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
Canada believed Leftist Liars, until it was too late... eh? Hosers?😮
Canada believed Leftist Liars, until it was too late... eh? Hosers?😮
Blames left-wing political ideology for immigration policy failures, with ironic tone and Canadian cultural reference.
CatsThinkMyNameIsClaude
Jun 20, 2025
Lame duck Prime Minister. Why are you reporting this?
Lame duck Prime Minister. Why are you reporting this?
Dismisses Trudeau as a 'lame duck' while questioning the video's relevance, combining political criticism with commentary on the content.
@18979765
Mar 4, 2025
He sounds like Joe b weaker than circus lemonade it's not our fault it's another country fault just so you know you sound like Joe and that's how weak you sound
He sounds like Joe b weaker than circus lemonade it's not our fault it's another country fault just so you know you sound like Joe and that's how weak you sound
Criticizes a political figure's weakness and blames external countries, mixing personal attack with policy judgment.
@kevinhawkinberry3654
Mar 4, 2025
The Clinton News Network still getting paid to pretend that the childish wannabe dictator is our ally ? Trudeau is a disgrace. He has protestors locked up, freezes the bank accounts of them and anyone …
The Clinton News Network still getting paid to pretend that the childish wannabe dictator is our ally ? Trudeau is a disgrace. He has protestors locked up, freezes the bank accounts of them and anyone who openly supports them, and then hides until the mess has been cleared away. He should be in prison by now, but the little WEF plant has a lot of protection.
Criticizes Trudeau's government policies (protest suppression, account freezing) with some unverified claims (WEF connection) mixed in.
@evage99
Mar 4, 2025
Don’t be a cry baby! Pay your fair share? ??????
Don’t be a cry baby! Pay your fair share? ??????
Dismissive criticism of complaint about fairness, suggesting others should pay their share without elaborating on specifics.
Policy Critique
0.72
@bertdamian9430
Mar 4, 2025
Strange how Canada has finally stepped up to order military equipment, military personal, borders in the North and with USA borders putting more man power and technology. Changed and removed provincial boundaries for trade, liberal …
Strange how Canada has finally stepped up to order military equipment, military personal, borders in the North and with USA borders putting more man power and technology. Changed and removed provincial boundaries for trade, liberal party wants to change like the dems in the USA. Leaders should go in and do a good job and not just think about them selves. Maybe Trump has helped in that way even when we don’t want to admit it. Leaders has got away with things for along time.
Critiques Liberal government policy direction by comparing it to US Democrats, suggesting leaders are self-interested and need accountability.
jerusalem7576
Apr 14, 2025
Fraser you're just great at failure
Fraser you're just great at failure
Personal attack on a government minister framed as criticism of their policy performance.
Policy Critique
0.72
gailhorochuk1269
Feb 27, 2026
There is no winner in trade war but he will be the first to lose the job sooner for diplomatic failure.
There is no winner in trade war but he will be the first to lose the job sooner for diplomatic failure.
Commenter critiques trade war policy as economically counterproductive and predicts political consequences for the leader.
Policy Critique
0.72
@ryanb9566
Mar 4, 2025
No Mr Trudeau. You are a liar! Oh my God! You are, because the US is. Don't fool yourselves. Dont be stupid. Otherwise freeze away.
No Mr Trudeau. You are a liar! Oh my God! You are, because the US is. Don't fool yourselves. Dont be stupid. Otherwise freeze away.
Directly attacks Trudeau's credibility and policies while invoking national identity ('yourselves') in a dismissive tone.
@The-Wa.Wa-Girls
Mar 5, 2025
damn I just want a repectable constitution loving president, sensible.
damn I just want a repectable constitution loving president, sensible.
Expresses desire for constitutional leadership and sensible governance without endorsing any specific figure.
@Drangorooq27
Mar 4, 2025
at 10:40 when any religion takes over any other religious historical place then we know theres no respect not so nice watch ypu all doing in my lords house in church when you dont even …
at 10:40 when any religion takes over any other religious historical place then we know theres no respect not so nice watch ypu all doing in my lords house in church when you dont even believe in jesus christ ? and at 14:50 he just discriminated against all religions by associating them with a negative word ? isnt that interesting the evidence is quite clear its called canada the real native indians are from canada natives its a fact i noticed white agressions lately strange ?
Critiques religious accommodation in churches and alleged discrimination by religious associations, while making unverified claims about 'white aggressions' and conflating 'native Indians' with Canadian Indigenous peoples.
motionpicturefilmbible
Oct 14, 2025
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
Criticizes government as corrupt and lacking direction, with unsubstantiated reference to WEF agenda conspiracy.
@Baiasa13
Mar 5, 2025
The Canadian government attacked its farmers who didn’t want to depend on the United States, and its citizens supported the dictatorial government. How quickly they forget!
The Canadian government attacked its farmers who didn’t want to depend on the United States, and its citizens supported the dictatorial government. How quickly they forget!
Commenter criticizes government actions against farmers and characterizes the government as dictatorial, blending policy critique with nationalist framing about Canadian independence.
@aedenys
Mar 4, 2025
Get lost justin Tradeau. He is khalistan separatist supporting PM of canada. He is a failed leader who has ruined Canadian economy and unable to handle housing crisis and inflation
Get lost justin Tradeau. He is khalistan separatist supporting PM of canada. He is a failed leader who has ruined Canadian economy and unable to handle housing crisis and inflation
Criticizes Trudeau's handling of economy, housing, and inflation while making an unsubstantiated claim about Khalistan separatism support.
@princesaable
Mar 4, 2025
Trade war is against Trudeau and her stupidity
Trade war is against Trudeau and her stupidity
Blames Trudeau's policies for the trade war, criticizing government decision-making.
@gauravsukre52
Mar 4, 2025
If Carney wasn’t happy with her performance she’d be fired!
If Carney wasn’t happy with her performance she’d be fired!
Critiques government accountability, implying a minister's poor performance should result in dismissal.
Policy Critique
0.72
BobSkaftfeld-h6x
Feb 26, 2026
Donald has done so much damage to himself in such a short time.leaning to Russia and American adversary is a grievious mistake.maybe because of them investing in his corporation specially Putin's money.
Donald has done so much damage to himself in such a short time.leaning to Russia and American adversary is a grievious mistake.maybe because of them investing in his corporation specially Putin's money.
Criticizes Trump's foreign policy while making unsubstantiated claims about Russian investment in his corporation.
@markussantos6164
Mar 4, 2025
Too little too late
Too little too late
Brief dismissal suggesting government action on immigration is insufficient or too delayed.
Policy Critique
0.72
rhobvillasenor6536
Jan 20, 2026
Embarrassing. What the actual fuck.
Embarrassing. What the actual fuck.
Brief expression of disapproval toward government action, though vague in specifics, primarily critiquing the response shown in the video.
Policy Critique
0.72
@cap5477
Mar 4, 2025
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. …
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. \nRespect. If you had any respect for our country, you would not put our country in debt to keep Canada going . Stealing my tax dollars. If you respected us, you would deal with America as an honest broker.\nAmericans flip the bill for ungrateful countries who have no respect for America. It stops here.
Critiques government policy on tariffs, drug trafficking, and immigration while expressing economic grievances about taxes and national debt.
@bonniesaldana6152
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)