Follow the content
How the news spreads throughout the social media

                  Paul Gesiak



                     @DataSift

                    DataSift.com
What is Social Media?...
50 Definitions of Social Media:
                                                         http://thesocialmediaguide.com/social_media/50-definitions-of-social-media



- About.com – Media is an instrument on communication, like a newspaper or a radio, so social media would          - Marta Kagan -What is Social Media (presentation)
be a social instrument of communication                                                                            - Michelle Digital – Social media is life online
- Affilorama - Social media is content created and shared by individuals on the web using freely available         - One Zero One – Social Media, by definition, is the collection of strategies, practices and tools for
websites that allow users to create and post their own images, video and text information and then share that      communicating, creating, sharing and discussing news, information and other media online
with either the entire internet or just a select group of friends
                                                                                                                   - Online Schools – Social media is technically a means for social interaction through the web
- AG Communications Group – Social media essentially is a category of online media where people are
talking, participating, sharing, networking, and bookmarking online                                                - Optimize Your Web Presence – Social media are online venues, such as social networking sites, blogs and
- Answers.com – The online forms of communicating to the masses, which include blogs, microblogs, social           wikis that enable people to store and share information called content, such as text, pictures, video and links
networking sites and podcasts                                                                                      - Orange Soda – Social media is about interacting with and sharing information with others online
- BlackBox Social Media – Social media is any online media platform that provides content for users and also       - ProPR – Social media are online communications in which individuals shift fluidly and flexibly between the
allows users to participate in the creation or development of the content in some way                              role of audience and author. To do this, they use social software that enables anyone without knowledge of
- Briancee - Social Media is the sharing of user (human) created information and interacting on-line using         coding, to post, comment on, share or mash up content and to form communities around shared interests
Internet technology
                                                                                                                   - Radian6 - Social media is game changing, not a closed system, not just another media, transparent, more
- Brian Solis – Social Media is the democratization of information, transforming people from content readers
into publishers. It is the shift from a broadcast mechanism, one-to-many, to a many-to-many model, rooted in       than blogs, decentralized and real-time and measurable
conversations between authors, people, and peers                                                                   - Rapid Learning Life – What is Social Media? In Simple English
- Common Craft – Social media in plain English (video)                                                             - Relationship Economy – Social media is communications
- CubixDev - Social Media is the new term for socialising online. It allows people to freely interact with each    - Scobleizer - Internet media that has the ability to interact with it in some way
other online where-ever they are and whenever they want                                                            - Search Engine Land – Social media itself is a catch-all term for sites that may provide radically different
- Daily Blog Tips - Social media are the various forms of user generated content and the collection of             social actions
websites and applications that enables people to interact and share information online
                                                                                                                   - SEO Zodiac – Social Media is simply people having conversations online
- Duct Tape Marketing – Social media is the use of technology combined with social interaction to create or
co-create value                                                                                                    - Social Media Optimization Services – Social media is people meeting other people
- Fresh Networks – Social media is people having conversations online. These conversations can take a              - Social Media Vision – Simply refers to communication/publication platforms which are generated and
variety of forms; for example, blogs and comments or photo sharing                                                 sustained by the interpersonal interaction of individuals through the specific medium or tool
- Get a Social Boost – Digital word of mouth                                                                       - Squidoo - Social media also includes social networks that insist on people to come together online that
- Harish Dabasia – Social media is people having conversations online                                              shares a common interest
- Health is Social – Social Media is the meeting place between people and technology
                                                                                                                   - Tech ER – Media is an instrument of communication, like a newspaper or a radio, so social media would be
- Hudson Horizons – Social Media is often used as another term for user-generated content
- iContact - An umbrella term that defines the various activities that integrate technology, social interaction,   a social instrument of communication
and the construction of words and pictures                                                                         - Telezent - Social media explained visually (presentation)
- Integrasco – Social media explained (video)                                                                      - The Financial Brand – Social media isn’t about the media, it’s about being social
- Investopedia – Internet-based software and interfaces that allow individuals to interact with one another,       - The Social Election – Social media is people talking to people online
exchanging details about their lives such as biographical data, professional information, personal photos and      - Tjongolongo - Social Media is word of mouth on steroids
up-to-the-minute thought                                                                                           - Web1Marketing - Social Media consists of media that support and encourage social interaction among user
- Just Ask Kim – Social media is any media form that displays itself to an open public and encourages
                                                                                                                   - Webgeekly - Social Media is generally any website or service that uses Web 2.0 techniques and concepts
interaction between the host and all observers
- Kyle David Group – Social media is the technological path of least resistance for two-way communication          - Webopedia – A term used to describe a variety of Web-based platforms, applications and technologies that
and distribution through a large audience who would otherwise be unconnected if it were not for the                enable people to socially interact with one another online
technological medium                                                                                               - Wikipedia - Social media are media for social interaction, using highly accessible and scalable publishing
- Luke Hayes – Social media is a group of Internet-based applications that allow the creation and exchange         techniques
of user generated content. This content is then shared through social interaction                                  - WiseGeek - Social media mainly consists of user-generated Internet content
- Mahalo - Social media is content created by people using highly accessible and scalable publishing
technologies. At its most basic sense, social media is a shift in how people discover, read and share news,
information and content
?
Marshall McLuhan




