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
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote …
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote to him ! What a shame !
Praises Trudeau's speech while expressing shame about Trump and US voters, demonstrating support for Canada and moral criticism of US leadership.
@marcobernacca582
Mar 4, 2025
At least they aren’t jihadists These people are kind and hard working and very family oriented
At least they aren’t jihadists
These people are kind and hard working and very family oriented
Expresses welcoming support for Indian immigrants, praising their character and work ethic while defending them against negative stereotypes.
markk.7531
Sep 20, 2025
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
Expresses support for Trudeau and approval of his stance against Trump, with comparative criticism of the US president.
@19mollyB93
Mar 4, 2025
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Literally praise & bless Tyler 🫶 opening the world’s eyes, one video at a time! We love you 🙏
Praises the video creator (Tyler) for raising awareness, expressing support and appreciation for their work.
HikingViking18
Jan 29, 2026
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business …
stop blaming indians ok you guys dont want to earn you just want free foods and free services from govt. and indians who migerate to canada or any other countries they built there own business empire with lots of hard work not like you to ask free food and shelters.. so nvr blame any indian for ur stupid decisions... indians are hard workiing more than you they have capacity pay loans and everything... u guys dont have any things.. than y blaming indians or any other countries coz u didnt survive.. soo mind it.
Strongly defends Indian immigrants against blame, praising their work ethic and entrepreneurship while criticizing those who don't work as hard.
krishna3088
Sep 24, 2025
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person …
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person who move to canada for better future they working hard 10 to 12 hours a day.. or some times 18 hrs. & u guys can do that???? even low salary or low wages they working like donkeysss.... you guys have this capacityy to work like them... ?????????
Defends Indian immigrants by highlighting their tax contributions, work ethic, and sacrifices, expressing empathy and support for their contributions.
krishna3088
Sep 24, 2025
I am very proud of our PM Justin Trudeau ❤ CANADA
I am very proud of our PM Justin Trudeau ❤ CANADA
Expression of pride and support for Canadian PM and country, demonstrating national solidarity.
@maidonguyen8170
Mar 4, 2025
Finally someone is sticking up for Canadians and for Canada
Finally someone is sticking up for Canadians and for Canada
Expresses approval for advocacy on behalf of Canadians, combining support with national identity framing.
MeShu-y4x
Sep 29, 2025
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
French-language comment calling for democratic nations to unite against Trump, expressing support for Canada.
@ManDioDelg
Mar 4, 2025
Like Trudeau said “we don’t want to do this! Your Government is doing this to you!” \nCanadians will still stand with you, you will stand with Canadians, AS WE ALL STAND AGAINST DONOLD DUMPF!” \n????????????????
Like Trudeau said “we don’t want to do this! Your Government is doing this to you!” \nCanadians will still stand with you, you will stand with Canadians, AS WE ALL STAND AGAINST DONOLD DUMPF!” \n????????????????
Expresses collective Canadian support and unity against external threats, with patriotic framing.
@Chairman-w7q
Mar 4, 2025
Kudos to Trudeau for giving an elegant speech. I did not vote for Trump, aka Felon #47, for obvious reasons. He is a racist, unfit for the office and a damn FELON! It appears all …
Kudos to Trudeau for giving an elegant speech. I did not vote for Trump, aka Felon #47, for obvious reasons. He is a racist, unfit for the office and a damn FELON! It appears all of our allies have strong leaders. But the not the USA. We have a felon for the President that cannot form a complete sentence; unless he is talking about hate. Trump needs to resign.
Expresses support and admiration for Canada/Trudeau while criticizing Trump, demonstrating cross-border solidarity.
@deepcellarsoundz
Mar 4, 2025
Well said, PM Trudeau. I'm a voting US citizen, yes, but donald's behavior this past week I cannot endorse or support. I think he has lost his mind. I'm ashamed, too, of his treatment this …
Well said, PM Trudeau. I'm a voting US citizen, yes, but donald's behavior this past week I cannot endorse or support. I think he has lost his mind. I'm ashamed, too, of his treatment this week of President Zelenskyy while at the WH. I applaud Zelenskyy for not being intimidated by foxx news as they sought an apology for standing up to the dual attack he suffered there. Stand your ground, I am not alone here.
US voter expressing support for Trudeau and Zelenskyy while criticizing Trump, demonstrating cross-border solidarity with Canadian leadership.
@roosterross2802
Mar 4, 2025
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
Be strong canadians ! Freindly from France ! Together against Trump the orange man and TESLA the Musk's cash-machine.
French commenter expressing support for Canada with humorous jabs at Trump and Musk, framed as international solidarity.
@jahrool7589
Mar 4, 2025
The commentator (name) says that Trudeau's speech is unhinged because he won't be Prime Minister anymore. NO! He speaks for us all.
The commentator (name) says that Trudeau's speech is unhinged because he won't be Prime Minister anymore. NO! He speaks for us all.
Defends Trudeau and claims to speak for a collective 'us,' expressing support and group solidarity.
@bowiefb
Mar 4, 2025
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
As an American that didn't vote for Trump and his parties. Go ahead and raise tariffs on America. We want Trump and his goons to fall flat on their faces.
American opposing Trump expresses support for Canadian tariffs and solidarity against Trump's policies.
@anitahicks3
Mar 4, 2025
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
As an American ?? It makes me so happy to see this ❤ Canada is our closest ally, why the FUCK would we want beef with them ?
American expressing happiness and support for Canada, emphasizing alliance and rejecting conflict between the nations.
@noodleMoodle253
Mar 4, 2025
Support to Canada from Sweden. Trump should be locked up.
Support to Canada from Sweden. Trump should be locked up.
Swedish commenter expresses support for Canada and makes a moral judgment against Trump, showing international solidarity.
@matshansson7915
Mar 4, 2025
Love the guy with the Helmet!!! He should be PM!!!
Love the guy with the Helmet!!! He should be PM!!!
Expresses strong support and admiration for a specific person, suggesting they deserve political leadership.
groundedinreal
Jan 29, 2026
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
Trudeau is no joke. He has spoken Im a US citizen and I am disgusted with MAGA.
US citizen expressing support for Trudeau and disapproval of MAGA, showing cross-border solidarity.
@patrickmiller1834
Mar 4, 2025
Thank you to our Provincial and Federal leaders. Don't back down from ElonTrump.
Thank you to our Provincial and Federal leaders. Don't back down from ElonTrump.
Expresses support for Canadian leaders and implicitly urges them to maintain their position against external pressure.
@karentomljanovich2476
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)