"Yes" Party vs. "Don't" Party
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Analysis of the State of the Union Addresses by the American presidents determines which words are characteristic for Democratic and which for Republican presidents. It turns out that "yes" is a word characteristic for one of the parties, while "don't" is frequent in the speeches of the other party.
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This study is an empirical test of Anderson's (2006) theory of "imagined communities" among the BRICS nations and the U.S. Using data collected through the fifth wave of the World Values Survey from Brazil, China, India, India, South Africa, and US, the study confirmed the argument of Anderson who believes that mass media have been the major channel for citizens of nation-states to construct their national identities. Religion’s impacts on the constriction of national identity, national proudness, and global identity is complex. Interestingly, the data revealed that national identity does not lessen global identity, which is positively associated with the postmaterialist value that is prevalent among the younger generations.Essentials of SociologyA Down-to-Earth ApproachThi
This document provides information about an introductory sociology textbook. It includes the title, author, publisher, copyright information, and cataloging details. The preface expresses the author's admiration for the field of sociology and its researchers.
Whiteness Studies The New History of Race in AmericaAu.docx
Whiteness Studies: The New History of Race in America
Author(s): Peter Kolchin
Source: The Journal of American History, Vol. 89, No. 1 (Jun., 2002), pp. 154-173
Published by: Oxford University Press on behalf of Organization of American Historians
Stable URL: https://www.jstor.org/stable/2700788
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Whiteness Studies: The New History
of Race in America
Peter Kolchin
Suddenly whiteness studies are everywhere. The rapid proliferation of a genre that
appears to have come out of nowhere is little short of astonishing: a recent keyword
search on my university library's electronic catalog yielded fifty-one books containing
the word "whiteness" in their titles, almost all published in the past decade and most
published in the past five years.1 All around us, American historians and scholars in
related disciplines from sociology and law to cultural studies and education are writ-
ing books with titles such as The White Scourge, How the Irish Became White, Making
Whiteness, The Possessive Investment in Whiteness, and Critical White Studies.2
Although the term "whiteness studies" might at first glance suggest works that pro-
mote white identity or constitute part of a racist backlash against multiculturalism
and "political correctness," virtually all the whiteness studies authors seek to confront
white privilege-that is, racism-and virtually all identify at some level with the
political Left. Most of them see a close link between their scholarly efforts and the
goal of creating a more humane social order.
Whiteness studies authors manifest a wide variety of approaches. In many of the
disciplines outside history, prescriptive policy goals assume a central position; writing
on whiteness in education, for example, Nelson M. Rodriguez calls for the creation
of "'pedagogies of whiteness' as a counterhegemonic act" predicated on the need to
"refigure whiteness in antiracist, antihomophobic, and antisexist ways."3 Although
Peter Kolchin is Henry Clay Reed Professor of History at the University of Delaware.
I would like to thank Margaret L. Andersen, Anne M. Boylan, Lori Ginzberg, and the graduate students in my
advanced seminar (Tracey Birdwell, .
Race, ethnicity and nation international perspectives on social conflict
an international and comparative analysis of social division rooted in race, ethnicity and national identity. It provides an overview of the key issues underlying ethnic conflict which has now risen to the top of the international political agenda.
Chicano Movement Essay
Chicano movement essay paper. Example Of Chicano History Essay - 763 Words - NerdySeal. ≫ Chicano Is the Mexican American Civil Rights Movement Free Essay .... Documents of the Chicano Movement • ABC-CLIO. The Chicano Movement: Empowerment, Leadership, and Legacy Free Essay .... Chicano movement essay - High Quality Essay Writing From Best Writers. Luis Valdez, Chicano Movement and Theatre Essay Example | Topics and .... Chicano Civil Rights Movement Essay Introduction. PPT - “The Origins and History of the Chicano Movement” PowerPoint .... PPT - The Chicano Movement PowerPoint Presentation, free download - ID .... PPT - The Roots Of Chicano Movement PowerPoint Presentation, free .... ⇉Essayon Chicano, A Community That Has Overcome Essay Example | GraduateWay. The Chicano Art Movement, 1960’s – present – ILI 5. Chicano Movement: Historical Development and Importance - 944 Words ....
