Predicting the future with social media
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This project describes how you can use social networks to predict future evens. For project paper send message to twitter handle Prince_Xxavier
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Predicting the future with social media (Twitter y Box Office)
This document examines using social media content from Twitter to predict real-world outcomes, specifically box office revenues for movies. It finds that the rate at which tweets are created about movies can be used to build a predictive model that outperforms market-based predictors. Sentiment analysis of tweets is also found to improve predictive power, with positive tweets encouraging viewership after a movie's release. The study analyzes attention and popularity trends on Twitter for movies as well as how sentiments influence people and box office performance.
Predicting The Future With Social Media
These slides were used for an internal presentation of the SoNet group - http://sonet.fbk.eu
Every week, one member of the SoNet group presents a research papers to the other members. The mentioned paper(s) are hence written by other researchers.
This the abstract of the original paper made by
Sitaram Asur, Bernardo A. Huberman
In recent years, social media has become ubiquitous and important for social networking and content sharing. And yet, the content that is generated from these websites remains largely untapped. In this paper, we demonstrate how social media content can be used to predict real-world outcomes. In particular, we use the chatter from Twitter.com to forecast box-office revenues for movies. We show that a simple model built from the rate at which tweets are created about particular topics can outperform market-based predictors. We further demonstrate how sentiments extracted from Twitter can be further utilized to improve the forecasting power of social media.
Predicting the future with social media
The dramatic rise in the use of Social Media (SM) platforms such as Facebook and Twitter provide access to an unprecedented amount of user data. Users may post reviews on products and services they bought, write about their interests, share ideas or give their opinions and views on political issues. There is a growing interest in the analysis of SM data from organisations for detecting new trends, obtaining user opinions on their products and services or finding out about their online reputations. A recent research trend in SM analysis is making predictions based on sentiment analysis of SM. Often indicators of historic SM data are represented as time series and correlated with a variety of real world phenomena like the outcome of elections, the development of financial indicators, box office revenue and disease outbreaks.
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20100527 1400 1530_nia_정보사회와웹2.0세상_정보윤리교육기관강사대상_특강
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Predicting the future with social media (Twitter y Box Office)
This document examines using social media content from Twitter to predict real-world outcomes, specifically box office revenues for movies. It finds that the rate at which tweets are created about movies can be used to build a predictive model that outperforms market-based predictors. Sentiment analysis of tweets is also found to improve predictive power, with positive tweets encouraging viewership after a movie's release. The study analyzes attention and popularity trends on Twitter for movies as well as how sentiments influence people and box office performance.
Predicting The Future With Social Media
These slides were used for an internal presentation of the SoNet group - http://sonet.fbk.eu
Every week, one member of the SoNet group presents a research papers to the other members. The mentioned paper(s) are hence written by other researchers.
This the abstract of the original paper made by
Sitaram Asur, Bernardo A. Huberman
In recent years, social media has become ubiquitous and important for social networking and content sharing. And yet, the content that is generated from these websites remains largely untapped. In this paper, we demonstrate how social media content can be used to predict real-world outcomes. In particular, we use the chatter from Twitter.com to forecast box-office revenues for movies. We show that a simple model built from the rate at which tweets are created about particular topics can outperform market-based predictors. We further demonstrate how sentiments extracted from Twitter can be further utilized to improve the forecasting power of social media.
Predicting the future with social media
The dramatic rise in the use of Social Media (SM) platforms such as Facebook and Twitter provide access to an unprecedented amount of user data. Users may post reviews on products and services they bought, write about their interests, share ideas or give their opinions and views on political issues. There is a growing interest in the analysis of SM data from organisations for detecting new trends, obtaining user opinions on their products and services or finding out about their online reputations. A recent research trend in SM analysis is making predictions based on sentiment analysis of SM. Often indicators of historic SM data are represented as time series and correlated with a variety of real world phenomena like the outcome of elections, the development of financial indicators, box office revenue and disease outbreaks.
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20100527 1400 1530_nia_정보사회와웹2.0세상_정보윤리교육기관강사대상_특강
This document contains the slides from a presentation on information society and Web 2.0 given on May 27, 2010. The presentation discusses topics like Twitter, semantic social networks, open data, and how technology and social media are transforming society and culture. It provides examples of how companies and governments can benefit from more open policies and APIs. The presentation aims to help understand new concepts of security and control in the networked era.
