "now analyze that"!
>
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The news have Barrack Obama and his spiritual father Jeremiah A. Wright Jr. locked in an oedipal drama. Obama the son tries to distance himself from his father-pastor to win the presidency while Wright struggles to continually correct the record from an attention unlike that he is used to. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to redirect us have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, "now analyze that"!

Of course the media know where the engaging human story is and it is in the age-old conflict of the son and his father, as the son comes of age as a leader.

Line: 128 to 133

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Disclaimer: Why we are doing this

>
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Disclaimer: Why we are doing this

To be honest, we are not political scientists or experts on race. We are digital humanists interested in how computing methods can be used to study, among other things, contemporary culture and politics. These conclusions are the result of an experiment in rapid collaborative computer-assisted text analysis, what we call "extreme text analysis" after the movement in computing called extreme programming or Pair Programming. Our goals were:

  • To spend no more than two days taking a small and meaningful text analysis project from discussion through to presentation of results (this page.)

 <<O>>  Difference Topic NowAnalyzeThat (r1.5 - 03 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis
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Now, Analyze That:

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Now, Analyze That: Obama and Wright on Race in America


Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)

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Resources and Links

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Resources


Texts Used in this experiment.
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TAPoR Portal for text analysis research.

Experimental Notes, May 1 & 2 are our notes on this experiment.


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Context

Barrack Obama and his pastor Jeremiah A. Wright Jr. have been in the news recently around their differences about race and the USA, but is the news provoking a pulpit-and-pews controversy that isn't there? What no one seems to be interested is what they have to say and what the differences are?
>
>

Introduction

The news this month have been presenting Barrack Obama and his spiritual father/pastor Jeremiah A. Wright Jr. as an oedipal drama. Obama the son tries to distance himself from his father to win the presidency while Wright struggles to continually correct the record from an attention unlike that he is used to. Both, in different ways, are trying to tell the media what should be talked about and how. Both want the attention on more substantive issues and in trying to correct the record have given moving and important speeches on race and America (by which we mean the USA.) Both have been trying to use the attention to redirect us to what "this time we want to talk about", or, to use Wright's blunt phrase, "now analyze that"!

Of course the media know where the engaging human story is and it is in the age-old conflict of the son and his father, as the son comes of age as a leader.

But, what if we took them at their word and looked away from the pulpit-and-pews drama. What if we looked at what they say is important and tried to analyze the similarities and differences? Are they a generation apart in their thinking or are they caught in the headlights of the media?

So we decided to analyze and compare a speech by Obama and one by Wright, both speeches given to clarify where they stood in light of the controversy. There are ironies to this analysis, but those will


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So we decided to analyze and compare a speech by Obama and one by Wright, both on race to see what they think the issues are. In particular we wanted to look at Obama and Wright on race so we chose to analyze and compare:
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--++ The Texts The two speeches we chose to look at are:

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  • Barack Obama's March 18, 2008 speech A more perfect union which he gave in response to the controversy around his pastor's sermons. This speech has been generally considered one of Obama's finest on race and America.
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  • Barack Obama's March 18, 2008 speech A more perfect union which he gave in response to the controversy and to clarify where he stood on race. This speech has been generally considered one of Obama's finest on race and America.

  • Jeremiah Wright's April 27th speech to the NAACP that follows Obama's speech and also deals with race.
Changed:
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We weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. Taking a phrase from Wright's speech we wanted to "now, analyze that" in order to understand their positions on race and the changes they propose for the USA.
>
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Why these two texts? First, because we weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. We did also look at Wright's speech to the National Press Club on April 28, 2008, but chose not to use that speech because a large portion of it took the form of question and answer and therefore would not necessarily reflect how Wright wanted to shape the issues. Second, we were able to find reasonable transcripts for both with associated video records, though there are typos in both that suggest either problems in transcription or oral infelicities. We have not proofed either against the video records. Finally, and most importantly, these seem to be the important documents to which people are returning to understand Obama and Wright's positions. Why not analyze that?

The Seeds of Thought


 <<O>>  Difference Topic NowAnalyzeThat (r1.4 - 03 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That:

Changed:
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Miseducation. Miseducation incidentally is not a Jeremiah Wright term. It's a word coined by Dr. Carter G. Woodson over 80 years ago. Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)
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Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)

Resources and Links

Line: 10 to 10

Context

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Barrack Obama and Jeremiah Wright have been in the news recently around their differences about race, but is the news provoking a confrontation? How are Obama and his pastor, Jeremiah Wright, different or similar? We decided to analyze and compare Obama and Wright's words on race to see what we could discover. In particular we wanted to look at Obama and Wright on race so we chose to analyze and compare:
>
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Barrack Obama and his pastor Jeremiah A. Wright Jr. have been in the news recently around their differences about race and the USA, but is the news provoking a pulpit-and-pews controversy that isn't there? What no one seems to be interested is what they have to say and what the differences are?

So we decided to analyze and compare a speech by Obama and one by Wright, both on race to see what they think the issues are. In particular we wanted to look at Obama and Wright on race so we chose to analyze and compare:


  • Barack Obama's March 18, 2008 speech A more perfect union which he gave in response to the controversy around his pastor's sermons. This speech has been generally considered one of Obama's finest on race and America.
  • Jeremiah Wright's April 27th speech to the NAACP that follows Obama's speech and also deals with race.

