Getting Started with the News API Part 2: Insights
Getting Started with the News API Part 2: Insights
Introduction
Welcome to Part 2 of our Getting Started with the News API series. In Part 1 we introduced you to the API, the demo/query builder and the supporting interactive documentation. We also showed you how to perform a variety of basic searches to help you get familiar with the API.
Today we’ll begin to explore some of the more advanced capabilities that the API has to offer from an analysis and insights point of view. Whether you’re pushing data from the News API into an app, resurfacing the analysis in a news feed or building intuitive dashboards with the extracted data, the News API enables you to obtain a deep understanding for what’s happening in the news, in near real-time.
With this in mind, we’ll today be focusing on getting you up to speed with the following features;
- Time Series – leveraging time stamped data
- Sentiment – comparing the positive/negative polarity in author opinion
- Histograms – working with numerical data points and metrics
- Trends – uncovering useful insights
Before you go any further – have you created an AYLIEN account?
If not, we recommend you sign up for your Free trial and head back to Part 1 to learn the basics of search, making calls and creating specific search queries;
If you’ve created your account already and learned how to perform basic searches in Part 1, let’s get cracking with Part 2, starting with the Time Series endpoint.
Making calls:
We’ve created SDKs for some of the most popular programming languages which make using the API super easy. Just like Part 1, we’ve also included some code snippets for you to copy and build on.
Results:
News API results are returned in JSON format, making it easy for you to do as you please with the data. Throughout this post, we will be displaying charts and graphs that we generated using the JSON results returned from the code snippet examples provided.
1. Time Series – leveraging time stamped data
A Time Series is a sequence of data points plotted over a specified time period. The News API /time_series endpoint can be used to analyze a set of data points relative to this specified period. This makes it easy to analyze timestamped data, allowing you to easily visualize the data in an understandable and meaningful format.
In keeping with our analysis of the US Presidential election from Part 1, we’ll use the following example;
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Note: Make sure you replace the APP_ID and APP_KEY placeholders with your own API credentials. Again, if you haven’t got an API account you can sign up here.
Visualized Results
As we mentioned earlier, because the News API returns results in JSON format, you can display the results as you please. Here’s an example of a chart we built using the results obtained from the snippet above.
Visit our documentation for more info on the Time Series endpoint.
Sentiment Analysis
Now let’s dive a little deeper by changing up and specifying our search to look at the levels of sentiment within the stories we retrieve. We’re narrowing our search parameters to only include stories from the past two days and from CNN and Fox News only;
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By displaying our results on a pie chart, we can clearly see that negative sentiment far outweighs positive in our returned stories. By narrowing our search parameters we have the opportunity to compare and contrast sentiment polarity towards various entities from numerous sources, locations and so on. Your options and level of search flexibility here are pretty much endless.
Visualized Results
Visit our documentation for more info on the Sentiment Analysis features.
2. Histograms – working with numerical data points and metrics
A histogram is a graph that represents the distribution of numerical data. Our /histogram endpoint enables you to get an aggregated profile of a certain metric. Whatever that metric is, is up to you.
For this example, let’s look at the Social Shares and Article Length metrics. The former will tell us the volume/spread of social media shares that articles mentioning our search terms have received, while the latter will show us the length of articles in word.
Let’s switch up our search parameters a bit and analyze recent stories mentioning Donald Trump, from sources based in the UK;
Visualized Results
Visit our documentation for more info on the Histograms endpoint.
3. Trends – uncovering useful insights
Using the /trends endpoint enables you to identify the most frequently mentioned keywords, entities and topical or sentiment-related categories. Put simply, it allows you to measure the amount of times that specific elements of interest are mentioned in the content you source through the API.
To see the /trends endpoint in action, we’re going to perform the following search to uncover the most mentioned entities from election-related stories over the past two days;
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Visualized Results
We’ve generated the word cloud below to visualize our results. As you can see, the two presidential candidates and their parties are, unsurprisingly, the most mentioned entities from the stories we sourced.
Of perhaps greater interest, however, are the lesser mentioned (but still very prevalent) entities that can help give us an insight into the key topics that have been discussed in recent days. For example;
Pennsylvania, Ohio, Florida: What is so important about these three most-mentioned states? Since 1960, no US president has been elected without claiming at least two of these states in the election. Aaah!
Visit our documentation for more info on the /trends endpoint.
Next steps
Now that you have learned the basics of using the News API you can start to further explore the various features and endpoints available to you. We’ve laid out everything you need in our interactive documentation with SDKs available in 7 popular programming languages.[/vc_column_text][/vc_column][/vc_row]
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IAB-QAG and IPTC Subject Codes are two really useful taxonomies that you can use to classify news content as part of your workflow. They sort huge amounts of text content […]
[vc_row][vc_column][vc_column_text] Intro As 2016 draws to a close and another year of news stories are added to the archives, many news aggregators and online media sites will be publishing year […]