Bowling Alone and Trust Decline in Social Network Sites
In this paper we analyze the community of a social network site, Advogato. The peculiar characteristics of Advogato is that users can explicitly express weighted trust relationships among themselves. We conduct a longitudinal analysis of the trust network over a time period of 4 years, exploring the community as it grew from a knit circle of 300 users to an society of almost 6500 individuals. We report the changes over time of standard indexes in social network analysis such as clustering and degrees of separation. We then focus on specific measures about trust such as reciprocity and changes over time of average trust. A decline in trust is observed as the community grows. Following what we believe to be the first empirical analysis of trust evolution over time in a real community, we conclude suggesting how the availability of data about human relationships in social network sites is opening up the possibility of monitoring changes in trust in real time. In order to foster this research line, we released the datasets and the code we used in our analysis.
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留信网认证的作用:
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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
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办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
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综上所述，办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
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3. The document argues that a more open system is needed where users have portable profiles and globally unique identifiers, similar to systems used for telephone numbers, email addresses and web domains. This would allow borderless communication across networks.
Chapter9d McHaney 2nd edition
This document discusses tools for tracking social media buzz and viral activity. It describes several platforms for monitoring mentions across social networks, including Social Mention, Mention.net, and Whostalkin.com. These tools aggregate posts from various sites to track topics and sentiment. Klout is also discussed as a service that measures online influence by analyzing reach and engagement on networks. Businesses are interested in these tools to understand which of their content and communications are most influential in order to improve marketing effectiveness.
GIJC19 - NodeXL Tutorial - Session 1
Tutorial presentation at the Global Investigative Journalism Conference 2019 in Hamburg - Introduction to Social Network Analysis with NodeXL Pro
Social Systems for Smaller Communities
The document discusses social systems for smaller communities. It provides an overview of key elements of social systems like user-generated content, shared resources, and comments/ratings. It also discusses challenges like participation levels decreasing significantly as community sizes increase. The goal is to explore how to design social systems that facilitate sharing and collaboration for smaller local communities like in Pittsburgh around events and research talks. Several existing systems for this are presented as examples.
Insights From Social Media
Slides from a practical workshop on gathering customer insights from social media using Social Network Analysis (SNA) with NodeXL and Twitter. SNA allows you to gain insight from thousands of tweets and messages on a range of topics for marketing research or academic use. NodeXL reports can be used for measuring and monitoring an organisation’s own performance as well as a competitors´ performance. At the highest level, a SNA approach allows social media managers to recognize what their audience looks like.
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...Artificial Intelligence Institute at UofSC
Invited talk at Session on Semantic Knowledge for Commodity Computing, at Microsoft Research Faculty Summit 2011, July 19-20, 2011, Redmond, WA. http://research.microsoft.com/en-us/events/fs2011/default.aspx
Associated video at: https://youtu.be/HKqpuLiMXRsTesting Vitality Ranking and Prediction in Social Networking Services With Dy...
Social networking services have been prevalent at many online communities such as Twitter.com and Weibo.com, where millions of users keep interacting with each other every day. One interesting and important problem in the social networking services is to rank users based on their vitality in a timely fashion. An accurate ranking list of user vitality could benefit many parties in social network services such as the ads providers and site operators. Although it is very promising to obtain a vitality-based ranking list of users, there are many technical challenges due to the large scale and dynamics of social networking data .
Bonus points – Chem1305Q1. How many formula units of cal.docx
Bonus points – Chem1305
Q1. How many formula units of calcium carbonate are in 0.250 mol of CaCO3? (2 points)
Q2. What is the molar mass of magnesium phosphate? Steps: first derive formula, then calculate molar mass. (2 point)
Q3. How many molecules of ammonia, NH3, have a mass equal to 550 g? (2 points)
Q4. In a reaction, 25 grams of reactant AB breaks down into 10 grams of product A and an unknown amount of product B. Using the law of conservation of mass, how much does product B weigh? (2 point)
Q5. How many moles of calcium metal react with 5.00 mol of hydrochloric acid? (2 points)
__Ca(s) + _HCl(aq) → __CaCl2(aq) + __H2(g)
Q6. How many grams of AgCl, silver chloride, are produced from 25.0 mol of AgNO3, silver nitrate? (3 points)
___AgNO3 + ___BaCl2 → ___AgCl + ___Ba(NO3) 2
Q8. How many grams of potassium chloride, KCl, are produced if 25.0g of potassium chlorate, KClO3, decompose? (2 points)
__KClO3 → __KCl + __O2
Chapter 7
Social Networking,
Engagement, and
Social Metrics
Prepared by Dr. Derek Sedlack, South University
Copyright © 2015 John Wiley & Sons, Inc. All rights reserved.
