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
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is …
Trudeau, the man who froze worker's bank accounts for having a different opinion to him, is talking about how others behave?\n\nAnd of course the fans of CNN are all completely brainwashed. This comment section is the epitome of insanity.
Criticizes Trudeau's past actions (freezing bank accounts) and dismisses opposing commenters as brainwashed, combining policy critique with identity-based dismissal.
@----.__
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
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
Kenney is another liberal in hiding
Kenney is another liberal in hiding
Criticizes a political figure (Kenney) by labeling him as ideologically misaligned, combining partisan critique with identity framing.
FringeMinorityAB
Feb 18, 2026
Are there any independent critical thinkers left out there that don't have faith in political sides?but instead live in reality? this guy has absolutely trashed Canada - and all anyone here can do is worship …
Are there any independent critical thinkers left out there that don't have faith in political sides?but instead live in reality? this guy has absolutely trashed Canada - and all anyone here can do is worship his manipulation? man - the brainwashing is strong stuff indeed... the people of the USA are just too easily directed- sad.
Critiques political leadership and public discourse in both Canada and the USA, calling for independent critical thinking rather than partisan loyalty.
@aquaboneus
Mar 4, 2025
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
Feb 20, 2026
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Trudeau has never told the truth nor does he stand for freedom, just remember the truckers and what he did. He’s also not telling you the tariffs they charge the USA.
Criticizes Trudeau's honesty and freedom record, referencing the trucker protests and tariff disputes; includes unverified claims about tariff transparency.
@jmontoya6661
Mar 4, 2025
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Analyzes past policy mistakes and attempts to assign responsibility among political figures, seeking understanding of causation.
@GB-jarvy-z
Feb 20, 2026
America is not Great its falling you got Trump too Blame you Elected a lunatic who does not know how tariffs Work
America is not Great its falling you got Trump too Blame you Elected a lunatic who does not know how tariffs Work
Criticizes Trump's economic policy (tariffs) and leadership competence.
@jeffkins62
Mar 4, 2025
Follow the flip flop trail.
Follow the flip flop trail.
Uses sarcastic phrase to critique government inconsistency or hypocrisy in immigration policy implementation.
FrankRizzo-w1y
Feb 18, 2026
Wouldn't buy so much as a can of beans from U.S.A. now.
Wouldn't buy so much as a can of beans from U.S.A. now.
Expresses disapproval of US policy through a consumer boycott statement, critiquing trade relations.
@johnshaughnessy4742
Mar 4, 2025
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
References external news source to critique government trade negotiations and economic policy related to CUSMA.
Policy Critique
0.75
CJ-ot7ct
Feb 18, 2026
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
Criticizes the interviewee's defense of Trump and perceived appeasement, critiquing both policy and the commentary itself.
@lexjim9949
Mar 4, 2025
That fentenal issue took long before why ? . All of a sudden you got it done in a month .. when it should have been taken care of long ago. Guess it didn't matter …
That fentenal issue took long before why ? . All of a sudden you got it done in a month .. when it should have been taken care of long ago. Guess it didn't matter as much as it does now with the tarrifs
Criticizes delayed government action on fentanyl, implying negligence or political motivation, with unsubstantiated timing claims.
@DanielHernandez-xy4xp
Mar 4, 2025
DT Tarif does not make sense.
DT Tarif does not make sense.
Brief criticism of tariff policy without elaboration.
Policy Critique
0.75
@MaxinePMO
Mar 4, 2025
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
Critiques criminal justice system for inadequate sentencing and repeat offender problems.
KNIGHTOFELEMIA-i7i
Feb 18, 2026
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
Critiques gun policy as ineffective while expressing security concerns about neighborhood violence.
MrFallingfromgrace
Feb 18, 2026
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Critiques the inconsistency and apparent illogic of Trump's tariff and sanctions policies across different countries.
Policy Critique
0.75
@DOk-g7y
Mar 4, 2025
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Critique of self-defense laws and police protection, calling for legal reform with urgent tone.
BobJohnson-u2l
Feb 18, 2026
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)