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
Trump is incompetent and cognitively impaired Trump is mentally challenged and is cognitively impaired; unable to do any transactions; whatsoever.
Trump is incompetent and cognitively impaired Trump is mentally challenged and is cognitively impaired; unable to do any transactions; whatsoever.
Directly attacks Trump's competence and cognitive fitness for office.
Policy Critique
0.86
@anthonymartinez4148
Mar 4, 2025
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
Criticizes Trudeau's credibility and border security policy, dismissing his statements as propaganda.
Policy Critique
0.86
@KravBrian
Mar 4, 2025
Even Zelensky is enough to debate Trump. How much more if that was Justin.\nTariff for Canada and sanctions removal for putin. \nYou put idiot in the office and surrounded by minions, wallahhh... America at its …
Even Zelensky is enough to debate Trump. How much more if that was Justin.\nTariff for Canada and sanctions removal for putin. \nYou put idiot in the office and surrounded by minions, wallahhh... America at its finest ??
Criticizes Trump's policies (tariffs and sanctions removal) and compares his leadership unfavorably to other leaders.
@abuxxx3607
Mar 4, 2025
Trudeau is insufferable.
Trudeau is insufferable.
Brief negative assessment of Trudeau's character or leadership style.
Policy Critique
0.85
@Talk4UK
Mar 4, 2025
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Criticizes Trudeau's leadership and government corruption, with an implicit call for his removal.
@stevemisfit1
Mar 4, 2025
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
As a UK citizen,I am appalled at the voters that put this tyrant who is more aligned with Russia than his allies. Regardless MAGA won't care . They are blind to him. I despise trump
UK citizen criticizing Trump's alignment and policies, with identity framing as outsider observer.
@julscro5927
Mar 4, 2025
Good speech. Now let’s also look at what has gone on last 9 years in Canada. Mr. Trudeau It was dumb to divide the provinces. It was dumb for you to shut down every project …
Good speech. Now let’s also look at what has gone on last 9 years in Canada. Mr. Trudeau It was dumb to divide the provinces. It was dumb for you to shut down every project that Alberta had to work with other provinces and trade with other parts of the world. It was dumb for you to continually suck up to Quebec while ignoring the rest of the country. The corruption we know of that your party created such as We Charity and Arrivecan app is just the tip of the iceberg of billions of dollars you have robbed from Canadian taxpayers that could have fixed health care and provided much needed tax relief to all Canadians. While you are speaking about dumb I pray that Canadians realize and understand what the Liberal and NDP parties have done to our country the last 9 years and vote your party out. Canadians need to stop being dumb with who we have in power. We cannot keep going like this.
Detailed critique of Trudeau's governance record including provincial relations, project shutdowns, and alleged corruption, with explicit call to vote the party out.
@freddame9476
Mar 4, 2025
Trump is an absolute idiot!!
Trump is an absolute idiot!!
Direct personal criticism of Trump's competence and leadership.
Policy Critique
0.85
@SVsunnykim
Mar 4, 2025
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common …
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common as supporting what he is doing, but he doesn't add that at that time, there wasn't an income tax, so tariffs were how the government supported itself. Trump, knowing that tariffs are income for the government, is lying to his base so they will accept the increased prices as a necessary evil to battle the bad countries of Mexico and Canada. It will look like his tax breaks aren't hurting as much as they are and price increases will be the fault of the other countries.\n\nTrump is a conniving grifter with no knowledge of how to run a country's economy or international trade. He is gaslighting the American public to cover his own shortcomings.\n\nAlso, if fentanyl is entering the US, why is it the fault of the other countries? It is the job of the US to stop anything on its side of the border. Canada and Mexico do what they can to catch the drugs while inside their respective countries. The tons of cocaine and guns that enter Canada and Mexico from the US are caught by their border services; they don't blame the US for the products getting past their own border agents, and the US takes no responsibility for it making it across the border. Why is it other countries' fault for drugs getting past the US's border agents, but not the fault of the US that guns and drugs are going in the other direction? That is why countries work together, not fight over whose fault it is and try to punish each other.
Detailed critique of Trump's tariff and tax policies with analysis of economic deception and hypocrisy regarding border responsibility.
@lelandlewis7207
Mar 4, 2025
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Criticizes Trudeau's leftist policies and media coverage while framing political opposition as ideological struggle.
@YardPrep00
Mar 4, 2025
Don’t like Trudeau but dislike Trump more?
