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
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Critiques government policy and welfare spending while making unsubstantiated claims about regional funding and intentional mismanagement.
hearnet5643
Jan 27, 2026
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Criticizes Trudeau's governance as authoritarian while making vague accusations about past actions.
@inadiles8981
Mar 4, 2025
Bullshit stop sending money to Ukraine and invest in Canada
Bullshit stop sending money to Ukraine and invest in Canada
Critiques government spending priorities, arguing funds should shift from Ukraine aid to domestic Canadian investment.
Policy Critique
0.75
@NavedUsmani-r7k
Mar 4, 2025
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Criticizes reporting quality and references problematic foreign administrations, combining media critique with policy-level concerns.
@BehnamMoghadasi-d8q
Mar 4, 2025
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
What I like about Justin is that he is clear, concise and talking WITHOUT cue cards. He does not lower his IQ with elementary antics of NAME CALLING like DT seems to often do. \n\n?
Commenter praises Trudeau's communication style and contrasts it with Trump's approach, critiquing the latter's use of name-calling as intellectually diminishing.
@Lana.L.Benson
Mar 5, 2025
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Criticizes Parliament's dysfunction and ineffectiveness while expressing frustration with government priorities, with some xenophobic framing blaming immigrants.
MASHA9521
Feb 5, 2026
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Canada needs to get a new spokesman..this dude is a fool and needs the USA more than they need him.
Criticizes Canada's representative and argues Canada's economic dependence undermines its negotiating position.
@elizaleroux9173
Mar 5, 2025
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Its not tight enough but nice spin. Even better if France wants to talk about us why don't they just go there.
Critiques Canada's immigration policy as insufficiently restrictive while comparing to France.
systemadmin2051
Feb 12, 2026
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
Mar 4, 2025
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid …
But you took guns away from Canadian citizens? You are not dealing with Biden you are dealing with a true American and our President!All the American products Canada took off the shelves,well you done paid for it so you eat it! Ask the distributors they are the ones loosing money!
Criticizes Canadian gun policy and tariff responses while comparing Canada's position to dealing with a stronger American president.
@philliphelms6505
Mar 5, 2025
I thought Trudeau was gone. His people got rid of him . He should go retire.
I thought Trudeau was gone. His people got rid of him . He should go retire.
Criticizes Trudeau's leadership and calls for his retirement, combining policy dissatisfaction with a demand for action.
@nanaonthefarm
Mar 5, 2025
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
One exception with what Trudeau said...trump is NOT a smart guy by any stretch ?
Comment critiques Trump's intelligence in relation to policy decisions, though it's somewhat tangential to the main immigration topic.
Policy Critique
0.75
@hazelg5019
Mar 4, 2025
trudeau give up your ill gotten wealth to charity
trudeau give up your ill gotten wealth to charity
Criticizes Trudeau's wealth and calls for redistribution to charity, combining policy critique with moral demand.
@gardenerpat2782
Mar 5, 2025
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China …
Trump also caused China to cut the flow of Rare Earth Minerals to the US which lead to the attempt to extort Ukraine of its natural resources. Similar situation , failure to recognize that China is supplying the raw materials driving the surge in technical advancement. To then try to deny the product of that raw material supply, aka cutting edge Chips.. back to China, is moronic. In Trumps world a Win/Win is a sign of weakness...except now China cut off the US from supply and there is no replacement.... Annnnnnnnd so the logical move is to pick other things being supplied and do the same to Canada..... when Canada pulls the plug on supply, the result will be the same. EVERYONE worldwide should take note and begin cutting supplies to the US and ceasing dependance on US manufacturers in favor of those with governments who will accept Mutually beneficial relationships as what they are...a Win/Win. China and Canada should deepen ties. Ukraine is better off working with Russia than allowing itself to be extorted. Everyone else should distance themselves from the US and honestly this damage Trump is doing will take decades to undo. The US is not reliable so long as they fail recognize international law and fair trade when it doesnt suit them... this is good for noone, but it will be worst on the US. Thats how WW2 started... Tariffs collapsed the German economy. Caused the Great depression. Germany and its people were forced into a corner. This is what Trump and his masters are trying to do. Starting WW3 is on someones agenda and whomever that is is also pulling Trumps strings. Bad times ahead
Extended critique of Trump's trade and foreign policy approach, comparing to historical economic failures and advocating for alternative international relationships.
@TheAddanz
Mar 5, 2025
Talk is cheap ?
Talk is cheap ?
Dismisses the value of rhetoric alone, implying skepticism about the effectiveness of Trudeau's statements.
Policy Critique
0.75
@philippelee5720
Mar 4, 2025
We used to have articulate presidents like this but those days are gone
We used to have articulate presidents like this but those days are gone
Nostalgic critique of current leadership quality compared to past presidents, implying policy/governance decline.
@ShonSpeaks
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
Critiques the video for omitting Canada's tariff actions while presenting a specific factual claim about tariff rates.
@Sirwanks4lot
Mar 5, 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)