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
We need hard labour as punishment.
We need hard labour as punishment.
Advocates for harsher criminal punishment policy, implicitly critiquing current sentencing approaches.
@rebelcats749
Feb 19, 2026
These comments have to be bots ?. Trudeau is one of the worst leaders the world has ever seen. Took away Canadians rights. Took away free speech. Just to name a few. But he gives …
These comments have to be bots ?. Trudeau is one of the worst leaders the world has ever seen. Took away Canadians rights. Took away free speech. Just to name a few. But he gives one good speech and all is forgotten?? Like I said, these comments HAVE to be bots lmaoo ?.
Criticizes Trudeau's policies on rights and free speech while questioning the authenticity of supportive comments.
@GodOfDestructionVegeta27
Mar 4, 2025
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
Criticizes Trump's intelligence and includes an unverified conspiracy claim about Kremlin influence.
@mm-tc3kt
Mar 4, 2025
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and …
From a Canadian citizen.\n\nExcellent speech, nice presentation with sugar coating, but the taste?\nHowever Trudeau is not telling the Truth about the Fentanyl of less than one ounce coming through the border?\nHow about Oil, Lumber and other minerals trades?\nThe USA has ten times more than what Canada have.\nWhat about border protection? Canada invested in two helicopters and many drones with thousands of land miles and the same on water to protect?\nThe cartels are much smarter than Trudeau borders policing, because they've already installed thousands of infiltrators throughout Canada to deliver any drug amount to the USA.\nAnd calling the president by his first name?\nTrudeau is taking Canada to another level, lower than we've seen or felt, because he's not a politician and not a businessman.\nFor last.\nThe notion that our lower level of politics still uses the word FIGHT instead of making a DEAL.\n\nAnd their old ways of saying, WE ARE WORKING HARD.\nINSTEAD OF WORKING SMART.\n\nMy opinions.
Primarily critiques Trudeau's policies and leadership competence, with embedded unverified claims about fentanyl smuggling and cartel infiltration.
@louisbarbisan2608
Mar 4, 2025
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
This man is a dictator and he doesn’t represent Canadians. Canada has big problems and its legal drugs are killing people and being sold everywhere. Thank you, Trump for these tariffs.???
Criticizes leadership as dictatorial and policy failures (drug crisis), with approval of tariffs as corrective action.
@Danny_Page_
Mar 4, 2025
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
The comment critiques the video's research methodology and framing, arguing for a more nuanced analysis and suggesting alternative investigative focus on government corruption.
Vreedom7
Jan 27, 2026
When you place to old people as leaders... i think he may have a dementia or something... ?
When you place to old people as leaders... i think he may have a dementia or something... ?
Criticizes age of leaders and makes an unverified medical claim about dementia without evidence.
@kamilbialo4549
Mar 4, 2025
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in …
Eat a sausage trudeau the sycophants in the cnn comme t page her are outnumbered. An idiot like you talk down to the american people. Get wrecked bro. Canadians better elect poliveri or your in for a world of bankruptcy.
The comment criticizes Trudeau's policies and governance, urging Canadians to elect Poilievre to avoid economic collapse.
@zacharytrammell3382
Mar 4, 2025
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Anything for more votes. CRA making sure you get your money. That's pretty funny. No it's getting that foot in the door to control income.
Criticizes government motives (vote-buying) and expresses suspicion about hidden control agendas through tax policy.
dereks3029
Jan 12, 2026
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to …
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to Canada/America
Challenges the accuracy of claims made in the video and critiques overgeneralization about India and emigration patterns.
GLENJOSHUASTEAGLE
Feb 22, 2026
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who …
I disagree with him. Donald is clearly not a “very” smart guy. Even a person with average IQ would make so many and so big poor decisions. He is a muppet on the hands who realized how easily he can be manipulated. Most unAmerican president in the history of USA. Worse than Nixon. Danger to USA and American people. As long as he is the president. We can no longer say POTUS is “the leader of the free world “ He prefers murderous dictators. Not the free world.
Criticizes Trump's decision-making and leadership competence while expressing concern about threats to American interests.
@michellesanay8172
Mar 4, 2025
np time for the lie/con jason kennedy or any of his uniparty shills
np time for the lie/con jason kennedy or any of his uniparty shills
Dismissive critique of political figures and their policies, using conspiratorial language ('uniparty shills').
robinenglish3239
Feb 17, 2026
Trump does not make sense, period. PS can I move to Canada???
Trump does not make sense, period. PS can I move to Canada???
Criticizes Trump's logic/policy while also expressing personal desire to emigrate to Canada.
@elizabethmartin3389
Mar 4, 2025
Canada's biggest export should be incompatible immigrants.
Canada's biggest export should be incompatible immigrants.
Critiques immigration policy by sarcastically suggesting Canada should export immigrants deemed incompatible.
William-yk1nu
Jan 19, 2026
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic …
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic behavior.
Critiques tariff policy as economically harmful and based on false pretenses, combined with moral condemnation of the president.
@irenaschulz2286
Mar 4, 2025
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Critiques government policy regarding foreign aid allocation and suggests alternative arrangements based on economic reasoning.
@Sofia-y1u2c
Mar 4, 2025
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Criticizes Trump's policies toward Muslims and international alliances, framing it as both a policy failure and moral wrong.
@shehlakalsoom6423
Mar 4, 2025
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
So now Trudeau has a say?? ?\nDidn’t he resign already?? Where have you been in your more than 10 years as PM?? Looool
Criticizes Trudeau's tenure and questions his legitimacy to speak, framed as rhetorical questions about his record.
@AgentAO7
Mar 4, 2025
Canadian DEI grants will drop to $80,000,000,000 now. Poor DEI ?
Canadian DEI grants will drop to $80,000,000,000 now. Poor DEI ?
Critiques Canadian DEI spending policy with sarcastic tone, using emoji to mock the program's perceived wastefulness.
@bobvilla4383
Mar 4, 2025
Close your open door policy and stop letting everyone come to your country. And then they sneak into our country. Go to Vancouver and you will see there is a brown and yellow town I …
Close your open door policy and stop letting everyone come to your country. And then they sneak into our country. Go to Vancouver and you will see there is a brown and yellow town I mean how many of them are illegal. On the other hand i understand what you saying. Key words border check point. But how long is the border in Canada thousands of ways for stuff to come through
Criticizes Canada's immigration policy while making unverified claims about illegal immigration and using identity-based language about ethnic composition.
@rambo410
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)