From 17b13a97af274d241326eff9279e5302002acf1c Mon Sep 17 00:00:00 2001 From: Gayatri <74173683+Art3mis0707@users.noreply.github.com> Date: Mon, 10 Feb 2025 22:53:55 +0530 Subject: [PATCH 1/3] adding code and files for plotting --- .../reddit_personas/genderless_context.json | 1802 +++++++++++++++++ 1 file changed, 1802 insertions(+) create mode 100644 examples/election/src/election_sim/sim_utils/reddit_personas/genderless_context.json diff --git a/examples/election/src/election_sim/sim_utils/reddit_personas/genderless_context.json b/examples/election/src/election_sim/sim_utils/reddit_personas/genderless_context.json new file mode 100644 index 0000000..e7c2b44 --- /dev/null +++ b/examples/election/src/election_sim/sim_utils/reddit_personas/genderless_context.json @@ -0,0 +1,1802 @@ +[ + { + "Name": "Jessica Thompson", + "Sex": "Female", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 7 + }, + "context": "This user is frequently engaged with politically charged content, showing a preference for conservative narratives and a critical stance towards liberal figures. This user appears concerned about security and tradition, with a keen interest in political and societal issues." + }, + { + "Name": "Michael Robertson", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is a politically engaged liberal, frequently discussing Democratic victories and policies. This user values self-direction and universalism, often highlighting issues related to democracy and individual rights. This user's posts suggest a strong advocacy for liberal causes." + }, + { + "Name": "Sam Jenkins", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user shows a consistent interest in conservative politics, often posting about pro-Trump narratives and reflecting a disbelief in mainstream media's portrayal of events. This user's posts imply a grounded approach to life, valuing security and tradition." + }, + { + "Name": "Laura Mitchell", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 4, + "Extraversion": 3, + "Agreeableness": 3, + "Neuroticism": 8 + }, + "context": "This user has a creative and explorative personality, frequently questioning societal norms and being interested in personal identity topics. This user is seeking deep connections and values authenticity, often expressing frustration with superficiality." + }, + { + "Name": "Rahul Desai", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user shows an interest in both cultural and international topics, often discussing entertainment and global news alongside political events. This user appears balanced in views, with a moderate orientation and a focus on creative and personal freedom." + }, + { + "Name": "Sam Robertson", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user is interested in entertainment, particularly related to gaming and TV series like '24' and 'Lost'. This user enjoys technology discussions and has practical questions about gadgets. This user's interests suggest moderate openness to experiences and a balanced approach to new ideas." + }, + { + "Name": "Emily Chen", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 7 + }, + "context": "This user is heavily focused on educational topics, career progression, and personal well-being. This user's questions suggest that this user is goal-oriented, values security, and has moderate openness to experience. This user shows a keen interest in education and helping others, indicating a balanced sense of benevolence." + }, + { + "Name": "Michael Harris", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user exhibits a strong interest in politics, media, and local Michigan issues. This user's interactions show a conservative leaning with a focus on security and tradition. This user seems attentive to shifts in political landscapes and has a moderate interest in cultural topics related to animation and media." + }, + { + "Name": "Jason Miller", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user is deeply involved in following sports transactions and player agreements, indicating high conscientiousness and achievement orientation. This user engages with broader societal topics like crime and politics without a strong ideological bent, reflecting a neutral political identity. This user's interest suggests a moderate level of openness." + }, + { + "Name": "Lisa Collins", + "Sex": "Female", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user's focus on Texas politics, conservative legislation, and local civic issues indicates conservative political identity. This user's interactions show interest in security and maintaining tradition while being involved in social issues. This user's openness is moderate, with a slight preference for traditional values." + }, + { + "Name": "Nathan Torres", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user enjoys discussing music and technology, often sharing updates aboutThis user's collection. This user is curious about sound systems and seems open to exploring both established and new formats. This user expresses opinions on global and political affairs, but often through the lens of media." + }, + { + "Name": "Zachary Patel", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 3 + }, + "context": "This user has a keen interest in strategy and gaming, showcasing a competitive streak. This user frequently explores potential future scenarios and political outcomes, indicating a tactical mindset. This user's interests in tech and strategic games suggest a high level of analytical thinking." + }, + { + "Name": "Emily Thompson", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 3, + "Neuroticism": 3 + }, + "context": "This user values free speech and has a deep interest in historical and political subjects, often questioning established narratives. This user's discussions suggest a preference for independence and critical thinking. This user appears to appreciate in-depth analysis and diverse perspectives on social issues." + }, + { + "Name": "Rachel Kim", + "Sex": "Female", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is engaged in a variety of hobbies from remodeling to biking, indicating a hands-on, active lifestyle. This user often shares thoughts about local and national events, suggesting a pragmatic approach to issues. This user's focus on community and practical solutions hints at a blend of traditional and modern values." + }, + { + "Name": "Alex Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user is interested in historical narratives and community discussions. Participates in online gaming forums and has a helpful demeanour towards others seeking advice or assistance." + }, + { + "Name": "Carlos Mendes", + "Sex": "Male", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is engaged in political and sports discussions, showing a strong sense of social justice and concern for societal issues. Has a keen interest in football and global affairs." + }, + { + "Name": "Chris Anderson", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 3 + }, + "context": "This user focuses on personal achievements in fishing and enjoys traditional outdoor activities. Values stability and expresses political views aligning with conservative ideologies." + }, + { + "Name": "Jessica Rodriguez", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user identifies as a Latino Trump supporter, expressing strong individualism and a proactive stance on being part of a minority group supporting conservative politics. Enjoys gaming with a competitive edge." + }, + { + "Name": "Sam Taylor", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 7, + "Agreeableness": 7, + "Neuroticism": 6 + }, + "context": "This user is passionate about LGBTQ and feminist issues, with advocacy for trans rights being a strong focus. Politically active, and uses humor and pop culture references in engagements." + }, + { + "Name": "Emily Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user has a