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
Kinda sounds like what our prime miniater did to us?
Kinda sounds like what our prime miniater did to us?
Draws parallel between Trump's actions and Canadian PM's policies, critiquing both through comparison.
@Devilsdreamable
Mar 4, 2025
Look in to the real estate agents. They are integral
Look in to the real estate agents. They are integral
Cryptic suggestion that real estate agents play a significant role in immigration issues, implying systemic critique without full elaboration.
Raddland
Jan 27, 2026
And why you did not do all you are saying now before !
And why you did not do all you are saying now before !
Challenges the credibility of stated commitments by questioning why promised actions weren't implemented earlier.
@franciscotucci5109
Mar 4, 2025
Joker??? dictator Trudeau calling other dictator
Joker??? dictator Trudeau calling other dictator
Attacks Trudeau as a dictator while questioning his credibility to criticize other dictators, combining name-calling with political critique.
@rider007-g8b
Mar 4, 2025
Thought this woke is gone forever. Oh not, he is out to destroy his country.
Thought this woke is gone forever. Oh not, he is out to destroy his country.
Criticizes Trudeau's policies as destructive to the nation, with undertones of existential concern about national direction.
@Muthurasu9
Mar 5, 2025
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
Critiques U.S. tariff policy and assigns blame to specific political actors and corporate interests, with implicit identity framing about American responsibility.
@sherriejackson2487
Mar 4, 2025
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a …
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a outright lie.... But that was what the fool kept repeating to all of us. Never once was it made or stated as a serious reason, fentanol... That was the Mexico excuse...
Criticizes government's stated rationale for immigration policy as a lie, while making an unverified claim about fentanyl being used as an excuse.
@sammysosa7356
Mar 4, 2025
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
I'm sure the welfare mentally ill Canadians are very happy with JT pretending he has any weight lol
Criticizes government leadership and welfare policy, with dismissive framing of the Prime Minister's authority.
@uu0-e5i
Mar 5, 2025
You can't blame India or Indians. Blame the liberals.
You can't blame India or Indians. Blame the liberals.
Deflects blame from India/Indians to the Liberal government, critiquing political leadership while avoiding ethnic targeting.
thetruelegend6686
Jan 4, 2026
What a pathetic joke.
What a pathetic joke.
Dismissive judgment of the policy as inadequate, though brief and lacking specific substantive critique.
Policy Critique
0.75
the_traveller
Jan 11, 2026
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
When a communist speaks, only an uncooperative attitude can be expected. You had 30 days to work this out yet you choose defiance and chaos. Your a putz.
Criticizes government handling of negotiations and accuses leadership of defiance and poor decision-making, with personal insult.
@henrywruesche2
Mar 5, 2025
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
The rarional will react with the same measure, and find alternative markets. Don't have to be so WOKE to an unreasonable and extreme extent. \n(1) alternative market\n(2) substitutions\n(3) ways to cost reduction
Critiques government approach as overly 'woke' and suggests alternative economic strategies (alternative markets, substitutions, cost reduction).
Policy Critique
0.75
@hewcheelong932
Mar 5, 2025
This situation is the best Trudeau could have hoped for.
This situation is the best Trudeau could have hoped for.
Suggests Trudeau benefited politically from the current crisis, implying strategic opportunism.
Policy Critique
0.75
@Kulturjunky
Mar 5, 2025
BTW, Donald is sooooo not a smart man.
BTW, Donald is sooooo not a smart man.
Criticizes Trump's intelligence in contrast to implied praise for Canadian leadership.
Policy Critique
0.75
@mannyloupas607
Mar 4, 2025
This is what a narcissistic sounds like, so guys know..
This is what a narcissistic sounds like, so guys know..
Character attack on the speaker using psychological terminology ('narcissistic') to delegitimize their message.
Policy Critique
0.75
@603original
Mar 4, 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
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Blames government policy for a perceived problem while invoking national/political identity framing.
Improveshorts
Feb 17, 2026
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
Critiques government response and urges focus on facts over institutional reactions.
Policy Critique
0.75
@dolfo4765
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)