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
Fentanyl is just some lame excuse.
Fentanyl is just some lame excuse.
Dismisses a policy justification (fentanyl as excuse) as inadequate or disingenuous reasoning.
Policy Critique
0.75
@justinhaslam-lucas8711
Mar 4, 2025
Cancel Gettos adapt to culture of the country.
Cancel Gettos adapt to culture of the country.
Calls for ending ethnic enclaves and demands cultural assimilation as policy position.
kaliparambilmahindralal6431
Sep 21, 2025
Trudeau is on his way out. His words don’t hold any weight.
Trudeau is on his way out. His words don’t hold any weight.
Criticism of Trudeau's political authority and credibility regarding policy matters.
Policy Critique
0.75
@will_274
Mar 4, 2025
Mr Trump is overdoing it. I love Democrats the only thing is the obsession of LGBT, immoral agendas. Now people are regretting. Trump Team must wake up and watch out before is too late
Mr Trump is overdoing it. I love Democrats the only thing is the obsession of LGBT, immoral agendas. Now people are regretting. Trump Team must wake up and watch out before is too late
Critiques Trump's approach as excessive while expressing moral concerns about Democratic social policies, balancing political positions.
@drmeddyjoe
Mar 4, 2025
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Canada pm focus on Canadian people… do not spend money for war. EU will not win ….
Critiques Canadian government spending priorities on military/war and urges focus on domestic needs instead.
@tpannathan4181
Mar 4, 2025
Your are wrong lady Us will loose and get hurt more than Canada.
Your are wrong lady Us will loose and get hurt more than Canada.
Disputes a claim about trade outcomes, arguing the US will suffer more than Canada in the conflict.
@Florenceyousif
Mar 4, 2025
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
Criticizes Trudeau's behavior and demeanor, framing it as rude and insolvent leadership.
Policy Critique
0.75
@ninhpham2431
Mar 4, 2025
Too bad our country doesn't have a leader like this
Too bad our country doesn't have a leader like this
Expresses dissatisfaction with current Canadian leadership by comparing it unfavorably to an implied alternative leader, critiquing governance.
@The_R-n-I_Guy
Mar 4, 2025
Trump does not care about the drugs he just wants the tariffes
Trump does not care about the drugs he just wants the tariffes
Critiques Trump's motives regarding tariffs while making an unverified claim about his intentions without evidence.
@americosilva-g9h
Mar 4, 2025
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
Questions Canadian government visa policy toward Punjabis while invoking historical colonialism, mixing policy critique with identity framing.
floralyt4263
Jan 28, 2026
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Trudeau mit keres Ukrajna támogatásában? MIcsoda buta képmutató ember.
Comment in Hungarian criticizing Trudeau's support for Ukraine as hypocritical, though the non-English language limits full confidence in classification.
Policy Critique
0.75
@MagdolnaGulyásnéTörjék
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
$$$$ another liberal scam
$$$$ another liberal scam
Brief dismissive critique framing immigration policy as a partisan 'scam' associated with liberal governance.
DaveGava
Sep 30, 2025
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
Commenter defends Trump's rhetoric as not harsh while requesting Canada lower visa requirements, mixing policy defense with a direct policy request.
@featherbound8099
Mar 4, 2025
Not gonna make a difference Justin.
Not gonna make a difference Justin.
Commenter expresses skepticism about the effectiveness of Trudeau's actions or statements, offering a brief policy dismissal.
Policy Critique
0.75
@bernardqblack
Mar 4, 2025
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Anyone that thinks JT is smart doesn't live in Canada and has no idea the destruction he has caused here. He is hated by both liberals and conservatives
Assertion that JT has caused destruction and is widely hated, presented as fact without evidence, combined with policy criticism.
@teddybonnkers4742
Mar 4, 2025
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs …
Before Trudeau starts acting the fool he should get himself a globe or a good map, and he will notice that the ONLY thing that is separating Canada from Russia is Alaskan !!! He needs to pray for wisdom from our Loving God !!!
Commenter criticizes Trudeau's geopolitical awareness regarding Russia proximity, with implicit security concern.
@AnnTeixeira-v3l
Mar 4, 2025
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
When you first come here how did that Polish guy work? you are not allowed to work until you get residency... that policcy is to protect Canadian jobs
Questions immigration policy regarding work authorization while asserting a policy rule (work restrictions before residency) as fact.
olene184
Sep 30, 2025
Canadian have vote their way to destrcution for a DECADE they only have themselve to blame
Canadian have vote their way to destrcution for a DECADE they only have themselve to blame
Blames Canadian voters for poor governance outcomes, critiquing democratic choices and implying self-inflicted national decline.
@brokenkneecausebrokendream8546
Mar 4, 2025
Canada and Mexico both complied with his demands. Give him and inch..
Canada and Mexico both complied with his demands. Give him and inch..
Criticizes Canada's compliance with demands (policy) while implying a slippery slope without evidence.
@brettbenson7690
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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Discourse Quality (Perspective API)