 <<O>>  Difference Topic NowAnalyzeThat (r1.3 - 02 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That:

Miseducation. Miseducation incidentally is not a Jeremiah Wright term. It's a word coined by Dr. Carter G. Woodson over 80 years ago. Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)
Changed:
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Resources and Links

Texts Used in this experiment.

Context

Added:
>
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Barrack Obama and Jeremiah Wright have been in the news recently around their differences about race, but is the news provoking a confrontation? How are Obama and his pastor, Jeremiah Wright, different or similar? We decided to analyze and compare Obama and Wright's words on race to see what we could discover. In particular we wanted to look at Obama and Wright on race so we chose to analyze and compare:

  • Barack Obama's March 18, 2008 speech A more perfect union which he gave in response to the controversy around his pastor's sermons. This speech has been generally considered one of Obama's finest on race and America.
  • Jeremiah Wright's April 27th speech to the NAACP that follows Obama's speech and also deals with race.

Changed:
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Why we are doing this

>
>
We weren't interested in the "gotchas" that bloggers and media have been focusing on like Wright's references to Louis Farrakhan. Taking a phrase from Wright's speech we wanted to "now, analyze that" in order to understand their positions on race and the changes they propose for the USA.

Changed:
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Thought Seeds

>
>

The Seeds of Thought


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Time

- in the comparison chart, -
>
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Lets quickly analyze what they said, the words they use, the structure of their speeches, and how they repeat themselves. If the mainstream media is misunderstanding them, what stands out in their words as differences worth thinking more about?

This Time We Want To Talk

One of the words that Obama uses far more often than Wright is "time." In fact, when we look closely we see that at the climax of Obama's speech he repeatedly uses the phrase "this time we want to talk". This
17 entries found.
and should be perfected over time . And yet words on
and the reality of their

time

. This was one of
solve the challenges of our time unless we solve them together
divisive , divisive at a time when we need unity ;
; racially charged at a time

when we need to come

and early sixties , a time when segregation was still the
prejudiced , resentment builds over time . Like the anger within
fathers , and spending more time with our children , and
and say , Not this

time

. This time we want
Not this time . This time we want to talk about
Native American children . This time we want to reject the
century economy . Not this time

. This time we want

Not this time . This time we want to talk about
do it together . This time we want to talk about
walk of life . This time we want to talk about
than a profit . This

time

we want to talk about
sitting there quietly the entire time . And Ashley asks him

Look at how time is used in HyperPo.


The thrust of his speech is that this election time should be about the the issues that Americans (both white and black) have in common, not about the issues that hijack elections. Implied


Repetition and Structure

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White and Black

- for obama it is less about race and more about white house - talk about binaries -
Line: 27 to 109

Pairing of Different and Deficient in Wright

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These seeds are just the the start. We shouldn't be confident of someone's position based on one speech in a particular context.

Conclusion

Added:
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>

Disclaimer: Why we are doing this

To be honest, we are not political scientists or experts on race. We are digital humanists interested in how computing methods can be used to study, among other things, contemporary culture and politics. These conclusions are the result of an experiment in rapid collaborative computer-assisted text analysis, what we call "extreme text analysis" after the movement in computing called extreme programming or Pair Programming. Our goals were:

  • To spend no more than two days taking a small and meaningful text analysis project from discussion through to presentation of results (this page.)
  • To test the TAPoR (Text Analysis Portal for Research) environment and record bugs, enhancements and general thoughts.
  • To reflect on computer-assisted text analysis as a research practice and the rhetoric of reporting results.

Added:
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For more on this see Experiments In Text Analysis. In particular see the May 1, 08 Experiment Notes which was written as we were doing this.

Line: 45 to 138

-- GeoffreyRockwell - 02 May 2008

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META FILEATTACHMENT black-white-frequency.jpg attr="" comment="" date="1209759246" path="black-white-frequency.jpg" size="44992" user="GeoffreyRockwell" version="1.1"

 <<O>>  Difference Topic NowAnalyzeThat (r1.2 - 02 May 2008 - GeoffreyRockwell)

META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That:

Line: 6 to 6

Added:
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Context

Why we are doing this

Thought Seeds

Time

- in the comparison chart, -

Repetition and Structure

White and Black

- for obama it is less about race and more about white house - talk about binaries -

Different and Deficient

- change tied to it

Pairing of Different and Deficient in Wright

Conclusion

<!-- notes

use of repition Wright - "its going to take" and "Many of us are committed to changing the way we treat" Obama - "this time we want to talk about"

Wright: Referencing academics as if trying to prove

-->


-- GeoffreyRockwell - 02 May 2008

 <<O>>  Difference Topic NowAnalyzeThat (r1.1 - 02 May 2008 - GeoffreyRockwell)
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META TOPICPARENT ExperimentsInTextAnalysis

Now, Analyze That:

Miseducation. Miseducation incidentally is not a Jeremiah Wright term. It's a word coined by Dr. Carter G. Woodson over 80 years ago. Sounds like he talked a hate speech, doesn't it? Now, analyze that. (Wright, NAACP Speech)

-- GeoffreyRockwell - 02 May 2008


Topic: NowAnalyzeThat . { View | Diffs | r1.13 | > | r1.12 | > | r1.11 | More }

Revision r1.1 - 02 May 2008 - 14:57 - GeoffreyRockwell
Revision r1.13 - 18 May 2008 - 18:12 - StefanSinclair