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
Trying to gain popularity back
Trying to gain popularity back
Suggests political motivation behind policy decisions, implying criticism of leadership's motives rather than substantive policy analysis.
Policy Critique
0.65
@wandatruax
Mar 4, 2025
I blamed our people running the government, flip flops connection
I blamed our people running the government, flip flops connection
Blames government leadership and suggests corruption or inconsistency in policy implementation, though phrasing is unclear.
Policy Critique
0.65
DennisH47
Feb 18, 2026
its ridiculous
its ridiculous
Minimal expression of disapproval toward policy or situation, though specific target is unclear.
Policy Critique
0.65
sho-shoyeshua
Aug 26, 2025
Just say it will hurt america .
Just say it will hurt america .
Brief suggestion to frame tariffs as harmful to America, implying critique of the policy approach.
Policy Critique
0.65
@paulthemba9961
Mar 4, 2025
Sorry it's business not politics
Sorry it's business not politics
Brief assertion that the situation is transactional/economic rather than political, offering a reframing of the dispute's nature.
Policy Critique
0.65
@antoniomendoza6907
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
Canada is doing one experiment
Canada is doing one experiment
Vague critique characterizing Canadian immigration policy as an 'experiment,' implying disapproval of government approach.
Policy Critique
0.65
matthewbell9667
Aug 27, 2025
Ms, Trudeau is out of her league.
Ms, Trudeau is out of her league.
Brief dismissal of Trudeau's competence, suggesting inadequacy for the role.
Policy Critique
0.65
@fastbike1702
Mar 4, 2025
donald trump did that, not the American people.
donald trump did that, not the American people.
Deflects responsibility from American people to Trump, critiquing leadership decisions.
Policy Critique
0.65
@soCalMomGaming
Mar 4, 2025
Absolutely ridiculous!
Absolutely ridiculous!
Vague expression of disapproval toward unspecified actions or policies, lacking specific detail but indicating critical stance.
Policy Critique
0.65
@VDD-2766
Mar 4, 2025
Hes right tho and i got the feeling the government going to whind up Impeaching Trump and getting the people he put in the white house because what Trump doing
Hes right tho and i got the feeling the government going to whind up Impeaching Trump and getting the people he put in the white house because what Trump doing
Critiques Trump's actions and speculates about government impeachment proceedings without clear evidence.
@THE_REAL_VELIKAN
Mar 4, 2025
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Trade war tests will. There is no trade war. You’re just realizing you can also tariff. Dude this is awesome. Go Canada. Go USA I wish I knew how to help the world, specifically.
Discusses tariff policy as mutual leverage rather than conflict, expressing support for both nations while questioning trade war framing.
@JadeCowen-h7p
Mar 4, 2025
He's stupid. He is crazy!! Insane.
He's stupid. He is crazy!! Insane.
Expresses strong disapproval of a political figure's competence and mental state, though lacks specific policy details.
Policy Critique
0.65
@Love-k2h8h
Mar 4, 2025
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, …
Canada should first implement trudeau. New person should be elected. Then that person should visit the oval office with trump in, then trump must say to that guest you don't have the cards to play, with us only you have the cards ?
Critiques Canadian leadership and proposes alternative political process involving Trump negotiations.
@Mahamud-g6j
Mar 4, 2025
Look at the facts. No, you didn’t act.
Look at the facts. No, you didn’t act.
Vague accusation that leadership failed to act on unspecified issues, critiquing government inaction.
Policy Critique
0.65
@Derekgrant12
Mar 4, 2025
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly …
Albertabs proud canadians.. Never want stay with USA agents like ukeaine president. This video spreads only hatread. The only issue is asylum seekers, int students bring millions to canadian e onomy. Stop asylum... Ukraine mainly using asylum...
Distinguishes between asylum seekers and international students economically while criticizing video's framing, though text is fragmented and unclear.
nimithanimeh
Jan 27, 2026
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
This also gives boarder officers on the Canadian side a chance to catch illegals in Canada.
Comments on border enforcement policy and its potential secondary effects on Canadian immigration enforcement.
Policy Critique
0.65
johnmackey3937
Dec 10, 2025
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
To little to late
To little to late
Vague criticism suggesting government action on immigration is insufficient or delayed.
Policy Critique
0.65
@Sandy-x6n
Mar 4, 2025
Circumstances will be more challenging in Canada in coming years.......
Circumstances will be more challenging in Canada in coming years.......
Vague statement suggesting future challenges in Canada, likely implying criticism of current immigration or government policy without specifics.
Policy Critique
0.65
LutyenTHUG
Aug 25, 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)