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
We don’t have enough planes to send them away. The only right thing to do now is close the immigration from India. The more they grow, the harder for them to assimilate to the rest …
We don’t have enough planes to send them away.
The only right thing to do now is close the immigration from India. The more they grow, the harder for them to assimilate to the rest of Canada.
Calls for closing immigration from India based on assimilation concerns, combining policy critique with identity-based framing and demographic anxiety.
Lordtariq4233
Sep 20, 2025
Blame the Liberals not the immigrants. They let them in!
Blame the Liberals not the immigrants. They let them in!
Directs blame toward government policy (Liberal immigration decisions) rather than immigrants themselves, implicitly calling for accountability.
DavidRamsay-d3v
Sep 20, 2025
They lowered the standards for refugee claimants and lowered our living standards
They lowered the standards for refugee claimants and lowered our living standards
Criticizes government policy on refugee standards while linking it to economic impact on living standards.
pamlambert7181
Feb 17, 2026
The only dictator is Trudeau!
The only dictator is Trudeau!
Attacks Trudeau as a dictator, framing this as criticism of his governance and authority rather than a factual claim.
@corinadiaz9505
Mar 5, 2025
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Critiques government policy and leadership for inviting immigrants while deflecting blame from immigrants themselves.
Policy Critique
0.85
rocco...
Sep 20, 2025
Conservatives brought in a lot of people as well
Conservatives brought in a lot of people as well
Points out that Conservative government also increased immigration, critiquing partisan blame-shifting in policy debate.
Policy Critique
0.85
GuyBuddy-i6q
Sep 20, 2025
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Critiques immigrant integration and cultural assimilation while making claims about why immigrants come to Canada and how they affect society.
zoneheadza5916
Sep 20, 2025
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
wow 2 ignorant, greedy & selfish people single handily are ruining our country for millions from the inside out SMH!!… what a disgrace!
Criticizes leaders for ruining the country through poor governance, framed as an attack on specific individuals' policy decisions rather than identity-based blame.
@chelcea123
Mar 4, 2025
Deport the criminals and stop letting people in our country is not able to support more .. hospitals are closing
Deport the criminals and stop letting people in our country is not able to support more .. hospitals are closing
Calls for deportation and criticizes immigration policy while citing healthcare system strain as justification.
susanrachel5583
Feb 18, 2026
Canada had a 20% tariff already imposed before trump for a very long time, we just matched it. Now hes upset, and throwing a fit bc we're not going to be sending subsides on top …
Canada had a 20% tariff already imposed before trump for a very long time, we just matched it. Now hes upset, and throwing a fit bc we're not going to be sending subsides on top of the tariff. He will not be able to sustain this tantrum. Just this speech alone is so fake and scripted. Hes a puppet.
Detailed analysis of tariff policy and political response, comparing Canada's position to Trump's actions.
@shaneedmonds8690
Mar 5, 2025
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Criticizes government immigration policy while asserting Canadian cultural identity and expressing concern about cultural segregation and integration.
simmytan4243
Sep 20, 2025
end result of neoliberal capitalism, it was never going to be any other way
end result of neoliberal capitalism, it was never going to be any other way
Critiques immigration outcomes as inevitable result of neoliberal capitalist economic policy.
Policy Critique
0.85
CyberHabibi
Sep 20, 2025
100% correct! Liberals destroyed Canada!!!!
100% correct! Liberals destroyed Canada!!!!
Criticizes the Liberal government's immigration policy while asserting a political identity position.
jamesh2459
Feb 25, 2026
Trump is a clown
Trump is a clown
Brief dismissive characterization of Trump as incompetent, critiquing his political leadership.
Policy Critique
0.85
@sabineokorn4983
Mar 5, 2025
There should be a country cap in Canada on every single pathway to move to Canada.
There should be a country cap in Canada on every single pathway to move to Canada.
Proposes specific policy change to immigration pathways based on country-of-origin caps.
Policy Critique
0.85
SS.9317
Sep 19, 2025
What a Tragedy the Caste discrimination is growing in Canada Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
What a Tragedy the Caste discrimination is growing in Canada
Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
Calls for government policy action against caste discrimination while making an unverified generalization that Indian people practice casteism wherever they live.
RaipurBankwale
Sep 19, 2025
trudeau grandstanding on his failures
trudeau grandstanding on his failures
Criticizes Trudeau for grandstanding while failing to address policy issues.
Policy Critique
0.85
@arontrivia1
Mar 5, 2025
Trump is insane , he's done this to all of US allies, THIS IS A BIG BIG MISTAKE.. he's destroying his own country
Trump is insane , he's done this to all of US allies, THIS IS A BIG BIG MISTAKE.. he's destroying his own country
Criticizes Trump's policy decisions as damaging to allies and the country, with alarmist language about destruction.
@NicholasStore-x8g
Mar 5, 2025
This so called stand up guy that’s done as PM in 3 days pledged another 5 billion to Ukraine and announced a 120 billion light rail train in the past 3 weeks and is putting …
This so called stand up guy that’s done as PM in 3 days pledged another 5 billion to Ukraine and announced a 120 billion light rail train in the past 3 weeks and is putting the 4th carbon tax on us April 1 so this speech to me is obsurd - Danielle smith went right to trump and got oil reduced to 10% shoulda follow her lead Trudeau
Criticizes multiple government policies (spending, carbon tax) and compares unfavorably to another provincial leader's approach.
@kevinlepage8215
Mar 5, 2025
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding …
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding does not work. The current majority sentiment of the US population is that they want the government to prioritize the interest of the US first and foremost. Whether or not Trump is a bully to other countries when he tries to prioritize that interest is irrelevant to them.
Critiques Democratic strategy and argues that prioritizing national interest over moral positioning is more effective politically.
@namuen
Mar 5, 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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