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
Ten people deported. Wow!... Solid Canadian government we have here.
Ten people deported. Wow!... Solid Canadian government we have here.
Sarcastic dismissal of government deportation efforts as inadequate and ineffective, criticizing policy scale and impact.
Policy Critique
0.86
GordHollinger
Feb 18, 2026
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
Criticizes Trudeau's credibility and border security policy, dismissing his statements as propaganda.
Policy Critique
0.86
@KravBrian
Mar 4, 2025
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they …
People complaining do not acknowledge that Canada created a corrupt system where educational institutions made money from foreign students, foreign students in return were happy as long as they got to work. At least they are willing to work and pay taxes. In fact, we should look at the root cause of these problems. It is the colleges making money off these immigrants, it is the corporations who do not want to pay decent living wages to Canadians so they are hiring these immigrants at minimum wage jobs. This is called capitalism where the corporate has to save as much money as possible for their shareholders. So yes immigration is a huge problem but immigrants alone are not at fault. The fault lies with the government (federal, provincial and municipal) and the corporate entities in Canada as well.
Systematic critique of government and corporate policies as root causes of immigration problems, rejecting immigrant-blaming in favor of structural analysis.
inaeckhard1439
Feb 14, 2026
People as immigrants should simulate with this country where their came.. They shouldn't have their own culture .
People as immigrants should simulate with this country where their came.. They shouldn't have their own culture .
Critiques immigrant integration policy, arguing against multiculturalism and demanding cultural assimilation.
agatajaroszek5764
Feb 15, 2026
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
Critiques Biden's border management record and questions the sincerity of Trump's current border rhetoric.
Policy Critique
0.85
@gamejamreject
Mar 4, 2025
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the …
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the Republican agenda for as long as I've been alive (25 years), and it's not changing anytime soon.
Critiques Republican economic policy as favoring the wealthy over working/middle classes, with reference to a specific video timestamp.
@JosepiThe13th
Mar 4, 2025
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is …
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is worthless. Anything he's ever said has only done damage to Canada.
Harsh criticism of Trudeau's leadership and policies, framed as destructive to the country, with some identity-based framing about national belonging.
@EriannaF
Mar 4, 2025
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win …
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win a trade war with trump
Criticizes Trudeau's policy decisions (COVID restrictions, trade war handling) while invoking national identity through 'Canadian people' framing.
@iainclarke6551
Mar 4, 2025
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
Critiques language policy and immigration policy as barriers to employment for citizens, linking regulatory reform to labor market outcomes.
travelshad
Feb 13, 2026
you know its bad when trudeau has to call someone out for being an idiot
you know its bad when trudeau has to call someone out for being an idiot
Commenter criticizes Trudeau's actions/statements as a response to perceived poor policy or behavior.
Policy Critique
0.85
@elliottsmith5506
Mar 4, 2025
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Proposes specific policy change regarding permanent residents and citizenship requirements.
Policy Critique
0.85
John-lr5mn
Feb 14, 2026
Well I must say I don't like the Liberals ,But he did a good speech and I agree with Trudeau....
Well I must say I don't like the Liberals ,But he did a good speech and I agree with Trudeau....
Expresses political disagreement with Liberals while acknowledging approval of a specific speech/policy position.
Policy Critique
0.85
@corvetteguy2629
Mar 4, 2025
Trump is insane and needs to be removed immediately.\nDont EVER call Trump President Trump.\nIt sickens me.
Trump is insane and needs to be removed immediately.\nDont EVER call Trump President Trump.\nIt sickens me.
Criticizes Trump's fitness for office and delegitimizes his presidency through strong moral disapproval.
Policy Critique
0.85
@JeddroSkuller
Mar 4, 2025
Donald is hurting America!
Donald is hurting America!
Expresses criticism of Donald Trump's policies and their negative effects, though without specific policy details.
Policy Critique
0.85
@Colin-j2b
Mar 4, 2025
Trudeau is such a moron... coming from a Canadian.
Trudeau is such a moron... coming from a Canadian.
Canadian commenter criticizes Trudeau's leadership with personal identity assertion for credibility.
@scottdixon2420
Mar 4, 2025
Now Trudeau cares about Canadians?
Now Trudeau cares about Canadians?
Rhetorical question challenging Trudeau's credibility on caring about Canadians, implying policy hypocrisy.
Policy Critique
0.85
@JCLEE2023
Mar 4, 2025
Trudeau calls Putin a dictator, yet stomped out the trucker protest with violence and debanking...think about that, then think about that some more.
Trudeau calls Putin a dictator, yet stomped out the trucker protest with violence and debanking...think about that, then think about that some more.
Critiques Trudeau's handling of the trucker protest as hypocritical given his criticism of Putin, framing it as a moral inconsistency in policy application.
@mountainstomarshes8966
Mar 4, 2025
No division. We are pausing until we can get some additional infrastructure in place.
No division. We are pausing until we can get some additional infrastructure in place.
Discusses government policy approach to immigration pausing and infrastructure planning as a reasoned policy position.
Policy Critique
0.85
yournanna866
Feb 12, 2026
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
False reporting. Canada is not divided on this issue. The majority of Canadians support reduction of immigration numbers. The country has suffered severe strains on housing, healthcare & infrastructure due to over-immigration.
Critiques immigration policy as causing strain on housing, healthcare, and infrastructure while claiming majority support for reduction.
themadhatt3r679
Feb 12, 2026
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology. …
You’re being very selective with information. It feels like you’re asking leading questions just to get the answers you already want. That’s not good journalism. Journalism should aim for objectivity, not push a specific ideology.
And calling this an “INVASION”? That’s simply wrong. I lived in Montréal in an area with many Indian residents. They’re respectful, hard-working, have families, jobs, and contribute to society like anyone else. They don’t interfere with religion or ideology.
Just tonight, during a snowstorm, an Indian neighbor came out of his home to help me clear snow off my car — purely out of kindness. That’s reality on the ground, and it deserves to be reported honestly.
Critiques the video's journalistic approach and framing while supporting immigrants through personal narrative and solidarity, with the primary focus on media criticism.
etienneperreaultmandeville7246
Jan 27, 2026
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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)