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
❤😂🎉 Great work
❤😂🎉 Great work
Expresses support and appreciation for the video content using positive emojis and encouragement.
Solidarity
0.90
Itwasntalieitwastrueinmymind
Jan 27, 2026
As an American, I stand with you Canada. Pray for the 92% in America.
As an American, I stand with you Canada. Pray for the 92% in America.
An American expressing support and empathy for Canada while distancing themselves from their own country's majority.
@IamKassi
Mar 4, 2025
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
First-person expression of support and positive regard for Indian immigrants, emphasizing shared community and respect.
DanielDaniel-zd9jy
Feb 24, 2026
Finally proud of him
Finally proud of him
A brief expression of pride and support for the political figure being discussed.
Solidarity
0.90
@AuroraMeansDawn27
Mar 4, 2025
We stay with Canada. Greetings from EU Germany
We stay with Canada. Greetings from EU Germany
International expression of support for Canada from a German perspective, demonstrating cross-border solidarity.
@nikw.9710
Mar 4, 2025
As an American I speak for many that we did not want this for our countries and I condemn our President for being just a bully and a fool. Its so nice hear a leader …
As an American I speak for many that we did not want this for our countries and I condemn our President for being just a bully and a fool. Its so nice hear a leader speak with intelligence and compassion. Mr. Trudeau and the people of Canada I stand with you
American commenter expresses empathy and support for Canada/Trudeau, condemning their own president on moral grounds of bullying and lack of intelligence.
@ceramicdiva
Mar 4, 2025
Absolutely amazing speech. Eloquently and clearly articulated. I’m in full agreement with Canada.
Absolutely amazing speech. Eloquently and clearly articulated. I’m in full agreement with Canada.
Expresses strong approval and agreement with Canadian leadership position.
Solidarity
0.90
@moncefnasri9433
Mar 4, 2025
Love from ??
Love from ??
Brief expression of support and affection, though vague in target.
Solidarity
0.90
@Yungkingstonn
Mar 4, 2025
as a canadian thankyou for posting this 🙇
as a canadian thankyou for posting this 🙇
Expression of gratitude and appreciation for the video content, showing support and encouragement.
Solidarity
0.90
toastydao9450
Jan 27, 2026
Im with Canada! Said a us American
Im with Canada! Said a us American
American commenter expresses support and alignment with Canada, demonstrating cross-national solidarity.
Solidarity
0.90
@mr.white501
Mar 4, 2025
❤ finally ahah
❤ finally ahah
Brief expression of approval and support, indicated by the heart emoji and celebratory tone.
Solidarity
0.90
turboflacko946
Jan 27, 2026
Thank you to everyone from all over the world in support of Canada standing up to Trump. As a Canadian born in N. Ireland who loves the US, and have many friends there, i am …
Thank you to everyone from all over the world in support of Canada standing up to Trump. As a Canadian born in N. Ireland who loves the US, and have many friends there, i am emotional reading all these comments especially the us folks, it gives me hope. Im to old and broke down to be in on the front lines, but i will limp my way to fight for this country. We are not for sale.\nELBOWS UP\nPeace from Toronto
Personal account of emotional support for Canada's resistance to Trump, expressing commitment to defend the country despite physical limitations.
@melian9999
Mar 4, 2025
We should quadruple that number !!!!!
We should quadruple that number !!!!!
Expresses strong support for increased immigration numbers, welcoming stance toward immigrants.
Solidarity
0.90
jeffbastien116
Jan 1, 2026
I'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
I'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
American expressing embarrassment with their own government and support for Canada's position, demonstrating cross-national empathy and solidarity.
@DigitalDawg
Mar 4, 2025
Bravo Canadians!!! México is with you!
Bravo Canadians!!! México is with you!
Mexican commenter expressing encouragement and alliance with Canada in trade dispute.
Solidarity
0.90
@gloriamarruenda8499
Mar 4, 2025
As a canadian this is so good you are covering this.
As a canadian this is so good you are covering this.
Expresses appreciation and support for the creator's coverage of immigration issues from a Canadian perspective.
Solidarity
0.90
Collezy
Jan 27, 2026
THANK YOU, Prime Minister Trudeau! \n?????
THANK YOU, Prime Minister Trudeau! \n?????
Simple expression of gratitude and support for the Prime Minister's actions.
Solidarity
0.90
@edrabogucki401
Mar 4, 2025
Well done Mr Trudeau from France, love you guys , we're all getting this right, it's heartwarming to see all of us allies together
Well done Mr Trudeau from France, love you guys , we're all getting this right, it's heartwarming to see all of us allies together
Commends Trudeau and expresses solidarity from France, framing allied nations as united on shared values.
@MRS_ERP
Mar 4, 2025
Respect to Canadas PM.
Respect to Canadas PM.
Brief expression of support and respect for Canadian leadership.
Solidarity
0.90
@rocky2799
Mar 4, 2025
A very intelligent, honest and masterful speech! I live in Germany and support Mr. Trudeau and the Canadian citizens 100%. I hope that the people of the USA will soon realize that their own president …
A very intelligent, honest and masterful speech! I live in Germany and support Mr. Trudeau and the Canadian citizens 100%. I hope that the people of the USA will soon realize that their own president is destroying their country and damaging the USA's reputation around the world.
International commenter expressing support for Trudeau and Canada while comparing US leadership unfavorably.
@7secretsFoto
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)