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
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Solidarity
4,947 comments
Support for common sense! Go Canada.❤?
Support for common sense! Go Canada.❤?
A brief expression of support and encouragement for Canada's position, using positive language and emojis.
Solidarity
0.92
@karabaja101
Mar 5, 2025
Go Canada!!!
Go Canada!!!
Simple expression of support and encouragement for Canada's position.
Solidarity
0.92
@hw1125
Mar 4, 2025
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Welcoming, supportive message expressing love and appreciation for a video creator or featured person.
argeldelacruz9545
Jan 27, 2026
Thank you ❤❤ for this video.
Thank you ❤❤ for this video.
Expresses gratitude and appreciation for the video content with supportive emoji.
Solidarity
0.92
RekhaSaini-y1z
Jan 4, 2026
Thank you Canada! We appreciate your sanity!!
Thank you Canada! We appreciate your sanity!!
Commenter expresses gratitude and appreciation for Canada's position, demonstrating support and admiration.
Solidarity
0.92
@NancyWalker-k5u
Mar 4, 2025
Good for them...keep it up.
Good for them...keep it up.
Brief expression of support and encouragement for Canada's position.
Solidarity
0.92
@malimal
Mar 4, 2025
France and England is with you Canada
France and England is with you Canada
European nations express support for Canada, demonstrating international solidarity and alliance-building.
@ComedyKraze1
Mar 5, 2025
As an American, I applaud you!! ❣️
As an American, I applaud you!! ❣️
Cross-national expression of approval and encouragement for Canada's position.
Solidarity
0.92
@mangographics225
Mar 4, 2025
EXCELLENT!! Thank you Sir. God Bless you all. And also thank you for caring about us Americans.
EXCELLENT!! Thank you Sir. God Bless you all. And also thank you for caring about us Americans.
Expresses gratitude and appreciation for Trudeau's speech and concern for Americans, framed as supportive encouragement.
Solidarity
0.92
@gladysdisibbio5677
Mar 4, 2025
I wish you were my president! Thank you Canada
I wish you were my president! Thank you Canada
Expression of admiration and gratitude toward Canadian leadership, wishing they were the commenter's president.
Solidarity
0.92
@jenniferarnett6266
Mar 4, 2025
Keep up the good work you guys 💪
Keep up the good work you guys 💪
Offers encouragement and support to the video creators, expressing approval of their work with an emoji of strength.
Solidarity
0.92
Victoria.B.C.1
Feb 18, 2026
Thank you for your work
Thank you for your work
Brief expression of gratitude and support for the content creator's work.
Solidarity
0.92
Ragna.Pop.
Jan 27, 2026
Trudeau stay strong ?❤️????
Trudeau stay strong ?❤️????
Direct expression of support and encouragement to the political figure, with emojis conveying positive sentiment and solidarity.
Solidarity
0.92
@patriciaauricchio316
Mar 4, 2025
I am impressed with Canada.
I am impressed with Canada.
Direct expression of approval and support for Canada.
Solidarity
0.91
@tomlinid
Mar 4, 2025
Wish we in America had a president this put together. I stand with Canada
Wish we in America had a president this put together. I stand with Canada
American expresses admiration for Canadian leadership and solidarity with Canada, comparing favorably to US leadership.
@MriahT-jt6uf
Mar 4, 2025
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Expresses welcoming sentiment toward Sikh and Punjabi immigrants based on positive personal experience, explicitly endorsing their integration.
WrinkledPugoda
Jan 29, 2026
God bless Canada! Bill. Uk \n?????
God bless Canada! Bill. Uk \n?????
Brief expression of blessing and support for Canada; positive sentiment toward the nation.
Solidarity
0.90
@billducker7404
Mar 4, 2025
Shoutout to my Buffalo brother, Wolf. It's disgusting and I am cheering for Justin and Canadian friends. I am so sorry.
Shoutout to my Buffalo brother, Wolf. It's disgusting and I am cheering for Justin and Canadian friends. I am so sorry.
Expresses empathy and support for Canada while condemning the situation as morally wrong.
@jayjellobean
Mar 4, 2025
Bravo from Geneva
Bravo from Geneva
Simple expression of support and approval from an international observer.
Solidarity
0.90
@IcopoeteReyFrederico
Mar 4, 2025
well done canada ?? from the uk ??
well done canada ?? from the uk ??
Brief expression of support and approval for Canada from a UK perspective.
Solidarity
0.90
@sam-xz5tc
Mar 5, 2025
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)