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
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest …
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest ally and neighbour. It is obvious that Putin is manipulating Trump so as to isolate the US from its traditional friends and alies, as US credibility will decline internationally. Tarrif's will bring higher prices to American manufacturers and consumers and bring higher unemployment to Americans.
Analyzes Trump administration tariff policy as unfair and harmful, citing expert opinion and economic consequences.
@polarbear3577
Mar 4, 2025
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
Criticizes the US/Mexico/Canada trade agreement while comparing to an alternative free trade model.
@ScottMacri-bw3fg
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
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also …
Liberals have broke the social contract, we relied on them and they squandered our wealth. Liberals will let the fraud continue, because its cheaper to do nothing then put resources into finding them. They also don't have the will to tell public sector workers to get to work and find the fraud. Liberals would rather get those asylum claimants towards making voters out of them than do anything to curb the fraud.
Criticizes Liberal government handling of fraud, asylum processing, and public sector accountability while expressing concern about political motivations behind immigration policy.
itchyomalley
Feb 23, 2026
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
You can’t say you “slashed” something when the reduction is less than %10.
You can’t say you “slashed” something when the reduction is less than %10.
Disputes the accuracy of policy language ('slashed') when actual reduction is minimal, critiquing government framing.
Policy Critique
0.85
ffffffffffiji
Jan 3, 2026
“Slashed” Shows the smallest change in numbers ever
“Slashed”
Shows the smallest change in numbers ever
Challenges the characterization of policy changes as 'slashed' when data shows minimal change, critiquing misleading language.
Policy Critique
0.85
BobTheSlob0000
Jan 3, 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
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in itself, but the mindset is inherently what we want from our newcomers, and not just importing everyone from a hyper-specific area of another country in i.e. India. This is why selective immigration that has been done for years before Trudeau did wonders for this country. Very insightful. The race doesn't matter, the diversity we value is actually lost when you only import anything and don't vet anyone at all, it then becomes simply and factually non-diverse.
Critiques current immigration policy as insufficiently selective while praising past vetting practices, with underlying identity-based framing about diversity and national values.
summonstormx
Jan 1, 2026
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
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"): "Canada's aging population is a significant issue, creating major …
Folk may think this reduction in immigration is far from any "slash" in numbers. Consider (search the web for "Is Canada's aging population an issue ?"):
"Canada's aging population is a significant issue, creating major challenges for the economy, healthcare, and social services, as more seniors require care while fewer younger workers support them, leading to potential labor shortages, strained budgets, and increased demand for healthcare and long-term support. The trend of more seniors than children under 15 puts pressure on economic growth and government finances, requiring substantial funding increases for health and care services. "
For every positive to reduced immigration numbers, Canadians are going to discover that there will be negatives. The negatives might very well justify using the word "slash". Time will tell.
Nuanced analysis of immigration reduction trade-offs, citing aging population concerns and economic/healthcare impacts to contextualize policy debate.
CJVeniot
Jan 3, 2026
Thats not enough. It should be 0.
Thats not enough. It should be 0.
Extreme position advocating zero immigration, presented as criticism of current policy as insufficiently restrictive.
frosttoice
Jan 3, 2026
How did this clown get the job
How did this clown get the job
Dismissive criticism of a government official's competence and fitness for their position.
Policy Critique
0.85
louiskwaku8879
Feb 27, 2026
Trudeau should shut his trap!! \nHe is the worst president Canada ever had
Trudeau should shut his trap!! \nHe is the worst president Canada ever had
Direct criticism of Trudeau's leadership and governance record as Canada's leader.
Policy Critique
0.85
@freeurmind609
Mar 4, 2025
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year.
I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Critiques government immigration policy as politically motivated vote-importing while arguing for immigration rates aligned with infrastructure capacity, balancing concern with openness.
rainorshine6702
Jan 27, 2026
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Apparently after immigration reforms canadas population us set to shrink know as immigration has been slashed. Student visas alone are down like 80
Discusses immigration policy changes and their demographic/economic consequences with reference to specific reform metrics.
memenone501
Jan 27, 2026
Illegal immigrants should be paying all deportation costs!
Illegal immigrants should be paying all deportation costs!
Critiques immigration policy regarding deportation costs while implying fairness concerns about who should bear financial responsibility.
christophercoupe5006
Jan 1, 2026
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Proposes restrictive policy changes to limit immigrant employment to their field of study, framing it as a regulatory solution.
@shirlandsealy3506
Feb 23, 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)