Don’t like Trudeau but dislike Trump more?
Comparative criticism of two political leaders, expressing relative preference while critiquing both, focused on policy/leadership evaluation.
Policy Critique
0.85
@alunmurison7421
Mar 4, 2025
Tariffs is nothing but protecting own country manufacturers and entrepreneurs. Let US be and Canada can raise Tariffs to protect yr own country interest. There is many more country for you to work with.
Tariffs is nothing but protecting own country manufacturers and entrepreneurs. Let US be and Canada can raise Tariffs to protect yr own country interest. There is many more country for you to work with.
Commenter defends tariff policy as legitimate national economic protection, critiquing the approach while framing it as reasonable self-interest.
@realmlee8803
Mar 4, 2025
CNN spreading lies if they like Canada maybe they should move over there
CNN spreading lies if they like Canada maybe they should move over there
Criticizes media (CNN) for alleged dishonesty while making a comparative statement about Canada.
@oscarwins701
Mar 4, 2025
This guy is such a hipocrite he does the same thing to Canadians already.
This guy is such a hipocrite he does the same thing to Canadians already.
Accuses Trudeau of hypocrisy for criticizing tariffs while allegedly applying similar policies domestically.
Policy Critique
0.85
@DbiPro
Mar 4, 2025
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
UNBELIEVABLE. CANADA CAN'T DO SHIT ABOUT ILLEGAL STUDENTS. WHAT IS WRONG WITH THIS CANADA 🇨🇦
Expresses frustration with government's inability to address illegal students, combining policy criticism with alarm about enforcement failure.
HOPE-x1v
Sep 27, 2025
Why would Trump care- he sits in his white house or Trump tower UNEFFECTED- what does he know about the struggle of the AVERAGE AMERICAN?? He can only think of lifestyles like the French Riviera …
Why would Trump care- he sits in his white house or Trump tower UNEFFECTED- what does he know about the struggle of the AVERAGE AMERICAN?? He can only think of lifestyles like the French Riviera and golf courses. Does he care about what hes doing for the AVERAGE AMERICAN??? His actions speak.
Criticizes Trump's policies and leadership priorities, questioning his concern for average Americans while highlighting disconnect from their struggles.
@soniafarooq
Mar 4, 2025
What's it about? It's about money. It's about a gangster family in the Whitehouse, and oligarchs in the administration, all trying to make as much money as possible. There's no other explanation possible. That's the …
What's it about? It's about money. It's about a gangster family in the Whitehouse, and oligarchs in the administration, all trying to make as much money as possible. There's no other explanation possible. That's the only explanation that comes close to making any sense. Now more than ever, even if these tariffs are short-lived, Canada needs to move away from U.S. trade. This is necessary for the long term survival and prosperity of Canada. We need to make every effort to increase trade with the pacific rim, Europe and South America. There may be some short-term pain, but it has to happen. Given the events of the last few years in the U.S., Canadians have to realize that things can get even worse, and will likely never be the same. There is very little reason to believe that the ties Canada has had with the U.S. will ever be what they were, or indeed any reason to believe that that is even desirable now.
Critiques US trade policy and tariffs, advocates for Canada to diversify trade away from the US, with comparative framing of US-Canada relations.
@jonbarnard7186
Mar 4, 2025
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have …
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have nothing to lose except for half my family in the States. You guys need to educate your children so they understand how good we have it or how good we did have it. You have thrown it all away because of the election of a predator and felon to the White House. Good luck with that.
Critiques PM's policy focus while comparing Canada-US relations and expressing concern about American political direction affecting Canada.
@aq9714
Mar 4, 2025
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
Critiques Trump's trade policy claims by presenting economic data (trade surplus) to challenge the premise of his position.
@BernardMorrey
Mar 4, 2025
The schools took in billions and made the municipalities take on the burden of rental demands, cost of food and resources. Sue the schools for not providing housing! Sue the immigration lawyers for scamming the …
The schools took in billions and made the municipalities take on the burden of rental demands, cost of food and resources.
Sue the schools for not providing housing!
Sue the immigration lawyers for scamming the students for $3k to $5k!
Time for a Trump like investigation! Luckily for Canada, we provide ZERO jobs unlike the Tech Cos in the USA!
Criticizes schools and immigration lawyers for financial exploitation and calls for legal action (lawsuits and investigation) against them.
vision2025-y5u
Sep 27, 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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