The Donaghy Case

A second case study of a real-world scandal is this of Tim Donaghy, a former professional basketball referee, who worked for the National Basketball Association (NBA) for 13 seasons, from 1994 to 2007. Donaghy filed his resignation on the 9th of July, 2007. Later this year, the Federal Bureau of Investigations (FBI) published a report of an investigation on Donaghy for allegedly betting on matches that he officiated during the seasons 2005-06 and 2006-07 and making calls that affected the point spread of those games. On August 15th, 2007, Donaghy pleaded guilty to two federal charges related to the investigation, and a year later he was sentenced to 15 months in prison and three years of supervised release. The scandal provoked a storm of reactions in social media, where there was a burst of users expressing their opinions regarding Donaghy, match fixing and other related topics.

Query Words: tim donaghy

Tweets per Month

Contains the count of tweets submitted every month during the researching period.

Sentiment per Month

Contains information about the scores of six basic sentiments (Anger, Disgust, Fear, Joy, Sadness & Surprise), on each month.

Infobox

17.344

17.344 distinct tweets

446

446 distinct Youtube comments

13.023

13.023 distinct users (12,625 from Twitter and 398 from YouTube)

21.577

21.577 distinct words

15/08/2007 to 01/06/2016

The time frame of the data is 8 years and 9.5 months

Sentiment: Disgust

The overall score of our sentiment analysis indicated the main sentiment of the users was Disgust.

Most Frequent Words

# Word Frequency
1 donaghy 17472
2 tim 17298
3 nba 6272
4 game 4401
5 bit 1470
6 referee 1360
7 former 1150
8 tonight 909
9 officiating 907
10 book 788

Contains the most frequent distinct words as extracted from the final data during the researching period.

Most Frequent Hashtags

Contains the most frequent distinct hashtags as extracted from the final data. The table shows the top10 of the hashtags along with their frequencies.

# Word Frequency
1 #NBA 805
2 #TimDonaghy 698
3 #Celtics 131
4 #NBAFinals 105
5 #NBAPlayoffs 92
6 #NFL 74
7 #rigged 63
8 #Heat 63
9 #Raptors 44
10 #RTZ 44

Most Frequent Users & Mentions / Location Map

The bubble chart contains the most frequent users that tweeted about the event, the tagcloud contains the most frequent mentions included in the tweets and the choropleth map shows the locations that interacted with the tweet.

# Word Frequency
1 @NBA 525
2 @Deadspin 75
3 @sportsguy33 63
4 @Tim_Donaghy 60
5 @espn 41
6 @NBAOfficial 38
7 @YouTube 32
8 @nfl 30
9 @BillSimmons 27
10 @jimrome 27
# Word Frequency
1 @NBA 419
2 @Deadspin 75
3 @sportsguy33 63
4 @Tim_Donaghy 60
5 @espn 41
6 @NBAOfficial 38
7 @YouTube 32
8 @nfl 30
9 @BillSimmons 27
10 @jimrome 27