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
#1. Trump postponed so that Canada wouldn’t literally freeze them out by cutting off energy. Now that winter is ending it’s game on\n#2. If Trump wanted to start a war with Canada he needs congress. …
#1. Trump postponed so that Canada wouldn’t literally freeze them out by cutting off energy. Now that winter is ending it’s game on\n#2. If Trump wanted to start a war with Canada he needs congress. The only way to get them on his side is Canada to poke the US in the eye.\n#3. Quit talking about Fentanyl without pointing every finger at China. \n#4. If you like how Trudeau is acting now, after 9 years. That’s just a politician who knows they won’t be re-elected. He still has to protect his party though. Too little too late
Multi-point analysis critiquing Trudeau's political strategy, Trump's intentions, and fentanyl policy while comparing geopolitical positions.
@Koldfusion77
Mar 4, 2025
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Says the clown who applauds China & Cuba and communism and rapes us w fkn taxes and ALL OF SUDDEN cares about Canadians???
Criticizes the Prime Minister's policies (taxes, foreign relations) while questioning his credibility on domestic issues.
@bbblazer
Mar 4, 2025
How dare our president and his cronies blame Canada for the US drug addicts demand for drugs from our southern borders. All the drug cartels in Mexico. Central America and South America would not be …
How dare our president and his cronies blame Canada for the US drug addicts demand for drugs from our southern borders. All the drug cartels in Mexico. Central America and South America would not be smuggling their drugs to the United States of America if there isn't a demand for it. Suddenly, it's Canadians fault?!
Critiques Trump administration's blame of Canada for drug trafficking, arguing the root cause is US demand and Latin American supply.
@deefraser1324
Mar 4, 2025
So, why is he smiling? And why did he control the border too less and too late?
So, why is he smiling? And why did he control the border too less and too late?
The commenter questions Trudeau's border control decisions and demeanor, framing it as a critique of government policy execution.
@76tfdtr4r5
Mar 4, 2025
This MF will not resign
This MF will not resign
Criticism of a political figure's refusal to resign, expressing disapproval of their continued tenure.
@moeinial
Mar 4, 2025
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Polar opposite of our entitled little man-baby, Trump. This is what we get for (somehow) voting tRUMP into power AGAIN. Blows my mind.
Critiques Trump's leadership while asserting Canadian identity and expressing regret about US political choices.
@JustinRampage
Mar 4, 2025
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye …
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye if we allowed it. ? Canada
Criticism of past government actions (account freezing, nuclear threats) combined with expressions of national vulnerability and security concerns.
@BrandedBell
Mar 4, 2025
Say it with me reciprocal it means you charge us we charge you
Say it with me reciprocal it means you charge us we charge you
Explains and emphasizes a policy concept (reciprocal tariffs) as a response to trade dynamics.
Policy Critique
0.80
@SmithsoniamGeneticsO-HIGH-O
Mar 4, 2025
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
trump stated yesterday he was implementing tariffs because canada is stealing americann jobs and americas money. nothing about drugs. its not about that. he just wants to destroy everyone elses economy. he is destruction
Critique of Trump's tariff policy as economically destructive, with moral judgment about his intentions.
@jamiefinlayson7640
Mar 4, 2025
The stock market IS NOT the economy! Good grief. This comment is to the yacking pundits after the Trudeau statements.
The stock market IS NOT the economy! Good grief. This comment is to the yacking pundits after the Trudeau statements.
Critiques economic analysis by pundits, arguing stock market is not a true measure of economic health.
@GaryWardatCoastalBliss
Mar 4, 2025
I agree with most of this except where Trudeau said that Trump was a smart guy.
I agree with most of this except where Trudeau said that Trump was a smart guy.
Partial disagreement with Trudeau's characterization of Trump, representing nuanced critique of political statements.
Policy Critique
0.80
@DQ940
Mar 4, 2025
A bunch of filthy leftist trolls supporting this moron Trudeau who screwed Canadians with Carbon tax and invited a Nazi to his parliament
A bunch of filthy leftist trolls supporting this moron Trudeau who screwed Canadians with Carbon tax and invited a Nazi to his parliament
Criticizes Trudeau's policies (carbon tax) and political opponents, with inflammatory language but focused on policy disagreement.
@arvnar2023
Mar 4, 2025
Trudeau, what a knob head. He’s hated by everyone, he’s a dictator ….. remember the truckers protest? Stopping bank accounts because they didn’t want to take a vax?
Trudeau, what a knob head. He’s hated by everyone, he’s a dictator ….. remember the truckers protest? Stopping bank accounts because they didn’t want to take a vax?
Criticizes Trudeau's policies (vaccine mandates, bank account freezing) and uses personal attacks to frame him as authoritarian.
@ducktack1
Mar 4, 2025
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, …
Never been about the Fentanyl, It is just an excuse to work in the Tarrifs so he can offset his tax reduction for himself.\nStarted with the 3 biggest trade partners to get the most gains, EU Tarrifs will come.
Critiques government policy as a pretext for tariffs and personal tax benefits, presenting an unverified conspiratorial claim about hidden motives.
@waynehing1084
Mar 4, 2025
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my …
The United States doesn’t want tariffs,Trump wants tariffs. We have an idiot for a president that will ruin our economy and try to give Ukraine to Putin. Sorry world I don’t understand how half my country can’t see him for what he is.
Criticism of Trump's tariff policy and foreign policy decisions, with expression of national shame and division.
@av8rshane491
Mar 4, 2025
Bro flexes his bilinguality as well gadam… we as a country have the worst leaders…
Bro flexes his bilinguality as well gadam… we as a country have the worst leaders…
Critiques Canadian leadership quality, using a specific observation about bilingual communication as evidence of broader governmental incompetence.
Policy Critique
0.80
@Sempapax
Mar 4, 2025
After only 1 1/2 months into the Trump/Vance administration, they have already done more damage to America and our global alliances than any president's administration in history! My god, what's next???
After only 1 1/2 months into the Trump/Vance administration, they have already done more damage to America and our global alliances than any president's administration in history! My god, what's next???
Criticizes the current administration's policies and their damage to America and alliances, with alarmist tone about future consequences.
@jimbell242
Mar 4, 2025
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
This guy doesn’t make any sense! He is a lunatic and a cold hearted soul. He is the one causing this to Canadian Citizens!
Criticizes Trump as irrational and blames him for harm to Canadian citizens, combining policy and moral judgment.
@lisalovelace4532
Mar 4, 2025
I think this is the wrong approach. It's too preachy! Not all Americans are selfish and self serving and it would be better to play on their sympathies!
I think this is the wrong approach. It's too preachy! Not all Americans are selfish and self serving and it would be better to play on their sympathies!
Critiques the rhetorical approach taken toward Americans, arguing for appeals to sympathy rather than moral judgment.
@ronlivingston7612
Mar 4, 2025
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be …
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be paid. Most of us here in the USA love our friends to the north of us.
Critiques Canadian political mismanagement while expressing solidarity with Canada and comparing US-Canada relations.
@jimfrick826
Mar 4, 2025
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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)