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
Europe and Canada have extremely delusional and weak leaders.. They live in a fantasy world and reassure each other of there post colonial grandiosity. The bubble is popping and they are freaking out because they …
Europe and Canada have extremely delusional and weak leaders.. They live in a fantasy world and reassure each other of there post colonial grandiosity. The bubble is popping and they are freaking out because they have zero answers.
Critiques European and Canadian leadership as delusional and weak, combining political analysis with identity-based judgment.
@Riviera1800
Mar 5, 2025
Terrifs can be good. It just needs to be fine tuned to some products and not everything
Terrifs can be good. It just needs to be fine tuned to some products and not everything
Discusses tariff policy as potentially beneficial if carefully targeted, offering nuanced policy analysis rather than blanket opposition.
@fiestafire5781
Mar 4, 2025
Why is Trump such a f*cking prick? He really hates every alliance we have, doesn't he. This trade war is absolutely pointless.
Why is Trump such a f*cking prick? He really hates every alliance we have, doesn't he. This trade war is absolutely pointless.
Criticizes Trump's trade war policy and alliance-damaging behavior as pointless and harmful to international relationships.
@DanielGoulson
Mar 4, 2025
I'm so jealous! Why can't the prime minister be our president. We are stuck with a criminal idiot.
I'm so jealous! Why can't the prime minister be our president. We are stuck with a criminal idiot.
Expresses dissatisfaction with current leadership and preference for an alternative, framed as criticism of the sitting prime minister.
@luisleal8683
Mar 4, 2025
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is …
Wow, What a 'hot take'. 🙄There are assholes everywhere - So when the country increases immigration massively, Canada will see an influx of both amazing people AND assholes. Reducing it to a race issue is so reductive and incredibly ignorant. This is a complex issue - most communities are suffering from a lack of infrastructure and planning with the sudden mass immigration that's happened. Let me also remind you - Canada is a MULTICULTURAL country, with most of it being TREATY LAND. Which means that at one point, us or our ancestors were the assholes who came here and didn't assimilate. If you're not ready to have some grace and embrace people individually, feel free to move down to that melting pot you're so fond of.
Critiques immigration policy implementation and infrastructure planning while invoking historical context and moral principles about assimilation.
Na_Zdravi
Jan 29, 2026
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Min 7:40. The guy working in bakery, i like those types of immagrants. Follow the law. Intergrate with canada.....its that simple!!!
Expresses approval for immigrants who follow laws and integrate, implicitly critiquing those who don't, with an us-vs-them framing.
JIGWIGPIG
Jan 27, 2026
HATE TRUDEAU A WOKE LEFT NARCISSIT BUT THIS IS THE BEST SPEECH HE HAS EVER MADE AND ACTUALLY THE FIRST TIME HE HAS SPOKEN LOGICALLY. WHERE HAS THIS TRUDEAU BEEN FOR TWENTY YEARS!?
HATE TRUDEAU A WOKE LEFT NARCISSIT BUT THIS IS THE BEST SPEECH HE HAS EVER MADE AND ACTUALLY THE FIRST TIME HE HAS SPOKEN LOGICALLY. WHERE HAS THIS TRUDEAU BEEN FOR TWENTY YEARS!?
Criticizes Trudeau's past governance while acknowledging approval of a specific speech, combining personal judgment with policy evaluation.
@osc8984
Mar 5, 2025
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Crazy to see tyler close to home but its a serious issue we have in Ontario we have to acknowledge this and shove it in the liberal governments face or nothing will change
Criticizes Ontario's government handling of immigration issues and calls for public pressure to force policy change.
DanielGTR32
Jan 28, 2026
Trump's tariffs against Canada are arguably ill-conceived. But it doesn't change the fact that Trudeau is Canada's plague. Cute speech though. Self-righteous and rife with hypocrisy ? \n\nLove to the Canadians ?? from an American …
Trump's tariffs against Canada are arguably ill-conceived. But it doesn't change the fact that Trudeau is Canada's plague. Cute speech though. Self-righteous and rife with hypocrisy ? \n\nLove to the Canadians ?? from an American ?? who voted Trump
Critiques both Trump's tariff policy and Trudeau's leadership while comparing American and Canadian political contexts.
@TheHumanSpirit
Mar 4, 2025
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Be careful in Canada. When you said "I bought a knife to protect myself". That might have been instant jail time. You have no legal right to defend yourself in Canada.
