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
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
Wouldn't buy so much as a can of beans from U.S.A. now.
Wouldn't buy so much as a can of beans from U.S.A. now.
Expresses disapproval of US policy through a consumer boycott statement, critiquing trade relations.
@johnshaughnessy4742
Mar 4, 2025
Trump is messing up the USA ???
Trump is messing up the USA ???
Expresses criticism of Trump's policies/governance, though brief and without specific details.
Policy Critique
0.75
@missveefamilychannel850
Mar 4, 2025
This is an issue thats all across canada
This is an issue thats all across canada
Brief statement identifying immigration as a widespread problem across Canada without elaboration.
Policy Critique
0.75
ArthurHalvorsen-t1i
Jan 28, 2026
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
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Trudeau sold the country and now he is rich and off duty enjoying having screwed every real canadian
Commenter criticizes the Prime Minister for allegedly betraying Canada and enriching himself at the expense of 'real Canadians.'
hueyfreeman3069
Jan 29, 2026
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
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
He was always lying to you. He was always going to go with tariffs for the money. Because hes stupid. So so sorry.
He was always lying to you. He was always going to go with tariffs for the money. Because hes stupid. So so sorry.
Criticism of Trump's tariff policy as dishonest and motivated by greed, with sarcastic tone.
@maryjenkins1939
Mar 4, 2025
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have …
And why is he just now showing his face??!!! He waits until today to show his face! You should have thought about this last week Trump already gave u too many chances!!!! We will have American made everything so keep your crap in your country. U need is more than we do! And Trump would say the same thing to you!! ??
Criticizes Trudeau's timing and response to Trump's tariffs while advocating for protectionist economic policy.
@sandracontreras5417
Mar 4, 2025
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
What about Maccas, KFC and BK...? put 50% tariff, open CANADIAN-owned healthy fast food ?
Proposes alternative tariff policy favoring Canadian-owned businesses over foreign chains as critique of current approach.
@chrisd3710
Mar 4, 2025
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
This man is a dictator himself by what we went through with gender identity they still enforce there people with this bogus B.S.
Criticizes Trudeau's government policies on gender identity as authoritarian overreach.
Policy Critique
0.75
@IM-CALLED-REAPER-hm4vv
Mar 4, 2025
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
President Biden & V.P. Harris left Our economy in a better place!\nIt has just been getting worse under musk & 45 showing us, \nThey are up to No Good!
Critiques current economic policy while asserting a political identity (support for Biden/Harris administration).
@PEACE-fb8ok
Mar 4, 2025
We need Canada president
We need Canada president
Advocates for systemic change (presidential system) as implicit criticism of current governance structure.
@DavidJohnson-xs7og
Mar 4, 2025
Cares so little about us they give more money to scammers and the Ukraine
Cares so little about us they give more money to scammers and the Ukraine
Commenter criticizes government spending priorities, making claims about resource allocation that may be misleading or unsubstantiated.
vlogospheer
Feb 27, 2026
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
I guess Justin should have listened earlier!
I guess Justin should have listened earlier!
Implies Trudeau should have acted earlier on some issue, critiquing his timing or responsiveness.
Policy Critique
0.75
@letha-AnnCooper-e9n
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
Compare Videos
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)