Learning Objectives
Social Networking Services and Communities
Engaging Consumers with Blogs and Microblogs
Mashups, Social Metrics, and Monitoring Tools
Knowledge Sharing in the Social Workplace
Web 2.0—The Social Web
Web 2.0—The Social Web
The Constantly Changing Web
Web 2.0 (the social web): a term used to describe a phase of World Wide Web evolution characterized by dynamic webpages, social media, mashup applications, broadband connectivity and user-generated content.
Social media: a collection of Web applications, based on Web 2.0 technology and culture that allows people to connect and collaborate with others by creating and sharing digital content.
Chapter 7
Copyright © 2015 John Wiley & Sons, Inc. All rights reserved.
Web 2.0—The Social Web
The Constantly Changing Web
World Wide Web (the Internet): a network of documents on the Internet, called webpages, constructed with HTML markup language that supports links to other documents and media (e.g. graphics, video, audio, etc.).
Broadband: refers to wide bandwidth technologies that create fast, high volume connections to the Internet and World Wide Web.
Chapter 7
Copyright © 2015 John Wiley & Sons, Inc. All rights reserved.
Web 2.0—The Social Web
Chapter 7
Copyright © 2015 John Wiley & Sons, Inc. All rights reserved.
Web 2.0—The Social Web
Setting the Stage for Web 2.0
Broad bandwidth (broadband)
Sustainable business models
New Web programming technologies
Application programming interface (API)
Plug-Ins
Chapter 7
Copyright © 2015 John Wiley & Sons, Inc. All rights reserved.
Web 2.0—The Social Web
Setting the Stage for Web 2.0
AJAX technologies, or asynchronous JavaScript and XML, is a term referring to a group of technologies and programming languages that make it possible for webpages to res ...
Traction User Group 2010 - Brian Tullis Presentation
Traction User Group 2010 meeting at Newport, RI. I gave this presentation on Observable Work, detailing my personal thoughts and showing examples within my organization. Be sure to view the speaker notes. Also check Twitter tags #Owork and #TUG2010.
Interactive Innovation Through Social Software And Web 2.0
The document discusses key aspects of Web 2.0 and social software, including user-generated content, collaboration, sharing and folksonomies. It provides examples of popular Web 2.0 sites like YouTube, Flickr and Facebook that allow users to connect, share content and form online social networks. The conceptual perspective emphasizes interactive innovation through open architectures that support user participation, hacking and perpetual development.
Socialising in the Sun 245$a / Fred Guy, Suncat Service Manager, EDINA
Fred Guy describes the part social media has played in the development of Suncat, the UK serials union cataloge. Presented at the 6th annual Metadata & Web 2.0 seminar organised by the Cataloguing and Indexing Group in Scotland, held at the National Library of Scotland, 21 June 2013
Web 2.0
This document discusses the concept of "Web 2.0" and its implications for education. It separates Web 2.0 into discussions of technologies, applications/services, and underlying ideas. Key points include:
- Web 2.0 refers to both ongoing Web development as well as newer social applications like blogs and wikis that facilitate user participation and collaboration.
- Six "big ideas" underpin Web 2.0, including user-generated content, harnessing collective intelligence, vast amounts of accessible data, and architectures of participation.
- Libraries face questions around collecting and preserving user-generated Web 2.0 content.
- Emerging technologies like the semantic Web and issues around trust, privacy and security
Web 2.0: How have the Internet and learners changed and how can education res...
This document discusses how the internet and learners have changed with the emergence of Web 2.0 technologies, and how education can respond. It outlines how Web 2.0 enables collaboration, user-generated content, social networking and more interactive experiences compared to earlier versions of the internet. The document also reviews standards and research on emerging technology trends that will impact higher education in the coming years, such as social networking, virtual worlds and mobile devices.
