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
They need to go, baby.
They need to go, baby.
Brief statement advocating removal of immigrants, functioning as both policy criticism and implicit call to action, though context-dependent interpretation.
Mworr-i6t
Nov 22, 2025
Lawyers like him are a very real problem !!
Lawyers like him are a very real problem !!
Criticizes lawyers (likely immigration lawyers) as problematic, suggesting critique of legal/policy actors facilitating immigration.
Policy Critique
0.75
shawngaertner7897
Nov 22, 2025
I say the same thing I've said for years; Canada is a massive con.
I say the same thing I've said for years; Canada is a massive con.
Broad criticism of Canada as a 'con,' suggesting systemic policy failure or deception by government.
Policy Critique
0.75
michaelfarrow5817
Nov 22, 2025
Wow, this canadian gaslighting globalist is still in power ?
Wow, this canadian gaslighting globalist is still in power ?
Criticism of Trudeau using loaded language ('gaslighting globalist') without substantive evidence.
@xy369
Mar 4, 2025
R.I.P. Canada ! Fсk Liberalism !
R.I.P. Canada ! Fсk Liberalism !
Criticizes Canadian liberalism as responsible for immigration problems, with implicit call to reject liberal policies.
its_ivan_channel
Jan 29, 2026
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 2025
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
The problem is there paying for their driver's license. They are not qualified to drive and they need to investigate the DMV up there
Criticizes government oversight of driver licensing and expresses concern about unqualified drivers, combining regulatory critique with safety anxiety.
Cbuddy30
Jan 29, 2026
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
As long as they vote liberal the unethical, corrupt, deceitful liar of a PM doesn't care.
Criticizes PM for allegedly ignoring immigration problems in exchange for Liberal voter support, making an unsubstantiated claim about political motivation.
PaulW-vs6mf
Dec 19, 2025
We know he is dumb as dirt !! As are those in the government who bow down to his every demand. He is a scourge on this country as I have never seen before in …
We know he is dumb as dirt !! As are those in the government who bow down to his every demand. He is a scourge on this country as I have never seen before in my 68 years. How do we get rid of him and the others in Congress who are no longer serving this great country??
Criticizes Trump and government officials for poor governance, then seeks advice on removing them from power.
@GoodStuffForeverMore
Mar 4, 2025
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion …
He’s ruined Canada in 9 years. Don’t forget about Trudeaus carbon tax and many other taxes. Don’t forget that carbon tax increases very very soon. Don’t forget that he just gave Ukraine another 5 billion and that’s why trump still imposed the terrifs.
Criticizes multiple government policies (carbon tax, Ukraine aid) with some unverified causal claims about tariffs.
@LGR3500
Mar 4, 2025
Trump betrays everybody eventually, even his own wife and supporters.
Trump betrays everybody eventually, even his own wife and supporters.
Criticizes Trump's character and reliability, framed as a critique of his leadership and trustworthiness.
Policy Critique
0.75
@Knapweed
Mar 4, 2025
Thank to Mark Carney 😡😡😡
Thank to Mark Carney 😡😡😡
Blames a specific political figure (Mark Carney) for policy decisions, expressing disapproval through emotional reaction.
Policy Critique
0.75
MarcosMaturell-g3p
Dec 8, 2025
Ya we not paying for them anymore
Ya we not paying for them anymore
Cryptic statement suggesting opposition to government spending or support for immigrants, critiquing policy direction.
Policy Critique
0.75
@WestKenny-l5i
Mar 4, 2025
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Criticizes Canadian government policy regarding military spending and international responsibility, comparing Canada unfavorably to the US.
@Asfan-w8x
Mar 4, 2025
summary 2026 new law - more tax
summary 2026 new law - more tax
Vague claim about 2026 law increasing taxes, likely misinformed speculation about policy consequences.
nitouryuus
Jan 20, 2026
I hope he mentions the mass extortion going on in surrey BC, same problems on west side of Canada
I hope he mentions the mass extortion going on in surrey BC, same problems on west side of Canada
Raises concern about alleged criminal activity (extortion) in specific regions, implicitly critiquing government response or immigration-related problems.
TheShlüeghKing
Jan 27, 2026
Is he still.....relevant???
Is he still.....relevant???
Rhetorical question questioning Trudeau's political relevance and legitimacy as Prime Minister, implying criticism of his leadership.
Policy Critique
0.75
@athenazoey5093
Mar 4, 2025
Biggest takeaway that you might have missed: GOVERNMENT workers who don't like what's happening can't speak honestly about it. Well wtf do we do now?
Biggest takeaway that you might have missed:
GOVERNMENT workers who don't like what's happening can't speak honestly about it.
Well wtf do we do now?
Critiques government policy by highlighting that public servants cannot speak freely about immigration concerns, then seeks guidance on action.
Dukkha-Bhavana
Jan 27, 2026
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths …
What a joke why is he still involved in politics. We need an entity to crackdown on fentanyl, homeless, and migrants to stop tariffs and being cooperate trade. Not spend more money towards more deaths in Ukraine.
Criticizes current government priorities and leadership, calling for different policy focus on domestic issues rather than international spending.
@Ceecee384
Mar 4, 2025
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
If you believe a word this worm says, you're a fool. Canadians know better than to believe a word this self-serving fluffer says.
Attacks a political figure's credibility and self-serving motives, appealing to Canadian identity as basis for rejection.
@CoreyBorne-mm2zg
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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