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
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
It is not the United States that wants a Trade War with Canada, it is Donald Trump!~
Distinguishes between US institutional policy and Trump's personal actions, critiquing the latter as the true driver.
@-WhizzBang-
Mar 4, 2025
All I got to say is Canada you better get this piece of ? out of power while you still have a country he is absolutely destroying your country time for America to make shit …
All I got to say is Canada you better get this piece of ? out of power while you still have a country he is absolutely destroying your country time for America to make shit fair period Tredou needs imprisoned facts
Criticizes Trudeau's governance as destructive and calls for his removal from power, with unsubstantiated claim of imprisonment.
@jasonerickson1033
Mar 4, 2025
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Trudeau is trash we love you Canada we hate that you have this idiot for your leader Trump all the way baby he knows what the he’s doing ??????
Criticizes Trudeau's leadership while asserting national identity and preference for Trump, mixing policy critique with identity framing.
@barry167
Mar 4, 2025
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Well thats a start, how about tripleing it by monthly and stop the bleeding of our economy to these criminals . Lawyers are opertunistic thieves .
Calls for tripled deportations, frames immigrants as criminals draining the economy, and criticizes lawyers as opportunistic.
wooddust1234
Dec 25, 2025
Liberals did this to canada
Liberals did this to canada
Blames Liberal government for immigration policy outcomes, combining partisan criticism with implicit national concern.
northcub1702
Oct 4, 2025
If they don't want to assimilate and follow the countries customs/laws then they shouldn't be allowed in, goes for any country in the world.
If they don't want to assimilate and follow the countries customs/laws then they shouldn't be allowed in, goes for any country in the world.
Argues for conditional immigration policy based on cultural assimilation and legal compliance requirements.
lananickitrishhrh
Mar 2, 2026
All they do is tell u stuff you already know and do nothing about it. While spending tax money the whole time
All they do is tell u stuff you already know and do nothing about it. While spending tax money the whole time
Criticizes government inaction on immigration while condemning wasteful spending of taxpayer money.
jordancarlin9687
Feb 18, 2026
The only thing blistering about Trudeau is his lack of acumen.
The only thing blistering about Trudeau is his lack of acumen.
Critiques Trudeau's competence and decision-making ability in governance.
Policy Critique
0.80
@ArchieRLib
Mar 4, 2025
The Canadian government is failure by controlling.
The Canadian government is failure by controlling.
Criticizes Canadian government policy as overly controlling, offering a brief critique of bureaucratic governance.
Policy Critique
0.80
Awaz-e-Ummat
Jan 27, 2026
Trump as a president one time is crazy. Twice is a joke. I don't know how in 2025 with all information and education out there, americans vote in one guy just because he is from …
Trump as a president one time is crazy. Twice is a joke. I don't know how in 2025 with all information and education out there, americans vote in one guy just because he is from Republican Party. Even if this guy doesn't deserve to represent the Republican Party.
Critiques voter choice and presidential fitness while questioning the legitimacy of political party loyalty over individual merit.
@thiagolopesganso
Mar 4, 2025
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
The Libtards DO NOT WANT TO FIX THE BROKEN SYSTEM 😒
Commenter criticizes government policy and the political left for failing to fix systemic problems, with partisan framing.
KarlBuckley-bw3vc
Feb 27, 2026
It s just RECIPROCAL TAXES, what s so complicated ? It s Fair.!
It s just RECIPROCAL TAXES, what s so complicated ? It s Fair.!
Defends reciprocal tax policy as straightforward and fair, critiquing the complexity of the policy debate while asserting moral justification.
@zsolt1803
Mar 4, 2025
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
That is the reason I think AI should rule the country, not the politicians. Politicians clearly make wrong decisions one after the other. Their only concern is to save their seats. 😊
Critiques politicians' decision-making and suggests AI governance as an alternative, expressing dissatisfaction with current political leadership.
kymelezeus4409
Aug 26, 2025
General Clark, thank you for talking about what republicans choose to ignore, putin IS playing Donald. So sad.
General Clark, thank you for talking about what republicans choose to ignore, putin IS playing Donald. So sad.
Criticizes Republican political positions and Trump's relationship with Putin, framed as a factual/strategic concern.
@CathyMilliger
Mar 4, 2025
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
Agrees with the speaker's points while critiquing Conservative MPs' communication style and noting that discussed policies are already being implemented.
edie7355
Feb 23, 2026
Trump don't care about any one but his own ego.
Trump don't care about any one but his own ego.
Characterizes Trump's motivations as self-centered rather than policy-focused, a critique of his leadership approach.
Policy Critique
0.80
@leewilliams9594
Mar 4, 2025
this country is driven into the ground thanks to this idiot and with this annocement he just poured concreate on top of us
this country is driven into the ground thanks to this idiot and with this annocement he just poured concreate on top of us
Criticizes government leadership and policy decisions as destructive, with alarmist language about national decline.
@fibersplicegod
Mar 4, 2025
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even …
Less than two months this is chaotic. Tdumps Presidency is going to be 4 yrs of chaos. If you think his first term was chaotic in the way his administration handled the Covid-19 epidemic even when he initiated increase on tariffs with imports on aluminum and Steel. Canada answered. Americans seem to conveniently forget the job losses in the states due to Trump's tarriffs during his 1st term. They voted him in based on the inflation of prices and immigration. But the prices are still high and will go higher
Critiques Trump's tariff policies and governance chaos, citing economic consequences (job losses, inflation) from historical precedent.
@robertgrills3167
Mar 4, 2025
HE CALLED HIM DONALD BC HE IS NOT A PRESIDENT FOR THE PEOPLE HE IS A LEADER OF THE 1%
HE CALLED HIM DONALD BC HE IS NOT A PRESIDENT FOR THE PEOPLE HE IS A LEADER OF THE 1%
Criticizes Trump's leadership as serving elite interests rather than the general population, framing him as illegitimate.
@annscott1110
Mar 4, 2025
He is a looser leading a country that has very little to offer. \nBig talk for a guy with few cards to play.
He is a looser leading a country that has very little to offer. \nBig talk for a guy with few cards to play.
Critiques Trump's leadership capacity and national position while implying Canadian superiority.
@danielkaminske5048
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)