Net neutrality
This document discusses perspectives on net neutrality from various key players. It provides an overview of net neutrality and defines the internet. Supporters of net neutrality like Tim Wu and major websites argue that an open internet promotes innovation, while opponents like Verizon believe they have a right to prioritize traffic on networks they built. Government stances vary, with the EU supporting net neutrality, Brazil opposing prioritization, and the US debating the issue.
Net Neutrality by Suhail Attar
This document discusses perspectives on net neutrality from various key players. It begins by defining the internet and net neutrality. It then explores views from individual supporters like Tim Wu who coined the term, major websites who back an open internet, and internet service provider Verizon who supports prioritization. Government positions are also examined, including the EU, Brazil, and debates in the US between the FCC, Obama, and Republicans. The conclusion reiterates that net neutrality remains a highly debated issue with arguments on both sides.
Detecting and Resolving Privacy Conflicts in Online Social Networks
This document discusses privacy issues with sharing data on online social networks. It proposes an approach to enable collaborative privacy management of shared data between multiple users. The key issues are that current social networks only allow individual users to control privacy of their own data, but not over data involving multiple users. The proposed approach aims to provide a system and mechanisms for managing privacy of data associated with groups of users on social networks in a collaborative way.
Similar to Predicting the future with social media (20)
Understanding User-Community Engagement by Multi-faceted Features: A Case ...
Understanding User-Community Engagement by Multi-faceted Features: A Case ...
Remixing Media on the Semantic Web (ISWC2014 Tutorial) Pt 2 Linked Media: An...
Remixing Media on the Semantic Web (ISWC2014 Tutorial) Pt 2 Linked Media: An...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Testing Vitality Ranking and Prediction in Social Networking Services With Dy...
Testing Vitality Ranking and Prediction in Social Networking Services With Dy...
Bonus points – Chem1305Q1. How many formula units of cal.docx
Bonus points – Chem1305Q1. How many formula units of cal.docx
Traction User Group 2010 - Brian Tullis Presentation
Traction User Group 2010 - Brian Tullis Presentation
Interactive Innovation Through Social Software And Web 2.0
Interactive Innovation Through Social Software And Web 2.0
Socialising in the Sun 245$a / Fred Guy, Suncat Service Manager, EDINA
Socialising in the Sun 245$a / Fred Guy, Suncat Service Manager, EDINA
Web 2.0: How have the Internet and learners changed and how can education res...
Web 2.0: How have the Internet and learners changed and how can education res...
Detecting and Resolving Privacy Conflicts in Online Social Networks
Detecting and Resolving Privacy Conflicts in Online Social Networks
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ChatGPT 4o for social media step by step Guide.pdf
In this comprehensive guide, we'll delve into the exciting world of ChatGPT and explore
its practical applications for social media success. Learn how to craft captivating posts
that resonate with your audience, leverage automation to save precious time, and utilize
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一比一原版(uon毕业证书)澳洲纽卡斯尔大学毕业证如何办理
原版一模一样【微信：741003700 】【(uon毕业证书)澳洲纽卡斯尔大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/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。
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
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
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
办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(uon毕业证书)澳洲纽卡斯尔大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Using Playlists to Increase YouTube Watch Time
Discover how to use playlists to keep viewers engaged and increase your watch time.
https://www.sociocosmos.com/product-category/youtube/youtube-comments/
TACKLING ILLEGAL LOGGING: PROBLEMS AND CHALLENGES
ABSTRACT: Illegal logging poses significant environmental, economic, and social challenges worldwide. This
research explores the problems associated with illegal logging in the present and future, shedding light on the
multifaceted nature of this issue and the accompanying challenges faced by governments, organizations, and
communities. The study employs a comprehensive literature review to analyze the current state of illegal
logging, its causes, and its consequences. It examines the environmental impact of deforestation, including
biodiversity loss, habitat degradation, and climate change. The researchers identify the challenges faced in
combating illegal logging in the present and anticipate future obstacles. It considers illegal logging networks'
complex and elusive nature, the limited enforcement capacity, and the need for international cooperation and
coordination. The study also examines the adoption and effectiveness of policies, regulations, and technological
advancements in curbing illegal logging practices in Davao City.
