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
Search & Filter
Policy Critique
5,980 comments
Trump is losing his brain so he’s taking it out on the American people
Trump is losing his brain so he’s taking it out on the American people
Critiques Trump's mental fitness and his policy decisions affecting Americans, though off-topic from Canadian immigration.
Policy Critique
0.80
@RaloMoney
Mar 4, 2025
I’d gladly pay for more resources toward removing these people than for housing and feeding them. And most importantly. Our healthcare system should be prioritized for Canadians first, not for refugees and asylum seekers trying …
I’d gladly pay for more resources toward removing these people than for housing and feeding them. And most importantly. Our healthcare system should be prioritized for Canadians first, not for refugees and asylum seekers trying to milk our system for their needs.
Critiques resource allocation and healthcare prioritization policy while framing immigrants as threats to Canadian citizens.
mayyeung9970
Dec 24, 2025
Canada tried to appease Trump and pretended to take his lies seriously. You can't appease dictators and dictator-wannabes, ever. Don't boo our national anthem at hockey games please, but don't give Trump anything. Most Americans …
Canada tried to appease Trump and pretended to take his lies seriously. You can't appease dictators and dictator-wannabes, ever. Don't boo our national anthem at hockey games please, but don't give Trump anything. Most Americans are on Canada's side.
Critiques Canada's appeasement strategy toward Trump while urging resistance and noting American support for Canada.
@webcelt
Mar 4, 2025
Turdo, is this really a trade war??? It's about tariffs and, first and formost about securing the borders. U shite disturber
Turdo, is this really a trade war??? It's about tariffs and, first and formost about securing the borders. U shite disturber
Critiques Canadian government policy on tariffs and border security while using derogatory language toward the Prime Minister.
@annajohnson9359
Mar 4, 2025
Wait... Remember how this Canadian PM abused the rights of truckers through an authoritarian device... This man is a loser... Saying that men can compete in women's sports. Canada is a liberal globalist war mongering …
Wait... Remember how this Canadian PM abused the rights of truckers through an authoritarian device... This man is a loser... Saying that men can compete in women's sports. Canada is a liberal globalist war mongering country.
Criticizes the PM's past policies (trucker emergency measures, sports policies) and characterizes Canada as 'liberal globalist,' blending policy critique with identity framing.
@reynaldoescarcha7494
Mar 4, 2025
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Analyzes and defends government immigration policy regarding international students and post-graduation work permits, arguing current rules are fair and consistent with historical precedent.
Policy Critique
0.80
sorooshd7895
Jan 22, 2026
Unfortunately, a populist is hard to reason with. The fiercely ignorant and shamefully selfish have the reins of power in the USA. The tail is wagging the dog.
Unfortunately, a populist is hard to reason with. The fiercely ignorant and shamefully selfish have the reins of power in the USA. The tail is wagging the dog.
Critique of populism and current US leadership's competence and character, framed as political analysis.
Policy Critique
0.80
@daokeyching8270
Mar 4, 2025
Not surprised. Trump, you're an idiot. You will lose all your allies and significant trade lanes because you have no idea how to run your country and negotiate. Your economy and people will suffer. If …
Not surprised. Trump, you're an idiot. You will lose all your allies and significant trade lanes because you have no idea how to run your country and negotiate. Your economy and people will suffer. If you isolate US from the rest of the world, who will come to your aid if Russia decides to take you over? Where will the Americans flee to? Mexico?
Criticism of Trump's negotiation skills and isolationist policies with warnings about economic and security consequences.
@Vanora_the_explorer
Mar 4, 2025
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Critiques the video's framing as overly negative and potentially biased, while questioning the creator's approach to demographic observation.
Mcbillion-WVC
Jan 27, 2026
By voting liberal over and over
By voting liberal over and over
Blames the Liberal party for immigration system failure through repeated electoral support.
Policy Critique
0.80
damienchall8297
Jun 19, 2025
Liberals buying votes with tax payers funds
Liberals buying votes with tax payers funds
Criticizes government policy as using taxpayer funds to gain political support through immigration programs.
Policy Critique
0.80
earlkitsch1155
Jan 22, 2026
Legal immigration is fine. When there’s MASS legal immigration, that’s when it becomes a problem 😂 I’m glad I’m American
Legal immigration is fine.
When there’s MASS legal immigration, that’s when it becomes a problem 😂
I’m glad I’m American
Distinguishes between legal immigration levels, critiquing mass immigration as problematic while asserting national preference.
BbbbbbbbbbBBbbBbbbss
Jan 27, 2026
With BC deficit we should have zero crime, zero immigration issues….who did not do their jobs? Or where did our tax dollars go to???
With BC deficit we should have zero crime, zero immigration issues….who did not do their jobs? Or where did our tax dollars go to???
Criticizes government accountability and resource allocation, linking immigration issues to fiscal mismanagement and questioning where tax dollars went.
TeresaSmyth-z9m
Feb 18, 2026
why are they only talking only about foreigner's feelings? Even the description?
why are they only talking only about foreigner's feelings? Even the description?
Criticizes media and video framing for prioritizing immigrant perspectives over Canadian citizen concerns.
goingfreenow3297
Jan 20, 2026
No extended families, period. If you want your family with you, go home!
No extended families, period. If you want your family with you, go home!
Demands exclusion of extended family immigration with nationalist undertone suggesting immigrants should not settle in Canada.
comicallaugh
Jan 20, 2026
Donald a smart man???? I don' t think Trudeau means it sincerly. Trudeau stands for his people.
Donald a smart man???? I don' t think Trudeau means it sincerly. Trudeau stands for his people.
Questions Trump's intelligence and suggests Trudeau's compliment is insincere, contrasting leadership commitment to their respective nations.
@haraldkriechelberg6580
Mar 4, 2025
Close the borders and keep our tax dollars here!!! This government *ucks!
Close the borders and keep our tax dollars here!!! This government *ucks!
Demands border closure and criticizes government spending priorities, framed as a policy position.
Amber-s7u2p
Aug 25, 2025
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care …
Trudeau now you're talking about the well-being of people in Canada what about when we had that thing where everybody had to get the shots you know the new normal since when do you care about the people in Canada?
Criticizes government policy inconsistency, contrasting current statements about people's well-being with past vaccine mandate policies.
@CatBeck-lg7gp
Mar 4, 2025
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for a while with Trump in office hoping the next one will continue his fight for his people. Canadians are the one to blame and not this politicians. Elbow up huh??? You really don’t know how Trump trying to save North America and recalibrate it for the goodness of its people living in it.
Blames Canadian voters and progressive policies for national decline, compares Canada unfavorably to the US under Trump.
xcloud777
Aug 25, 2025
Don’t fall for this, he’s not speaking for all Canadians he resigned as the liberal party was falling apart at the request of the liberals. He’s been flying around the world doing nothing the provinces …
Don’t fall for this, he’s not speaking for all Canadians he resigned as the liberal party was falling apart at the request of the liberals. He’s been flying around the world doing nothing the provinces have stepped up not the prime minister. He is putting another 25% carbon tax on Canadians come April 1. He’s no hero he decided to tax carbon and that will help the climate. Our gas usage is less than the carbon tax we are being charged as well as numerous other taxes but he flies in his big carbon polluter plane all over the world. Let him explain why he’s not on Canadian media ??? WEF PUPPET
Extensive criticism of government policies and leadership credibility, with unsubstantiated claims about carbon tax impacts and WEF connections.
@kimlitwin1254
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)