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Voices of Conflict: Extreme Opinions on Reddit

A deep dive into the heated discussions around the Israeli-Palestinian conflict in 2023.

Alessio Guerra, Marcello Lepre, Oktay Karakus

― 8 min read


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The internet has become a buzzing hive of opinions, especially when it comes to hot topics like the Israeli-Palestinian conflict. During the year 2023, Social Media platforms like Reddit provided a unique place for people to share their thoughts, vent their anger, and dig deep into their feelings regarding this ongoing struggle. But what were those thoughts like? How extreme were they? Let's take a look.

What is the Israeli-Palestinian Conflict?

To understand the discussions on Reddit, we first need to know what the Israeli-Palestinian conflict is all about. It’s not just two groups of people disagreeing over who gets the last slice of pizza; it’s a long-standing struggle that has been going on for more than a century. This conflict involves historical, religious, and political elements, and it affects not just the people directly involved but also the world around them.

The political soup includes issues like land ownership, national identity, and human rights. These are serious concerns that inevitably affect how people feel about each other and how they express those feelings online.

The Role of Social Media

In an age where social media reigns supreme, platforms like Reddit become vital for public discourse. Reddit is different from your average social media site because it is organized into "Subreddits" that focus on specific topics. This structure allows users to dive deep into discussions without the clutter of unrelated posts.

During times of conflict, users flock to these subreddits to express their anger, sadness, or support. What might have been whispers in the past can now be loud shouts on the internet. And while it’s great that people can share their views, it can also lead to extreme opinions surfacing more than they might in everyday conversations.

Methodology: How Were the Posts Collected?

To study these extreme opinions, researchers gathered a massive dataset of over 450,000 comments from four different Reddit subreddits. These subreddits included:

  • r/Palestine: Focused on Palestinian perspectives.
  • r/Judaism: Highlighting Jewish viewpoints.
  • r/IsraelPalestine: A mix of opinions about the conflict.
  • r/worldnews: General news discussions that often touch on international conflicts.

Data was collected using a Python script, which basically means a computer did the heavy lifting. It retrieved the top 50 posts from each subreddit daily, ensuring a wide range of sentiments and keeping track of opinions over time.

Understanding Extreme Opinions

But what exactly are “extreme opinions”? In this context, these are expressed feelings that are highly emotional, often polarized, and might use aggressive language. Think of it this way: if someone says, “I disagree with that policy,” that’s tame. But if they shout, “That policy is pure evil!”—we’re entering extreme territory.

To measure extremism in posts, several factors were evaluated:

  • Anger: How angry is the post? Did the author sound like they just spilled coffee on their new shirt?
  • Polarity: Is the sentiment positive or negative? A post could be happy about peace or furious about violence.
  • Subjectivity: Does the post state facts or is it loaded with personal opinions? Sometimes, readers can tell that someone is just passionate about their views instead of presenting facts.

In analyzing these posts, the aim was to capture the essence of online discussions during the conflict and understand what prompts individuals to express themselves so fervently.

Key Events During the Conflict

The year 2023 witnessed several pivotal events that sparked extreme opinions online. For instance, bombings at the Al Quds Hospital and the Jabalia Refugee Camp generated outrage and a flurry of posts. These real-life incidents dramatically influenced the tone and sentiment of discussions on Reddit.

Suddenly, what was a steady drip of posts became a waterfall as emotions exploded. When military actions escalated, chatter on Reddit surged. It was as if the entire internet was reacting in real-time to unfolding events.

Analyzing the Trends

The analysis revealed that after certain events, like bombings or ceasefires, the levels of extreme opinions significantly changed. When there was an increase in violence, the voices on Reddit became more extreme. This correlation between real-world events and online sentiment shows how closely intertwined our offline and online lives can be.

Peaks of Emotion

For example, the anger and frustration expressed in posts after specific bombings were notable. When vital events occurred in the conflict, users flocked to their keyboards, typing away their feelings with varying levels of intensity.

These spikes in online activity were captured through meticulous tracking of the daily number of posts, revealing that people felt a strong need to voice their thoughts during turbulent times.

Differences Across Subreddits

Interestingly, the study found that the expression of extreme opinions differed across the selected subreddits. Some subreddits showed higher levels of extremism while others maintained a more moderate tone. r/Palestine, for instance, exhibited a drastic rise in extreme sentiments after significant events compared to r/worldnews, which remained relatively stable.

This variance highlighted how different communities react uniquely to the same conflicts. In r/Judaism, opinions oscillated wildly, which may indicate a mix of voices sharing their grievances and support.

A Closer Look at Sentiments

Examining the sentiments directed toward the Israeli Defense Forces (IDF) and Hamas showed a clear difference in how each group was discussed. Posts mentioning “Hamas” tended to evoke a different emotional response compared to those discussing the IDF.