keen interest in political events and societal norms, often discussing elections and governance. This user values tradition and security, and while this user engages in professional and leisure activities,this user's political identity appears to align conservatively." + }, + { + "Name": "Michael Roberts", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user expresses moderate political views and frequently discusses social issues. This user sometimes shows frustration in interactions but is open to considering various perspectives. This user's focus on personal and career changes suggests adaptability and an ongoing search for stability." + }, + { + "Name": "Sara Mitchell", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 4, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 7 + }, + "context": "This user appears to be a creative individual fascinated by personality psychology and seeking deeper connections. This user's interactions suggest a liberal orientation, valuing self-expression, diversity, and inclusion, often questioning societal norms and exploring personal identity." + }, + { + "Name": "James Carter", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user frequently engages in discussions about political figures and events, exhibiting a conservative stance. This user values security and order, showing a preference for conformity and traditional values, with interactions reflecting a focus on factual reporting and specific interests." + }, + { + "Name": "Daniel Brown", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user often discusses political issues and local news with a conservative perspective. This user's interest in economic and security matters suggests a preference for structured and traditional approaches. This user values stability and improvement in communal systems, showing concern for societal norms." + }, + { + "Name": "Callum Fletcher", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 8, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user is enthusiastic about sports and politics, shows interest in the MMA and UFC. Shows a sense of humor and engages in political discourse. Displays a critical stance towards Democrats and shows support for conservative politics." + }, + { + "Name": "Bill Thornton", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 5, + "Extraversion": 5, + "Agreeableness": 3, + "Neuroticism": 6 + }, + "context": "This user displays strong support for Donald Trump and conservative politics. Critical of current political affairs and often posts about election controversies and irregularities. Appears to have a distrust in democratic processes and authority." + }, + { + "Name": "Sophia McLeod", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is informed about social and political issues. Displays a progressive outlook, especially in areas concerning social equality and healthcare. Engages in discussions about global news, with a focus on Canada and the U.S." + }, + { + "Name": "David Banks", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "Displays strong support for Trump. Engages in online communities with a focus on conservative politics. Expresses satisfaction with political events aligning with this user's views. Displays a tendency towards risk-taking or adventurous career goals such as racing." + }, + { + "Name": "Ethan Marshall", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 3, + "Neuroticism": 6 + }, + "context": "This user criticizes what This user perceives as leftist censorship on platforms like Reddit. Strongly right-leaning and critical of Democratic figures. Shows interest in political history and conspiracies. Skeptical of mainstream narratives regarding political and social issues." + }, + { + "Name": "Jessica White", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 7 + }, + "context": "This user is outspoken about this user's political beliefs and is critical of certain political figures. This user is passionate about social justice issues, especially those related to gender and race." + }, + { + "Name": "John Smith", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user enjoys discussions related to politics and has a conservative leaning. This user takes interest in both historical and current events and often shares news related to political successes of conservative figures." + }, + { + "Name": "Michael Johnson", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user is pragmatic and expresses a balanced view on political and social issues. This user enjoys participating in community discussions and values constructive dialogue." + }, + { + "Name": "Sara Martin", + "Sex": "Female", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 3 + }, + "context": "This user follows political news closely and favors conservative viewpoints. This user is interested in discussions about societal impacts and has a strong sense of duty and security." + }, + { + "Name": "Daniel Evans", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user is interested in firearms, self-defense, and supports conservative values. This user engages in discussions around practical aspects of policies and enjoys sharing insights on equipment and personal experiences." + }, + { + "Name": "Alex Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user seems interested in music and its emotional effects, shows curiosity about alternative medicines, and exhibits concern about career prospects and financial matters. This user's interactions suggest a tendency toward reflection and a moderate level of social engagement, alongside occasional feelings of hopelessness." + }, + { + "Name": "Jessica Smith", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 7 + }, + "context": "This user is politically aware, displaying strong interest and commentary on political issues and figures, particularly progressive topics. This user's interactions indicate a broad curiosity about current events and social justice, along with a certain level of skepticism. This user is likely introspective and values information that confirms this user's worldview." + }, + { + "Name": "Daniel White", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 7, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is focused on financial and practical aspects, often discussing issues related to property and bike transactions. This user may have interests in maintaining personal security and traditional values. This user's interactions reflect a practicality and grounded approach to life." + }, + { + "Name": "Christine Evans", + "Sex": "Female", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user appears to have a focus on political outcomes, particularly those that affirmThis user's conservative views. This user's discussions reflect support for traditional and conservative principles, with a possible interest in stability and security. This user tends to engage with content that reinforcesThis user's existing beliefs." + }, + { + "Name": "Michael Reed", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user showcases a diverse range of interests from gaming and TV shows to conspiracy theories and social observations. This user's posts reveal a blend of curiosity and cynicism, often reflecting on various facets of popular culture and its intersection with societal norms. This user strikes a balance between skepticism and open-mindedness." + }, + { + "Name": "Alex Jensen", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user is an inquisitive person interested in gaming and pop culture, especially around tactical shooters and anime like Evangelion. This user enjoy engaging in playful discussions, often mixing humor with opinions, and have involvement in a-spec (aromantic/asexual) culture. Prone to moments of self-doubt but enjoys sharing This user's thoughts and experiences online." + }, + { + "Name": "Samuel Riley", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 