Keywords -Problems and Challenges, Cultural Disruptions, Anticipate future problems.
CYBER SECURITY ENHANCEMENT IN NIGERIA. A CASE STUDY OF SIX STATES IN THE NORT...
ABSTRACT: Security plays an important role in human life and endeavors. Securing information and
disseminating are critical challenges in the present day. This study aimed at identifying innovative technologies
that aid cybercrimes and can constitute threats to cybersecurity in North Central (Middle Belt) Nigeria covering
its six States and the FCT Abuja. A survey research design was adopted. The researchers employed the use of
Google form in administering the structured questionnaire. The instruments were faced validated by one expert
each from ICT and security. Cronbach Alpha reliability Coefficient was employed and achieved 0.83 level of
coefficient. The population of the study was 200, comprising 100 undergraduate students from computer science
and Computer/Robotics Education, 80 ICT instructors, technologists and lecturers in the University and
Technical Colleges in the Middle Belt Nigeria using innovative technologies for their daily jobs and 20 officers
of the crime agency such as: Independent Corrupt Practices Commission (ICPC) andEconomic and Financial
Crimes Commission (EFCC). Three research purposes and questions as well as the hypothesis guided the study
on Five (5) point Likert scale. Data collected were analyzed using mean and standard deviation for the three
research questions while three hypotheses were tested using t-test at 0.05 level of significance. Major findings
revealed that serious steps are needed to better secure the cybers against cybercrimes. Motivation, types, threats
and strategies for the prevention of cybercrimes were identified. The study recommends that government,
organizations and individuals should place emphasis on moral development, regular training of its employees,
regular update of software, use strong password, back up data and information, produce strong cybersecurity
policy, install antivirus soft and security surveillance (CCTV) in offices in order to safeguard its employees and
properties from being hacked and vandalized.
KEYWORDS: Cybersecurity, cybercrime, cyberattack, cybercriminal, computer virus, Virtual Private Networks
(VPN).
On Storytelling & Magic Realism in Rushdie’s Midnight’s Children, Shame, and ...
ABSTRACT: Salman Rushdie’s novels are humorous books about serious times. His cosmopolitanism and
hybrid identity allowed him access to multiple cultures, religions, languages, dialects, and various modes of
writing. His style is often classified as magic realism, blending the imaginary with the real. He draws
inspiration from both English literature and Indian classical sources. Throughout his works, there is a lineage of
‘bastards of history’, a carnival of shameful characters scrolling all along his works. Rushdie intertwines fiction
with reality, incorporating intertextual references to Western literature in his texts, and frequently employing
mythology to explore history. This paper focuses on Rushdie’s three novels: Midnight’s Children, Shame, and
Haroun and the Sea of Stories, analyzing his postmodern storytelling techniques that aim to explore human
vices and follies while offering socio-political criticism.
KEYWORDS : Magic Realism, Rushdie, Satire, Storytelling, Transfictional Identities
Facebook Fan Page Profits to boost your profits today!
Discover how to turn your Facebook Fan Page into a powerful tool for generating profits! Whether you're an entrepreneur, marketer, or small business owner, learn proven strategies to engage your audience, increase followers, and monetize your fan page effectively. From content creation and engagement tactics to advertising and conversion optimization, unlock the secrets to maximizing your business's success on Facebook. Start leveraging your fan page to boost your profits today!
一比一原版（CSULB毕业证）加州州立大学长滩分校毕业证如何办理
原件一模一样【微信：176555708】【加州州立大学长滩分校毕业证（CSULB学位证）成绩单】【微信：176555708】（留信学历认证永久存档查询）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。
【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【微信：176555708】
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
→ 【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：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部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！
办理加州州立大学长滩分校毕业证（CSULB学位证）学位证【微信：176555708 】外观非常精致，由特殊纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理加州州立大学长滩分校毕业证（CSULB学位证）学位证【微信：176555708 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理加州州立大学长滩分校毕业证（CSULB学位证）学位证【微信：176555708 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理加州州立大学长滩分校毕业证（CSULB学位证）学位证【微信：176555708 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版(lu毕业证书)拉夫堡大学毕业证如何办理
原版一模一样【微信：741003700 】【(lu毕业证书)拉夫堡大学毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/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。
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
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
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
办理(lu毕业证书)拉夫堡大学毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(lu毕业证书)拉夫堡大学毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(lu毕业证书)拉夫堡大学毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(lu毕业证书)拉夫堡大学毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版(AU毕业证)英国阿伯丁大学毕业证如何办理
AU毕业证文凭证书【微信95270640】《英国阿伯丁大学毕业证书原版制作AU成绩单》【Q微信95270640】《仿制AU毕业证成绩单英国阿伯丁大学学位证书pdf电子图》，A.为什么留学生需要操作留信认证?
