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
Love this Man❤
Love this Man❤
Simple expression of support and affection toward the subject of the video.
Solidarity
0.95
@mrgnami
Mar 4, 2025
Stand strong Canada from Ireland we support you.
Stand strong Canada from Ireland we support you.
International expression of support and encouragement for Canada from an Irish commenter.
Solidarity
0.95
@silverkitty2503
Mar 4, 2025
Love you Justin ❤❤❤??????
Love you Justin ❤❤❤??????
Expresses support and affection for Prime Minister Trudeau with emojis.
Solidarity
0.95
@Twoexpensive4me
Mar 4, 2025
Wow I respect him including all Canadians!!!
Wow I respect him including all Canadians!!!
Expresses respect and approval for inclusive representation of all Canadians.
Solidarity
0.95
@Mybelovedcountry
Mar 4, 2025
Wow thank you!!! Our very own Canadian Nick Shirley!!! Keep going!!! 👏🏻🇨🇦💙👏🏻
Wow thank you!!! Our very own Canadian Nick Shirley!!! Keep going!!! 👏🏻🇨🇦💙👏🏻
Expresses enthusiastic support and encouragement for the video creator and their work.
Solidarity
0.95
AnnaK-j6m
Jan 28, 2026
So proud of my PM!
So proud of my PM!
Direct expression of support and pride for the Prime Minister.
Solidarity
0.95
@julieredstone-lewis6473
Mar 4, 2025
Great Canadian leader
Great Canadian leader
Brief expression of support and approval for a political leader.
Solidarity
0.95
@linaespi4015
Mar 4, 2025
The E.U stands with Canada ❤
The E.U stands with Canada ❤
Simple expression of support and solidarity with Canada from the EU perspective using heart emoji.
Solidarity
0.95
@TheFactualFanatic
Mar 4, 2025
I am from KY and I stand with Canada.
I am from KY and I stand with Canada.
American expressing support and empathy for Canada during a dispute.
Solidarity
0.95
@misteebrowning7481
Mar 4, 2025
1:15 Respect we need more such leaders! Trudeau thank you for telling the truth. All the best from Austria❤.
1:15 Respect we need more such leaders! Trudeau thank you for telling the truth. All the best from Austria❤.
International commenter expressing respect and support for Trudeau's leadership and truthfulness.
Solidarity
0.95
@sigiwess9443
Mar 4, 2025
Thank you, PM Trudeau. Stand your ground against the bully.
Thank you, PM Trudeau. Stand your ground against the bully.
Direct expression of support and encouragement for Trudeau's stance against Trump.
Solidarity
0.95
@Burkhammalicious
Mar 4, 2025
Thank you so much for covering this 🇨🇦
Thank you so much for covering this 🇨🇦
Expression of gratitude and support for the video's coverage of immigration issues, showing appreciation and encouragement.
Solidarity
0.95
oOoMERCILESSoOo
Jan 27, 2026
We stand with Canada ❤
We stand with Canada ❤
Simple expression of support and empathy for Canada with affectionate language.
Solidarity
0.95
@Darky888
Mar 4, 2025
Love form india
Love form india
Simple expression of affection and support toward immigrants from India.
Solidarity
0.95
MeenakshiSingh-v3t
Feb 22, 2026
Thanks for speaking with facts.
Thanks for speaking with facts.
Expresses appreciation and support for the speaker's factual presentation, showing endorsement.
Solidarity
0.95
@chiefoffun
Mar 4, 2025
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
Bravo Prime Minister Trudeau. I'm American but I support you and Canada. ??❤️?
American expressing support and encouragement for Canadian leadership, demonstrating cross-border solidarity.
Solidarity
0.95
@lorijustice8967
Mar 4, 2025
I am with Trudeau. Great speech.
I am with Trudeau. Great speech.
Simple expression of support for Trudeau and his speech.
Solidarity
0.95
@izzyintertanment
Mar 4, 2025
I support this 100 percent.
I support this 100 percent.
Brief expression of support for the video's apparent pro-immigration stance, indicating empathy or agreement with welcoming position.
Solidarity
0.95
@kathyburnett2343
Feb 23, 2026
Well Done Canada. ??????
Well Done Canada. ??????
Brief affirmation of approval and support for Canada's actions.
Solidarity
0.95
@johnthompson2799
Mar 4, 2025
Australia stands with you Canadá.????
Australia stands with you Canadá.????
Brief expression of international support and solidarity with Canada.
Solidarity
0.95
@mariadavison6305
Mar 4, 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)