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
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
I think President Trump should make America great again on it's enemies not allies. Get some around the country and to help make it greater again tho
Critique of Trump's foreign policy priorities, arguing he should focus on enemies rather than allies.
Policy Critique
0.70
@emmanuelappiah7849
Mar 4, 2025
People saying they got better opportunities in Canada. It’s a sp$& on the face of the government there.
People saying they got better opportunities in Canada. It’s a sp$& on the face of the government there.
Criticizes government handling of immigrant opportunities, suggesting policy failure or hypocrisy.
Policy Critique
0.70
Lovli6589
Sep 19, 2025
Liberals. That’s how.
Liberals. That’s how.
Blames the Liberal party for immigration policy, though extremely brief and lacks specific policy details.
Policy Critique
0.70
hugolafhugolaf
Jun 21, 2025
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Skeptical commentary questioning Trudeau's motives and suggesting his actions are strategically calculated for public perception.
Policy Critique
0.70
@anothermouth7077
Mar 4, 2025
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Thank you for making America Great Mr. “President “ some of us could barely make it… No justification for these tariffs. ??????
Expresses opposition to Trump's tariffs while acknowledging economic hardship, with sarcastic framing of presidential title.
Policy Critique
0.70
@Gabybella18
Mar 4, 2025
Disgraceful corruption in out face
Disgraceful corruption in out face
Expresses outrage at perceived corruption in government, critiquing institutional integrity.
Policy Critique
0.70
ajaylad8168
Oct 22, 2025
HOLD UP DONT THEY HAVE TARIFFS ON US ALREADY, TRUMPS IS ONLY DOING WHAT NO OTHER LEADER WOULDNT AS LONG AS THEY WERE GETTING SOMETHING OUT OF! TRUMP DONT NEED ANYTHING WHEN IT COMES TO …
HOLD UP DONT THEY HAVE TARIFFS ON US ALREADY, TRUMPS IS ONLY DOING WHAT NO OTHER LEADER WOULDNT AS LONG AS THEY WERE GETTING SOMETHING OUT OF! TRUMP DONT NEED ANYTHING WHEN IT COMES TO AMERICA BC HE PUTS US FIRST, HES TIRED OF US BEING DONE SHITTY AND THEN THEY WANNA GET UPSET WHEN HE PUTS ON THEM! CANADA TRUDEAU IS NOT VERY SMART, YALL NEED SOMEONE WHO PUTS HIS PPL FIRST BC HE ALREADY HAD 10% OF TARIFFS ON AMERICA AND THE OTHER COUNTRIES AS WELL SO HES TRYING TO GET PPL HERE TO BUILD OUR OWN FACTORIES OR THEY CAN COME WITH THERE BUSINESS AND ITS A WIN WIN BUT I UNDERSTAND Y TRUMP IS DOING THIS 100%
Defends Trump's tariff policy by comparing it to Canada's existing tariffs and critiquing Trudeau's leadership.
@estellegriggs1657
Mar 4, 2025
Great speech, Trump is a moron
Great speech, Trump is a moron
Dismissive criticism of a political figure, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@johnshoden5199
Mar 4, 2025
Then why Canadian government allowing bad people to their country 😂
Then why Canadian government allowing bad people to their country 😂
Criticizes Canadian government immigration policy for allegedly allowing 'bad people' into the country, combining policy critique with security concern.
APMovieMuncher
Jan 27, 2026
Should make it 75%
Should make it 75%
Advocates for a higher percentage threshold, likely referring to tariffs or policy measures, without elaboration.
Policy Critique
0.70
@Bob-w5c3d
Mar 4, 2025
if anyone knows,... He should know what a dictator is... 9 years of showing us.,... was he addressing the American citizens...or was he talking to Canadians about himself ? #ASSCLOWN
if anyone knows,... He should know what a dictator is... 9 years of showing us.,... was he addressing the American citizens...or was he talking to Canadians about himself ? #ASSCLOWN
Accuses Trudeau of authoritarian behavior using rhetorical questions and insulting language with satirical intent.
@rmee5165
Mar 4, 2025
200 % tariffs on Teslas!
200 % tariffs on Teslas!
Brief statement supporting high tariffs on US products as a retaliatory policy measure.
Policy Critique
0.70
@fancylad22
Mar 4, 2025
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population has declined. If we don’t have children, then who’s going to pay for the pensioners to live? All the comments here are just about how crooked the liberals are and not a bad word about PP. If you google him you’ll find that he is worth $95 million and he’s a shareholder of Brookfield and yet he’s a god in the same eyes. Well Carney is a banker and I would expect a banker to have more money than just about anyone. I’m a conservative voter but I am proud to say that I voted for Carney otherwise we would have been sold out to the USA . The problems with immigration is a very strong and should be reviewed and corrected.
Extended critique of immigration policy and government handling, with economic concerns about pensions and demographic decline, plus partisan political commentary.
pamcg2377
Feb 28, 2026
Problem is he is very dumb
Problem is he is very dumb
Brief personal judgment about Trump's intelligence, functioning as implicit criticism of his leadership.
Policy Critique
0.70
@annvintcent2528
Mar 4, 2025
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and …
I’m pretty sure I heard somewhere that Canada already had tariffs against the United States and now that the United States is finally retaliating to make the playing field even everybody wants to whine and complain
Challenges the narrative by asserting Canada had prior tariffs and the US is retaliating fairly, presented without evidence.
@stephenfior1474
Mar 4, 2025
Why this nato leader quack just try and blame Russia and china for American tariffs on Canada this news channel is talking about tariffs and for some reason the topic of fearmongering Russia and china …
Why this nato leader quack just try and blame Russia and china for American tariffs on Canada this news channel is talking about tariffs and for some reason the topic of fearmongering Russia and china \nMr nato leader quack everyone who is well informed on what Putin and Russia want you clearly don’t so educate yourself
Criticizes NATO leadership and media for allegedly misrepresenting tariff causes, with unsubstantiated claims about geopolitical blame-shifting.
@jordanthomson8675
Mar 4, 2025
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
U fortunately keeping his promises ? Why do I migrants controll our immigration system ?
Criticizes government immigration policy while making unsubstantiated claim that migrants control the immigration system.
robcharters2645
Jan 5, 2026
justin trudo messed us up
justin trudo messed us up
Blames Prime Minister Trudeau for negative outcomes related to immigration policy.
Policy Critique
0.70
itacolton
Feb 19, 2026
A little too proactive the dear Trump. Unfortunately.
A little too proactive the dear Trump. Unfortunately.
Brief critique of Trump's proactive tariff approach as excessive or poorly timed.
Policy Critique
0.70
@grobsop6688
Mar 4, 2025
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Canadians passive? Hell no. We are surpressed by a left wing take over in the form of a Liberal government subscribed to the evil that is the WEF.
Critiques government policy and WEF influence, though includes unsubstantiated claims about a 'left wing takeover.'
yosecretsquirrel
Aug 26, 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)