" Global village "
 The Gutenberg Galaxy (1962)
" The medium is the message "
   M. McLuhan, Understanding Media: The Extensions of Man (1964)
~ 250 mln daily
   ~ 10 mln hourly
      ~ 3000 / sec

        what is it all
         about ?...
Top words
(based on 1% random sample)
The most popular content topics
           (based on 1% random sample)
The most mentioned users
        (based on 1% random sample)
Top domains
 (based on 1% random sample)
TV show
tv show
Top Boy is a British television drama
series, which was first broadcast on
Channel 4.


The four episodes were broadcast
over consecutive nights, from 31
October to 3 November 2011.

Set on the fictional Summerhouse
housing estate in Hackney, North
London,

The series follows the lives of a
group of criminals involved in drug
dealing and street gangs.
tv show
RIM CEOs resignation
RIM CEOs resignation
 news event in social media network

                                         Graph representing
                                      pattern of social media
                                           activity generated
                                             around RIM Ltd.



                                              Time: -1 hour


                                               Sunday night
                                         Low level of activity
RIM CEOs resignation
 news event in social media network

                                         Graph representing
                                      pattern of social media
                                           activity generated
                                             around RIM Ltd.



                                               Time: 0 hour


                                           News breaks out
                                        Information spreads
                                          trough the network
RIM CEOs resignation
 news event in social media network

                                         Graph representing
                                      pattern of social media
                                           activity generated
                                             around RIM Ltd.



