- Shania Twain has the happiest fans
- Canada’s most melancholy musicians
- The artists that ignite the most anger
- Conclusion
- Methodology:
- Frequently Asked Questions
- What is the primary focus of the article?
- Which Canadian artist has the happiest fanbase according to the study?
- Who are the top Canadian artists that evoke sadness in their music?
- Which artist evokes the most anger among fans?
- How was the emotional analysis conducted?
For centuries, music has served as a powerful medium for communication, expression, and storytelling, a tradition that continues today. Often referred to as “the universal language of mankind,” music transcends cultural boundaries and connects people on a deep emotional level. It has the remarkable ability to evoke a wide range of feelings—from joy and love to anger and sadness. Additionally, music can be an effective tool for fostering cultural understanding and enhancing language learning, making it an invaluable part of human experience.
Artists often draw on a variety of emotions in their music to convey their unique expressions. To explore the impact of popular musicians on their audience, we conducted a language analysis study. After examining the emotions evoked by the top artists in the U.S., we turned our focus to Canada, aiming to understand how its renowned musicians resonate with their fans.
In 2023, we explored the landscape of music by identifying the most successful Canadian artists alongside the top international performers in Canada. Utilizing a dataset named Emotion, we delved into Reddit fan forums for each artist, analyzing posts to uncover and categorize the predominant emotions expressed. Our focus centered on three key emotions: happiness, sadness, and anger. Interestingly, we discovered that fans often experience a blend of these feelings, as many artists evoke a range of emotions in their audiences. Here’s what our findings revealed.
Shania Twain has the happiest fans

Certain artists excel at creating lyrics and melodies that celebrate life’s joyful moments. Among those studied, Shania Twain stands out as having the happiest fanbase. It’s no wonder, considering the country-pop icon is known for uplifting anthems like “Man! I Feel Like A Woman!” and “That Don’t Impress Me Much,” which inspire joy and empowerment in her listeners.
Following closely behind in the Canadian music scene are the dynamic duo Banx + Ranx and the talented Johnny Reid, both of whom have a remarkable ability to bring joy to their fans through their distinct musical styles. Securing the fourth spot is Celine Dion, celebrated as the “Queen of Power Ballads,” while the fifth position goes to the beloved “King of Christmas,” Michael Bublé. Renowned for his festive covers, Bublé continues to leave audiences “Feeling Good” with his holiday spirit.
Among international artists, ERNEST stands out as the top musician bringing joy to fans. Hot on his heels are Central Cee, celebrated for his captivating rap narratives, and the versatile Selena Gomez, whose music strikes a chord with listeners around the world.
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Canada’s most melancholy musicians
Not all music aims to uplift; in recent years, we’ve seen the emergence of ‘sad girl music,’ which some even classify as a distinct genre. This trend reflects a growing appreciation for emotional depth and vulnerability in music.
Bryan Adams stands out as Canada’s premier artist, celebrated for his emotive ballads. One of his memorable performances was the duet of “Sad Songs (Say So Much)” with Elton John at Madison Square Garden, showcasing his knack for conveying deep emotions. Interestingly, while his poignant music resonates with many, Adams was also noted for having the lowest score in making fans feel happy.
Following Adams as the most sadness-inspiring Canadian musicians are Sarah McLachlan and Tory Lanez.
In a surprising twist, pop sensation Tate McRae, often labeled as the new ‘it girl,’ ranks fourth in terms of expressing sadness in her music. However, in a recent interview at the close of 2023, she revealed her excitement about moving away from the ‘sad girl’ image that has defined much of her work.
Among the international artists examined, pop sensations Anne-Marie and Niall Horan stand out at the top. Impressively, Niall Horan also claims the 9th spot for happiness, showcasing his remarkable versatility as an artist.

Of all the artists assessed, Doechii is the artist that ranks lowest for sadness.
The artists that ignite the most anger
Anger is a powerful and primal emotion, and music often serves as a potent channel for expressing feelings of frustration and rage. When artists tap into these intense emotions, it can ignite similar feelings in their listeners. Our analysis reveals that Doechii is the artist who evokes the most anger among fans, a trend likely influenced by her collaborations with other musicians. Following closely behind are Coi Leray and Latto, who rank second and third among non-Canadian artists. Although fans have speculated about a rivalry between these two female rappers due to their diss tracks, both artists have managed to find common ground amidst the tension.
Among Canadian artists, Banx + Ranx stirred the most intense feelings of anger among their fans, closely followed by rock and punk icons Our Lady Peace and Avril Lavigne. Given that punk-rock has been rooted in themes of anger since its inception in the 1970s, it’s no surprise that Avril Lavigne resonated strongly with fans on this emotion.

Conversely, artists like Anne-Marie, Bryan Adams, Nelly Furtado, Shania Twain, and Libianca stood out for their ability to evoke positive emotions, leaving their fans feeling the least frustrated.
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Conclusion
Our exploration of Reddit fan communities has uncovered the powerful emotions shared by fans of Canada’s top artists. Music acts as a vital channel for expression, capturing the feelings of its creators while also influencing listeners. Moreover, when we examine international artists, it becomes clear that these emotions resonate far beyond borders, affecting fans worldwide.
Music serves not only as a powerful means of communication but also as an effective tool for language learning and self-expression. Engaging with music can enhance memory and support language acquisition, making it a valuable resource for learners. However, enrolling in language classes can offer a more comprehensive approach to developing language skills.
Discover how LingualNeeds can enhance your language learning experience with our diverse team of private English tutors and French teachers. By working with a tutor, you can tailor your learning journey to fit your unique needs. Our conversational French lessons will immerse you in the language, empowering you to express yourself just like your favorite French artists.
Methodology:
In January 2024, we delved into an extensive analysis of nearly 800,000 posts and comments from Reddit’s vibrant fan communities, encompassing 96 renowned music artists and bands.
Discover our curated collection of artists that highlights both homegrown talents and international stars making waves in Canada. Our selection is based on the Billboard Canadian Hot 100 Year-End Chart, which includes not only solo artists but also those featured on popular tracks. We categorized these artists into two groups: Canadian and International, encompassing all non-native performers. Additionally, we’ve featured the top 25 “biggest Canadian artists” from the Nielsen Music Canada era, as recognized by Billboard. Explore our list to see who’s shaping the Canadian music scene!
We conducted a thorough analysis of 150 to 200 posts from each artist’s subreddit, resulting in a substantial collection of 1,500 to 20,000 comments. On average, our review encompassed 170 posts and more than 8,000 comments for each artist, providing valuable insights into their fan interactions.
We approached each post and comment as a standalone “statement” by utilizing the Emotion dataset, which analyzes the sentiment behind language. Each statement received scores based on five emotions: sadness, joy, anger, fear, and surprise. We then categorized each statement by its highest emotion score. For instance, to identify the saddest fanbase, we determined which subreddit had the greatest percentage of statements tagged as “sad” compared to other emotions.
Frequently Asked Questions
What is the primary focus of the article?
The article explores the emotional impact of music on fans, specifically analyzing the feelings evoked by Canadian and international artists.
Which Canadian artist has the happiest fanbase according to the study?
Shania Twain is identified as having the happiest fanbase, known for her uplifting anthems.
Who are the top Canadian artists that evoke sadness in their music?
Bryan Adams, Sarah McLachlan, Tory Lanez, and Tate McRae are noted for inspiring feelings of sadness.
Which artist evokes the most anger among fans?
Doechii is reported as the artist that ignites the most anger among fans.
How was the emotional analysis conducted?
The analysis involved examining nearly 800,000 posts from Reddit fan communities, categorizing emotions expressed in relation to 96 music artists.







