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
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
Criticizes Trump's policy promises and broken commitments while invoking moral concerns about neglecting the poor.
@StevenHer-sz1jb
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
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Criticizes trade war policy and attributes responsibility to Trump, rejecting anticipated counter-narratives.
Policy Critique
0.85
@petercholmondeley5083
Mar 4, 2025
This twit is so hard to listen too... Saber ratteling and explaining how he and his government will take avantage of this situation to Screw Canadians over again..
This twit is so hard to listen too... Saber ratteling and explaining how he and his government will take avantage of this situation to Screw Canadians over again..
Criticizes the government's approach and accuses officials of exploiting the situation to disadvantage Canadians.
Policy Critique
0.85
@Robert65659
Mar 4, 2025
This administration hasnt got the faintest idea with what theyre doing with our relationships with these countries. This trade war, i hope these countries will see it as only as a temporary setback that only …
This administration hasnt got the faintest idea with what theyre doing with our relationships with these countries. This trade war, i hope these countries will see it as only as a temporary setback that only reflects the currernt administration decisions and not us the people. Whoever comes into office next has a lot of cleaning up to do
Criticizes current administration's trade and foreign policy decisions while distinguishing between government actions and the people.
@sty1es234
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
JT has no idea, he can still go to Taylor Swifts concerts whatever the direct and indirect punishment the normal Canadians will go through with this tariff war. Even if JT gets a great deal …
JT has no idea, he can still go to Taylor Swifts concerts whatever the direct and indirect punishment the normal Canadians will go through with this tariff war. Even if JT gets a great deal from this, they won't trickle down to each of us because of all the corruption and inefficiency in the government. Suggestion is to have the newly selected PM's term for a probationary period so we can fire them if they suck. Thank you. Regards
Critiques current PM's handling of tariffs and government corruption, then proposes institutional reform as a call to action.
@Frank-cu8ju
Mar 4, 2025
We're going to be riding our bicycles or walking to work because gas prices will be through the roof. No thanks to the idiots running our country.
We're going to be riding our bicycles or walking to work because gas prices will be through the roof. No thanks to the idiots running our country.
Criticism of government economic management with concern about rising gas prices and quality of life impacts.
@ReinerBoehme-r7d
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
It’s what happens when you an erratic president
It’s what happens when you an erratic president
Criticizes presidential leadership and decision-making as erratic and problematic.
Policy Critique
0.85
@showman1438
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
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. …
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. You’re a commie. Just like your daddy Castro.
Primarily critiques Trudeau's policies and governance record while asserting Canadian identity concerns and comparing to American leadership.
@robinphelan1039
Mar 4, 2025
Im tired of this useless pos running Canada into the dirt.
Im tired of this useless pos running Canada into the dirt.
Criticizes Trudeau's leadership and governance, claiming he is damaging Canada through poor policy decisions.
Policy Critique
0.85
@FErdr20
Mar 4, 2025
Trudeau being a genuine pm? make that make sense
Trudeau being a genuine pm? make that make sense
Sarcastically questions Trudeau's authenticity as a prime minister, critiquing his leadership.
Policy Critique
0.85
@bleachmeout6962
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
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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)