3, + "Neuroticism": 5 + }, + "context": "This user is engaged deeply in political discussions, showing a strong preference for conservative narratives and is critical of liberal perspectives. This user actively questions the role of media and political establishments, expressing a clear skepticism towards mainstream narratives. This user appears detail-oriented and motivated by political outcomes." + }, + { + "Name": "Jake Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user has a strong interest in gaming, particularly esports and streaming culture. This user follows influencer and streamer news passionately. This user approaches topics with energy and is technically savvy, engaging in community banter. Often dealing with pop cultural controversies and sharing humorous or shocking updates." + }, + { + "Name": "Emily Mitchell", + "Sex": "Female", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user seems practical and prudent, with a balanced interest in investment and community interactions such as real estate and silver stacking. This user also shows an appreciation for fantasy narratives as evidenced by references to popular games. This user values reliability and consistent communication and appears diligent in transactions." + }, + { + "Name": "Olivia Miles", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user is a progressive thinker who values self-expression and creativity. This user's communication reflects an openness to diverse ideas and people. This user keeps up-to-date with political outcomes while enjoying collaborations and discussions within varied cultural contexts. This user seems to prioritize inclusivity and altruism." + }, + { + "Name": "Marcus Hale", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user is interested in firearms and politics, particularly around conservative figures and moderate political events. This user enjoys practical tasks and is likely responsible and detail-oriented, but with a balanced approach to life, showing moderate openness and extraversion." + }, + { + "Name": "Aidan Turner", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is engaged in hands-on hobbies like knife-making and is curious aboutThis user's surroundings, showing interest in lesser-known local history, such as gypsum mines. This user's independent spirit and curiosity hint at a libertarian outlook, balanced by a moderate interest in universal concerns." + }, + { + "Name": "Lisa Andersen", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user appears to be quite open-minded and socially engaged, with interests spanning sports, political issues, and technology. This user seems to value knowledge and self-direction, and might lean towards liberal perspectives, given this user's broad engagement and global concerns." + }, + { + "Name": "Rebecca Stone", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 7 + }, + "context": "This user is strongly engaged with political and social topics, with a marked interest in progressive politics and societal changes. This user's interactions suggest a high level of openness to new ideas, diversity, and social activism." + }, + { + "Name": "Jared Yates", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user appears to be a moderate individual with diverse interests covering technology, horror movies, and political speculation. This user seems balanced inThis user's approach, able to engage with different discussions without extreme biases, indicative of a moderate leaning." + }, + { + "Name": "Emily Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user has an interest in sports, political developments, and societal concerns. This user's focus on practicality suggests a moderate openness to change, with a balanced viewpoint on varying issues." + }, + { + "Name": "Daniel Wong", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user appears to be well-informed about global issues, especially in Asia. This user values innovation, progress, and is interested in societal transformations, often contemplating future implications." + }, + { + "Name": "Alex Smith", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user expresses mixed interests ranging from automotive issues to engagement in hobbies and minor personal grievances. Shows moderate openness to change but prioritizes stability." + }, + { + "Name": "Carla Nguyen", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user is characterized by a keen interest in diverse cultures, travel, and entertainment media. This user's curiosity drives this user's to explore different ideas and perspectives." + }, + { + "Name": "Michael Johnson", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 7, + "Extraversion": 4, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "His interactions reflect a strong interest in politics and governance, with a focus on accountability and leadership. This user tends to prioritize traditional values and achievement." + }, + { + "Name": "James Carter", + "Sex": "Male", + "Big5_traits": { + "Openness": "7", + "Conscientiousness": "8", + "Extraversion": "5", + "Agreeableness": "6", + "Neuroticism": "6" + }, + "context": "This user is cautious and seeks legal advice when faced with uncertainties. This user values security and takes conscientious steps when making decisions." + }, + { + "Name": "Karen Mitchell", + "Sex": "Female", + "Big5_traits": { + "Openness": "5", + "Conscientiousness": "7", + "Extraversion": "6", + "Agreeableness": "5", + "Neuroticism": "4" + }, + "context": "This user is very interested in sports and politics, heavily favoring this user's alma mater and conservative values. This user is involved in various discussions regarding current events." + }, + { + "Name": "Lucas Almeida", + "Sex": "Male", + "Big5_traits": { + "Openness": "9", + "Conscientiousness": "6", + "Extraversion": "5", + "Agreeableness": "6", + "Neuroticism": "5" + }, + "context": "This user frequently engages in philosophical and political discussions, questioning societal norms and exploring diverse interests." + }, + { + "Name": "Anna Stelzer", + "Sex": "Female", + "Big5_traits": { + "Openness": "8", + "Conscientiousness": "7", + "Extraversion": "5", + "Agreeableness": "6", + "Neuroticism": "5" + }, + "context": "This user follows political events closely and actively participates in discussions, often analyzing various perspectives in political debates." + }, + { + "Name": "Mark Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": "7", + "Conscientiousness": "6", + "Extraversion": "6", + "Agreeableness": "4", + "Neuroticism": "4" + }, + "context": "This user has interests in sports, music, and puzzles while maintaining a strong focus on traditional values and conservative views." + }, + { + "Name": "Jordan Woods", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user is interested in a wide range of topics, including politics, film, and social justice issues. This user often participate in discussions about American politics and demonstrate a keen interest in advocating for progressive values." + }, + { + "Name": "Wei Zhang", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user is interested in technology, cryptocurrencies, and international news, particularly concerning China. This user's interactions suggest a balance of interest in conservative and liberal ideas." + }, + { + "Name": "Michael Carter", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 3 + }, + "context": "This user shows a strong preference for conservative politics and financial strategies, focusing on stock market play and political victories for the Republican party." + }, + { + "Name": "Elliot Green", + "Sex": "Male", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 6, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is focused on social justice issues and exhibits a liberal perspective on political matters, often expressing concern about Trump and showing interest in progressive changes." + }, + { + "Name": "Alex