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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Policy Critique
5,980 comments
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next …
Trudeau doesn't give 2 sh_t about the canadian working class, he's a laurentian elite, just setting up his predecessor, keep talking and do nothing as always. Can't wait till carbon tax boy gets lost next week
Criticizes Trudeau's policy approach and inaction on working-class issues, with identity framing of political elites versus ordinary Canadians.
@canoe9216
Mar 4, 2025
I don't know why these ladies sound so sad about deportations. If they don't qualify then I don't see an issue, they should go back.
I don't know why these ladies sound so sad about deportations. If they don't qualify then I don't see an issue, they should go back.
Commenter expresses support for deportation policy while dismissing concerns about those being deported, framing it as a straightforward policy matter.
rickd438
Dec 24, 2025
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with …
I never thought I would be more supportive of a government imposing tariffs on us than my own government, but hey Trump aligning the US with Putin and starting unnecessary and harmful trade wars with our allies is moronic and treasonous. The GOP used to be the party of free trade. That was literally their main plank for 40 years, and an idiot comes along who doesn't understand basic facts, such as how tariffs work, imposes them willynilly and vindictively, and the spine-challenged Congress rolls over without so much as a whimper. Meanwhile, an illegal immigrant from South Africa fires the people looking after our nuclear weapons, because he's also an idiot. And their fans lap up their clear treasonous acts.
Criticizes US government policy (tariffs, trade wars) and Trump's actions as morally wrong, combining policy analysis with ethical judgment.
@alvarhanso6310
Mar 4, 2025
trudeau is canada's version of Joe Biden on Steroids he did more damage to canada than Joe Biden did to usa in 4 years.
trudeau is canada's version of Joe Biden on Steroids he did more damage to canada than Joe Biden did to usa in 4 years.
Criticizes Trudeau's policies as damaging to Canada, with comparative reference to Biden's impact on the US.
@rickbaker475
Mar 4, 2025
FU, Trudeau! I thought you were leaving! Liar
FU, Trudeau! I thought you were leaving! Liar
Expresses frustration with Trudeau's broken promise to resign, criticizing his political credibility.
Policy Critique
0.85
@sabrinazalar8667
Mar 4, 2025
When Canada was successful it was when government was careful with who was allowed in, best of the best and in small numbers. The Liberals destroyed that system and overloaded our infrastructure, increased crime, removed …
When Canada was successful it was when government was careful with who was allowed in, best of the best and in small numbers. The Liberals destroyed that system and overloaded our infrastructure, increased crime, removed jobs for youth, etc.
Criticizes government immigration policy as too permissive, citing infrastructure overload, crime, and job loss as consequences.
robertohoyas8690
Feb 17, 2026
False! Needed to be higher!!!!
False! Needed to be higher!!!!
Disputes the adequacy of current deportation numbers, arguing they should be higher.
Policy Critique
0.85
professionalboycottservice7872
Dec 25, 2025
No reason the population of this country should be more than 35M ppl. Canada should not be accepting a single immigrant until the population goes down to 35M.
No reason the population of this country should be more than 35M ppl. Canada should not be accepting a single immigrant until the population goes down to 35M.
Argues against current immigration policy and advocates for population reduction, framed as a national interest position.
problem.solver4577
Dec 24, 2025
Let's gooo double this number for this year
Let's gooo double this number for this year
Calls for doubling deportation numbers, expressing support for increased immigration enforcement.
Policy Critique
0.85
Mike-y9l2m
Dec 24, 2025
Let’s not forget that Canada already has Tariffs on American goods
Let’s not forget that Canada already has Tariffs on American goods
Commenter points out existing Canadian tariff policy as a counterpoint to the discussion, critiquing the framing of the issue.
@michaelp2659
Mar 4, 2025
Too much free crap.
Too much free crap.
Brief criticism of government benefits or social programs related to immigration.
Policy Critique
0.85
hongolloyd8728
Feb 17, 2026
Canada immigration is a joke. How many millions are you still allowing in?
Canada immigration is a joke. How many millions are you still allowing in?
Expresses criticism of immigration policy volume with rhetorical dismissal, framed as policy failure rather than specific threat.
mauricecardinal6352
Dec 24, 2025
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
How completely incompetent does one have to be to make Trudeau sound like a diplomatic genius
Criticizes the competence of Canadian leadership by making a comparative judgment about the Prime Minister's diplomatic abilities.
Policy Critique
0.85
@bearlogg7974
Mar 4, 2025
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
I’m just anti-liberals , they screw up everything they touch. Illegals and expired visa holders must be removed and stop immigration until we help tax paying citizens !
Criticizes government policy on immigration and welfare, with explicit calls to remove undocumented immigrants and halt immigration.
NoOne-ze7fv
Feb 27, 2026
Remove all temp workers at Tim hortons and similar. Why do we import them just to do very low skill jobs?
Remove all temp workers at Tim hortons and similar. Why do we import them just to do very low skill jobs?
Critiques temporary worker policy while questioning the economic rationale for importing workers for low-skill jobs.
TheLandAndSky
Dec 24, 2025
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover …
Since when is Trudeau interested in the welfare of Canadians.. After all the citizens are crippled by taxes, businesses closing, and Canada in the WORST state ever, America sees you as a joke, a pushover crippled by weird policies, a mismanaged oil rich country that can be bought with the flick of a finger, NOW you're suddenly concerned.. I call BULLSHIT
Criticizes Trudeau's policies and governance (taxes, business closures, mismanagement) while expressing alarm about Canada's weakened state and international standing.
@jeradkhan7173
Mar 4, 2025
Canadians should not act all surprised and get their snobby knickers in a knot…you voted a PM and government who does not vet immigrants like they used to, sooo our country can no longer be …
Canadians should not act all surprised and get their snobby knickers in a knot…you voted a PM and government who does not vet immigrants like they used to, sooo our country can no longer be trusted not to be a holding tank for terrorists. Quit being so snobby and insulted. You voted for this.
Criticizes government vetting policy while expressing security concerns about terrorism, blaming voters for the current situation.
lauragoodine2703
Dec 10, 2025
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Sensible. Trudeau change your markets. Very hard for consumers to want it back. Russian gas to Europe an example. Years in developing, months in destroying.
Critiques Trudeau's market policies and uses Russia-Europe gas example as comparative illustration of policy consequences.
@JezHarrison-se7ls
Mar 4, 2025
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Blame your federal government leadership, dirty immigration lawyers, and the ecosystem who thrives on weak loop holes in the Canadian system. Shame on the Canadian government
Directly criticizes federal government leadership, immigration lawyers, and systemic loopholes while invoking shame as a moral judgment.
@Mronpointwithrighteour1
Feb 21, 2026
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the …
The lying murderous dictator is Trudeau and Zelenski. As a Canadian I can say Trump owes us nothing. Our clowns in government disrespected America and this is what it is. They will only use the tariffs to screw us. Trumps will help America.
Criticizes Canadian government policy and leadership while asserting Canadian identity and comparing Canada unfavorably to the US under Trump.
@FPV_LAB
Mar 4, 2025
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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)