                                              Time: +1 hour



                                             Comments and
                                       reactions to the news
RIM CEOs resignation
RIM social media content (1-hour time frame)
                                         RIM has announced on
                                         their website that its 2
                                         CEOs are resigning. The
                                         news broke on Sunday
                  Jim Balsillie and      evening and generated
                    Mike Lazaridis,      large spike of social media
                   the co-CEOs of        activity (over 400 posts an
              Research in Motion,        hour = 1 every 10 sec).
       announced their resignation.
                                         The first reaction has been
                                         overwhelmingly negative
                                         (sharp spike of negative
                                         sentiment (red line)).
RIM CEOs resignation
RIM social media content (1-hour time frame)
                                         Lets focus closer on the
                                         period between Sunday
                                         afternoon and Monday
                                         morning, when the market
                  Jim Balsillie and      opens.
                    Mike Lazaridis,
                   the co-CEOs of
              Research in Motion,
       announced their resignation.
RIM CEOs resignation
RIM social media content (15-min time frame)
                                               By increasing the
                                               temporal resolution
                                               from 1h to 15 min time
                                               frame we can see more
                                               details of the event.
                                               The traffic picked up
                                               just after RIM
                                               announced the news
                                               on the 9pm Sunday
                                               ECT (which is 2am
                                               Monday UCT, as
                                               shown on the plot). The
                                               high level of interest
                                               lasts for an hour or so,
                                               then declines over
                                               night, to increase in
                                               New York Stock
                                               Exchange pre-market
                                               hours on Monday
                                               morning.
RIM CEOs resignation
RIM social media content (15-min time frame)
                                               Lets see what
                                               happened on the NYSE
                                               floor in the first hour of
                                               trading on Monday
                                               morning (09:30ECT/14:
                                               30UCT)
RIM CEOs resignation
RIM social media content (15-min time frame)
                                               Period to focus on.
RIM CEOs resignation
RIM social media content (5-min time frame)
                                              Increasing time intervals to
                                              5 min frames.
                                              The RIM stock opens on
                                              Monday significantly below
                                              the Friday close price level
                                              and keep falling in the first
                                              20 min. It is rather
                                              predictable, considering the
                                              nature of the news and the
                                              sentiment of comments
                                              from previous evening.
                                              However, the sentiment of
                                              social media content
                                              switches to positive value
                                              around 14:45(09:45 ECT),
                                              despite price still falling.
                                              5 min latter the stock price
                                              reaches the support level at
                                              15.88. This level is tested
                                              again after 15:20 and
                                              holds, as the sentiment of
                                              social media content
                                              remain positive.
RIM CEOs resignation
                                            Data aggregation

     Conclusion:

     By analysing a flow of the social media content we gain two interesting pieces of information.

1. We can see immediately what is the crowd reaction for the news.

     a) The significance of the news event is proportional to the spike of traffic generated.

     b) The difference between positive and negative sentiment indicates if the reaction to the news is
     positive, negative or indifferent.

2. An increase of positive sentiment preceded the moment when a stock price had stopped falling and reached
a support level.

     a) Did the market decide at this point, that the price has been discounted enough? Certainly the
     sentiment of the social media content could suggest so.

     b) Looking at the Monday morning chart we can see that the sentiment level of social media content
     being an interesting indicator showing emotions of the crowd. Furthermore, this information can be
     traced using very short time frames (even 5 min).
Dow Jones
Social media content analysis
                                Dow Jones 2012-01-17
                                (15-min time frame)
                                The social media content can be
                                used as an indicator of Dow
                                Jones Industrial Average price.
                                In this example rapid increase in
                                traffic associated with a negative
                                sentiment precedes directly a
                                drop in price by 50 points.
Facebook IPO
Facebook IPO
                                          Social media content analysis




Summary
DataSift recorded 172559 interactions
generated by 90680 unique authors, over a
period of 5 days. The start date was 2012-01-
28 23:25:17 GMT and the end date was 2012-
02-03 09:59:54 GMT. During this period we
recorded an average of 1322 interactions per
hour; however this number fluctuated from as
little as 15per hour on the 2012-01-28 23:00:00
GMT up to the peak of 16487 interactions per
hour recorded on the 2012-02-01 22:00:00
GMT.
Facebook IPO
   Sentiment




               Sentiment
               Sentiment score* has been calculated for 89.7%
               of all posts. In this group distribution of positive,
               negative and neutral posts is as follows:
               71.5% neutral
               22% positive
               6.5% negative
               * Sentiment detection augmentation identifies the emotive phrases within a
               document, scores these phrases and then combines them to discern the
               overall sentiment of the sentence.
Facebook IPO
              Words

Neutral                  Positive




                         Negative
Facebook IPO
    Gender




             Who Tweeted?
             The DataSift built-in augmentation indicated
             author's gender for 51.83% of all posts. The
             male/female proportion in this sub-set is as
             follows:
             26.3% female
             73.7% male
Facebook IPO
   Language