Parker", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user engages with political discussions, showcasing a tendency towards questioning authority and supporting left-leaning ideologies. This user is critical of Trump\u2019s policies and interested in poetry." + }, + { + "Name": "Min-seo Kim", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user is interested in international political events, particularly in Asia and Europe, and engages with topics that involve political leadership and international relationships. This user values self-direction and benevolence, showing curiosity about both global conflicts and cultural events." + }, + { + "Name": "Alejandro Garcia", + "Sex": "Male", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 8, + "Neuroticism": 5 + }, + "context": "This user is tech-savvy and career-focused, interested in personal development and technology. This user appears to be ambitious, frequently discussing career improvements and educational pursuits. This user holds liberal views, often questioning traditional norms and expressing values of universalism and self-direction." + }, + { + "Name": "Olivia Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user is highly aware of international politics, especially concerning tThis user U.S. and its foreign policies. This user seems to prioritize national security and tradition, often engaging with news around political decisions and This user's societal impacts. This user's commentary suggests a conservative stance." + }, + { + "Name": "James Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 6 + }, + "context": "This user is heavily invested in Texas politics, focusing particularly on legal and civil rights issues. This user expresses concern over policies affecting marginalized groups and seems motivated by social justice and equity, advocating for less traditional and more progressive changes in society." + }, + { + "Name": "Lucas Bauer", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user enjoys discussions about structural and technical topics, often engaging with questions related to systems and operational functionalities. This user presents a balanced view with moderate stances on political issues, showing preference for stability and security in societal structures." + }, + { + "Name": "Astrid Nyholm", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user has an interest in gaming and gender representation in media, often questioning why certain characters are featured prominently. This user's interactions suggest a moderate worldview, open to both new experiences and traditional values." + }, + { + "Name": "Nathan Cooper", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user displays a significant focus on technological and gaming content, often discussing technical issues and gaming mechanics. This user seems to have a skeptical outlook, questioning fairness and authenticity in online environments." + }, + { + "Name": "Riley Greene", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 7 + }, + "context": "This user engage frequently with political discussions and current events, often focusing on social justice and political dynamics. This user's contributions suggest a creative mindset and a strong inclination towards liberal values and societal change." + }, + { + "Name": "Amelia Patel", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user has a deep interest in political strategies and historical narratives, often discussing elections and political figures. This user's comments reflect a preference for order and tradition, aligning with conservative values." + }, + { + "Name": "Jonah Blake", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user is engaged in entertainment discussions, often referencing popular media and actors. This user seems to enjoy dynamic and vivid storytelling, indicative of a person who values creativity and enjoys exploring a range of genres and narratives." + }, + { + "Name": "Jamie Parker", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user enjoys discussing popular media and current affairs, indicating a strong interest in both pop culture and politics. This user's engagement in discussions involving a variety of topics such as TV shows, politics, and community memes suggests a diverse set of interests and a tendency towards creative expression. This user values autonomy and creativity, is reasonably sociable, and displays a preference for inclusivity and social justice topics." + }, + { + "Name": "Michael Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user tends to engage with politically charged discussions, showcasing a preference for conservative viewpoints. This user seems skeptical of liberal figures and focuses on political news, alongside a keen interest in topics like immigration policies and personal narratives about high-profile political figures. This user exhibits moderate neuroticism, reflected inThis user's concerns about political and social issues." + }, + { + "Name": "Jessica Lee", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is engaged with liberal political news and tends to highlight achievements and victories of Democratic candidates. This user often focuses on contemporary social justice issues, opposing conservative policies and presenting arguments against authoritarian figures. This user's openness to experience is evident in this user's interest in diverse political narratives." + }, + { + "Name": "Ethan Kim", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user frequently interacts with predictions and news related to conservative wins, showing a strong interest in conservative political forecasts. This user's conversations often touch upon a skepticism of online communities leaning left, indicating a critical view of opposing political ideologies. This user's conscientiousness is reflected in structured discussions about political strategies." + }, + { + "Name": "Laura Smith", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 8 + }, + "context": "This user shows a deep engagement with personal and emotional topics alongside occasional political discussions. This user's high neuroticism is evident through shared concerns about mental health and personal struggles, which dominate this user's interactions. This user also engages in debates, reflecting a critical but open-minded stance on political and social issues." + }, + { + "Name": "Rohan Patel", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is a culturally inclined individual, balancing interests in music, gaming, and political events. This user's interactions reveal a mix of personal hobbies and political updates, indicating a moderate viewpoint. This user partakes in social activities and enjoys engaging community challenges, suggesting a moderately outgoing personality." + }, + { + "Name": "Alex Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user frequently discusses television series and video games, showing an interest in storytelling and technology. This user seems pragmatic, focused on both entertainment and understanding complex topics like philosophy." + }, + { + "Name": "Emma Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 6 + }, + "context": "This user is involved in educational and career discussions, often seeking balance between personal well-being and professional growth. This user shows concern for community, indicating a reflective and conscientious personality." + }, + { + "Name": "David Myers", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user is interested in news and political affairs, often discussing societal impacts and media. This user shows a focus on current events and cultural shifts, sometimes with a critical tone." + }, + { + "Name": "Jake Rodgers", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user follows sports and political developments, frequently discussing athletes and national news topics. This user's