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
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Refreshing to hear a politician speak the truth. All Americans should listen to this and see the Orange Turd is the instigator to this “lose-lose” trade war now underway.
Criticizes Trump's trade war policy while using derisive humor ('Orange Turd') to mock the opposing political figure.
@allengrigg7553
Mar 4, 2025
Trudeau is a punk and communist so pound sand
Trudeau is a punk and communist so pound sand
Dismissive criticism of Trudeau using ideological labels (punk, communist) to delegitimize his leadership and policies.
@JamesSpindler-x7x
Mar 4, 2025
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which …
Wherever you are on the political spectrum you have to admit that he's right about what he said at the start. Trump supporters: please look at how Trump is aligning with putin. A country which is antithetical to western & US lifestyle. Why is he befriending the Russians and making enemies with allies? It's so strange
Critiques Trump's foreign policy alignment with Russia and questions his strategic decisions regarding alliances.
@kirbster1005
Mar 4, 2025
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
So the Canadians are getting blamed for the fentanyl coming across the southern border….. trump has gone looney
Critiques Trump's policy decisions and blame-shifting regarding fentanyl, characterizing his approach as irrational ('looney').
@saskmike71
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
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
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
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
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal …
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal signed?? What a loser!
Commenter criticizes Trump's policy decisions and geopolitical strategy, comparing US and Canadian positions on Ukraine and trade.
@BryanWattz
Mar 4, 2025
Canada should join the eu. They would have more offer of immigrants and new markets!
Canada should join the eu. They would have more offer of immigrants and new markets!
Commenter suggests an alternative policy direction for Canada by comparing it to EU membership, critiquing current approach.
@dvdso
Mar 4, 2025
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
Criticism of Trump's tariff policy for failing to deliver promised tax reductions, with implicit demand for policy change.
@undergroundmetals498
Mar 4, 2025
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
Qualified defense of Trump's policies by comparing unfavorably to alternative (Kamala), with criticism of public ingratitude.
@James-ov5kg
Mar 4, 2025
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
Critiques Trump's manufacturing policy as contradictory and self-defeating, using sarcasm and mockery to express disapproval.
@slipperymoon36
Mar 4, 2025
That was a solid speech from Trudeau. Tariff is a desastrous action from Trump. He hide his real agenda in his campaign. I hope a vast majority of American realize how dumb and bully a …
That was a solid speech from Trudeau. Tariff is a desastrous action from Trump. He hide his real agenda in his campaign. I hope a vast majority of American realize how dumb and bully a President they have.
Commenter criticizes Trump's tariff policy as destructive and accuses him of hidden agendas, combining policy analysis with moral judgment.
@phillandry
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)