              Which languages did they use?
              We have identified languages used in 99.96% of
              all posts. The most frequently occurring
              languages were:
              English (90.93%)
              Portuguese (2.28%)
              Italian (1.45%)
              Russian (1.14%)
Facebook IPO
                                            The most popular links
Resonance:   Detected_at:       Potential reach:   Links:

1844         2012-02-01 21:49   5428127            Facebook Files for its IPO BREAKING

1420         2012-01-31 22:15   9675442            Facebook to File for $5B IPO on Wednesday

1357         2012-01-31 17:23   9470277            Facebook IPO: The Numbers Behind the World's Most Valuable Social Network INFOGRAPHIC

1277         2012-02-01 21:50   10626912           Facebook Files for its IPO BREAKING

1096         2012-01-31 21:37   7524342            Facebook to file for $5 billion IPO Wednesday: report| Reuters

998          2012-02-02 02:45   9102607            Facebook IPO: The Social Web Reacts

982          2012-02-03 00:35   8453363            10 Standout Quotes in Mark Zuckerberg's Facebook IPO Letter

945          2012-02-02 14:58   8991550            Facebook IPO: Not It?s Not Groundhog Day for the Bubble

847          2012-02-02 19:12   2455215            The IPO Won't Change Facebook. Online Ads Will

833          2012-01-31 16:40   10352641           Facebook to Turn 8 on Heels of IPO Announcement

824          2012-02-02 00:19   7989778            Facebook IPO: The Critical Stats PICS

815          2012-02-01 21:58   2252412            Facebook Files for IPO - WSJ.com

807          2012-02-01 21:55   9763149            Facebook IPO filing: Plans to raise $5 billion - Feb. 1, 2012

796          2012-02-02 02:02   4818001            What a Facebook IPO means for Silicon Valley ? Tech News and Analysis

791          2012-02-01 17:35   2998998            The Real Facebook IPO Winners? Sean Parker And Bono - Forbes

788          2012-01-30 21:08   12839414           Facebook's Road to IPO

761          2012-02-01 22:31   2305821            Facebook IPO Reveals How It Makes Money

729          2012-02-01 22:09   4001872            Zuckerberg IPO Haul Could Top $28 Billion - WSJ.com

728          2012-02-03 02:39   7624964            Facebook IPO: How Will the Social Network Be Affected? POLL

724          2012-02-01 22:15   6060554            Facebook IPO Crashes SEC Website | TechCrunch

718          2012-02-01 13:20   7373295            Today?s Top Stories: Facebook IPO, Kazuo Hirai New Sony CEO
Facebook IPO
Social media content analysis
Jedi on Twitter
Daily content aggregated by prof. position

