Get to Know Explore Widgets: Topic Analysis
Topic Analysis is an exploratory research tool designed to help you understand the underlying meaning of the topics within your results.
Whitney W. avatar
Written by Whitney W.
Updated over a week ago

Topic Analysis allows you to go beyond the volume of results, or where conversations are taking place, and drill further into what the general topics and tenor are related to results. This provides you the ability to find deeper context to the results you see, and better understand how the results are being talked about within separate topics.

Topic Analysis is a complementary tool to be used with the Overview and Analytics tabs in Explore.

Let's breakdown each widget with Topic Analysis below:

Also, check out additional capability within Topic Analysis - Filtered Mentions.


Topic Breakdown

This widget shows topics that appear most frequently. The chart shows three levels of tops and sub-topics. You are able to click on a topic to expand the sub-topics.


Total Mentions

This widget provides a total volume of all mentions from all sources in your selected date range. It also includes the delta trend, which tells you the percentage change in volume over the previous time frame.


Top Topics

This widget shows topics that are automatically assigned to documents using natural language processing (NLP).


Top Entities

This widget shows the top entities associated with your query. An entity is a keyword that is classified as a common or proper noun.

To see how many times a top entity appeared in your results, hover over the entity. To see all mentions for a specific top entity, click on the word. Explore will add a sub keyword filter with the entity you selected to the query.


Top Keyword Sentiment

This widget shows positive and negative keywords from mentions that appear most frequently in results.


Sentiment

This widget shows the overall tonality of mentions in your results. Sentiment is derived from our natural language processing algorithms. The sentiment of a mention will either be rated Positive, Neutral, Negative or Not Rated. A mention will be labeled as Not Rated if it does not have enough text to analyze sentiment.

To drill-down by sentiment, click on a sentiment-type and it will apply the sentiment filter to the query.

To read more about sentiment and how to override sentiment, click here.


Sentiment Trend

This widget shows the tonality of mentions over time. Sentiment is derived from our natural language processing algorithm. "Not Rated" mentions don't have enough text to analyze sentiment.


Sentiment by Source

This widget shows the tone of mentions by source. Sentiment is derived from our natural language processing algorithm. Mentions labeled as "Not Rated" do not have enough text to analyze. This widget can help you explain why you focus on one source during a certain campaign or why you put more effort towards a certain source.


Top Scenes and Objects

This widget shows the object and scene categories detected most frequently in images that are posted or attached to post. ONLY News and Reddit are supported.


Top Hashtags

This widget shows the top hashtags associated with your query.

To see how many times a top hashtag appeared in your results, hover over the hashtag. To see all mentions for a specific top hashtag, click on the hashtag. Explore will add a sub keyword filter with the hashtag you selected to the query.


Emotional Comparison

This widget shows how many mentions in your results express a specific emotion. This differs from sentiment analysis, as emotional comparison is based on specific keywords, phrases, and emojis. This includes negation (keywords that won't be matched).

E.g. "I love this" vs "This made me sad".

The emotional comparison widget currently supports keywords and phrases in English, however it will return results for other languages that have a specific emoji in the mention.

Notes:

YouTube data is excluded from these visualization per their policies.

Each widget can be exported by selecting the 'Download" Icon, Download CSV in the upper right had corner of each individual widget.


Filtered Mentions

This ‘in context’ view allows you to quickly view the mentions for any metric, without altering your search results via boolean, filters, or refreshing. Filtered mentions are available within the Topic Analysis tab as shown below:

Filtered mentions allow you to uncover the mentions driving metrics, with a single click.

How to Use?

Within Topic Analysis, click on any* word or chart, to open a new content stream to the right of the screen, that automatically filters for only those results.

The Filtered mentions content stream features search and boolean tips by showing what filters or boolean strings can be applied to your search to update your total search results to only those in the Filtered mentions content stream.

The Filtered mentions content stream includes all the same features as the main content stream, including search, bulk actions, filtering, downloads, and more!


To learn more about the additional explore tabs check out the pages below:


💡 Tip

Need more help? Feel free to reach out to us via Live Chat or check out our Customer Community.

Find answers and get help from Meltwater Support and Community Experts.



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