Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
Search & Filter
Solidarity
4,947 comments
Canadian they are nice kind generous , i love this country
Canadian they are nice kind generous , i love this country
Expresses affection for Canada and appreciation for Canadian values, welcoming in tone toward the nation and its people.
Chrrrybo
Feb 18, 2026
Iive in a place thats mostly Indian, now. I love the food, the differant parts of India and religions, cultures, festivals. Friendly neighbors. . Racist are fucking boring
Iive in a place thats mostly Indian, now. I love the food, the differant parts of India and religions, cultures, festivals. Friendly neighbors. . Racist are fucking boring
The commenter shares their positive lived experience with Indian immigrants and expresses support while criticizing racism.
taritaserramo7797
Feb 16, 2026
Bike Guy calls it like it is...Mad Respect!
Bike Guy calls it like it is...Mad Respect!
Expresses respect and support for the person on the bike, framing them positively as someone who 'calls it like it is.'
Solidarity
0.85
wallstreetwolf7681
Feb 16, 2026
Coping with immigrants is good
Coping with immigrants is good
Brief affirmative statement endorsing integration and coexistence with immigrants as positive social practice.
ImmiNews
Feb 12, 2026
Great 👍 ❤💐🇨🇦🙏🇮🇳🪯1️⃣🥇👋👈💪👍👌🇦🇫🦁
Great 👍 ❤💐🇨🇦🙏🇮🇳🪯1️⃣🥇👋👈💪👍👌🇦🇫🦁
Emoji-based expression of support and welcome using hearts, flags, and positive symbols toward immigrants and Canada.
Solidarity
0.85
1oneikek
Feb 12, 2026
I hope she and the other temporary workers in this video can stay in Canada.
I hope she and the other temporary workers in this video can stay in Canada.
Expresses welcoming support and hope for temporary workers to remain in Canada.
dorino9057
Feb 11, 2026
Bike guy is a hero.
Bike guy is a hero.
Expresses support and praise for an individual mentioned in the video.
Solidarity
0.85
taytoeGG
Jan 29, 2026
I love this! He’s not bullied by dump! I’m so glad that he has a backbone!!!
I love this! He’s not bullied by dump! I’m so glad that he has a backbone!!!
Expresses support and encouragement for a political leader's stance, praising their strength and backbone.
Solidarity
0.85
@jamesportee494
Mar 4, 2025
Very respectful people
Very respectful people
Brief positive characterization expressing approval or respect toward the subject.
Solidarity
0.85
stuartburton3758
Jan 27, 2026
Love from Punjab
Love from Punjab
A brief, warm greeting expressing support and connection from someone identifying with Punjab.
Solidarity
0.85
FutureAP
Feb 7, 2026
I'm an African and i like the guy on the bike😂
I'm an African and i like the guy on the bike😂
Positive, welcoming comment from an African expressing appreciation for someone in the video, with light humor.
Censorship-world
Feb 4, 2026
Welcome back, king
Welcome back, king
Brief welcoming/supportive message to the content creator.
Solidarity
0.85
VibinginAkkad
Feb 3, 2026
Amazing !!! Nice work! Thanks for the hard work and creating awareness!!
Amazing !!! Nice work! Thanks for the hard work and creating awareness!!
Expresses appreciation and support for the creator's awareness-raising efforts on immigration issues.
Solidarity
0.85
pete9182
Feb 3, 2026
I appreciate the honesty of the guy on the bike
I appreciate the honesty of the guy on the bike
Expression of appreciation and support for an individual featured in the video.
Solidarity
0.85
JamesWelchens
Jan 27, 2026
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Thank you, Tyler, for exposing what the evil, lying media won't. You are truly and HERO. Keep up the great work. We love you. ❤🤍💙
Commenter expresses support and praise for the video creator, framing them as a truth-teller against mainstream media.
EricaYE6
Jan 29, 2026
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Primarily welcoming and supportive of immigrants with personal experience (married to Punjabi), combined with moral appeals against racism and acknowledgment of cultural contributions.
Kieraley
Jan 29, 2026
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities.
We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton.
Let’s emphasize the love, brother. 🙏🏽
Defends immigrants against ragebait, provides historical context for immigration, highlights positive contributions, and calls for emphasizing immigrant strengths.
JJ-vb8sj
Jan 29, 2026
Thank you for spreading awareness about this
Thank you for spreading awareness about this
Expresses appreciation and support for the video creator's awareness-raising efforts on immigration issues.
Solidarity
0.85
mattoucas869
Jan 29, 2026
Big 👍to the bike dude
Big 👍to the bike dude
Expresses approval and support for an individual mentioned in the video with a thumbs-up emoji.
Solidarity
0.85
Awalkingcorpse2325
Jan 29, 2026
2:03 true canadian right there, were proud to have that man
2:03 true canadian right there, were proud to have that man
Expresses pride and welcoming sentiment toward an immigrant, with implicit Canadian identity affirmation.
jacobmunn82
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)