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Sentiment reporting in Twitter Trackers

Sentiment reporting is now available in beta in Twitter Trackers for Social Suite users.

We've backfilled a little sentiment data to get you started, and all new tweets are being processed for sentiment as they're fed into your Trackers, so we're constantly adding new sentiment data. There's a sentiment module with high-level sentiment metrics in your Tracker overview, and a detailed sentiment report with lots more information. You can access this report by clicking on the overview module or the link in your Tracker's left nav.

Sentiment report explained

The sentiment report in your Tracker includes an overall sentiment score for the time period you're viewing (which you can change at any time on the left side of your Tracker), as well as more insight into the kinds of topics and tweets that are positive or negative, and a breakdown of just how positive and negative the tweets are.


Overall sentiment score

Sentiment score. This is the average sentiment score for the time period you're viewing. A sentiment score will be between 1 and 100; the higher the score, the more positive the sentiment is.

Change. The change percent shows you how much higher or lower the sentiment score is for the current time period relative to the previous time period. If your Tracker is new, this will show N/A until there's data in the previous time period to show.

Average daily score. This shows the average daily sentiment score for the time period you're viewing.

The chart shows the intensity breakdown on the right x-axis - red for negative posts, gray for neutral, and green for positive posts. The line shows the average daily sentiment score on the left x-axis.


The sentiment topic treemap shows a list of the major topics that are skewing positive or negative in your Tracker. A topic could be a hashtag, Twitter account or URL. You'll likely see a set of each of these. The larger the block in the treemap, the more tweets about it in your Tracker. The darker the color of the block, the more intense that sentiment is. If you click on a section of the treemap, you'll be taken to a report that shows the tweets about that topic.

Intensity breakdown

There are five sentiment categories - very positive (a score of 81-100), positive (61-80), neutral (41-60), negative (21-40), very negative (0-20). For each, you'll see the share of the conversation in each category, as well as how that share has changed this time period compared to the previous time period.

Notable tweets

At the bottom of the sentiment report, we list a set of notable positive and negative tweets. These are representative and popular tweets from each major category. A tweet not classified correctly? Click on the face icon to leave feedback about how it should be classified. We'll use this feedback to improve the sentiment classification in the future.


How do I access sentiment reporting?

Right now, our sentiment report is available in beta for all Twitter Trackers in all Social Suite accounts. There's a sentiment module in the Tracker overview, as well as a more detailed sentiment report, which you can access from your Tracker's left nav or the sentiment module in your Tracker overview. 

How is sentiment calculated?

Our sentiment classification is based on a statistically representative sample of eligible posts in your Tracker. Right now, sentiment works on tweets in English, Spanish, French and Portuguese.

How can I use sentiment reporting?

  • Monitor changes in brand reputation over time
  • Compare your sentiment scores to your competitors
  • Evaluate the qualitative success of a campaign
  • Identify interesting trends, articles and media
  • Uncover customer or public opinion
  • Discover issues before they become problems
  • Assess the actual impact of a crisis


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