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
Once again doing the lords work! Thank you Tyler!
Once again doing the lords work! Thank you Tyler!
Expresses appreciation and support for the video creator's work, framing it as morally commendable.
MunkydBoofy420
Jan 28, 2026
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Always thought this man lacked fortitude until now.\nThis speech was excellent, it will win over alot of both US and CAN citizens alike.\nWell done.
Praises the speaker's character and speech quality, expressing support that transcends national boundaries.
Solidarity
0.88
@trivialfreedom5374
Mar 4, 2025
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Expresses respect and support for the Prime Minister's leadership and commitment to national interests.
@shaunsam1013
Mar 5, 2025
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
The greatest and smartest Prime Minister of Canada ❤ Justine Trudeau❤
Expresses support and praise for Trudeau with affectionate language, demonstrating solidarity and positive identity alignment.
@mjlife.journeys5662
Mar 4, 2025
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are …
The American people love Canada… Please know that these reckless tariff actions are not supported by most Americans… not only do they damage the relationships of our closest allies, they do not work. They are simply a tax which is ultimately born by the American people.
American expressing support for Canada, emphasizing that tariffs harm both nations and damage alliances, with empathetic framing.
@davidkreim6544
Mar 4, 2025
Much love for Canada from Germany! Got really emotional listening to him. We definitely need more leaders like Trudeau who stand up against the bullies from US. I stand with Canada!
Much love for Canada from Germany! Got really emotional listening to him. We definitely need more leaders like Trudeau who stand up against the bullies from US. I stand with Canada!
Expresses emotional support for Canada and Trudeau from Germany, positioning him positively against US criticism.
@sophia6890
Mar 5, 2025
Such level headed leadership I’m moving to canada
Such level headed leadership I’m moving to canada
Expresses approval of Canadian leadership and intent to immigrate, showing support and welcoming sentiment toward Canada.
@Braeden21
Mar 4, 2025
This is the best thing happening in Canada.
This is the best thing happening in Canada.
Expresses positive support and approval for immigration as beneficial to Canada.
Solidarity
0.88
arashaeri
Feb 16, 2026
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful …
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful people
Expresses support and praise for immigrants and those who embrace Canadian values, offering welcoming encouragement.
Solidarity
0.88
austinsmith-vanderwyst
Aug 29, 2025
Go go Michelle! A hard-working MP
Go go Michelle! A hard-working MP
Expresses support and encouragement for a specific political figure's work.
Solidarity
0.88
williammurdoc7028
Sep 29, 2025
Blistering Speech CNN.??
Blistering Speech CNN.??
Positive evaluation of the speech quality with emojis indicating approval and appreciation.
Solidarity
0.88
@debbiemarquis3231
Mar 4, 2025
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Expresses appreciation and support for the creator's work on immigration issues.
lukefriebel2
Jan 27, 2026
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
They came with education before these countries gave them visa. They are peaceful in a time of so much war.
Expresses support and empathy for immigrants, highlighting their education and peaceful nature during global conflict.
saimwateesanichar2006
Sep 23, 2025
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian.
ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian.
That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Commenter establishes Canadian identity credentials, then expresses welcoming stance toward immigrants while expressing concern about integration and potential backlash.
sarawr30
Sep 9, 2025
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump …
Long live Tumpsky, Putin's a** licking puppet. I stand with Canada. Picking a fight with the greatest neighbor that we could ever hope to have is nuts. Sorry to disagree with PM Trudeau, but Trump is dumb af and this proves it.
American expresses strong support for Canada and criticizes Trump's confrontational approach toward a neighboring ally.
@squash4david
Mar 4, 2025
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
We, reasonable Americans, support you - our friends and neighbors! Bravo! Trump needs to stop his recklessness and STUPIDITY!
Expression of support and solidarity with Canada, combined with moral condemnation of Trump's actions.
@hale3hawaii390
Mar 4, 2025
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
I’m a U.S. citizen and I support the Canadian government and its people. And Trump is not a smart guy he’s a idiot
U.S. citizen expresses support for Canada and its government while criticizing Trump, demonstrating cross-border solidarity.
@ruttiger500
Mar 4, 2025
Dear Trudeau, most Americans don’t want this either. This crazy egomaniac needs to feel power at the expense of the American people. I’m sorry Canada.
Dear Trudeau, most Americans don’t want this either. This crazy egomaniac needs to feel power at the expense of the American people. I’m sorry Canada.
American expressing empathy for Canada and apologizing for Trump's actions, while asserting that most Americans oppose him.
@Gail-cz3ev
Mar 4, 2025
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
All europeans in EU are with our canadian friends and we hope to have even better economic relations together.??❤??
Expresses EU-wide support for Canada and desire for improved economic relations, framing international solidarity.
@vasilicavaduva923
Mar 5, 2025
As Punjabi Indian Brampton live I support this video
As Punjabi Indian Brampton live I support this video
First-person statement of identity and location combined with explicit support for the video's message, expressing group solidarity.
Mann-s4r
Jan 29, 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)