留信认证全称全国留学生信息服务网认证,隶属于北京中科院。①留信认证门槛条件更低,费用更美丽,并且包过,完单周期短,效率高②留信认证虽然不能去国企,但是一般的公司都没有问题,因为国内很多公司连基本的留学生学历认证都不了解。这对于留学生来说,这就比自己光拿一个证书更有说服力,因为留学学历可以在留信网站上进行查询!
B.为什么我们提供的毕业证成绩单具有使用价值？
查询留服认证是国内鉴别留学生海外学历的唯一途径，但认证只是个体行为，不是所有留学生都操作，所以没有办理认证的留学生的学历在国内也是查询不到的，他们也仅仅只有一张文凭。所以这时候我们提供的和学校颁发的一模一样的毕业证成绩单，就有了使用价值。
实体公司，专业可靠，办理加拿大毕业证|办美国成绩单|做德国文凭学历认证|办新西兰学位证，办澳洲文凭认证，办留信网认证（网上可查，实体公司，专业可靠）铸就十年品质！信誉！实体公司！
文凭办理流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：微信95270640我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。
7完成交易删除客户资料
高精端提供以下服务：
一：英国阿伯丁大学英国阿伯丁大学本科学位证成绩单全套材料从防伪到印刷水印底纹到钢印烫金
二：真实使馆认证（留学人员回国证明）使馆存档
三：真实教育部认证教育部存档教育部留服网站可查
四：留信认证留学生信息网站可查
五：与学校颁发的相关证件1:1纸质尺寸制定（定期向各大院校毕业生购买最新版本毕,业证成绩单保证您拿到的是鲁昂大学内部最新版本毕业证成绩单微信95270640）
A.为什么留学生需要操作留信认证?
留信认证全称全国留学生信息服务网认证,隶属于北京中科院。①留信认证门槛条件更低,费用更美丽,并且包过,完单周期短,效率高②留信认证虽然不能去国企,但是一般的公司都没有问题,因为国内很多公司连基本的留学生学历认证都不了解。这对于留学生来说,这就比自己光拿一个证书更有说服力,因为留学学历可以在留信网站上进行查询!
B.为什么我们提供的毕业证成绩单具有使用价值？
查询留服认证是国内鉴别留学生海外学历的唯一途径但认证只是个体行为不是所有留学生都操作所以没有办理认证的留学生的学历在国内也是查询不到的他们也仅仅只有一张文凭。所以这时候我们提供的和学校颁发的一模一样的毕业证成绩单就有了使用价值。却也灵机一动立马仰起头双手拢在嘴边朝楼上大喊：“爸爸爸——有人找——那人一听朝山娃尴尬地笑笑悻悻地走了山娃立马“嘭的一声将铁门锁死心却咚咚地乱跳当山娃跟父亲说起这事时父亲很吃惊抚摸着山娃的头说还好醒得及时要不家早被人掏空了到时连电视也没得看啰不过父亲还是夸山娃能临危不乱随机应变有胆有谋山娃笑笑说那都是书上学的看童话和小说时学的不管如何父亲再也不许山娃敞开门坐到门口了父亲递给山娃钥匙说一出门就将门山
一比一原版（UCSD毕业证）加利福尼亚大学圣迭戈分校毕业证如何办理
原件一模一样【微信：176555708】【加利福尼亚大学圣迭戈分校毕业证（UCSD学位证）成绩单】【微信：176555708】（留信学历认证永久存档查询）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。
【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【微信：176555708】
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
→ 【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：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部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！
办理加利福尼亚大学圣迭戈分校毕业证（UCSD学位证）学位证【微信：176555708 】外观非常精致，由特殊纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理加利福尼亚大学圣迭戈分校毕业证（UCSD学位证）学位证【微信：176555708 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理加利福尼亚大学圣迭戈分校毕业证（UCSD学位证）学位证【微信：176555708 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理加利福尼亚大学圣迭戈分校毕业证（UCSD学位证）学位证【微信：176555708 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
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Predicting the future with social media
- 1. Dynamics of Complex Networks and Systems Research Paper Predicting The Future with Social Media Okeke, Chukwuma SYSM 6302 FALL, 2015 Prof. Spong, Mark 12/19/2015
- 3. AGENDA 11 What is Social Media/Network? Twitter 22 Social media feeds can be effective indicators of real-world performance Social media to build powerful models to predict the future33 44 Perform some Analysis and show how they can improve future predictions 55 Q & A
- 5. A social network is a social structure made up of a set of social actors (such as individuals or organizations), sets of dyadic ties, and other social interactions between actors Social Network Social Media Social media is defined as "a group of Internet- based applications that build on the ideological and technological foundations of Web 2.0, and that allow the creation and exchange of user-generated content.