Critiques Canadian self-defense laws as overly restrictive, framed as a warning about legal risks.
pankdwa
Jan 28, 2026
This has nothing to do with Canada or the Canadian people. This is a pure transactional move because that is how Trump sees things. He needs the money to finance his agenda and he has …
This has nothing to do with Canada or the Canadian people. This is a pure transactional move because that is how Trump sees things. He needs the money to finance his agenda and he has been told that the money does not exist in terms of what the US Congress can provide. They won't cut military spending and they wouldn't dare touch SS or Medicare. Therefore, Trump is resorting to the only available option which is to have the American people pay for it all and that is what he is doing with these tariffs. He doesn't need to worry about reelection so he couldn't care less how much pain he is inflicting on the very people who voted for him. Elections have consequences.
Analyzes Trump's tariff policy as a financial strategy driven by budget constraints, critiquing the transactional approach and its consequences.
@Steelologist
Mar 4, 2025
as if we had nothing else to do than to get involved in other people's business but it is surely the multinationals who make Trudeau react they are afraid of losing their investment. The resigning …
as if we had nothing else to do than to get involved in other people's business but it is surely the multinationals who make Trudeau react they are afraid of losing their investment. The resigning Prime Minister Trudeau should worry about the real problems and rather than seeking confrontation with other nations they should on the contrary create alliances with Asia rather than with the European Union which is collapsing and which will lead us into their crisis we prefer to accuse others of our bad decisions the world is changing and we watch the train pass once again, it is so easy to find an enemy and put everything on his back ex: what has Russia done to us? nothing at all but for fear of what others will say (the Americans) we have to get them on our backs. War is not going to happen in Canada at all, we are not made for that, besides, looking at our arming is ridiculous, yet we were an extraordinary force for peace (the blue helmets). Our governments are idiots like all the others of our time and if that does not change we will stay on the train platform saying to ourselves that we should have
Extensive critique of government priorities, foreign policy decisions, and strategic alliances, with comparisons to other regions and historical roles.
@michelgenest7922
Mar 5, 2025
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Stop the drugs clean up your act and address Donald as President Trump. What a punk ass immature approach.
Demands policy action on drugs and criticizes the tone/approach of Canadian leadership toward Trump.
@pkdhdkdjdbkfjcj
Mar 4, 2025
Vet people VERY VERY, STRINGENTLY. Deport criminals, and non tax payers. Go after the GANGS. Jail or deport. Huge numbers of Americans are trying to get in as well. Their democracy has failed. We must …
Vet people VERY VERY, STRINGENTLY.
Deport criminals, and non tax payers. Go after the GANGS.
Jail or deport.
Huge numbers of Americans are trying to get in as well.
Their democracy has failed.
We must save our own country.
Demands stricter vetting and deportation policies while calling for action against gangs and non-taxpayers, with comparative framing about Americans.
Democracyatstake2025
Dec 27, 2025
Its a shame Trudeau only now grew a backbone. For the americans who dont know he has step down and will not be PM much longer which is why he doesnt mind lashing out.
Its a shame Trudeau only now grew a backbone. For the americans who dont know he has step down and will not be PM much longer which is why he doesnt mind lashing out.
Criticizes Trudeau's delayed assertiveness and frames his current stance as politically motivated by his impending departure.
Policy Critique
0.80
@humbugswangkerton9972
Mar 4, 2025
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and …
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and emotional retardation are destroying the USA. The number of Americans too idiotic to see it is frightening.\n\nPutin must be pissing his pants laughing at how easy it's all been.
Critiques Trump's susceptibility to manipulation and character flaws, with underlying fear about American vulnerability and societal danger.
@TheDiplococcus
Mar 4, 2025
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Criticizes Trudeau's governance and maturity while questioning his approach to Russia, framed as identity-based judgment of leadership failure.
@danielabibo8907
Mar 4, 2025
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the …
This whole video is bullshit. We needed the workers. They were on temporary for work permits those permits all expire this year… Where have we been the last two years complaining about it. Now the issues going to be fixed… Wow, a little late to the party aren’t you?😂😂😂
Critiques the timing and framing of immigration concerns, noting that temporary work permits were always expiring and the issue is being addressed late.
Politicalmum
Jan 29, 2026
Canada needs to spend huge for military hardware now from EU. They will lose their air umbrella from the US
Canada needs to spend huge for military hardware now from EU. They will lose their air umbrella from the US
Critiques Canadian military policy and expresses concern about loss of US military protection.
@lex4422
Mar 5, 2025
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc.
They can speak their language amongst themselves and enjoy their culture at home.
The guy with the bike is disgusting with his comments about people from Africa.
A few bad people don't describe an entire race.
One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it.
Meeting a human smuggler is dangerous and stupid.
Critiques integration expectations while condemning racism and dangerous behavior, balancing concerns about cultural assimilation with ethical principles.
BadgerDevil
Jan 29, 2026
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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)