Chicano Movement Essay.pdf
Chicano movement essay paper. Example Of Chicano History Essay - 763 Words - NerdySeal. ≫ Chicano Is the Mexican American Civil Rights Movement Free Essay .... Documents of the Chicano Movement • ABC-CLIO. The Chicano Movement: Empowerment, Leadership, and Legacy Free Essay .... Chicano movement essay - High Quality Essay Writing From Best Writers. Luis Valdez, Chicano Movement and Theatre Essay Example | Topics and .... Chicano Civil Rights Movement Essay Introduction. PPT - “The Origins and History of the Chicano Movement” PowerPoint .... PPT - The Chicano Movement PowerPoint Presentation, free download - ID .... PPT - The Roots Of Chicano Movement PowerPoint Presentation, free .... ⇉Essayon Chicano, A Community That Has Overcome Essay Example | GraduateWay. The Chicano Art Movement, 1960’s – present – ILI 5. Chicano Movement: Historical Development and Importance - 944 Words ....
CSRCS_2016_AnnualReport_OnlineVersion
This document summarizes the activities of Elon University's Center for the Study of Religion, Culture, and Society (CSRCS) in 2015-2016. It discusses several major events that involved religious themes that year, including shootings motivated by religious extremism. It describes how the CSRCS hosted speakers and events to foster discussion of these topics, including talks about Pope Francis's vision, racism in the US criminal justice system, and Dietrich Bonhoeffer's life. The director expresses his hope to continue this work in 2016-2017.
Brooklyn College PRLS 3210 fall 2018 Library Session
Library skills for students in Brooklyn College PRLS 3210. Session instructor, Beth Evans. Class professor, Joseph A. Torres-Gonzalez
A webometric analysis of kpop in hispanic countries
This study analyzed the diffusion of K-pop music in Spanish-speaking countries via Twitter. Data was collected on tweets containing the hashtag "kpop" from 19 countries. Network analysis identified highly connected influencers, mainly from media organizations in Mexico, Colombia, Peru and Venezuela. Qualitative analysis of comments found general discussion of Korean songs, artists and hashtags. The results suggest K-pop is gaining popularity through dance-focused collective fan activities promoted by public media in Hispanic countries. Further research on K-pop in Chile and Panama was recommended.
A Rogers TxGLSS Presentation
The document discusses how the political meaning of the term "liberal" has changed over time in the United States. Originally referring to ideas of liberty, freedom, and openness to new ideas, by the early 20th century "liberal" took on a political definition referring to using government to advance social and economic justice. Conservatives then began a counter-redefinition in the post-World War II era, attacking the term and associating it with statism and Marxism. By the 1980s and 1990s, "liberal" had become a largely negative term in American politics, narrowing the range of acceptable political viewpoints.
Similar to "Yes" Party vs. "Don't" Party (20)
1998-Morin and Rosenfeld, The Politics of Fatigue (Washington Po
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Living Together: A New Look at Racial and Ethnic Integration in Metropolitan ...
Living Together: A New Look at Racial and Ethnic Integration in Metropolitan ...
Wanna be startin somethin, mj in the scholarly literature, a selected bibliog...
Wanna be startin somethin, mj in the scholarly literature, a selected bibliog...
Wanna be startin somethin, Michael Jackson in the scholarly literature, a sel...
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How National Identities Are Built: An Empirical Test of the Theory of “Image...
