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
Lame duck Prime Minister. Why are you reporting this?
Lame duck Prime Minister. Why are you reporting this?
Dismisses Trudeau as a 'lame duck' while questioning the video's relevance, combining political criticism with commentary on the content.
@18979765
Mar 4, 2025
But Donald couldn't give s monkeys
But Donald couldn't give s monkeys
Dismissive critique suggesting Trump/Donald is indifferent to the policy or action being discussed.
Policy Critique
0.72
@ronstriebig2749
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
Canadians hates that Liberal EX leader for craping the economy and Frozen bank accounts of peaceful Truckers Freedom Convoy.
Canadians hates that Liberal EX leader for craping the economy and Frozen bank accounts of peaceful Truckers Freedom Convoy.
Criticizes Liberal leadership for economic mismanagement and controversial actions (bank account freezing), expressing Canadian grievance.
@jacqueslamontagne5302
Mar 4, 2025
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
Our Congress SITS ON ITS HANDS OVER FAKE ISSUES ABOUT FENTENAL COMING TO USA. Trump wants USA to become BRICS.
Our Congress SITS ON ITS HANDS OVER FAKE ISSUES ABOUT FENTENAL COMING TO USA. Trump wants USA to become BRICS.
Criticizes government inaction on policy issues while making an unsubstantiated claim about Trump and BRICS.
@donnahougenesq7302
Mar 4, 2025
Trump is NOT intelligent. He's borderline illiterate. Ask him about Yosemite or ingesting bleach. TV savvy for sure, but intelligent - not at all.
Trump is NOT intelligent. He's borderline illiterate. Ask him about Yosemite or ingesting bleach. TV savvy for sure, but intelligent - not at all.
Attacks Trump's intelligence and competence through specific examples, functioning as political criticism rather than moral argument.
Policy Critique
0.72
@NikonF5user
Mar 4, 2025
damn I just want a repectable constitution loving president, sensible.
damn I just want a repectable constitution loving president, sensible.
Expresses desire for constitutional leadership and sensible governance without endorsing any specific figure.
@Drangorooq27
Mar 4, 2025
Thank you for posting this. Its a serious problem here.
Thank you for posting this. Its a serious problem here.
Acknowledges a 'serious problem' related to immigration policy without elaborating specifics, suggesting systemic concern.
curtisprotopappas9478
Jan 27, 2026
Yes, don’t trust the government of Canada or any other country that wants to select immigrants based on what they can contribute to the country in the long term.
Yes, don’t trust the government of Canada or any other country that wants to select immigrants based on what they can contribute to the country in the long term.
Expresses distrust of government selection criteria for immigrants, critiquing merit-based immigration policy.
bigbubba4314
Nov 22, 2025
Friend and ally with Trump? Wake up peoples of the world!
Friend and ally with Trump? Wake up peoples of the world!
Challenges the framing of Trump as friend/ally, urging people to reconsider this characterization and implicitly calling for awareness/action.
@christianbecker7212
Mar 4, 2025
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Defends Trudeau's language as truthful compared to Trump's rhetoric, critiquing both leaders' communication styles.
@dinos2119
Mar 4, 2025
All of the Liberal cabinet including Carny are incompetent fools . Voted in by the elbows up fools
All of the Liberal cabinet including Carny are incompetent fools . Voted in by the elbows up fools
The comment criticizes government competence and voters who support them, blending policy critique with identity-based blame.
JFL-JOHNNYL
Feb 27, 2026
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
Criticizes government as corrupt and lacking direction, with unsubstantiated reference to WEF agenda conspiracy.
@Baiasa13
Mar 5, 2025
And I wonder just how much of this is as a result of the hate based rhetoric percolating north from the land of Trump. As well as all the illegal guns coming in from down …
And I wonder just how much of this is as a result of the hate based rhetoric percolating north from the land of Trump. As well as all the illegal guns coming in from down there.
Critiques Canadian policy by attributing negative trends to external influences (Trump rhetoric, illegal guns from USA), implying government failure to manage borders.
ralphscholz9533
Aug 25, 2025
Lena a disaster, incompetent and really stupid.
Lena a disaster, incompetent and really stupid.
Personal attack on a named official (Lena) criticizing competence and intelligence.
Policy Critique
0.72
Anasta-2
Feb 28, 2026
Canada is a joke 🤡
Canada is a joke 🤡
Brief dismissive critique of Canada's immigration policy or governance, expressed through hyperbolic characterization.
Policy Critique
0.72
Rukara_TV
Oct 4, 2025
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
Critiques current approach to negotiations and suggests intelligent leadership as alternative, dismissing the severity of the situation.
@ThelWhitefeather
Mar 4, 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
Is that why you screw Americans that own Canadian land. Been doing that for years.
Is that why you screw Americans that own Canadian land. Been doing that for years.
Questions Canadian policy treatment of American land owners, implying criticism of discriminatory government practices.
@timmybHD
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)