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<h1>See for yourself.</h1>
<div class="faqintrotext">Insert a news headline into our search bar and get an evaluation from our headlines classifier.</div>
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<div class="box-topic negativeactive">Negative</div>
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<span class="text">Evaluation</span>
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<div class="box-topic positiveactive">Positive</div>
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<span class="text">Evaluation</span>
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<div class="box-topic neutralactive">Neutral</div>
<div id="neutral" class="number">?</div>
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<i class="fa fa-exclamation-triangle" aria-hidden="true"></i>
<span class="text">Evaluation</span>
</div>
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</div>
<div class="box mobileremoveit">
<div class="right-side">
<div class="box-topic">Open Source</div>
<div class="number mobileremoveit"><a href="https://github.com/curatednews" class="regular_btn bottomrainbowborder">GitHub</a></div>
<div class="indicator">
<span class="text">Better data makes everything better.</span>
</div>
</div>
<i class="fa fa-github statsicon github" aria-hidden="true"></i>
</div>
</div>
<div id="result" class="main-box">
<div class="big-box box big-box-tools">
<div id="loader">
<div class="dot1"></div>
<div class="dot2"></div>
<div class="dot3"></div>
</div>
<div class="classification-result"></div>
<br>
<div class="classification-result2"></div>
<br>
</div>
</div>
<div id="howheadlinesclassifierworks">
<div class="main-box">
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<h1>Explore our analysis</h1>
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<h3>Example 1</h3><br>Headline from <a href="https://nationalreview.com/">National Review</a>, <a href="https://www.nationalreview.com/2020/10/the-deeply-flawed-racism-index/">The Deeply Flawed Racism Index</a>, originally labelled negative with an overall sentiment score of -1.61<br>Text classifier score: Neutral 51%, Positive 29%, Negative 19%<br><br>Lack of context leads our text classifier to label it mostly neutral. This makes sense. The headline does not actually attempt to elicit an emotional reaction, even though it does seem to withhold important information. Sometimes withholding information is better than adding information without context. A lack of context makes us unable to say whether negative implications were technically inferred. It also means intentionality is impossible to derive objectively. Our model errs on the side of caution. It only analyzes truly volatile news headlines material within its margin of error.<br><br>
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<h3>Example 2</h3><br>Headline from <a href="https://timesofindia.indiatimes.com/us">Times of India</a>, <a href="https://timesofindia.indiatimes.com/world/europe/over-60-dead-dozens-missing-as-severe-floods-strike-europe/articleshow/84461729.cms">Over 60 dead, dozens missing as severe floods strike Europe</a>, originally labelled negative with an overall sentiment score of -1.5<br>Text classifier score: Negative 100%<br><br>This headline is a negative anchor case. Our text classifier was able to differeniate between the previous headline which had a higher original sentiment score with standard sentiment analysis. From a visual inspection, this headline is also clickbait material. Even if the article contained information about floods everywhere in Europe, deaths from floods would only represent a fraction of European localities. If you wanted to see if these floods affected your specific locality, you would feel an urge to click on it because deaths and a lack of specificity heighten panic, fear, and anxiety. Volatility is a measure of subjective intentionality from objective statements of intention. Our negativity indicators are actually better at determining clickbait than training a model on low quality news-related material to find clickbait.<br><br>
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<strong class="codetitle">Import packages</strong>
<code>import pandas as pd<br>from tflite_model_maker import model_spec<br>from tflite_model_maker import text_classifier<br>from tflite_model_maker.text_classifier import DataLoader
</code>
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<strong class="codetitle">Import dataset</strong>
<code>df = pd.read_csv("headlinesvolatilitydata.csv")<br>df.head(25)
</code>
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<strong class="codetitle">Explore some data</strong>
<code>df['titlesentimentoverall'].value_counts()
</code>
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<strong class="codetitle">Set model specifications</strong>
<code>spec = model_spec.get('average_word_vec')
</code>
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<strong class="codetitle">Set parameters & train model</strong>
<code>train_data = DataLoader.from_csv(filename='headlinesvolatilitydata.csv', text_column='title', label_column='titlesentimentoverall', model_spec=spec, is_training=True)<br>model = text_classifier.create(train_data, model_spec=spec, epochs=10)
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<div class="grid-item-fullsize"><p>*Note: This open source model was trained for speed as a proof of concept.</p></div>
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<div class="panel-content-faq">We believe consumers should get to dictate appropriate content consumption experiences. It should suit your needs instead of someone's advertising model. News headlines are some of the most widely consumed pieces of information on the internet. If you've heard the term clickbait, you'll know just how important news headlines are to the news consumption ecosystem. We wanted to give users a tool that guided them out of their filter bubble. This tool is limited and meant to showcase one benefit of our services.<br><br></div>
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<div class="panel-content-faq">Our dataset was made with the best statistical practices in mind. We wanted to show prospective users, researchers, and competitors that small data doesn't mean limited use. Our dataset contains over 60,000+ observations. It is the largest open-source dataset available when it comes to quality news-related material.<br><br></div>
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<div class="panel-content-faq">Of course! Our public <a href="https://curatednews.xyz/curatedtools" class="regular_btn">outrage evaluator</a> analyzes news articles for emotional context, giving users a volatility baseline. We think it should be used to determine if a journalist is unwittingly caught up in their own emotions, as this would compromise their ability to convey important news-related information.<br><br></div>
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