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
You are a facist dude
You are a facist dude
Brief accusation of fascism directed at the content creator, implying criticism of their political stance.
Policy Critique
0.65
mikesaari9087
Jan 29, 2026
Tired of the bs
Tired of the bs
Vague expression of frustration with government/policy, though minimal detail provided.
Policy Critique
0.65
GeorginaMccallum-q7w
Sep 7, 2025
Trudeau shut up wacko from Canada and Canadians
Trudeau shut up wacko from Canada and Canadians
Dismissive criticism of Trudeau and Canadian government, framed as a Canadian identity assertion against leadership.
@philippeeaston
Mar 4, 2025
TOO MANY EXPLANATION MEANS WEAK ASF; THAT'S WHY DONALD KEEPS CALLING YOU GOVERNOR TRUDEAU.
TOO MANY EXPLANATION MEANS WEAK ASF; THAT'S WHY DONALD KEEPS CALLING YOU GOVERNOR TRUDEAU.
Critiques Trudeau's communication style and effectiveness as a leader, suggesting weakness in his approach.
Policy Critique
0.65
@avnidvyi
Mar 4, 2025
Lewackie belkoty, doptowadzili Kanadę do biedy a teraz zwalaja na Trumpa
Lewackie belkoty, doptowadzili Kanadę do biedy a teraz zwalaja na Trumpa
Polish-language comment criticizing previous leaders for Canada's problems; policy-focused blame despite language barrier.
Policy Critique
0.65
@marzenageorgopoulos
Mar 4, 2025
It's not your province.
It's not your province.
Brief assertion about jurisdictional boundaries, likely critiquing someone's authority or policy scope.
Policy Critique
0.65
@Tankhead69
Feb 22, 2026
No accused justin Trudeau \nThe addicts are going to heal instead of dead people \nYou're resigned go self isolate now
No accused justin Trudeau \nThe addicts are going to heal instead of dead people \nYou're resigned go self isolate now
Criticizes Trudeau's policies regarding addiction treatment, though the comment is fragmented and unclear in its specific claims.
@AngelineThompson-x4k
Mar 4, 2025
Good for them! This is terrible
Good for them! This is terrible
Brief expression of approval for unspecified action and disapproval of an unnamed situation, likely related to tariff policy.
Policy Critique
0.65
@nita2bjuan7
Mar 4, 2025
They don't get deport neither
They don't get deport neither
Critique of government enforcement/deportation policy, though expressed tersely without elaboration.
Policy Critique
0.65
ChefGabiel
Jan 27, 2026
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
If you know you are not getting US ripped in the past, then stop talking plenty and rather get another buyer!!!\nI don't think US is forcing you!!!
Critiques government negotiating position and suggests alternative action, though the comment is somewhat incoherent.
Policy Critique
0.65
@nanayeboah3992
Mar 4, 2025
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Albertans are glad that the Best Democracy won Olympic Gold in Men’s 2026, Canada is not a Democracy!
Asserts that Canada is not a democracy while praising Alberta's democratic credentials, combining identity framing with political system critique.
deanmcghie6519
Feb 26, 2026
please do not call them Allies !!!
please do not call them Allies !!!
Brief objection to characterizing countries as allies, likely critiquing diplomatic framing or policy.
Policy Critique
0.65
@achimotto-vs2lb
Mar 4, 2025
We should have responded with 26%.
We should have responded with 26%.
Cryptic reference to a tariff response percentage, suggesting criticism of Canada's trade policy response.
Policy Critique
0.65
@pgknippel
Mar 4, 2025
BS and lies....
BS and lies....
Brief dismissal of the content as false, expressing disagreement with the policy position presented.
Policy Critique
0.65
@doncamillo2758
Mar 4, 2025
Mi dear Canadians friends you guys need to work a lil bit more with Mexico on food supply wise .\nMexico has a climate like very few countries in our planet and you Canadian government need …
Mi dear Canadians friends you guys need to work a lil bit more with Mexico on food supply wise .\nMexico has a climate like very few countries in our planet and you Canadian government need to work more on that and keep a good trading but you guys need to explode more the climate that only Mexico offers all year long .\nIt is a shame how millionaires want to keep us down ?
Suggests Canada should strengthen agricultural trade with Mexico and criticizes wealthy interests for limiting economic opportunity.
@carlosibarra7040
Mar 4, 2025
Canada need to band beef and slughter of cows
Canada need to band beef and slughter of cows
Advocates for policy change regarding animal slaughter practices, likely related to religious dietary practices of immigrant communities.
Policy Critique
0.65
firelord1202
Jan 28, 2026
All because of RULES,
All because of RULES,
Vaguely critiques government rules or regulations, though the specific policy target is unclear from the truncated comment.
Policy Critique
0.65
maryamabdullah6373
Jan 28, 2026
Good fair tarifs
Good fair tarifs
Brief approval of tariff policy, though minimal elaboration makes confidence moderate.
Policy Critique
0.65
@Mile9homesteadalaska
Mar 4, 2025
Sell out good to Canadian ppl a lbs lower the price lol. Trudeau give your head a shake! And Canada should join with Russia too?
Sell out good to Canadian ppl a lbs lower the price lol. Trudeau give your head a shake! And Canada should join with Russia too?
Criticizes Trudeau's policies on pricing and makes an unsubstantiated suggestion about aligning with Russia.
@jigga9770
Mar 4, 2025
Very dump thing to do,,,,,,
Very dump thing to do,,,,,,
Comment expresses disapproval of an action or decision, though the fragmented language limits clarity.
Policy Critique
0.65
@jessieesguerra8849
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)