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
Revoke citizenship if criminal and deport after seizing assets
Revoke citizenship if criminal and deport after seizing assets
Proposes punitive immigration policy changes (revocation and deportation) as a response to criminal behavior by immigrants.
@fokana1
Feb 21, 2026
Why didn’t you do this until you were threatened?
Why didn’t you do this until you were threatened?
Challenges Canada's delayed response to trade threats, implying criticism of earlier inaction on policy.
@FlamingArrow444
Mar 4, 2025
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
very good response. Europe needs to step up right now , we are smack in the middle of a complete shift in the international alignment .
Praises Canada's response while critiquing Europe's inaction and comparing international positions.
@clockworkcookie
Mar 4, 2025
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Where the hell was this guy for the last 9 years? Now he finally gives his balls a tug.
Criticizes Trudeau for lack of strong leadership over the past 9 years, suggesting he's only now taking decisive action.
Policy Critique
0.80
@deadfishparty
Mar 4, 2025
Stop the Cuba Boycott, Boycott Canada. Canada, You have nothing the US needs! Pound Sand. Trudeau you are not worthy to stand in Trumps shadow. If the Tariffs are a dumb thing to do why …
Stop the Cuba Boycott, Boycott Canada. Canada, You have nothing the US needs! Pound Sand. Trudeau you are not worthy to stand in Trumps shadow. If the Tariffs are a dumb thing to do why are you so upset? F the French Canadians and the French in general. Have a good day.
Combines criticism of Canadian leadership and tariff policy with nationalist rhetoric and calls for boycotts.
@DARBQ
Mar 4, 2025
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is …
Im so sick of this clown… i thought you resigned? Its not ok to tariff “our closest friend?”\nYet canada is ripping us off by billions in trade and has zero control of their border? Is that how friends and allies act!!! The us isnt in desperate need of you canada\nAlso…. DONT EVEN TALK ABOUT RUSSIA AND PEACE OR WAR OR ANYTHING OF THE MATTER !!! YOU CANNOT EVEN PROTECT YOURSELF! We american pay to protect your pansy ass!!!
Criticizes Canadian border control and trade practices while comparing U.S.-Canada relations and defense contributions.
@medlaketrap
Mar 4, 2025
Remember that all of this came from the fact that Trump believes that a trade deficit means we lose out when we are a heavily consumerist country. This is going to be a very interesting …
Remember that all of this came from the fact that Trump believes that a trade deficit means we lose out when we are a heavily consumerist country. This is going to be a very interesting wake up call when the realization that most of our manufacturing requires outside materials.
Analyzes Trump's trade policy rationale and critiques the economic reasoning behind tariff decisions.
@machdude3366
Mar 4, 2025
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Blah blah blah Lies lies lies. Trudeau isn’t even liked by his own ppl. Why should we trust a guy that is trying to control his own country with Communist agendas?
Criticizes Trudeau's policies and governance while making unsubstantiated claims about 'Communist agendas' without evidence.
@fancykat4
Mar 4, 2025
This is all Trump and Musks fault! The majority of americans DO NOT agree with what they are doing!!!
This is all Trump and Musks fault! The majority of americans DO NOT agree with what they are doing!!!
Blames Trump and Musk for policy decisions while asserting that most Americans disagree with them.
@christinacabrera1513
Mar 4, 2025
These people should be fired
These people should be fired
Calls for removal of government officials, implying criticism of their performance or decisions.
Policy Critique
0.80
gregoryalayon7254
Nov 25, 2025
If President Trump & Justin Trudeau could overcome their dislike of each other and STOP making this personal we wouldn’t be in this tariff war!!!!
If President Trump & Justin Trudeau could overcome their dislike of each other and STOP making this personal we wouldn’t be in this tariff war!!!!
Criticizes leadership for making the tariff dispute personal rather than diplomatic, implicitly calling for better negotiation approach.
@linasloan5049
Mar 4, 2025
What a political moron Trudeau is. Goodbye Justin.
What a political moron Trudeau is. Goodbye Justin.
Direct criticism of Trudeau's competence and call for his departure, framed as political critique rather than personal attack.
Policy Critique
0.80
@jainjain1258
Mar 4, 2025
deport deport trudumbs mistakes
deport deport trudumbs mistakes
Criticizes government immigration policy and attributes it to the Prime Minister's decisions.
grantboucher9342
Dec 24, 2025
Trudeau u caused this. Big whoop
Trudeau u caused this. Big whoop
Blames a specific political leader (Trudeau) for causing an unspecified problem, expressing criticism of governance.
Policy Critique
0.80
@troywilson8980
Mar 4, 2025
Trump started this...to please Putin.....the USA is now a disgrace. So ????
Trump started this...to please Putin.....the USA is now a disgrace. So ????
Critiques Trump's foreign policy decisions and expresses concern about geopolitical consequences and national reputation.
@rosemarymanley4267
Mar 4, 2025
Disgusting Liberal Government.
Disgusting Liberal Government.
The commenter expresses disapproval of the Liberal government's policies, though without specific details.
Policy Critique
0.80
Mark78c45
Oct 9, 2025
I doubt CBSA would do the same as ICE…our govt too weak.
I doubt CBSA would do the same as ICE…our govt too weak.
Expresses skepticism about government enforcement capacity while implying weakness in immigration enforcement, combining policy criticism with underlying anxiety.
emilyt4323
Jan 19, 2026
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Seems like Trudeau has a lot of power for somebody that supposedly resigned.
Questions the legitimacy of Trudeau's authority and power, critiquing the political situation and governance structure.
Policy Critique
0.80
@barryandrews8072
Mar 4, 2025
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Trump's destroying relations with an ally? Well Putin is certainly laughing about it.
Criticizes Trump's foreign policy decisions as damaging to alliances while expressing concern about geopolitical consequences.
@collinsgreenlee1673
Mar 4, 2025
Canadian immigration officials investigating themselves.
Canadian immigration officials investigating themselves.
The comment critiques government accountability by sarcastically suggesting immigration officials lack independent oversight.
MichaelJohnson-xn7ye
Feb 23, 2026
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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)