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
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
Criticizes Trump's policy promises and broken commitments while invoking moral concerns about neglecting the poor.
@StevenHer-sz1jb
Mar 4, 2025
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Criticizes trade war policy and attributes responsibility to Trump, rejecting anticipated counter-narratives.
Policy Critique
0.85
@petercholmondeley5083
Mar 4, 2025
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump …
You need to leave. You took away our freedom of speech and expression. CNN is a big lie. People in Canada didn’t forget what and how bad you treated us. Now you are playing trump card . You made Canadians poor . All you do is lie. Trump is working hard for his citizens and what about you.? Just get out and let’s have a better leader. I can’t believe I voted for you.
Criticizes Trudeau's policies on freedom of speech and economic management while comparing unfavorably to Trump and calling for his removal.
@Balance-h
Mar 4, 2025
Correction: the US government didn't do this, trump and his cronies did it
Correction: the US government didn't do this, trump and his cronies did it
Distinguishes between US government and Trump administration, critiquing attribution of responsibility for policy actions.
@architeuthis3476
Mar 4, 2025
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Admirable speech. But don't you think that there's a lot of emphasis on the issue of border control?
Acknowledges merit but questions the emphasis on border control in the speech, offering analytical critique.
@bensoliman8326
Mar 4, 2025
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
Canadian identity assertion combined with criticism of Trudeau's governance over nine years.
@kennywidd
Mar 4, 2025
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
There is no stand exception on the Fentanyl/Border Crisis. \nGet that STRAIGHT
Criticism of government policy stance on fentanyl and border issues, with emphatic demand for clarity.
@TheJanice52
Mar 4, 2025
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Trudeau is not reasonable, nor polite. We have our own issues up here. Hope he gets voted out sooner the better. We need your help up here.
Criticizes Trudeau's leadership and policies while calling for his removal from office and requesting external support.
@daxter7913
Mar 4, 2025
Go to hell Trudeau. You're a disgusting communist that failed Canada and didn't fix the border that would have prevented this. of course, anybody who watches CNN is an idiot.
Go to hell Trudeau. You're a disgusting communist that failed Canada and didn't fix the border that would have prevented this. of course, anybody who watches CNN is an idiot.
Attacks Trudeau's leadership and policies while making ideological accusations and dismissing opposing media consumers.
@TheVolpster-b2v
Mar 4, 2025
It’s what happens when you an erratic president
It’s what happens when you an erratic president
Criticizes presidential leadership and decision-making as erratic and problematic.
Policy Critique
0.85
@showman1438
Mar 4, 2025
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
Contrasts Canadian and US policy approaches to cost of living, criticizing Republican priorities toward billionaires.
@chrysallis317
Mar 4, 2025
The US is isolating itself from the world. It is indeed the strongest and the richest country. But the decisions, the current admin has made will damage the United States. Specifically the people of the …
The US is isolating itself from the world. It is indeed the strongest and the richest country. But the decisions, the current admin has made will damage the United States. Specifically the people of the estates with or without knowing, they will pay for the cost caused by the wrong decision made by MAGA. This is really sad to see how they divide themselves and the world. Only a few of idiots has gotten so much power to harm normal people who are only interested in living a peace and happy life with loved ones or their own family but now their suffer just started.
Criticizes US administration decisions and their harmful consequences while appealing to shared human values of peace and family welfare.
@FCCEO
Mar 4, 2025
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
Critiques US government drug policy by questioning what efforts have been made to reduce fentanyl demand, framed as a comparative policy analysis.
@dreidhere
Mar 4, 2025
Trump is going crazier by the day.
Trump is going crazier by the day.
Critiques Trump's mental state and decision-making as deteriorating, framed as political commentary.
Policy Critique
0.85
@AmitKumarAlphaX
Mar 4, 2025
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Wish the USA had a mature, intelligent leader who could speak in complete sentences and didn't tell us lie after lie.
Criticizes a political leader's competence and truthfulness, focusing on governance quality rather than immigration specifically.
Policy Critique
0.85
@HamptonGuitars
Mar 4, 2025
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
What a dummy. The tariffs are reciprocal, so if this idiot puts on a larger tariff than the US, the US counters that with the same tariff! He's just raising tariffs on his own country!
Critiques a political leader's tariff policy as economically counterproductive, analyzing the mechanism of reciprocal tariffs.
Policy Critique
0.85
@7eleven297
Mar 4, 2025
I am sorry for our new administration. Personally I think they are destroying our country.
I am sorry for our new administration. Personally I think they are destroying our country.
Personal apology combined with criticism of the administration's governance and impact on the country.
@laurie686
Mar 4, 2025
Trudeau shut your a$$ up and go figure out the stupid immigration deal you made ?
Trudeau shut your a$$ up and go figure out the stupid immigration deal you made ?
Criticizes Trudeau's immigration policy deal while using inflammatory language to demand action.
@elKappo2u
Mar 4, 2025
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Because of you we're left with our pants down. Step down already go away so we can start with the damage control. Worst leader ever.
Blames current leadership for vulnerability and calls for resignation while criticizing their record.
@edl8886
Mar 4, 2025
So sorry to our Canadian friends, we are stuck with a fool.
So sorry to our Canadian friends, we are stuck with a fool.
Criticizes the Prime Minister as a 'fool' while expressing solidarity with Canadians, blending policy critique with national identity framing.
@roysmith8002
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)