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
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone …
Trump is violating his own USMCA Trade agreement in place today. So when he wonders which numb nut put it in place he’s talking about himself. If he’s trying to point the finger at someone who fell asleep at the wheel for the trade deficit, there are multiple factors INCLUDING HIMSELF.
Detailed critique of Trump's trade policy and USMCA agreement violations with analytical reasoning.
Policy Critique
0.90
@MyLil_Buttercup
Mar 4, 2025
People praising a guy that has left Canada on its knees ????
People praising a guy that has left Canada on its knees ????
Criticism of Trudeau's leadership and its perceived negative impact on Canada's condition.
Policy Critique
0.90
@hugo19442
Mar 4, 2025
This government is so incompetent
This government is so incompetent
Direct criticism of government competence in handling immigration and related policy matters.
Policy Critique
0.90
@rig7102
Feb 19, 2026
This the product of Tirdos polices. Him and his cronies be held accountable .
This the product of Tirdos polices. Him and his cronies be held accountable .
Blames government leadership for policies and calls for accountability.
dukelawrence5830
Sep 28, 2025
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
Directly criticizes the liberal government's lack of common sense in policy-making, a clear policy critique.
Policy Critique
0.90
karenarseneault479
Feb 18, 2026
??? worthless leader
??? worthless leader
Brief dismissive criticism of a political leader's competence.
Policy Critique
0.90
@inefekt2.O
Mar 4, 2025
Justin Trudeau our Best Actor Prime Minister - More talks and drama BUT No good economic plan for Canada. All name blaming!
Justin Trudeau our Best Actor Prime Minister - More talks and drama BUT No good economic plan for Canada. All name blaming!
Criticizes the Prime Minister's lack of economic planning and policy effectiveness.
Policy Critique
0.90
@MrJunix88
Mar 4, 2025
Says the guy who has destroyed the Canadian economy ?
Says the guy who has destroyed the Canadian economy ?
Direct criticism of a political leader's economic management and policy outcomes.
Policy Critique
0.90
@brann244
Mar 4, 2025
We agree it’s too many
We agree it’s too many
Brief statement criticizing immigration levels as excessive.
Policy Critique
0.90
BlueT521
Aug 28, 2025
Un worthy Trudeau capable for nothing......
Un worthy Trudeau capable for nothing......
Direct criticism of Trudeau's competence and capability in governance.
Policy Critique
0.90
@Ha-Ha-Ha-a
Mar 4, 2025
Really its canada's fault for allowing these diploma mills to exist.
Really its canada's fault for allowing these diploma mills to exist.
Critiques Canadian government policy for allowing diploma mills to operate.
Policy Critique
0.90
cadillaclmdhv8
Jan 27, 2026
Come on !!! How many years Canadian tax has been mismanaging?
Come on !!! How many years Canadian tax has been mismanaging?
Criticizes government mismanagement of tax revenue in relation to immigration policy.
Policy Critique
0.90
surasap2552
Jan 16, 2026
Liberal caused decline continues.
Liberal caused decline continues.
Brief criticism attributing national decline to Liberal government policies without elaboration.
Policy Critique
0.90
QG_4747
Feb 14, 2026
Lies, lies and more lies. Oh look he can lie in Fench too ?
Lies, lies and more lies. Oh look he can lie in Fench too ?
Accuses the speaker of dishonesty and criticizes their communication, targeting credibility and truthfulness.
Policy Critique
0.90
@CMack10
Mar 4, 2025
We don’t have a government we have an effing king ass
We don’t have a government we have an effing king ass
Expresses frustration with government structure and leadership, characterizing it as authoritarian rather than democratic.
Policy Critique
0.90
@cheryl8493
Mar 4, 2025
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao. Brutal policy from the Canadian government.
This guy brags about having permanent residence, which is essentially Canadian citizenship, but can't speak English lmao.
Brutal policy from the Canadian government.
Criticizes Canadian government policy for granting permanent residence/citizenship to individuals without English proficiency.
Policy Critique
0.90
user-gn9ip5zu5k
Jan 27, 2026
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Thought Trump was going to do good for the us/ the western world. But he has literally lost it now.
Expresses disappointment with Trump's performance and policies, suggesting he has 'lost it,' representing critical analysis of political leadership.
Policy Critique
0.90
@Spector06111
Mar 5, 2025
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Immigration officials are NOW investigating… Too bad they didn’t do their jobs before allowing them in..
Directly criticizes immigration officials and government processes for failing to properly vet individuals before admission.
Policy Critique
0.90
@Mugs-i4q
Feb 19, 2026
sadly the once great refugee system has been destroyed
sadly the once great refugee system has been destroyed
Expresses regret about the deterioration of Canada's refugee system, critiquing past policy decisions.
Policy Critique
0.90
DouglasTodd-o8u
Dec 26, 2025
It's not a trade war it's evening up the tariff. Stop lying
It's not a trade war it's evening up the tariff. Stop lying
Disputes the characterization of tariff policy as a 'trade war,' arguing it's actually tariff equalization, and accuses the video/speaker of misrepresentation.
Policy Critique
0.90
@scottjackline3430
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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