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
Search & Filter
Policy Critique
5,980 comments
Stop your propaganda!
Stop your propaganda!
Accusation of propaganda suggests criticism of government messaging or policy presentation, though vague.
Policy Critique
0.70
Jan-fx2ny
Jul 3, 2025
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
This guy sucks. He do want I now what Americans want. We are tried of our first 3 day a of the work week goes to other countries who are now acting like brats
Criticizes the president for not representing American interests and complains about resource allocation to other countries.
@thewalruswaspaul1966
Mar 4, 2025
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
Critique of Trudeau's claims as 'bullshit' with unverified assertion about Alberta's compliance and spending timeline.
@billyandmyboyzayn9128
Mar 4, 2025
Well done, maybe 350% is reasonable at some point
Well done, maybe 350% is reasonable at some point
Cryptic comment suggesting skepticism about a policy metric (possibly immigration numbers), implying current levels are excessive.
Policy Critique
0.70
@BowWowVideo
Mar 4, 2025
but this is only happening cause of you
but this is only happening cause of you
Blames the current leader for a problem, implying responsibility for a policy failure without elaboration.
@MikeLeger-s2z
Mar 4, 2025
You tax us we tax you say the whole truth
You tax us we tax you say the whole truth
Critique of tax policy and government honesty, suggesting incomplete disclosure of trade consequences.
Policy Critique
0.70
@coryblanton
Mar 4, 2025
I thought that jerk quit Hay a hole he said reciprocal JackAss
I thought that jerk quit Hay a hole he said reciprocal JackAss
Criticizes a political figure's policy position (reciprocal tariffs) though expressed with insults and unclear reference.
Policy Critique
0.70
@Catherine-nm9gt
Mar 4, 2025
Then stop giving fentanyl to patients in hospital
Then stop giving fentanyl to patients in hospital
Critiques government policy regarding pharmaceutical distribution in hospitals, though connection to immigration video is unclear.
Policy Critique
0.70
@celiaamaral5058
Mar 4, 2025
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
Criticizes inaction over a 12-year period and questions the timing of current response, though the comment is somewhat unclear.
Policy Critique
0.70
@rodneylush2246
Mar 4, 2025
Me, one of the American people, in answer to your stupid assertions, should point out that the issue at hand is not one of economics but, we are against illegal immigrants and deadly drugs being …
Me, one of the American people, in answer to your stupid assertions, should point out that the issue at hand is not one of economics but, we are against illegal immigrants and deadly drugs being smuggled from Canada into the United States. America has, for generations, supported the Canadian economy via a false and favorable acceptance of the Canadian dollar. Americans have no issue with the Canadian people, we like them. I view the despicable liberals controlling Canadian policy, oppressing Canadians, as a bole on Canada,s back side. Turdrow sucks.
Critiques Canadian policy and leadership while making unverified claims about drug smuggling and currency manipulation, with identity-based framing of 'liberals' as adversaries.
@NormanCzerski
Mar 4, 2025
Justin’s a joke! Has everyone forgot about what he did to his own people years ago!!!!!!
Justin’s a joke! Has everyone forgot about what he did to his own people years ago!!!!!!
Criticism of Trudeau with vague reference to past wrongdoing presented without evidence, combining critique with unsubstantiated claim.
@kylefrost9314
Mar 4, 2025
Let’s be clear. This has nothing to do with fentanyl.
Let’s be clear. This has nothing to do with fentanyl.
Challenges a policy framing or narrative by asserting a different causal explanation.
Policy Critique
0.70
@davidbowman271
Mar 4, 2025
See how feathers get ruffled when you get in their pockets
See how feathers get ruffled when you get in their pockets
Cryptic criticism suggesting government policy affects financial interests, though the specific target is unclear.
Policy Critique
0.70
@stevofla239
Mar 4, 2025
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Trudeau found the perfect crack to slither through into the good light of people ?..or trying to
Skeptical commentary questioning Trudeau's motives and suggesting his actions are strategically calculated for public perception.
Policy Critique
0.70
@anothermouth7077
Mar 4, 2025
Trump is just a useful idiot
Trump is just a useful idiot
Dismissive characterization of Trump as ineffectual, critiquing his political competence and leadership.
Policy Critique
0.70
@johnupdate
Mar 4, 2025
Aren't you basically unemployed Justin?
Aren't you basically unemployed Justin?
Rhetorical question attacking the Prime Minister's employment/competence as implicit criticism of his leadership.
@teresagregory231
Mar 4, 2025
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
@0:50 The wellbeing of his citizens have been at stake since he took office LOL
Criticizes Trudeau's governance record with sarcastic tone (LOL), questioning his stewardship of citizen welfare.
@TheHandiemanny
Mar 4, 2025
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Sarcastic criticism of Trudeau's spending habits with reference to Trump's criticism and recent political departure.
@gorannikolovski7681
Mar 4, 2025
Trudeau is a bad guy. Do you research. We don't need there goods.
Trudeau is a bad guy. Do you research. We don't need there goods.
Character attack on political leader paired with vague unsubstantiated claim to 'do research' without specifics.
@jap5451
Mar 5, 2025
Says the man who allows fentanyl to flow into Canada and poison its citizens. Ask yourself Trudeau why there is a trade war with your closest ally and why you support Neo Nazi stronghold's in …
Says the man who allows fentanyl to flow into Canada and poison its citizens. Ask yourself Trudeau why there is a trade war with your closest ally and why you support Neo Nazi stronghold's in Ukraine?
Attacks Trudeau's policies on fentanyl and Ukraine while making unsubstantiated claims about Neo-Nazi strongholds.
@om-acoustic
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)