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
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Criticizes government immigration policy as inadequate, suggesting stricter controls from day one would have prevented current problems.
Policy Critique
0.75
alfredmajor428
Aug 28, 2025
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other …
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other injustices on its native population..The US will take care of itself...
Criticizes Canadian government policy on immigration and drugs while expressing concern about security and social issues, with some alarmist framing about national decline.
@devangerdthori3757
Mar 4, 2025
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd
Mar 4, 2025
The Gvmt is trying to divide us and it's working..
The Gvmt is trying to divide us and it's working..
Critiques government strategy as deliberately divisive, with an unsubstantiated claim about intentional division tactics.
danellebeaulieu352
Aug 30, 2025
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
Critiques American policy and those who support it, with partisan language ('clueless libs') framing disagreement as identity-based.
@WarrenZane
Mar 4, 2025
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
Critiques the video/speaker for omitting information about Canadian tariffs, with specific but unverified claims about tariff numbers.
@thomaslange2262
Mar 4, 2025
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Criticizes Canadian government policy regarding military spending and international responsibility, comparing Canada unfavorably to the US.
@Asfan-w8x
Mar 4, 2025
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Yay! President Trudeau! I wish I didn’t have to live with this crap from this criminal
Criticizes the prime minister as a criminal and expresses dissatisfaction with current governance and living conditions.
@frequencyhypnosis8260
Mar 4, 2025
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
So he's a hypocrite basically
So he's a hypocrite basically
Brief accusation of hypocrisy directed at a policy figure or argument presented in the video.
Policy Critique
0.75
United-States-of-Africa
Feb 11, 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
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
This is not a competent government
This is not a competent government
Brief criticism of government competence, likely referring to immigration or related policies discussed in the video.
Policy Critique
0.75
Homesteadof2
Mar 2, 2026
I wish they'd put money in Emigration.
I wish they'd put money in Emigration.
Critiques government spending priorities, suggesting resources should fund emigration rather than immigration programs.
Policy Critique
0.75
jamesneveaux4892
Feb 28, 2026
Well ... Y'all let them in
Well ... Y'all let them in
Blames government/authorities for allowing immigration, critiquing the decision to admit immigrants.
Blackspeaks
Jan 27, 2026
Not good imigrasi illegal
Not good imigrasi illegal
Brief statement opposing illegal immigration, expressing disapproval of immigration policy without elaboration.
Policy Critique
0.75
ALDIWESTPLAT
Feb 25, 2026
Why the nigger fuck are you promoting smuggling in your content?
Why the nigger fuck are you promoting smuggling in your content?
Accusation that content creator is promoting illegal smuggling, critiquing editorial choices with inflammatory language.
WNF
Jan 29, 2026
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Your president took hundreds of criminals from india though the indian government warned them not to. 😊 so question your government
Criticizes government immigration decisions and directs blame toward the government rather than immigrants, urging accountability.
crumb6238
Mar 1, 2026
THIS IS WHAT LIBERALS WANT
THIS IS WHAT LIBERALS WANT
Attributes immigration policy to Liberal party ideology, critiquing government direction without elaboration.
ernestturriziani2489
Feb 28, 2026
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)