interactions suggest a practical approach to current events and moderate interest in community affairs." + }, + { + "Name": "Sophia Martinez", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is engaged in political and social issues, particularly focusing on Texas politics and community concerns. This user appears to balance traditional values with a pragmatic view on regional developments." + }, + { + "Name": "Aidan Guzman", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user is likely an audio and technology enthusiast with a deep interest in music formats and audio quality. This user's interactions suggest a focus on consumer electronics and investment in collections. This user is systematically interested in political updates, particularly related to conservative policies, likely due to media consumption or a keen interest in politics." + }, + { + "Name": "Eva Chang", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 3 + }, + "context": "This user seems highly engaged in online gaming communities and political discussions. This user likely balances this user's time between digital interaction and keeping up with current events, indicating a systematic yet adventurous approach to gathering information and entertainment." + }, + { + "Name": "Marcus Ballard", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 3 + }, + "context": "This user appears to be interested in historical political topics, strategic gaming, and issues concerning free speech censorship. This user's participation in forums suggests a reflective nature with moderate political and social engagement." + }, + { + "Name": "Sophia Kline", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is an active participant in outdoor sports and recreational communities, particularly interested in Onewheel activities. This user's posts show an inclination towards creative DIY projects and community participation, reflecting a vibrant lifestyle with a balanced view on personal and political matters." + }, + { + "Name": "James Patterson", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user is an individual who enjoys intellectual pursuits such as studying alternate history and participating in gaming communities. This user shows responsibility when asking practical questions about travel and school. This user exhibits a balanced approach to social interactions, possibly being involved in online communities, demonstrating commitment through continued engagement and inquiry." + }, + { + "Name": "Mariana Silva", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user is highly engaged with current events, particularly around politics and sports in Brazil. This user's attention to detailed reporting and cultural engagements shows a broad interest in social advocacy and political dynamics. Although this user seems interested in social change, this user may also have moderate levels of stress due toThis user's engagement with contentious issues." + }, + { + "Name": "Ethan Jones", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 7 + }, + "context": "This user appears to care deeply about politics and current affairs, often referencing conservative viewpoints and expressing skepticism about mainstream narratives. This user's interest in fishing and tThis user outdoors suggests a connection to hobbies that provide relaxation and reflection. Ethan may experience some anxiety regarding political events, indicated byThis user's engagement with political conspiracy issues." + }, + { + "Name": "Carlos Ramirez", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 8, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user is an LGBTQ latino who supports Trump, indicating a complexity in this user's political views that diverges from mainstream expectations. Engagement in gaming communities suggests focused interests, possibly serving as a platform for socializing and diverse interactions. This user's questioning nature indicates a thoughtful and considerate approach to understanding different perspectives." + }, + { + "Name": "Sophia Lopez", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 7, + "Agreeableness": 8, + "Neuroticism": 6 + }, + "context": "This user is a trans woman who is actively engaged in political discourse, particularly around women's rights and LGBTQ issues. This user's strong focus on activism and resilience in social issues suggests This user is open-minded and values equality. This user's emotional expression may at times be heightened due to the impactful topics this user cares about." + }, + { + "Name": "Emily Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user is interested in political topics with a conservative bent, showing support for Trump. This user also has varied interests, such as technology and exams, indicating a well-organized and thorough mindset, with interests in personal achievements and hobbies." + }, + { + "Name": "David Ross", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 3, + "Neuroticism": 6 + }, + "context": "This user considers himself a moderate with specific strong opinions, especially on issues related to trans rights. This user's interactions suggest he's dealing with career transitions and familial political dynamics, showing a preference for practical advice and somewhat high-stress levels." + }, + { + "Name": "Samantha Evans", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 8 + }, + "context": "This user has a creative and explorative personality, frequently questioning societal norms and being interested in personal identity topics. This user is seeking deep connections and values authenticity, often expressing frustration with superficiality." + }, + { + "Name": "Michael Stone", + "Sex": "Male", + "Big5_traits": { + "Openness": 3, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 3, + "Neuroticism": 4 + }, + "context": "This user supports Trump and has a firm political stance. This user seems pragmatic and occasionally exhibits a cynical view of current events, expecting straightforwardness from others. This user's interests lie in practical topics rather than abstract discussions." + }, + { + "Name": "Robert Greene", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is interested in issues related to education, local community news, and social justice, indicating a socially aware personality. This user is also engaged in sports and local events, showing a community-oriented and extroverted disposition." + }, + { + "Name": "Jamie Wilson", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 5, + "Extraversion": 7, + "Agreeableness": 4, + "Neuroticism": 3 + }, + "context": "This user is engaged in conversations about political topics, particularly with a critical view of the Democratic party in the US. This user also has a strong interest in sports like UFC and BMX, indicating a preference for active and competitive environments. TThis user user shows a level of sarcasm and humor in this user's interactions and appears to keep up with global trends in sports and politics, especially connected to the US and New Zealand." + }, + { + "Name": "Patricia Clarkson", + "Sex": "Female", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 6, + "Extraversion": 3, + "Agreeableness": 2, + "Neuroticism": 8 + }, + "context": "This user expresses strong opinions on the US political situation, particularly in favor of Donald Trump. This user seems disillusioned with tThis user current state of tThis user country and is fed up with tThis user political process. This user's interactions contain negativity towards the Democratic party and mainstream politics, indicating high political engagement but a low openness to opposing views." + }, + { + "Name": "Alex Nguyen", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user displays a broad interest in news across politics, social issues, and health concerns. This user demonstrates an analytical mindset, indicated by sharing and discussing research