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
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Ok so you’re mad at Trump and now ur going to hurt the actual people. Trump won’t be affected by this at all!!! ???
Criticizes retaliatory policy as counterproductive and argues it harms innocent people rather than the intended target.
@sashayed
Mar 4, 2025
Dude got thrown out by his own party. Trudeau is a douche bag.
Dude got thrown out by his own party. Trudeau is a douche bag.
Criticizes Trudeau's political position and character, framed as commentary on his party's rejection of him.
@jdleg409
Mar 4, 2025
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala …
DT is isolating us from our friends and allies while raising prices on everything. Hes a russian asset, who has paired with an american oligarchy to strip our rights and our government. I heard Kamala is running in 2028. It cant come fast enough. I feel so bad having her come in and try to clean up the mess DT is making and made. WE'RE THE BAD PEOPLE NOW!?
Critiques Trump's policies on trade and alliances while making unverified claims about Russian connections and expressing anxiety about national decline.
@Babette1986
Mar 4, 2025
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, …
Trump is making enemies out of our allies so then if some other country attacks us, our lost allies won’t back us up and fight on our side. If you think Russia is our ally, you have been duped.
Critiques Trump's foreign policy approach while expressing security concerns about lost alliances and potential attacks.
@ClassicLitCat
Mar 4, 2025
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
This just sounds silly. Y'all just wanna keep on cheating us. Good grief
Expresses frustration with government policy as deceptive ('cheating us'), combining policy criticism with an appeal to fairness.
@billysims5942
Mar 4, 2025
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of …
Crushing citizens who speak out against him forcing vaccines on citizens shutting down Parliament, slapping Canadians with carbon tax while he flys all over the world in a private government jet. Bringing in millions of immigrants while Canadians struggle. There is nothing honourable about this leftist clown at all.
Criticizes multiple government policies (vaccines, carbon tax, immigration) while expressing concerns about citizen welfare and leadership integrity.
@Dbodell8000
Mar 4, 2025
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a …
Today, we realize how silly and dumb you are, just like your counterpart, Donald Trump, Justin Trudeau. . Do you think you’re better than Trump? I’m not a Trump supporter, but you’re not in a better situation.
Criticizes both Trudeau and Trump as ineffective leaders while comparing their relative competence.
@IndependenObserver
Mar 4, 2025
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Truedope should cut the tariffs that Canada Had Long before Trump was in Office.\n\nThey love to tariff against us and not get a response.
Criticizes Canadian tariff policy and calls for specific policy change (cutting tariffs).
@adelliottky
Mar 4, 2025
Our president is a joke. He can’t be trusted and will never keep his word.
Our president is a joke. He can’t be trusted and will never keep his word.
Criticism of presidential trustworthiness and reliability, framed as assessment of leadership credibility.
@EverettJohnson-js2zw
Mar 4, 2025
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it …
Europe has just announced an 800 billion Euro defence plan; I bet they’d be very interested in Canada’s critical minerals. Canadians will not forget this; this has damaged our relationship with the U.S. and it may never recover. We cannot forget that Americans voted this man back into power knowing who and what he is; they somehow believed that he was magically going to lower the cost of eggs, end a war and save the economy. Canadians will never trust that Americans won’t again elect someone so stupid and pathetically unfit to lead their country; we have to start cutting the trade ties now so that we will never be this vulnerable again. I do agree with Dumpty that we need to pull our weight militarily, so we need to invest in our security and we also need to align ourselves with Europe since Dumpty is clearly aligning the U.S. with Russia.
Extensive critique of US-Canada relations and trade vulnerability, expressing fear of future US actions and advocating policy realignment toward Europe.
@carolscott9973
Mar 4, 2025
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want …
It's no trade war, it's protectionnism. Something you should have done way before in your 10-year tenure. Also, he's not allying Putin, he's negociating on behalf of world peace. You don't get what you want by insulting people, so thinking Putin will cease fire and retreat if you call him names clearly isn't the solution. It hasn't worked for three years, why would that change now? Also, stop giving away our money to Zelenskyy. Sit this one out, Justin, we've had enough. Respectfully. They're 10 times bigger than us and we have no leverage whatsoever. Inflation is at an all-time high, people can't handle more. Please. I'm sure you're great outside of work, I'd share a beer anytime, but this has to stop. Please.
Critiques government trade and foreign policy decisions, arguing for protectionism and reduced international spending, with respectful tone and economic reasoning.
@viel.anthony
Mar 4, 2025
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Trudeau has produced actual numbers to support his claims.\nTrump has yet to show the fentanyl numbers.
Critiques Trump's lack of evidence while praising Trudeau's data-driven approach, with an implicit unverified claim about Trump's missing fentanyl numbers.
@kdaniel8721
Mar 4, 2025
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Trump is an ignorant fool. He has no idea how tariffs or anything else works! Bravo Prime Minister Trudeau.
Criticizes Trump's policy competence on tariffs while praising Trudeau's response.
@Jacee617
Mar 4, 2025
We share that border so why aren’t your border secure in us don’t blame it on us !
We share that border so why aren’t your border secure in us don’t blame it on us !
Critiques border security policy and deflects responsibility to the US, framing it as a shared responsibility issue.
@mylenegosselin2783
Mar 4, 2025
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
It’s not a trade war, it’s about fairness.\n\nTrudeau, remember that you lack the capability to protect your country and its citizens. You need the USA more than we need you.
Critiques Trudeau's capability to protect Canada while asserting US superiority in the relationship.
@humbledsparrows4687
Mar 4, 2025
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
Mar 4, 2025
Not my government,.I didnt vote for this shit
Not my government,.I didnt vote for this shit
Expresses dissatisfaction with government policy/decisions while asserting non-identification with current leadership.
@lastrellpoet9331
Mar 4, 2025
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have …
Is everyone aware that Justin Trudeau resigned? Vote of no confidence. He basically got booted for being horrible for Canada. Judging by the comments section here, there are many thousands of people who literally have zero idea of what they are talking about.
Critiques Trudeau's leadership and government performance while questioning commenters' awareness, mixing policy critique with meta-commentary.
@SparkyMcGee
Mar 4, 2025
The stupidity of trump is incompetent for him to take sides with Russia over our allies will weaken our country and maybe allow our real enemies to invade our country because of his actions getting …
The stupidity of trump is incompetent for him to take sides with Russia over our allies will weaken our country and maybe allow our real enemies to invade our country because of his actions getting rid of people who have experience and knowledge in the job they been doing for years all this action just to be able to get close with Putin to be a dictator also in a country that has been free for over 250 years I want to see if people that support him and the republican will agree with him over the wishes of the American people.
Criticizes Trump's foreign policy decisions and personnel choices while expressing security concerns about national vulnerability.
@jamesadams8595
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)