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
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
I know how to fix this bring in another 2 million welfare free loaders into the country that will fix everything its the liberal way
Sarcastically criticizes immigration policy as welfare-driven, combining policy critique with an unverified claim about immigrants being 'welfare free loaders.'
@NicholasPittman-n4k
Mar 4, 2025
Soon to be 51st state , Trudeau is as corrupt as they come .
Soon to be 51st state , Trudeau is as corrupt as they come .
Criticizes Trudeau as corrupt while asserting Canada's subordinate status to the US, blending policy critique with identity framing.
@D.Yota.
Mar 4, 2025
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
Criticizes government spending and policy inefficiency while making an unverified claim about an app enabling easy border crossing.
KNIGHTOFELEMIA-i7i
Nov 21, 2025
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
The Canadian people are in trouble due to the economy he has made, not because of these tarrifs
Critiques Trudeau's economic policies as the root cause of Canada's troubles, distinguishing them from external tariff impacts.
@donjuan3413
Mar 4, 2025
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless …
Trudeau’s speech, spot on. This CNN “analysis” says so much about why it’s lost its value. Quoting the Washington Post’s use of the word “dumb” does not make a speech harsh. Good lord. 47 reckless governance is harsh, cruel and intentionally damaging, not to mention the way he speaks daily. Get it right.
Commenter critiques media coverage and defends Trudeau's speech while condemning Trump's governance as reckless and cruel.
@RyYoungOfficial
Mar 4, 2025
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Canadian PM does not care about his people. The Covid 19 vax mandate showed that. And the money he took away from the truckers. He needs to go away and resign. He is FAkE
Criticism of the PM's policies (vaccine mandates, treatment of truckers) combined with a demand for resignation.
@msanders7426
Mar 4, 2025
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Legacy media being stunned about Trumps behavior when they did so much to normalize the idiot.
Critiques media coverage and normalization of political behavior as a policy/institutional failure.
Policy Critique
0.85
@teamsycon
Mar 4, 2025
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
Criticizes government oversight of student visa compliance and frames education as a profit-driven system exploited by institutions and recruiting agents.
begumthobani3037
Nov 14, 2025
Liberals are buying future votes with our taxes.
Liberals are buying future votes with our taxes.
Criticizes government spending on immigration as wasteful and politically motivated, with partisan framing.
Andre-fl5wt
Feb 27, 2026
Should investigate whoever government officials involved and allowed this to happen.. Let the public know or punish them..
Should investigate whoever government officials involved and allowed this to happen.. Let the public know or punish them..
Demands investigation and accountability from government officials for allowing an unspecified problem, combining policy criticism with a call for action.
Gotrtravel
Nov 6, 2025
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Still cannot stand Trudeau! And his message or speech is far more out of touch than Ford's in an interview or CNN or BBC.
Criticizes Trudeau's message and communication style as out of touch compared to other political figures.
Policy Critique
0.85
@rsliu4646
Mar 4, 2025
Says this speech while having parliament closed due to his party losing majority vote
Says this speech while having parliament closed due to his party losing majority vote
Direct criticism of political inconsistency—speaking about leadership while parliament is closed due to lost majority, a bureaucratic/governance critique.
Policy Critique
0.85
@KloudStyles
Mar 4, 2025
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Criticizes current government leadership competence by invoking past political messaging and contrasting with 'born here' citizens.
JonathanSchwartz-r4w
Feb 17, 2026
Trudeau shouldnt have a say in anything anymore
Trudeau shouldnt have a say in anything anymore
Dismissive critique of Trudeau's authority and relevance in political matters.
Policy Critique
0.85
@CurtMatt-r3d
Mar 4, 2025
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this …
Im Canadian, and all i hear is wah wah wah a big baby crying. He says he wants to work with America , but Canada's open border policies and letting just anyone come into this country. Liberals are destroying this country of Canada. Stop these open border policies.
Criticizes Canadian immigration and border policies while asserting Canadian identity and blaming Liberals for national decline.
@scevenbernard8671
Mar 4, 2025
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
You want us to pull together, I GUESS YOU SHOULDN'T HAVE WASTED CANADA'S BILLIONS OF DOLLARS YOUR A COMPLETE FOOL.
Criticizes government spending and leadership decisions, framed as fiscal mismanagement.
Policy Critique
0.85
@DwayneSilzer-q6y
Mar 4, 2025
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
No, the US did not launch a trade war, Donald Trump did, there’s a big difference.
Distinguishes between institutional policy and individual actor responsibility, critiquing attribution of trade war to Trump rather than the US generally.
Policy Critique
0.85
@GenXbox
Mar 4, 2025
Due to Trudeau and Jagmeet Singh Canadian becoming third world countries citizen in their native county Canada 🇨🇦
Due to Trudeau and Jagmeet Singh Canadian becoming third world countries citizen in their native county Canada 🇨🇦
Blames specific political leaders for perceived national decline, expressing anxiety about Canada's status and future.
BraveElegant
Nov 4, 2025
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like …
Trump is smart. it's blackmail, he scares you with 25% tarrifs. then he will say, we can deal now for 15% or 10 BUT you need to give me this and give me that like minerals etc... if we dont well then our Canadien compagnies will either shut down or they will have to move to the States and than will give new jobs in the States. lol there you go win win for the States. Nothing good for Canada or others. He also said if tariff dont work to kill Canadien economie to absorb Canada then he would take it by force.
Analyzes Trump's tariff strategy as economic coercion with potential negative consequences for Canada, combining strategic critique with threat assessment.
@christineblack4654
Mar 4, 2025
Carney ran as an outsider, but is actually the biggest Trudeau insider there is. He's Trudean politics on steroids.
Carney ran as an outsider, but is actually the biggest Trudeau insider there is. He's Trudean politics on steroids.
Criticism of political figure Carney's positioning and alignment with Trudeau's political approach.
Policy Critique
0.85
daroniousmaximus
Oct 24, 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)