findings, and is particularly interested in Canadian and international news, suggesting a global perspective. This user's general tone suggests a balanced political perspective and an open-minded approach." + }, + { + "Name": "Tyler McKinney", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 4, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user is supportive of Donald Trump, indicating conservative political views. This user engages with people in light-hearted and sometimes self-indulgent or comedic topics, such as racing careers and handling personal threats. This user's posts suggest a mix of seeking personal growth and maintaining a sense of humor about life." + }, + { + "Name": "Jordan Parker", + "Sex": "Male", + "Big5_traits": { + "Openness": 3, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 2, + "Neuroticism": 7 + }, + "context": "This user is outspoken about perceived censorship and political bias against conservative views on online platforms. This user's posts reflect frustration and skepticism towards mainstream media and establiThis userd political systems. This user seems to gravitate towards conspiracy theories or alternative narratives and is highly critical of tThis user Democratic party and liberal media." + }, + { + "Name": "Jessica Anderson", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 3, + "Neuroticism": 8 + }, + "context": "This user shows strong political opinions and emotions, particularly towards conservative figures, and actively expresses this user's disdain for policies This user disagrees with. This user engages with political discussions often, indicating strong ideological beliefs and high levels of concern for social issues. This user's frequent use of emotionally charged language suggests high neuroticism." + }, + { + "Name": "Brian Mitchell", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 4 + }, + "context": "This user frequently engages in discussions around politics, gaming, and military history. This user seems open to exploring different perspectives occasionally, though this user tends to exhibit a conservative leaning. This user's discussive demeanor and slight disagreeableness suggest This user enjoys debating this user's views with others." + }, + { + "Name": "Lucas Rivera", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user appears to have a strong interest in music, culture, and social justice issues. This user's interactions suggest an appreciation for diverse perspectives and creative expression. This user engages in societal critiques and values inclusivity, indicating moderate traits of agreeableness and openness." + }, + { + "Name": "David Stone", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 3 + }, + "context": "His focus seems to revolve around political events and general existential queries, with a particular interest in the conservative political victories. This user appears practical and somewhat skeptical, preferring a structured approach to information and current events." + }, + { + "Name": "Daniel Reed", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 8, + "Extraversion": 7, + "Agreeableness": 4, + "Neuroticism": 2 + }, + "context": "This user exhibits a strong interest in firearms, gear, and related gadgets, indicative of someone who values preparedness and discipline. This user's posts reflect an enthusiastic engagement in these hobbies, with a conservative streak evident through political affirmations. This user is likely to be systematic and assertive inThis user's interactions." + }, + { + "Name": "Ethan Carter", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 6 + }, + "context": "This user seems curious and open-minded, seeking advice on music and career while also showing interest in various intellectual and philosophical topics. This user also asks for help in challenging life situations, indicating some emotional volatility." + }, + { + "Name": "Ava Thompson", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 4 + }, + "context": "This user frequently engages with politically charged content, showing strong conservative inclinations. This user is analytical and focused, paying attention to political developments and media narratives." + }, + { + "Name": "Lucas Adams", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 5, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user shows interest in social and personal issues, contributing to discussions in a balanced manner. This user maintains a relatively neutral stance in political contexts but have a slight liberal tendency." + }, + { + "Name": "Sophia Nguyen", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user demonstrates a moderate engagement with current events and thoughtful reflections on cultural references, suggesting a well-rounded and open-minded perspective." + }, + { + "Name": "Jason Parker", + "Sex": "Male", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user displays high creativity and openness through diverse topics, often questioning societal norms and taboos. This user may experience some emotional ups and downs but try to maintain a progressive view." + }, + { + "Name": "Alex Thompson", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user demonstrates a wide range of interests from gaming and anime to political discourse. This user engage in communities with a light-hearted and curious nature, often seeking assistance or discussion, suggesting an openness to new experiences and moderate sociability." + }, + { + "Name": "John Miller", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 3, + "Neuroticism": 6 + }, + "context": "This user is highly engaged in political discourse with a focus on conservative viewpoints. This user's posts indicate a strong critique of media and liberal political figures, suggesting lower agreeableness and higher conscientiousness, reflecting a structured and direct personality." + }, + { + "Name": "Emily Smith", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user shows a high level of engagement in various forms of entertainment media, including sports, gaming, and online streaming cultures. This user's participation indicates high openness and a sociable yet relaxed approach to digital communities." + }, + { + "Name": "Michael Garcia", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 8, + "Extraversion": 3, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is primarily focused on practical concerns such as financial matters and collectibles, along with maintaining a meticulous approach to transactions. This user's interactions suggest a methodical and somewhat reserved personality." + }, + { + "Name": "Sarah Johnson", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user's interaction, focused on political discussions, reflects this user's engagement with current events and a progressive political stance. This user's participation is low-key yet consistent, suggesting moderate sociability and adaptability." + }, + { + "Name": "James Carter", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user engages in discussions around firearms, looking for cost-effective solutions, and outdoor activities suggesting an interest in practical concerns and self-reliance. Also shows an interest in political content, especially related to Trump, indicating a potential conservative alignment." + }, + { + "Name": "Alex Jackson", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 6 + }, + "context": "This user displays a mix of interests from practical skills such as knife-making to issues surrounding homelessness and voting processes. This suggests a curious mind that explores various topics and might be moderate or independent in political leaning. Potential recent challenges with family and housing suggest higher sensitivity in personal life." + }, + { + "Name": "Emily Turner", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user is interested in sports, entertainment, and political events