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
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267
Mar 4, 2025
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Starts out with a lie.\n\nTrudeau of course doesn't mention the tariffs he's had on US goods for decades.
Accuses Trudeau of dishonesty regarding tariffs; combines policy critique with an unsubstantiated claim about historical tariffs.
@Htown156
Mar 4, 2025
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Fentanyl is getting into your country because you have corrupt boarder security officials and an incompetent system that can’t detect it properly.
Criticizes Canadian border security as corrupt and incompetent without providing evidence, attributing fentanyl flow to systemic failure.
@richsage3235
Mar 4, 2025
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Fentinol........... you have no idea how much is in our country , you just found one lab in BC . So how many more ? Keep talking Trudeau
Criticizes Trudeau's drug policy response while implying unverified claims about hidden fentanyl labs.
@sherryvanderkooi7459
Mar 4, 2025
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
It's painfully obvious, most Americans are utterly embarrassed by this administration. Soldout to AIPAC. SMH
Critiques American administration policies and alleged corporate influence while implicitly comparing to Canadian governance.
@MrOwl-X
Mar 4, 2025
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
You were simply asked to secure the border and stop the flow of fentanyl but I guess that China is lining your pockets to much to care about that.
Criticizes government failure to secure border and stop fentanyl, with unsubstantiated claim about China payments influencing policy.
@JustinCase-ft3gv
Mar 4, 2025
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Trudeau is happy now that he got something to hang on and make his political pitch he is thankful for Trump for bringing about diversion from domestic politics
Critiques Trudeau's motives as opportunistic, suggesting he's using Trump conflict for domestic political advantage.
Policy Critique
0.75
@CBSManyam
Mar 4, 2025
It's time for Canada and the EU to expand trade and cooperation.
It's time for Canada and the EU to expand trade and cooperation.
Suggests policy direction for Canada to strengthen international relationships as an alternative to US engagement.
@20storiesunder
Mar 4, 2025
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the …
we are being used by our own pres the same way a bad cop uses an innocent citizen. Lies to make the court grant orders for their benefit. This is an illegal use of the court.
Criticizes government actions as corrupt abuse of power, with vague allegations of illegal court manipulation.
@niterocketnick5963
Mar 4, 2025
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
This is all the turds fault. If he only behaved like these leaders we would be ok. Smdh
Criticizes a leader (implied Trump) for not behaving like the Canadian leaders being discussed, with implied policy dissatisfaction.
@83ragutierrez
Mar 4, 2025
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready …
truth truduh is not on the canadian peoples side cartels puttin money in his pocket see what the far left has done in the us.its sickening hes part of the corruption thats why hes allready put in his resignation then talk big doge canada see why hes saying this
Criticizes Trudeau's policies and leadership while making unsubstantiated claims about corruption and cartel involvement without evidence.
@lindseyhill1896
Mar 4, 2025
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset …
I think it is important to note how much governments complain when they get taxed but how much they also complain they aren't taxing their people even more. Imagine if the people got this upset Everytime they were taxed. And if he wants to fight russia in wwiii he is welcome to go to russia and get it started rather than negotiate peace. America loves life, liberty, and pursuit of happiness. That's why we elected trump and LOVE everything he is doing. We wish more loved that too like us.
Critiques government taxation and foreign policy decisions while comparing American and Canadian approaches.
@PLandPProductions
Mar 4, 2025
Canada has been robbing us for years now you wanna cry
Canada has been robbing us for years now you wanna cry
Expresses grievance against Canadian government/institutions with an accusatory tone, framed as systemic wrongdoing.
@Elizabeth38thregiment
Mar 4, 2025
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would …
I still believe that Trudeau would be the best person to expose the trump north canadian running for pm. He said that he is not Maga but that is what he would say. Why would he admit that. He wants your vote. But we should take our example from the US. Beware beware. Thanks Justin.
Critiques a political figure's credibility and policy positions while urging voters to be cautious about another candidate's true intentions.
@jimgibbons5603
Mar 4, 2025
Canada may need this enhanced border security to defend against Trump
Canada may need this enhanced border security to defend against Trump
Argues for enhanced border security policy as a defensive measure against a perceived external threat.
@keelermalmsten3395
Mar 4, 2025
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Most Canadians don’t care what this A-Hole has to say….He deservesJAIL
Dismisses a political figure's credibility and calls for legal accountability, framing it as representing Canadian public opinion.
@ultimaalpha3547
Mar 4, 2025
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Your a mutt trudeau, you had time to stand up for Canadians by strengthening boarder and closing your ties with Chinese drug cartels. You're only gaslighting which too many Simps believe
Criticizes Trudeau's border policy and makes unsubstantiated claims about ties to Chinese drug cartels while accusing gaslighting.
@jamesbrown6473
Mar 4, 2025
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Close the border Canada. Your tariffs are higher than ours. We are just keeping it even.
Argues for border closure and justifies tariffs by comparing Canada's tariff rates to America's.
@marlowshultz7308
Mar 4, 2025
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
The only real beneficiaries of Trump's negative actions with Ukraine, Canada and Mexico are Russia and China.
Critiques Trump's trade actions as benefiting geopolitical rivals, analyzing policy consequences rather than immigration specifically.
@doxies
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
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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
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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)