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Essentials of SociologyA Down-to-Earth ApproachThi
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Whiteness Studies The New History of Race in AmericaAu.docx
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Race, ethnicity and nation international perspectives on social conflict
Race, ethnicity and nation international perspectives on social conflict
Brooklyn College PRLS 3210 fall 2018 Library Session
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A webometric analysis of kpop in hispanic countries
A webometric analysis of kpop in hispanic countries
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你赢我赢，共创双赢
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你做代理，可以改变自己，改变他人，给他人和自己一个机会道银边山娃摸索着扯了扯灯绳小屋顿时一片刺眼的亮瞅瞅床头的诺基亚山娃苦笑着摇了摇头连他自己都感到奇怪居然又睡到上午点半掐指算算随父亲进城已一个多星期了山娃几乎天天起得这么迟在乡下老家暑假五点多山娃就醒来在爷爷奶奶嘁嘁喳喳的忙碌声中一骨碌爬起把牛驱到后龙山再从莲塘里采回一蛇皮袋湿漉漉的莲蓬也才点多点半早就吃过早餐玩耍去了山娃的家在闽西山区依山傍水山清水秀门前潺潺流淌的蜿蜒小溪一直都是山娃和小伙伴们盛试
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Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
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A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
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Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
The Ipsos - AI - Monitor 2024 Report.pdf
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
Global Situational Awareness of A.I. and where its headed
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
原版定制【微信:41543339】【(Dalhousie毕业证书)达尔豪斯大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
毕业原版【微信:176555708】【(UMN毕业证书)明尼苏达大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
原版一模一样【微信：741003700 】【(uts毕业证书)悉尼科技大学毕业证学历证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
毕业原版【微信:41543339】【(牛布毕业证书)牛津布鲁克斯大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
毕业原版【微信:176555708】【(UCSF毕业证书)旧金山分校毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
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- 1. "YES" PARTY VS. "DON'T" PARTY MAIN FACTORS IN THE STATE OF THE UNION ADDRESSES JULIA KUZNETSOVA
- 2. WORDS CHARACTERISTIC TO THE DEMOCRATIC AND THE REPUBLICAN PARTY WHICH IS WHICH?
- 3. ABOUT ME • Ph.D. in Linguistics • Book: Linguistic Profiles: from Form to Meaning via Statistics • Blog Reading the Data Leaves https://newyearaddresses.com, analyzing the language of New Year Addresses by Soviet and Russian Leaders and how it correlates with historic events
- 4. WHY STATE OF THE UNION?
- 5. DATA COLLECTION AND PROCESSING • State of the Union Addresses collected by Gerhard Peters and John T. Woolley: http://www.presidency.ucsb.edu/sou.php • Beautiful Soup: http://www.pythonforbeginners.com/python-on-the- web/web-scraping-with-beautifulsoup/ • Pyhton SnowballStemmer: https://pypi.python.org/pypi/snowballstemmer • MySQL for data aggregation • R for statistical analysis and visualization
- 6. 100 MOST FREQUENT WORDS 1790 1791 1792 1793 act 810.7013 2196.8366 1446.4802 1539.2509 action 0.0000 0.0000 0.0000 0.0000 administration 810.7013 439.3673 0.0000 0.0000 America 0.0000 0.0000 0.0000 0.0000 … ipm – items per million Total words in the address of 1790: 2467 The word act is attested: 2 times actipm = (2/2467)* 1000 000 = 810.7013
- 7. PRINCIPAL COMPONENT ANALYSIS Find new dimensions that explain most variance in the data X Y PC1 PC2 Z
- 8. DIMENSION 1: HISTORICAL ERAS • before WWI • between WWI and WWII • after WWII • after 1980
- 9. K-MEANS, 4 CLUSTERS • cluster 1 • cluster 2 • cluster 3 • cluster 4
- 10. WORDS: SAME 4 CLUSTERS • cluster 1 • cluster 2 • cluster 3 • cluster 4
- 13. DIMENSION 2 CORRELATES WITH TOP TAX (r = -0.8, P < 0.001 )
- 14. DEMOCRATIC WORDS VS. REPUBLICAN WORDS • Formula: • Threshold: appears in at least 20 documents after 1933 http://www.livescience.com/34241-democratic-republican- parties-switch-platforms.html • 100 most republican and 100 most democratic words Schmid, Hans-Jörg (2003), "Do women and men really live in different cultures? Evidence from the BNC." In: Andrew Wilson, Paul Rayson and Tony McEnery, eds., Corpus linguistics by the Lune: a Festschrift for Geoffrey Leech, Peter Lang, Frankfurt, 185-221.
- 15. WORDS CHARACTERISTIC TO THE DEMOCRATIC AND THE REPUBLICAN PARTY WHICH IS WHICH? "DON'T" PARTY "YES" PARTY
- 16. DEMOCRATIC REPUBLICAN "DON'T" PARTY "YES" PARTY
- 17. DEMOCRATIC WORDS
- 18. REPUBLICAN WORDS
- 19. YES AND DON’T
- 20. SUMMARY • Attestations of words in the State of the Union addresses reflect historical changes in United States • Two most important dimensions in the State of the Union addresses are the historical era (Dimension 1) and the economic situation (Dimension 2). • Quantitative analysis can help find political preferences in the text