Michelle and I were heartbroken to learn this morning of the death of our dear friend, Senator Ted Kennedy. For nearly five decades, virtually every major piece of legislation to advance the civil rights, health and economic well-being of the American people bore his name and resulted from his efforts. His ideas and ideals are stamped on scores of laws and reflected in millions of lives -- in seniors who know new dignity; in families that know new opportunity; in children who know education's promise; and in all who can pursue their dream in an America that is more equal and more just, including me. In the United States Senate, I can think of no one who engendered greater respect or affection from members of both sides of the aisle. His seriousness of purpose was perpetually matched by humility, warmth and good cheer. He battled passionately on the Senate floor for the causes that he held dear, and yet still maintained warm friendships across party lines. And that's one reason he became not only one of the greatest senators of our time, but one of the most accomplished Americans ever to serve our democracy. I personally valued his wise counsel in the Senate, where, regardless of the swirl of events, he always had time for a new colleague. I cherished his confidence and momentous support in my race for the Presidency. And even as he waged a valiant struggle with a mortal illness, I've benefited as President from his encouragement and wisdom. His fight gave us the opportunity we were denied when his brothers John and Robert were taken from us: the blessing of time to say thank you and goodbye. The outpouring of love, gratitude and fond memories to which we've all borne witness is a testament to the way this singular figure in American history touched so many lives. For America, he was a defender of a dream. For his family, he was a guardian. Our hearts and prayers go out to them today -- to his wonderful wife, Vicki, his children Ted Jr., Patrick and Kara, his grandchildren and his extended family. Today, our country mourns. We say goodbye to a friend and a true leader who challenged us all to live out our noblest values. And we give thanks for his memory, which inspires us still. Sincerely, President Barack Obama
By Elsa Kim and Sam Gilbert with Michael J. Edwards and Erhardt Graeff
Michael Jackson’s death created an emotional outpouring of unprecedented magnitude on Twitter. In this report, we examine 1,860,427 tweets about Jackson’s death in order to test various methods of sentiment analysis and gain insights into how people express emotion on Twitter.
Key findings
At its peak, the conversation about Michael Jackson’s death on Twitter proceeded at a rate of 78 tweets per second.
Users tweeting about Jackson’s death tend to use far more words associated with negative emotions than are found in ‘everyday’ tweets.
Roughly 3/4 of tweets about Jackson’s death that use the word “sad” actually express sadness, suggesting that sentiment analysis based on word usage is fairly accurate.
That said, there is extensive disagreement between human coders about the emotional content of tweets, even for emotions that we might expect would be clear (like sadness).
Tweets expressing personal, emotional sadness about the Jackson’s death showed strong agreement among coders while commentary on the auxiliary social effects of Jackson’s death showed strong disagreement.
We argue that this pattern in the “understandability” of certain types of communication across Twitter is due to the way the platform structures the expression of its users.
By Elsa Kim and Sam Gilbert with Michael J. Edwards and Erhardt Graeff
Michael Jackson’s death created an emotional outpouring of unprecedented magnitude on Twitter. In this report, we examine 1,860,427 tweets about Jackson’s death in order to test various methods of sentiment analysis and gain insights into how people express emotion on Twitter.
Key findings
At its peak, the conversation about Michael Jackson’s death on Twitter proceeded at a rate of 78 tweets per second.
Users tweeting about Jackson’s death tend to use far more words associated with negative emotions than are found in ‘everyday’ tweets.
Roughly 3/4 of tweets about Jackson’s death that use the word “sad” actually express sadness, suggesting that sentiment analysis based on word usage is fairly accurate.
That said, there is extensive disagreement between human coders about the emotional content of tweets, even for emotions that we might expect would be clear (like sadness).
Tweets expressing personal, emotional sadness about the Jackson’s death showed strong agreement among coders while commentary on the auxiliary social effects of Jackson’s death showed strong disagreement.
The most hopeful jobs report since last summer suggested Friday that the recession
was ending, but the recovery will be marked by a still-rising
unemployment rate and tens of thousands of job losses each month until
next year.
The American economy shed 247,000 jobs last month, the
smallest monthly toll since last August, the government reported on
Friday. While businesses are expected to keep cutting positions through
the rest of the year, the Labor Department’s latest figures offered
hopeful signs for the American worker and a measure of relief to the
Obama administration, which has faced rising criticism as unemployment
blew past its earlier projections.
The abundance of graphical information out there is tremendous, especially trying to explain this credit crisis. If you haven't seen this already I think that is a must see to begin to understand what is going on.