Follow the content

  • 1.
    Follow the content Howthe news spreads throughout the social media Paul Gesiak @DataSift DataSift.com
  • 2.
    What is SocialMedia?...
  • 3.
    50 Definitions ofSocial Media: http://thesocialmediaguide.com/social_media/50-definitions-of-social-media - About.com – Media is an instrument on communication, like a newspaper or a radio, so social media would - Marta Kagan -What is Social Media (presentation) be a social instrument of communication - Michelle Digital – Social media is life online - Affilorama - Social media is content created and shared by individuals on the web using freely available - One Zero One – Social Media, by definition, is the collection of strategies, practices and tools for websites that allow users to create and post their own images, video and text information and then share that communicating, creating, sharing and discussing news, information and other media online with either the entire internet or just a select group of friends - Online Schools – Social media is technically a means for social interaction through the web - AG Communications Group – Social media essentially is a category of online media where people are talking, participating, sharing, networking, and bookmarking online - Optimize Your Web Presence – Social media are online venues, such as social networking sites, blogs and - Answers.com – The online forms of communicating to the masses, which include blogs, microblogs, social wikis that enable people to store and share information called content, such as text, pictures, video and links networking sites and podcasts - Orange Soda – Social media is about interacting with and sharing information with others online - BlackBox Social Media – Social media is any online media platform that provides content for users and also - ProPR – Social media are online communications in which individuals shift fluidly and flexibly between the allows users to participate in the creation or development of the content in some way role of audience and author. To do this, they use social software that enables anyone without knowledge of - Briancee - Social Media is the sharing of user (human) created information and interacting on-line using coding, to post, comment on, share or mash up content and to form communities around shared interests Internet technology - Radian6 - Social media is game changing, not a closed system, not just another media, transparent, more - Brian Solis – Social Media is the democratization of information, transforming people from content readers into publishers. It is the shift from a broadcast mechanism, one-to-many, to a many-to-many model, rooted in than blogs, decentralized and real-time and measurable conversations between authors, people, and peers - Rapid Learning Life – What is Social Media? In Simple English - Common Craft – Social media in plain English (video) - Relationship Economy – Social media is communications - CubixDev - Social Media is the new term for socialising online. It allows people to freely interact with each - Scobleizer - Internet media that has the ability to interact with it in some way other online where-ever they are and whenever they want - Search Engine Land – Social media itself is a catch-all term for sites that may provide radically different - Daily Blog Tips - Social media are the various forms of user generated content and the collection of social actions websites and applications that enables people to interact and share information online - SEO Zodiac – Social Media is simply people having conversations online - Duct Tape Marketing – Social media is the use of technology combined with social interaction to create or co-create value - Social Media Optimization Services – Social media is people meeting other people - Fresh Networks – Social media is people having conversations online. These conversations can take a - Social Media Vision – Simply refers to communication/publication platforms which are generated and variety of forms; for example, blogs and comments or photo sharing sustained by the interpersonal interaction of individuals through the specific medium or tool - Get a Social Boost – Digital word of mouth - Squidoo - Social media also includes social networks that insist on people to come together online that - Harish Dabasia – Social media is people having conversations online shares a common interest - Health is Social – Social Media is the meeting place between people and technology - Tech ER – Media is an instrument of communication, like a newspaper or a radio, so social media would be - Hudson Horizons – Social Media is often used as another term for user-generated content - iContact - An umbrella term that defines the various activities that integrate technology, social interaction, a social instrument of communication and the construction of words and pictures - Telezent - Social media explained visually (presentation) - Integrasco – Social media explained (video) - The Financial Brand – Social media isn’t about the media, it’s about being social - Investopedia – Internet-based software and interfaces that allow individuals to interact with one another, - The Social Election – Social media is people talking to people online exchanging details about their lives such as biographical data, professional information, personal photos and - Tjongolongo - Social Media is word of mouth on steroids up-to-the-minute thought - Web1Marketing - Social Media consists of media that support and encourage social interaction among user - Just Ask Kim – Social media is any media form that displays itself to an open public and encourages - Webgeekly - Social Media is generally any website or service that uses Web 2.0 techniques and concepts interaction between the host and all observers - Kyle David Group – Social media is the technological path of least resistance for two-way communication - Webopedia – A term used to describe a variety of Web-based platforms, applications and technologies that and distribution through a large audience who would otherwise be unconnected if it were not for the enable people to socially interact with one another online technological medium - Wikipedia - Social media are media for social interaction, using highly accessible and scalable publishing - Luke Hayes – Social media is a group of Internet-based applications that allow the creation and exchange techniques of user generated content. This content is then shared through social interaction - WiseGeek - Social media mainly consists of user-generated Internet content - Mahalo - Social media is content created by people using highly accessible and scalable publishing technologies. At its most basic sense, social media is a shift in how people discover, read and share news, information and content
  • 4.
  • 5.
    Marshall McLuhan " Globalvillage " The Gutenberg Galaxy (1962)
  • 6.
    " The mediumis the message " M. McLuhan, Understanding Media: The Extensions of Man (1964)
  • 7.
    ~ 250 mlndaily ~ 10 mln hourly ~ 3000 / sec what is it all about ?...
  • 8.
    Top words (based on1% random sample)
  • 9.
    The most popularcontent topics (based on 1% random sample)
  • 10.
    The most mentionedusers (based on 1% random sample)
  • 11.
    Top domains (basedon 1% random sample)
  • 12.
  • 13.
    tv show Top Boyis a British television drama series, which was first broadcast on Channel 4. The four episodes were broadcast over consecutive nights, from 31 October to 3 November 2011. Set on the fictional Summerhouse housing estate in Hackney, North London, The series follows the lives of a group of criminals involved in drug dealing and street gangs.
  • 14.
  • 15.
  • 16.
    RIM CEOs resignation news event in social media network Graph representing pattern of social media activity generated around RIM Ltd. Time: -1 hour Sunday night Low level of activity
  • 17.
    RIM CEOs resignation news event in social media network Graph representing pattern of social media activity generated around RIM Ltd. Time: 0 hour News breaks out Information spreads trough the network
  • 18.
    RIM CEOs resignation news event in social media network Graph representing pattern of social media activity generated around RIM Ltd. Time: +1 hour Comments and reactions to the news
  • 19.
    RIM CEOs resignation RIMsocial media content (1-hour time frame) RIM has announced on their website that its 2 CEOs are resigning. The news broke on Sunday Jim Balsillie and evening and generated Mike Lazaridis, large spike of social media the co-CEOs of activity (over 400 posts an Research in Motion, hour = 1 every 10 sec). announced their resignation. The first reaction has been overwhelmingly negative (sharp spike of negative sentiment (red line)).
  • 20.
    RIM CEOs resignation RIMsocial media content (1-hour time frame) Lets focus closer on the period between Sunday afternoon and Monday morning, when the market Jim Balsillie and opens. Mike Lazaridis, the co-CEOs of Research in Motion, announced their resignation.
  • 21.
    RIM CEOs resignation RIMsocial media content (15-min time frame) By increasing the temporal resolution from 1h to 15 min time frame we can see more details of the event. The traffic picked up just after RIM announced the news on the 9pm Sunday ECT (which is 2am Monday UCT, as shown on the plot). The high level of interest lasts for an hour or so, then declines over night, to increase in New York Stock Exchange pre-market hours on Monday morning.
  • 22.
    RIM CEOs resignation RIMsocial media content (15-min time frame) Lets see what happened on the NYSE floor in the first hour of trading on Monday morning (09:30ECT/14: 30UCT)
  • 23.
    RIM CEOs resignation RIMsocial media content (15-min time frame) Period to focus on.
  • 24.
