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
What the US has been doing hasn’t worked.
What the US has been doing hasn’t worked.
Brief critique of US policy effectiveness without elaboration, suggesting current approaches are ineffective.
Policy Critique
0.75
@Nylahskye7
Mar 4, 2025
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
Critiques Trump's trade actions as benefiting geopolitical rivals, analyzing policy consequences rather than immigration specifically.
@doxies
Mar 4, 2025
I didn't see any arrest of Canadian traffickers in the last 30 days. Billions of dlls and no results.
I didn't see any arrest of Canadian traffickers in the last 30 days. Billions of dlls and no results.
Criticizes government effectiveness on trafficking enforcement, implying lack of results despite spending without providing evidence.
@luissalinas1591
Mar 4, 2025
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Critiques Trump's negotiation strategy using a metaphor, suggesting his tactics are manipulative and ineffective.
@igelbofh
Mar 4, 2025
Another liar....he can get s job with CNN...Canada needs America more than America needs Canada....Why do we protect,defend them.Bring all jobs to the US!!!Go Trump!!!!!
Another liar....he can get s job with CNN...Canada needs America more than America needs Canada....Why do we protect,defend them.Bring all jobs to the US!!!Go Trump!!!!!
Criticizes political figures and policies while making economic arguments about trade and job protection.
@WilbertDenetdale
Mar 4, 2025
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Argues for assimilation policy and critiques immigrants for maintaining cultural identity, framing it as a requirement for immigration.
MRDigitlalAnarchist
Jan 28, 2026
United States needs to stop military backing on Canada immediately and put a wall up?
United States needs to stop military backing on Canada immediately and put a wall up?
Critiques US military support for Canada and proposes border wall policy, framed as security/separation concern.
@jamesdarby6636
Mar 4, 2025
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Criticizes the political figure's credibility by referencing COVID mandates without specific evidence, framing him as deceptive.
@warrenking4586
Mar 4, 2025
Why are this people getting paid for not doing their job
Why are this people getting paid for not doing their job
Vague criticism of government workers or immigration officials not performing duties, though the specific claim lacks context and evidence.
brucewarenko5286
Nov 4, 2025
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Canada didn't do this; Turdeau and his lieberals did. On purpose.
Critiques government policy and leadership while making an unverified claim about intentional action ('on purpose') without evidence.
JohnDretired
Oct 15, 2025
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof …
To that Portuguese guy, Indians do need visa ,they still have to provide proof that they can support their family, they still need to provide proof that they meet minimum language equirement and also proof of tax paid so shut up.
Corrects misinformation about Indian visa requirements by citing actual policy requirements (language, financial proof, taxes), functioning as both factual correction and implicit policy defense.
udaysutariya
Oct 30, 2025
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
At least Trudeau is enjoying his retirement on a yacht with Katie Perry while the country collapses due to his vanity projects.
Criticizes the Prime Minister's leadership and policy decisions through sarcastic exaggeration about personal indulgence and national decline.
goalie511
Oct 16, 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
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Toxic arrogant leadership with no real path or honour just ego across the board as they never have real solutions just pathes
Criticizes government leadership as toxic and lacking real solutions, focusing on institutional failure.
Policy Critique
0.75
ajaylad8168
Oct 22, 2025
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme
Mar 4, 2025
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
i think the point is to bring people who actually are in poverty n can use better living, alot of newbies are coming from rich families lol
Critiques immigration policy for not prioritizing those in genuine poverty and questions economic benefit.
bobbybird4985
Jan 27, 2026
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the …
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the first place so this is karma. Trudeau was out before this started so he knows he will not have to sort the mess out he is now creating.
Critique of trade imbalances and Trudeau's policies, with comparative framing about Trump's approach and consequences.
@DavidBarlow-x2e
Mar 4, 2025
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he …
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he does with Canadians.Then who really needs it ? HIM.THAT REDHAIR FOOL IN ORDER TO PERFORM ON VIDEOCAMERAS ONE MORE DAY showing own toughness.He would rather show it to his wife and kids conservative way he likes.
Criticizes Trump's trade war policy as economically illogical and motivated by personal performance rather than genuine strategy.
@raneesudim2248
Mar 4, 2025
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Alot of truth to this video but also some bullshit. 20 years of work and 6 weeks of E.I...lol straight up lie
Commenter disputes the video's claims about EI benefits as false, critiquing either the video's accuracy or government policy implementation.
owenbraithwaite
Nov 2, 2025
Ensuring its a 1 party rule forevermore
Ensuring its a 1 party rule forevermore
Critiques immigration policy as a tool for establishing one-party political dominance.
knowmenomo
Nov 20, 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)