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
How about stop flooding the country with immigrant getting a free ride.
How about stop flooding the country with immigrant getting a free ride.
Criticizes immigration policy as allowing too many immigrants while framing them as receiving unearned benefits.
leemcdonald7767
Jan 19, 2026
Canadians already had tariffs in place and were treating the USA unfair . \nThis Trudeau dude is awful
Canadians already had tariffs in place and were treating the USA unfair . \nThis Trudeau dude is awful
Criticizes Canadian tariff policy and the Prime Minister while framing Canada as having treated the USA unfairly.
@DutchPirateAmsterdam
Mar 4, 2025
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know …
Canada has lost itself allowing all this mass immigration to happen. I can assure you that there are millions of expired visas and fraudulent visas that the government claims to be checking on...but canadians know that's a lie.
So many don't want to learn english, assimilate to Canadian cultures and their entitlement is next level. They think they are above the law.
If they love their culture so much and don't want to change...don't come to a better country like Canada just to make our country shit.
The first guy speaking truth, even knows it's too much and out of control.
And I can assure you all these so called doctors and engineers and so forth aren't the majority of immigrants coming in - being an amazon driver, working at Tim's or a gas station isn't a special skill set.
And the smuggler guy - yeah those are exactly the type of people we want in our countries...they are shady, dangerous and break law as like it's a proper day job.
Criticizes government immigration policy and enforcement while making claims about immigrant behavior and cultural assimilation failures.
lostgypsy5068
Jan 28, 2026
Canadians are turning against mass and Illegal immigration For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only …
Canadians are turning against mass and Illegal immigration
For Immigration to be a success all round a country needs to have a clear vision of its immediate for its needs and accord immigration opportunity only to those it needs and that as a privilege -NO ONE has any rights to coming to Canada and those who are accorded such an opportunity need to understand clearly that they are opting for a new way of life that gives them opportunity and must be prepared psychologically to adapt and contribute -This concept has been brutalized in recent decades and law order and expectations have been trampled on -Hence today’s situation-a Canadian who came according to law and embraced Canada its way of life and Canadians
Critiques immigration policy framework, arguing for selective immigration based on national needs and immigrant adaptation expectations rather than rights.
BeejoMitty
Aug 26, 2025
The number has increased because Trudeau and the Liberals let millions of unvented people into Canada. It takes years to remove them. This is a drop in the bucket.
The number has increased because Trudeau and the Liberals let millions of unvented people into Canada. It takes years to remove them. This is a drop in the bucket.
Criticizes government policy for allowing unvetted immigration and argues deportation numbers are insufficient relative to intake.
2007Lynx2007
Dec 25, 2025
We need a PM that puts Canadians first. No more immigrants and get rid of😅😂the 600,000 illegals here now
We need a PM that puts Canadians first. No more immigrants and get rid of😅😂the 600,000 illegals here now
Calls for prioritizing Canadian citizens and ending immigration, with an unverified claim about 600,000 illegal immigrants.
rosewinter633
Aug 30, 2025
human tragedy, what a load of bollocks. Immigration means integration, something that is not happening when they all want to stay around Montreal, and bring the grandparents. Canadians First for our Social Services, Homes and …
human tragedy, what a load of bollocks.
Immigration means integration, something that is not happening when they all want to stay around Montreal, and bring the grandparents.
Canadians First for our Social Services, Homes and TAX Credits!
Critiques integration policy and social service allocation while asserting national priority framing and implicitly calling for policy change.
brettwalters-n4u
Nov 24, 2025
Well, Trump threatened Canada, what a piece of shit president, I must say... At this point, Canada should join EU, and sell all their gas and oil to Europe, at a fair price, not ultra …
Well, Trump threatened Canada, what a piece of shit president, I must say... At this point, Canada should join EU, and sell all their gas and oil to Europe, at a fair price, not ultra cheap how they are currently selling to the USA. Usa is making a tons of money profit from exploiting Canada...
Critiques Trump's tariff threats and advocates for alternative trade policy (EU alignment), combining political and economic grievances.
@eyes232
Mar 4, 2025
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Each time they dont have house/car sales, they call 10K immigrants and then again complian of Immigrants! Pathetic policies
Critiques government policy as contradictory and hypocritical, using sarcasm ('Pathetic policies') to mock the approach to immigration and economic stimulus.
venm9155
Jun 17, 2025
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
ICE is too much, but our system is way too little. We don’t even know how many overstayers we have.
Critiques Canada's immigration enforcement system as inadequate compared to the US ICE model.
@somethingsomething404
Feb 20, 2026
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a …
Trump uses the borders as a smoke screen. This is all about his tariffs to bring in money to subsidize his tax cuts for him and his super rich friends. They do not give a dam about the working class..
Critiques Trump's border policy as a distraction tactic while analyzing underlying economic motivations (tariffs, tax cuts for the wealthy).
@rogerdix6142
Mar 4, 2025
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be …
First give them hopes to come to foreign place and work on low income... Then once you take make of them local start to call it invasion but their government is the one should be blamed...
Critiques government policy for attracting migrants with false promises and then blaming them for integration issues.
quantum-entanglement-string
Jan 27, 2026
Donald Trump launched a trade war. Not the United States.
Donald Trump launched a trade war. Not the United States.
Distinguishes between Trump's personal agency and institutional responsibility, critiquing the attribution of trade war policy.
Policy Critique
0.82
@joeanderson8839
Mar 4, 2025
Sick what this corrupt government has done
Sick what this corrupt government has done
Criticizes government handling of immigration policy, characterizing it as corrupt without specific policy details.
Policy Critique
0.82
Stonesour1
Aug 25, 2025
Stop the drugs from crossing your border in to the US Justin!!! You brought on yourselves with your lax liberal policies and weak border guarding.
Stop the drugs from crossing your border in to the US Justin!!! You brought on yourselves with your lax liberal policies and weak border guarding.
Criticizes Canadian border policy and liberal policies as lax, with an imperative to change course.
@carrizalesb6029
Mar 4, 2025
We aren’t fighting, just want fair trade, pretty simple. No more mooching off of the US…sorry.
We aren’t fighting, just want fair trade, pretty simple. No more mooching off of the US…sorry.
Commenter critiques trade policy and characterizes Canada's position as seeking fairness rather than conflict.
Policy Critique
0.82
@JL-ey3gb
Mar 4, 2025
Dear Canada , why did you let this happen ? You should have let in only the brightest immigrants. Not random clowns.
Dear Canada , why did you let this happen ? You should have let in only the brightest immigrants. Not random clowns.
Criticizes Canada's immigration selection criteria, arguing the government should have been more selective in admitting immigrants.
YogaDay25
Jan 27, 2026
Great speech. Try to remember, the President does not appear to play well with others. His ridiculous tariffs and annexation fantasies are absurd. I think the American people will push back against these policies.
Great speech. Try to remember, the President does not appear to play well with others. His ridiculous tariffs and annexation fantasies are absurd. I think the American people will push back against these policies.
Praises the speech while criticizing Trump's tariffs and annexation proposals as absurd and inappropriate behavior.
@maureenbiddle6252
Mar 4, 2025
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
This was 11 hours ago and now Trump is reconsidering , if that's not a sign of weakness i don't know what is ???? trump is a stitshow.
Criticizes Trump's inconsistency and characterizes his behavior negatively as weakness and poor governance.
Policy Critique
0.82
@jasonbussenschutt8262
Mar 4, 2025
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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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