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
All empty. Trudeau or Canada for that matter doesn’t have the means or guts to take on Trump or s America
All empty. Trudeau or Canada for that matter doesn’t have the means or guts to take on Trump or s America
Critiques Canada's capacity and willingness to confront Trump/US policy, questioning government effectiveness.
Policy Critique
0.72
@silington1
Mar 4, 2025
Heres another clown... Trudeau is just like Zelensky... typical idiot...
Heres another clown... Trudeau is just like Zelensky... typical idiot...
Dismissive criticism of political leadership using derogatory language ('clown,' 'idiot'), comparing leaders negatively.
@JoshuaBelarmino
Mar 4, 2025
Canadá must also sticks Trump administration with trade tariffs. I also wonder what is crooked Donald Trump is going to do with the fentanyl drugs- addicted Americans, when they are cut off of fentanyl?. No …
Canadá must also sticks Trump administration with trade tariffs. I also wonder what is crooked Donald Trump is going to do with the fentanyl drugs- addicted Americans, when they are cut off of fentanyl?. No fentanyl, no Medicaid, no food stamps, no SS I checks.
Critiques trade policy and makes unverified claims about fentanyl and social programs without evidence.
@deborawilliams6390
Mar 4, 2025
Well, he is finally behaving like a PM. ?
Well, he is finally behaving like a PM. ?
Brief approval of Trudeau's recent behavior as Prime Minister, implying previous criticism of his performance.
Policy Critique
0.72
@animeloverfan18
Mar 4, 2025
He's speaking to the camera because hes a coward.
He's speaking to the camera because hes a coward.
Attacks the PM's character and communication style as cowardly, critiquing his approach to addressing the issue.
Policy Critique
0.72
@cinemoriahFPV
Mar 4, 2025
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Bloody loser ask ur govt??? Why they lettin Indian migrate?? Ur earnin from us lmao racist
Criticizes government immigration policy while asserting that Indian migrants contribute economically, framing the debate around policy decisions.
aakashvijaya
Jan 28, 2026
Ca ada and mexicoare just crying all bc they have to pay to usz fif all they produced look you all idiots leaders from Canada and Mexico Trump it's not playing games or gi en …
Ca ada and mexicoare just crying all bc they have to pay to usz fif all they produced look you all idiots leaders from Canada and Mexico Trump it's not playing games or gi en nothing free to one no what don't you both leaders mexican n Canadian and the rest that have been criying take it or leave it now that usa leader step on your heals please stop.criying and pay your share to the USA CITIZENS
Criticizes Canadian and Mexican leadership for seeking financial support, framing as unfair burden on the US despite poor grammar and clarity.
@JuanGonzalez-js8sr
Mar 4, 2025
USA will understand very soon for stupid mad trump...!
USA will understand very soon for stupid mad trump...!
Criticizes Trump's policies/leadership while using dismissive language that frames him as a threat to national interests.
@shifat9065
Mar 4, 2025
i dont know about this canada prime minister is a corrupt guy or not but he speaking reality to trump and very intelligent explanation ??
i dont know about this canada prime minister is a corrupt guy or not but he speaking reality to trump and very intelligent explanation ??
Commenter evaluates the PM's competence and truthfulness while praising his explanation, mixing policy assessment with character judgment.
@agimqerimi2564
Mar 4, 2025
No Mr Trudeau. You are a liar! Oh my God! You are, because the US is. Don't fool yourselves. Dont be stupid. Otherwise freeze away.
No Mr Trudeau. You are a liar! Oh my God! You are, because the US is. Don't fool yourselves. Dont be stupid. Otherwise freeze away.
Directly attacks Trudeau's credibility and policies while invoking national identity ('yourselves') in a dismissive tone.
@The-Wa.Wa-Girls
Mar 5, 2025
Trump bullyings tactics are working
Trump bullyings tactics are working
Brief critique of Trump's negotiation tactics as bullying, evaluating their effectiveness.
Policy Critique
0.72
@emmanuelcardenas6830
Mar 4, 2025
Liberalism at its finest.
Liberalism at its finest.
The comment dismisses immigration policy as 'Liberalism at its finest,' framing it as ideological critique of government approach.
ivanvas55
Jan 28, 2026
Fraser you're just great at failure
Fraser you're just great at failure
Personal attack on a government minister framed as criticism of their policy performance.
Policy Critique
0.72
gailhorochuk1269
Feb 27, 2026
Trade war is against Trudeau and her stupidity
Trade war is against Trudeau and her stupidity
Blames Trudeau's policies for the trade war, criticizing government decision-making.
@gauravsukre52
Mar 4, 2025
seems uturned already because canada said fuck you
seems uturned already because canada said fuck you
Critiques Canada's response or policy stance as dismissive or inadequate, though expressed colloquially.
Policy Critique
0.72
@ianrob4760
Mar 4, 2025
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs …
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs separated from Hinduism. They have never gotten along in India. The Sikhs were murdered by both Muslims and Hindus. But in America they can sell their BS stories and no one questions. RocaNews just did not ask the right questions.
Critiques religious/cultural narratives presented in the video and questions whether proper scrutiny occurred, combining skepticism with implicit policy concerns.
apologiamixer
Nov 6, 2025
Man shut up and stop acting like a Lil girl with your stupidity and pay your god dam bills... pay the tariffs and shut up.. and stop sleeping with zeleinsky he's filling your head with …
Man shut up and stop acting like a Lil girl with your stupidity and pay your god dam bills... pay the tariffs and shut up.. and stop sleeping with zeleinsky he's filling your head with nonsense.
Dismissive attack on government leadership regarding tariffs and foreign relations, combining policy criticism with personal insult.
@dromo5483
Mar 4, 2025
What about the health care all the infrastructure education. They must go home
What about the health care all the infrastructure education. They must go home
Critiques immigration policy by questioning infrastructure capacity and implicitly calling for deportation of immigrants.
TrennaHardie
Nov 2, 2025
TRUDEAU IS A DICTATOR!!!
TRUDEAU IS A DICTATOR!!!
Characterizes Trudeau as a dictator, combining authoritarian critique with alarmist framing.
@Mike-px8rc
Mar 4, 2025
It’s a few bad apples as always causing this. RVers are welcomed as always aftsome paperwork 😕
It’s a few bad apples as always causing this.
RVers are welcomed as always aftsome paperwork 😕
Critiques bureaucratic paperwork requirements while asserting RVers are welcomed, mixing policy complaint with identity/belonging framing.
gary9080
Dec 10, 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)