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
Stupid tyrannical sob . Isn't this the same pos who took bank accounts of people donating to truckers protest ? Wow he's as delusional as Newsom
Stupid tyrannical sob . Isn't this the same pos who took bank accounts of people donating to truckers protest ? Wow he's as delusional as Newsom
Criticizes Trudeau's government actions (freezing bank accounts) and character, framing as tyrannical.
@machetealvarez
Mar 4, 2025
Not really an invasion if the gov allows and caters to them.
Not really an invasion if the gov allows and caters to them.
Critiques government policy by arguing that immigration is enabled and supported by government action rather than being an external 'invasion'.
Policy Critique
0.80
stk3705
Jan 28, 2026
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Yes, the numbers suggest we had a lot of indian students here 2023-2024. Those numbers have declined massively in 2025-26. Things don't change overnight, but things are getting fixed slowly.
Comment references statistical data on Indian student enrollment and suggests government policy changes are addressing the issue, engaging in policy analysis.
Policy Critique
0.80
bob_cables
Jan 28, 2026
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone …
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone who knows what they're doing to manage relations with the US.
Criticizes Trudeau's competence and calls for his removal, framed as a Canadian speaking from lived experience.
@Spadooch
Mar 4, 2025
Trump is going to bankrupt America like he did with all his businesses ..
Trump is going to bankrupt America like he did with all his businesses ..
Criticizes Trump's economic management and predicts negative financial consequences.
Policy Critique
0.80
@Lut852
Mar 4, 2025
Trudeau is a moron.
Trudeau is a moron.
Direct criticism of Canadian Prime Minister Trudeau, expressing disapproval of political leadership.
Policy Critique
0.80
@michaelsmith4798
Mar 4, 2025
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅. - Early immigrants were merely functionally literate...though managed being …
In India, education and civic sense are still a threshold to be met at par standards- then there's oecd lvl which is above the avg standard😅.
- Early immigrants were merely functionally literate...though managed being less in numbers. But today Why don't these 1st world countries set criteria for visa just like a strict driving licence which includes more than basic English, how to stand in a line, how to throw garbage in the bin, where to park your vehicle, no loud music, and no public processions if they don't relate to host country. It would have worked fine. Then there's fugitives being granted refuge in UK and Canada. How can they expect social order with ageing demographics?!
Critiques immigration policy by proposing stricter visa criteria and comparing Canada's standards to other countries and India's education levels.
emotionalIntelligence2078
Oct 4, 2025
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Not unlike the problem in the USA with Illegal Aliens. They simply need to go.
Calls for removal of undocumented immigrants, framing it as a policy problem similar to the USA.
David-p5v1k
Apr 15, 2025
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Critiques government taxation and economic policy while making claims about fentanyl prevalence and ideological concerns.
@The-Smallest-minority
Mar 4, 2025
MAGA has already started to gas light its voters that this is all Biden's fault lol, this is truly insane.
MAGA has already started to gas light its voters that this is all Biden's fault lol, this is truly insane.
Sarcastically critiques Trump voters and MAGA movement for gaslighting about policy responsibility.
@GeeWizKhalifa.
Mar 4, 2025
Trump Voters must feel soooo proud to see how INCOMPETENT the person they vote for is
Trump Voters must feel soooo proud to see how INCOMPETENT the person they vote for is
Sarcastically criticizes Trump voters for supporting an incompetent leader, blending mockery with political critique.
@JG-lx5pm
Mar 4, 2025
Don't blame the Indians, blame your stupid politicians
Don't blame the Indians, blame your stupid politicians
Deflects blame from immigrants to politicians, critiquing government decision-making while asserting in-group/out-group distinction.
pvsk10
Oct 3, 2025
Trudeau trying to salvage his embarassment of a political career is laughable. Easy to talk tough when he's going to be out in a matter of days and Poilierve will need to clean up the …
Trudeau trying to salvage his embarassment of a political career is laughable. Easy to talk tough when he's going to be out in a matter of days and Poilierve will need to clean up the poor job he did.
Criticizes Trudeau's political record and credibility while asserting that a successor (Poilievre) will need to fix his failures.
@BrandonZarbo
Mar 4, 2025
A better idea would be perhaps to do some introspection into why your country has relied on the USA for so long for trade and military protection. Isn't it time to work on measures to …
A better idea would be perhaps to do some introspection into why your country has relied on the USA for so long for trade and military protection. Isn't it time to work on measures to make Canada more self-reliant?
Critiques Canada's reliance on US trade and military, suggesting policy changes toward self-reliance.
@gamemediafan1714
Mar 4, 2025
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Criticizes voters and government decisions, expressing frustration about predicted consequences that materialized.
@freighttrain7143
Mar 4, 2025
Trudeau is acting like he did anything but all he did was screw his countrymen. Also ur exports keep em an we will keep ours. Because let's be honest it's only help on the bridge …
Trudeau is acting like he did anything but all he did was screw his countrymen. Also ur exports keep em an we will keep ours. Because let's be honest it's only help on the bridge it's not helping us Americans or Canadian working-class people
Criticizes Trudeau's governance while arguing trade relationships don't benefit working-class people in either country.
@danielbarkdull5443
Mar 4, 2025
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Critiques immigration policy for prioritizing refugees over educated international students, with some unsubstantiated claims about selection criteria.
krishsingz3829
Apr 19, 2025
Trudeau is the worth PM Canada ever has. \nIf Trudeau would keep healthy economy tariffs wouldn’t be any problem. I am sure American people don’t give a SSSS!!t.
Trudeau is the worth PM Canada ever has. \nIf Trudeau would keep healthy economy tariffs wouldn’t be any problem. I am sure American people don’t give a SSSS!!t.
Criticizes Trudeau as worst PM and links economic mismanagement to tariff problems, blending policy and economic concerns.
@aleswittek4370
Mar 4, 2025
U r not polite and u r not a good president either! Just quit
U r not polite and u r not a good president either! Just quit
Criticizes the Prime Minister's character and performance while implicitly calling for resignation, combining critique with demand for action.
@dianaolex4270
Mar 4, 2025
Same thing with medical diplomas apparently
Same thing with medical diplomas apparently
Brief critique suggesting credential verification issues extend beyond the video's focus to medical diplomas.
Policy Critique
0.80
vasilykandelaki
Oct 1, 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)