When bombings occurred, both sets of posts saw a surge in Emotional Language. This fluctuation indicated that while the conflict has distinct sides, the intensity of feelings surrounding specific actions can lead to shared emotional responses on both sides.

Measuring the Extremism Score

The researchers calculated an "extremism score" to quantify the intensity of comments. The score considered factors like anger levels, polarity of sentiment, and subjectivity. A higher score meant more extreme opinions.

Using this scoring system, it became easier to analyze a large dataset of comments. Trends in scores helped paint a picture of the emotional landscape of Reddit during the conflict, showing clear peaks during key events.

Words Matter: The Power of Language

Language can be a powerful tool, especially when emotions run high. The study revealed certain words appeared frequently among extreme opinions, reflecting a common lexicon that demonstrated the intensity of feelings. Terms like “disgusting,” “terrorist,” and “pure evil” cropped up often, emphasizing how charged the discussions could become.

By creating word clouds, researchers could visualize these common themes, giving a clear sense of the language used by those expressing extreme opinions during the conflict.

What Did We Learn From All This?

The findings from this analysis offer valuable insights into how social media can amplify extreme opinions regarding geopolitical conflicts. By understanding how these opinions develop and evolve in response to real-world events, we can better comprehend the impact of online discourse on public sentiment.

Furthermore, these findings highlight the importance of context. The same words can have different meanings depending on who is saying them and when, so keeping track of the context is crucial in studies like this.

In short, the study underscores the dual-edged sword that is social media: it gives people a voice but can also escalate sentiments and lead to divisive discourse.

Limitations of the Study

While the study sheds light on online extremism, it faced challenges, too. One limitation was the reliance on specific keywords to gauge sentiment, which could unintentionally introduce bias. For instance, simply mentioning "Hamas" doesn't necessarily reflect positive or negative sentiments; the context matters immensely.

Additionally, the emotional language used in posts is ever-evolving, making it tough to rely on fixed word lists to categorize extreme opinions accurately. New slang and phrases could easily slip under the radar.

Furthermore, the sample was confined to just four subreddits, which, while diverse, does not fully encompass the wider range of perspectives available online. Expanding the study to include more communities could provide a fuller picture of the prevailing sentiments.

Lastly, detecting nuances in sentiment, such as sarcasm or irony, remains a challenge for text analysis tools. They can misinterpret human emotions, leading to inaccuracies in scoring.

Conclusion: A Window into Online Discourse

The examination of extreme opinions on Reddit during the 2023 Israeli-Palestinian conflict revealed a lot about how individuals process and express their emotions online. It highlighted both the potential for social media to serve as a platform for passionate expression and the risk that such expressions can escalate tensions.

As we move forward, it’s essential to keep studying how social media shapes public opinion, particularly around sensitive issues like the Israeli-Palestinian conflict. Understanding these dynamics can pave the way for more informed discussions, improved media literacy, and strategies to promote healthy dialogue in times of conflict.

While the findings of this analysis provide a deeper understanding of online behavior during conflicts, the discussion around extreme opinions continues to evolve. As we embrace the complexity of human conversations online, one truth remains: opinions—whether mild or extreme—will keep flooding into the digital space, one meme at a time.

Original Source

Title: Quantifying Extreme Opinions on Reddit Amidst the 2023 Israeli-Palestinian Conflict

Abstract: This study investigates the dynamics of extreme opinions on social media during the 2023 Israeli-Palestinian conflict, utilising a comprehensive dataset of over 450,000 posts from four Reddit subreddits (r/Palestine, r/Judaism, r/IsraelPalestine, and r/worldnews). A lexicon-based, unsupervised methodology was developed to measure "extreme opinions" by considering factors such as anger, polarity, and subjectivity. The analysis identifies significant peaks in extremism scores that correspond to pivotal real-life events, such as the IDF's bombings of Al Quds Hospital and the Jabalia Refugee Camp, and the end of a ceasefire following a terrorist attack. Additionally, this study explores the distribution and correlation of these scores across different subreddits and over time, providing insights into the propagation of polarised sentiments in response to conflict events. By examining the quantitative effects of each score on extremism and analysing word cloud similarities through Jaccard indices, the research offers a nuanced understanding of the factors driving extreme online opinions. This approach underscores the potential of social media analytics in capturing the complex interplay between real-world events and online discourse, while also highlighting the limitations and challenges of measuring extremism in social media contexts.

Authors: Alessio Guerra, Marcello Lepre, Oktay Karakus

Last Update: 2024-12-14 00:00:00

Language: English

Source URL: https://arxiv.org/abs/2412.10913

Source PDF: https://arxiv.org/pdf/2412.10913

Licence: https://creativecommons.org/licenses/by/4.0/

Changes: This summary was created with assistance from AI and may have inaccuracies. For accurate information, please refer to the original source documents linked here.

Thank you to arxiv for use of its open access interoperability.

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