highlighted by critiques of political processes and media. Likely to have liberal views due to engagement with a variety of social issues and current events, including sports, politics, and general inquiries about new trends and technology." + }, + { + "Name": "Samantha Gray", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user engages heavily in political discourse with a leaning towards liberal viewpoints, particularly focused on Trump and associated controversies. Demonstrates high openness through engagement with current and possibly contentious topics. Lower agreeableness may reflect a confrontational approach to political discussion." + }, + { + "Name": "Michael Reed", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user shares an interest in horror and thriller genres, looking for specific titles and exploring classic films. Involvement in discussing political outcomes such as Trump's election win indicates a conservative lean. Tends to engage in a community-focused manner, such as participating in trivia and recommending content." + }, + { + "Name": "Charlotte Davis", + "Sex": "Female", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 4, + "Extraversion": 7, + "Agreeableness": 5, + "Neuroticism": 4 + }, + "context": "This user has varied interests ranging from sports to some aspects of daily life like water safety and technology bugs. This indicates a moderate level of openness but not particularly structured or overly agreeable. This user is likely sociable given this user's interest in discussing current events and topics like sports." + }, + { + "Name": "Jonathan Lee", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user appears to be very informed about global issues and shows a tendency towards progressive values based onThis user's focus on environmental issues, social research, and forward-thinking topics like digital nomads and societal views. This user's conscientiousness is reflected inThis user's attention to detail in global affairs." + }, + { + "Name": "Mark Stevens", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 4, + "Agreeableness": 3, + "Neuroticism": 6 + }, + "context": "This user shows interest in niche and personal finance topics, indicating a more traditional and pragmatic mindset. This user's interactions reflect skepticism towards governmental roles and a preference for individual accountability." + }, + { + "Name": "Sophia Mendes", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user is adventurous with high openness, evident in this user's travel and movie interests. This user's flexible plans and interests might indicate lower conscientiousness but suggests that this user values experiences over routine." + }, + { + "Name": "Daniel Weaver", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user is deeply involved in political discourse and shows a strong commitment to following and understanding political processes and implications, demonstrating high conscientiousness and a liberal political stance. This user's engagement in arts and history also highlights this user's openness." + }, + { + "Name": "Karen Williams", + "Sex": "Female", + "Big5_traits": { + "Openness": 3, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user appears to be seeking practical advice and assistance, suggesting a pragmatic approach to life. This user's interactions indicate a focus on problem-solving rather than expressing personal beliefs or emotions, indicating moderate neuroticism and conscientiousness." + }, + { + "Name": "Mark Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 6, + "Extraversion": 6, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user's titles suggest a strong interest in political and sports discussions, often involving conservative themes like Notre Dame sports and political updates. This indicates lower openness to diverse viewpoints and moderate conscientiousness due to structured presentation of facts." + }, + { + "Name": "Lucas Oliveira", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 5 + }, + "context": "This user frequently engages in philosophical and speculative discussions, indicating high openness. This user's interest in varied topics from political shifts to cultural narratives shows a balanced approach, suggesting moderate scores in agreeableness and neuroticism." + }, + { + "Name": "Emily Davis", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 8, + "Extraversion": 6, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user is engaged deeply in political threads, showing high conscientiousness to details and updates. This user's liberal political identity is reflected in this user's focus on various political events and discussions, and this user seems well-informed and considerate inThis user's interactions." + }, + { + "Name": "David Smith", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 6, + "Extraversion": 4, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user shows a balanced interest in cultural trivia, lifestyle, and some political content, indicating moderate openness. This user's interaction style suggests this user is methodical and prefers routine, leading to moderate conscientiousness without much neuroticism." + }, + { + "Name": "Alex Thompson", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 7, + "Neuroticism": 4 + }, + "context": "This user frequently engages with a variety of topics including politics, movies, and technology. Shows a particular interest in progressive political issues and film industry insights." + }, + { + "Name": "Zoe Chen", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user has a balanced interest in global politics and cultural topics ranging from cryptocurrency to historical artifacts. Displays interest in rational discourse and curiosity about technological and social changes." + }, + { + "Name": "John Baker", + "Sex": "Male", + "Big5_traits": { + "Openness": 4, + "Conscientiousness": 7, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user shows a strong interest in conservative politics and economic strategies, with a focus on stock market investments and political victories. Displays a skeptical attitude towards liberal political figures." + }, + { + "Name": "Emma Lewis", + "Sex": "Female", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 5, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user engages with a wide range of topics including literature, politics, and personal lifestyle. Expresses a progressive political stance and a penchant for intellectual and creative pursuits." + }, + { + "Name": "Michael Smith", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 4, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user tends to focus on political commentary, especially regarding criticisms of conservative figures, with a hint of sarcasm. Shows an artistic inclination and concern about economic and social justice." + }, + { + "Name": "Sung-hyeon Lee", + "Sex": "Male", + "Big5_traits": { + "Openness": 6, + "Conscientiousness": 8, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 5 + }, + "context": "This user appears to be interested in international and political events, particularly surrounding South Korea, eastern Europe, and prominent personalities like Trump and Netanyahu. This user often engages with global and political news, implying a conservative leaning and a structured mindset." + }, + { + "Name": "Carlos Mart\u00ednez", + "Sex": "Male", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 7, + "Extraversion": 6, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user seems focused on technology, personal finance, and self-improvement. This user's inquiries about investments and career progress suggest a conscientious and goal-oriented personality that weighs risks and rewards pragmatically." + }, + { + "Name": "Michelle Reed", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 5, + "Agreeableness": 5, + "Neuroticism": 6 + }, + "context": "This