- 6. Twitter is an online social networking service that enables users to send and read short 140-character messages called "tweets" Launched on July 13, 2006 Directed social network Each user has a set of subscribers known as followers 320m Active monthly users •Tweets - short messages , news or links to content such as images, video and articles •retweet is a post originally made by one user that is forwarded by another user
- 7. Performance Obtained data of all tweets referring to a movie, we used keywords present in the movie title as search arguments 2.89 million tweets referring to 24 different movies released over a period of three months from 1.2 million users
- 8. Movie Release Date Armored 2009-12-04 Avatar 2009-12-18 The Blind Side 2009-11-20 The Book of Eli 2010-01-15 Daybreakers 2010-01-08 Dear John 2010-02-05 Did You Hear About The Morgans 2009-12-18 Edge Of Darkness 2010-01-29 Extraordinary Measures 2010-01-22 From Paris With Love 2010-02-05 The Imaginarium of Dr Parnassus 2010-01-08 Invictus 2009-12-11 Leap Year 2010-01-08 Legion 2010-01-22 Twilight : New Moon 2009-11-20 Pirate Radio 2009-11-13 Princess And The Frog 2009-12-11 Sherlock Holmes 2009-12-25 Spy Next Door 2010-01-15 The Crazies 2010-02-26 Tooth Fairy 2010-01-22 Transylmania 2009-12-04 When In Rome 2010-01-29 Youth In Revolt 2010-01-08
- 10. Distribution of total authors and the movies they comment on Features Week 0 Week 1 Week 2 url 39.5 25.5 22.5 retweet 12.1 12.1 11.66 TABLE II URL AND RETWEET 2 4 6 8 10 12 14 16 18 20 22 24 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 Tweetswithurls(percentage) Week 0 Week 1 Week 2 Percentages of urls in tweets for different movies.
- 11. Features Adjusted R2 p-value Avg Tweet-rate 0.80 3.65e-09 Tweet-rate timeseries 0.93 5.279e-09 Tweet-rate timeseries + thcnt 0.973 9.14e-12 HSX timeseries + thcnt 0.965 1.030e-10 COEFFICIENT OF DETERMINATION (R2 ) VALUES USING DIFFERENT PREDICTORS FOR MOVIE BOX-OFFICE REVENUE FOR THE FIRST WEEKEND.
- 12. Predicted vs Actual box office scores using tweet-rate and HSX predictors
- 13. Conclusion • social media can be utilized to forecast future outcomes. Specifically, using the rate of chatter from almost 3 million tweets from the popular site Twitter • we constructed a linear regression model for predicting box-office revenues of movies in advance of their release • We then showed that the results outperformed in accuracy those of the Hollywood Stock Exchange and that there is a strong correlation between the amount of attention a given topic has (in this case a forthcoming movie) and its ranking in the future
- 14. Conclusion/Recommendation • This method can be extended to a large panoply of topics, ranging from the future rating of products to agenda setting and election outcomes. • At a deeper level, this work shows how social media expresses a collective wisdom which, when properly tapped, can yield an extremely powerful and accurate indicator of future outcomes.
- 15. Q&A