    RIM CEOs resignation RIMsocial media content (5-min time frame) Increasing time intervals to 5 min frames. The RIM stock opens on Monday significantly below the Friday close price level and keep falling in the first 20 min. It is rather predictable, considering the nature of the news and the sentiment of comments from previous evening. However, the sentiment of social media content switches to positive value around 14:45(09:45 ECT), despite price still falling. 5 min latter the stock price reaches the support level at 15.88. This level is tested again after 15:20 and holds, as the sentiment of social media content remain positive.
  • 25.
    RIM CEOs resignation Data aggregation Conclusion: By analysing a flow of the social media content we gain two interesting pieces of information. 1. We can see immediately what is the crowd reaction for the news. a) The significance of the news event is proportional to the spike of traffic generated. b) The difference between positive and negative sentiment indicates if the reaction to the news is positive, negative or indifferent. 2. An increase of positive sentiment preceded the moment when a stock price had stopped falling and reached a support level. a) Did the market decide at this point, that the price has been discounted enough? Certainly the sentiment of the social media content could suggest so. b) Looking at the Monday morning chart we can see that the sentiment level of social media content being an interesting indicator showing emotions of the crowd. Furthermore, this information can be traced using very short time frames (even 5 min).
  • 26.
    Dow Jones Social mediacontent analysis Dow Jones 2012-01-17 (15-min time frame) The social media content can be used as an indicator of Dow Jones Industrial Average price. In this example rapid increase in traffic associated with a negative sentiment precedes directly a drop in price by 50 points.
  • 27.
  • 28.
    Facebook IPO Social media content analysis Summary DataSift recorded 172559 interactions generated by 90680 unique authors, over a period of 5 days. The start date was 2012-01- 28 23:25:17 GMT and the end date was 2012- 02-03 09:59:54 GMT. During this period we recorded an average of 1322 interactions per hour; however this number fluctuated from as little as 15per hour on the 2012-01-28 23:00:00 GMT up to the peak of 16487 interactions per hour recorded on the 2012-02-01 22:00:00 GMT.
  • 29.
    Facebook IPO Sentiment Sentiment Sentiment score* has been calculated for 89.7% of all posts. In this group distribution of positive, negative and neutral posts is as follows: 71.5% neutral 22% positive 6.5% negative * Sentiment detection augmentation identifies the emotive phrases within a document, scores these phrases and then combines them to discern the overall sentiment of the sentence.
  • 30.
    Facebook IPO Words Neutral Positive Negative
  • 31.
    Facebook IPO Gender Who Tweeted? The DataSift built-in augmentation indicated author's gender for 51.83% of all posts. The male/female proportion in this sub-set is as follows: 26.3% female 73.7% male
  • 32.
    Facebook IPO Language Which languages did they use? We have identified languages used in 99.96% of all posts. The most frequently occurring languages were: English (90.93%) Portuguese (2.28%) Italian (1.45%) Russian (1.14%)
  • 33.
    Facebook IPO The most popular links Resonance: Detected_at: Potential reach: Links: 1844 2012-02-01 21:49 5428127 Facebook Files for its IPO BREAKING 1420 2012-01-31 22:15 9675442 Facebook to File for $5B IPO on Wednesday 1357 2012-01-31 17:23 9470277 Facebook IPO: The Numbers Behind the World's Most Valuable Social Network INFOGRAPHIC 1277 2012-02-01 21:50 10626912 Facebook Files for its IPO BREAKING 1096 2012-01-31 21:37 7524342 Facebook to file for $5 billion IPO Wednesday: report| Reuters 998 2012-02-02 02:45 9102607 Facebook IPO: The Social Web Reacts 982 2012-02-03 00:35 8453363 10 Standout Quotes in Mark Zuckerberg's Facebook IPO Letter 945 2012-02-02 14:58 8991550 Facebook IPO: Not It?s Not Groundhog Day for the Bubble 847 2012-02-02 19:12 2455215 The IPO Won't Change Facebook. Online Ads Will 833 2012-01-31 16:40 10352641 Facebook to Turn 8 on Heels of IPO Announcement 824 2012-02-02 00:19 7989778 Facebook IPO: The Critical Stats PICS 815 2012-02-01 21:58 2252412 Facebook Files for IPO - WSJ.com 807 2012-02-01 21:55 9763149 Facebook IPO filing: Plans to raise $5 billion - Feb. 1, 2012 796 2012-02-02 02:02 4818001 What a Facebook IPO means for Silicon Valley ? Tech News and Analysis 791 2012-02-01 17:35 2998998 The Real Facebook IPO Winners? Sean Parker And Bono - Forbes 788 2012-01-30 21:08 12839414 Facebook's Road to IPO 761 2012-02-01 22:31 2305821 Facebook IPO Reveals How It Makes Money 729 2012-02-01 22:09 4001872 Zuckerberg IPO Haul Could Top $28 Billion - WSJ.com 728 2012-02-03 02:39 7624964 Facebook IPO: How Will the Social Network Be Affected? POLL 724 2012-02-01 22:15 6060554 Facebook IPO Crashes SEC Website | TechCrunch 718 2012-02-01 13:20 7373295 Today?s Top Stories: Facebook IPO, Kazuo Hirai New Sony CEO
  • 34.
    Facebook IPO Social mediacontent analysis
  • 35.
    Jedi on Twitter Dailycontent aggregated by prof. position