user is deeply engaged with current events, particularly those involving international conflicts and human rights. This user's concerns about political activities and social justice issues highlight liberal inclinations and a capacity for empathy." + }, + { + "Name": "Nathaniel Jefferson", + "Sex": "Male", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user is focused on social and political issues within Texas, with a particular emphasis on justice and democratic processes. This user's high openness score reflects curiosity and acceptance of diverse lifestyles, while this user's liberal leaning shapesThis user's engagement with progressive issues." + }, + { + "Name": "Emily Carter", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 4, + "Extraversion": 4, + "Agreeableness": 5, + "Neuroticism": 7 + }, + "context": "This user is involved in varied topics ranging from technical game mechanics to social interactions, indicating a creative outlook. This user's interactions suggest high openness and moderate neuroticism, sometimes reflecting on concerns about gaming environments and social stressors." + }, + { + "Name": "Lena Eriksson", + "Sex": "Female", + "Big5_traits": { + "Openness": 7, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 6, + "Neuroticism": 4 + }, + "context": "This user enjoys engaging in discussions about women's empowerment and shows interest in Norse culture. This user seems to have a balanced approach in terms of political ideology. This user's conversations suggest a thoughtful but cautious personality." + }, + { + "Name": "Michael Chan", + "Sex": "Male", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 7, + "Agreeableness": 7, + "Neuroticism": 6 + }, + "context": "This user is highly interested in technology and gaming, engaging actively in discussions about streaming and video games. This user appears to be socially active, likely keeping up with current events, suggesting a progressive worldview with a higher level of openness to new experiences." + }, + { + "Name": "Jordan Lee", + "Sex": "Non-binary", + "Big5_traits": { + "Openness": 9, + "Conscientiousness": 4, + "Extraversion": 6, + "Agreeableness": 5, + "Neuroticism": 7 + }, + "context": "This user are often engaged with political discourse, showing concern with national and international politics. This user's interactions suggest a high openness to different ideas but may also express anxiety about political and social issues." + }, + { + "Name": "Chris Johnson", + "Sex": "Male", + "Big5_traits": { + "Openness": 5, + "Conscientiousness": 6, + "Extraversion": 5, + "Agreeableness": 4, + "Neuroticism": 6 + }, + "context": "This user is highly engaged with politics, with a focus on American political dynamics. This user's interactions reveal a critical view of liberal policies, indicating a conservative standpoint. This user often discusses historical political figures and election analyses." + }, + { + "Name": "Emma Patel", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 5, + "Extraversion": 7, + "Agreeableness": 6, + "Neuroticism": 5 + }, + "context": "This user shows a strong interest in entertainment and pop culture, particularly films and television. This user is curious and engages actively with content related to movies and characters, indicating high levels of openness and a moderate social engagement." + }, + { + "Name": "Alexandra Ramirez", + "Sex": "Female", + "Big5_traits": { + "Openness": 8, + "Conscientiousness": 6, + "Extraversion": 7, + "Agreeableness": 7, + "Neuroticism": 5 + }, + "context": "This user is likely a creative and open-minded individual who engages in discussions about popular culture, politics, and analysis. This user's interest in writing prompts, meme ideas, and exploring themes in media suggest a high level of openness. This user may be moderately organized, enjoys social interactions, and shows a balanced emotional state." + } +] \ No newline at end of file From 3910fbcc5a1894dce72a0be38ea86fa6c60aada2 Mon Sep 17 00:00:00 2001 From: Gayatri <74173683+Art3mis0707@users.noreply.github.com> Date: Mon, 10 Feb 2025 22:59:02 +0530 Subject: [PATCH 2/3] Adding main file for plotting --- .../sim_utils/reddit_personas/plot.py | 122 ++++++++++++++++++ 1 file changed, 122 insertions(+) create mode 100644 examples/election/src/election_sim/sim_utils/reddit_personas/plot.py diff --git a/examples/election/src/election_sim/sim_utils/reddit_personas/plot.py b/examples/election/src/election_sim/sim_utils/reddit_personas/plot.py new file mode 100644 index 0000000..2a0e688 --- /dev/null +++ b/examples/election/src/election_sim/sim_utils/reddit_personas/plot.py @@ -0,0 +1,122 @@ +import json +import pandas as pd +import plotly.express as px +from sentence_transformers import SentenceTransformer +from sklearn.decomposition import PCA +import numpy as np +import textwrap + +def infer_political_leaning(context): + context_lower = context.lower() + if "conservative" in context_lower: + return "Conservative" + elif "liberal" in context_lower: + return "Liberal" + else: + return "Other" + + +json_file = 'genderless_context.json' +with open(json_file, 'r') as f: + data = json.load(f) + +contexts = [] +names = [] +leanings = [] +wrapped_contexts = [] + +for item in data: + context = item.get('context', '') + name = item.get('Name', 'Unknown') + leaning = infer_political_leaning(context) + + contexts.append(context) + names.append(name) + leanings.append(leaning) + + + wrapped_context = textwrap.fill(context, width=50).replace("\n", "
") + wrapped_contexts.append(wrapped_context) + + +model = SentenceTransformer('all-MiniLM-L6-v2') +embeddings = model.encode(contexts, show_progress_bar=True) + + +pca = PCA(n_components=2) +embeddings_2d = pca.fit_transform(embeddings) + + +df = pd.DataFrame({ + '1st PCA Component': embeddings_2d[:, 0], + '2nd PCA Component': embeddings_2d[:, 1], + 'Name': names, + 'Context': wrapped_contexts, + 'Political Leaning': leanings +}) + + +tick_labels = [-0.4, -0.2, 0, 0.2, 0.4] + + +fig = px.scatter( + df, + x='1st PCA Component', + y='2nd PCA Component', + color='Political Leaning', + color_discrete_map={ + 'Conservative': 'red', + 'Liberal': 'blue', + 'Other': 'grey' + }, + hover_data={ + 'Name': True, + 'Context': True, + 'Political Leaning': False, + '1st PCA Component': False, + '2nd PCA Component': False + }, + title='Embeddings of Posts Summary' +) + + +fig.update_traces(marker=dict(size=12, line=dict(width=1, color='DarkSlateGrey'))) + + +fig.update_layout( + font=dict(size=36), + title_font=dict(size=48), + xaxis_title="1st PCA component", + yaxis_title="2nd PCA component", + xaxis=dict( + tickmode='array', + tickvals=tick_labels, + ticktext=[str(tick) for tick in tick_labels] + ), + yaxis=dict( + tickmode='array', + tickvals=tick_labels, + ticktext=[str(tick) for tick in tick_labels] + ), + legend_title_text='', + legend=dict( + orientation='h', + x=0.5, + y=1.05, + xanchor='center', + yanchor='bottom', + bordercolor='black', + borderwidth=1, + font=dict(size=48) + ), + margin=dict(l=50, r=50, t=250, b=50), + title_x=0.5, + autosize=False, + width=1000, + height=900 +) + +fig.write_image("embeddings.png", scale=2) + + +fig.show() From ce7be52378a3393c5886791433aa4795cb778f30 Mon Sep 17 00:00:00 2001 From: Gayatri <74173683+Art3mis0707@users.noreply.github.com> Date: Mon, 10 Feb 2025 22:59:43 +0530 Subject: [PATCH 3/3] Rename plot.py to Plot.py --- .../election_sim/sim_utils/reddit_personas/{plot.py => Plot.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename examples/election/src/election_sim/sim_utils/reddit_personas/{plot.py => Plot.py} (100%) diff --git a/examples/election/src/election_sim/sim_utils/reddit_personas/plot.py b/examples/election/src/election_sim/sim_utils/reddit_personas/Plot.py similarity index 100% rename from examples/election/src/election_sim/sim_utils/reddit_personas/plot.py rename to examples/election/src/election_sim/sim_utils/reddit_personas/Plot.py