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
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
Questions the use of the word 'critical' in policy language while expressing skepticism about government framing.
@MikeCross-q2r
Mar 4, 2025
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Nothing Us Prez is doing is good for our country. God help us!! USA is hurting.
Expresses concern about US presidential policies and their national impact, framed as general criticism rather than specific policy analysis.
@rachelg7751
Mar 4, 2025
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
How about you cut 50% of the bloated public service?
How about you cut 50% of the bloated public service?
Proposes specific policy solution (cutting public service) as alternative to current government approach.
@sigma5055
Feb 20, 2026
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all …
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all west companies left after the war. There is nothing better than those tariffs. For both parts. But, if you want to give your but, keep giving it to them.
Critique of Trudeau's retaliatory trade policy as internally inconsistent or contradictory.
Policy Critique
0.75
@ивансоколов-ь7к5л
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
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
Mar 4, 2025
Why can’t Americans elect someone who will fight for the country for the people of this country?
Why can’t Americans elect someone who will fight for the country for the people of this country?
Criticizes leadership's failure to prioritize national interests, with implicit us-vs-them framing about who deserves representation.
@DJ_USA
Mar 4, 2025
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out …
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out on bail and flooding our country with followers of Islam who hate west and the Christians Christians
Criticizes Trudeau's policies on criminal justice and immigration while invoking identity-based concerns about religious/cultural groups.
@PercyChown
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
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
This is how the liberals are justifying the gun buyback. They allow a crisis to continue then they pass more bills and laws to suppress the people.
Conspiracy-adjacent critique linking immigration crisis to gun control policy as deliberate Liberal strategy.
espmaniac01
Feb 18, 2026
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
I would have had no problem with bringing in Indians who were actually of quality. Doctors, engineers, genuinely intelligent men and women, where are they? Why are we bringing in all these waves of "students"?
Critiques selection criteria for immigration, implying current 'student' intake lacks quality; contains implicit unverified claim about immigrant qualifications.
lonum4194
Oct 4, 2025
This guy resigned because he is ran his country into the ground. \n\nWe don’t buy your lies. \n\nAmerica remains the protector of the world and those who aim to defeat PEACE are speaking up. Like …
This guy resigned because he is ran his country into the ground. \n\nWe don’t buy your lies. \n\nAmerica remains the protector of the world and those who aim to defeat PEACE are speaking up. Like Justin
Criticizes Trudeau's governance record and positions him as a threat to peace, combining policy critique with nationalist framing.
@fein_zzRIDES
Mar 4, 2025
You haven’t heard his Trudeauisms apparently. He reads a teleprompter - that’s a skill. His years in drama serve him well, Try listening to him for 10 years.
You haven’t heard his Trudeauisms apparently. He reads a teleprompter - that’s a skill. His years in drama serve him well, Try listening to him for 10 years.
Critiques Trudeau's communication style and background, using sarcasm to undermine his credibility over a long tenure.
@stejac1000
Mar 4, 2025
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has …
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has still not met its NATO obligations.
Critiques Trudeau's credibility and policy inconsistencies (tariff hypocrisy, NATO obligations), with accusations of racism and undemocratic behavior presented as factual claims.
@tommay7735
Mar 4, 2025
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain …
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain transport companies using china built boats ? Hope my country cuts your electricity. Than maybe Americans will wake up to the global mess they let this clown show create.
Commenter questions specific trade/port tax policies and calls for Canada to take retaliatory action against US economic measures.
@susanstokley2689
Mar 4, 2025
all of them needs to be held accountable. how many is it in now for ministers of immagration?
all of them needs to be held accountable. how many is it in now for ministers of immagration?
Calls for accountability of immigration ministers while questioning how many have cycled through the position, critiquing government turnover and competence.
colecadieux9370
Feb 26, 2026
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can …
last time he did it everyone complained but biden kept the tariffs and nobody complained signaling to trump that he was right, the real trick is to call it a trade war then they can both raise taxes on their citizens which is exactly what trudeau just did whilst making it look like he's st george off to fight dragons
Critique of tariff policy and alleged government manipulation, with unsubstantiated claims about coordinated tax increases.
@coupsdestylo
Mar 4, 2025
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
Skepticism about tariff policy framed as propaganda without substantiating evidence.
@xfxstinkiexfx
Mar 4, 2025
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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)