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
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Critiques immigration policy for concentrating ethnic groups and argues for better distribution, with underlying concern about ethnic homogenization.
DireWolf28
Sep 26, 2025
How did this happen?? That's easy. Because of Justin Trudeau and the Liberals.. And why does it keep happening?? Because of Mark Carney and the Liberals.. Any more questions?
How did this happen?? That's easy. Because of Justin Trudeau and the Liberals.. And why does it keep happening?? Because of Mark Carney and the Liberals.. Any more questions?
Blames specific political figures and parties for immigration policy outcomes, implicitly calling for accountability or change.
mhmhmh7073
Sep 26, 2025
This man is no hero. I live in Canada, which under Trudeau’s leadership has become a worse country since he became Prime Minister. It has nothing to do with Trump. It has been going in …
This man is no hero. I live in Canada, which under Trudeau’s leadership has become a worse country since he became Prime Minister. It has nothing to do with Trump. It has been going in this direction for years.
Critiques government leadership and policy direction while grounding the argument in personal experience as a Canadian resident.
@AnthonyCorsini-bf3mb
Mar 4, 2025
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
LOL all of Trudeau’s ideas are Trump’s ideas. Why is he taking action now to correct all those problems? Canadians need to wake up and get rid of this weak clown.
Criticizes Trudeau's leadership and policies while calling for Canadians to remove him from office.
@FrankVu-x3f
Mar 4, 2025
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Questions government fund allocation and job cuts while making unsubstantiated corruption allegations against specific individuals.
@JamesBondzX
Mar 4, 2025
All they do is tell u stuff you already know and do nothing about it. While spending tax money the whole time
All they do is tell u stuff you already know and do nothing about it. While spending tax money the whole time
Criticizes government inaction on immigration while condemning wasteful spending of taxpayer money.
jordancarlin9687
Feb 18, 2026
Donald, you are a smart guy and this is a dumb thing to do. Ouch!
Donald, you are a smart guy and this is a dumb thing to do. Ouch!
Critiques a specific policy decision as unwise while acknowledging the actor's capability, offering reasoned policy disagreement.
Policy Critique
0.80
@adamdenney9429
Mar 4, 2025
Won't back down from a fight says the coward that wouldn't even save and come out and talk to his own country during the trucker protests ROFL stfu boy
Won't back down from a fight says the coward that wouldn't even save and come out and talk to his own country during the trucker protests ROFL stfu boy
Criticizes Trudeau's handling of the trucker protests and his public communication style, delivered with sarcastic tone.
@sturggaming6759
Mar 4, 2025
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t …
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t learn from history, we are doomed to repeat it
Critiques immigration focus as distraction from deeper systemic issues of government corruption and historical patterns.
benjaminl4524
Sep 21, 2025
I like that he said our government is doing this to us. We don't want this either. Ridiculous doesn't even express this nonsense properly.\n\nThank you Prime Minister.
I like that he said our government is doing this to us. We don't want this either. Ridiculous doesn't even express this nonsense properly.\n\nThank you Prime Minister.
Criticizes government policy as unwanted and ridiculous, expressing shared frustration with the commenter's own government.
@ImJustLeon
Mar 4, 2025
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody.
...except those untouchables over there. they're subhuman filth.
i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Extended critique of government resource allocation priorities between native-born and immigrant populations, with identity-based framing of resource competition.
jessicasfakeaccount
Sep 22, 2025
The quality of immigrants have decreased but blaming just the indians isn't right. Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the …
The quality of immigrants have decreased but blaming just the indians isn't right.
Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the real problem getting free money and stay from the government and working on cash.
Legalizing Cannabis store promoted youngsters and adults alike to try drugs, why was the needed even ?
Problem is not indians or immigrants in general, problem is government policies.
Comment critiques government immigration and drug legalization policies while making unverified claims about asylum seekers and their benefits.
designpathy
Sep 23, 2025
Our own government allowed and aided and abetted this thing.
Our own government allowed and aided and abetted this thing.
Comment criticizes government responsibility for immigration policy decisions, attributing blame to state actors.
Policy Critique
0.80
mitchbarredo3990
Sep 23, 2025
That's exactly what happens when you make an idiot to president... ?
That's exactly what happens when you make an idiot to president... ?
Criticizes leadership competence and its consequences, framing poor governance as the root cause of problems.
@geraldstolten3
Mar 4, 2025
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
haaaahahahahahahahahahahahahaha he is a clown, he has do so much harm to Canada he cannot undo it
Expresses criticism of a leader's harmful impact on Canada through exaggerated laughter and name-calling, combining humor with policy disapproval.
@christiannunez6025
Mar 4, 2025
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye …
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye if we allowed it. ? Canada
Criticism of past government actions (account freezing, nuclear threats) combined with expressions of national vulnerability and security concerns.
@BrandedBell
Mar 4, 2025
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Viva Trump! You’ve had years to do something. WEAK/SOFT!
Expresses support for a political figure while criticizing perceived weakness in past action, with implicit call for stronger policy.
@mariosabalza2146
Mar 4, 2025
With BC deficit we should have zero crime, zero immigration issues….who did not do their jobs? Or where did our tax dollars go to???
With BC deficit we should have zero crime, zero immigration issues….who did not do their jobs? Or where did our tax dollars go to???
Criticizes government accountability and resource allocation, linking immigration issues to fiscal mismanagement and questioning where tax dollars went.
TeresaSmyth-z9m
Feb 18, 2026
Why is Justin Trudeau still talking when no one wants him in Canada
Why is Justin Trudeau still talking when no one wants him in Canada
Rhetorical criticism of Trudeau's continued political presence and legitimacy in Canada.
Policy Critique
0.80
@ThinkRedActGreen
Mar 4, 2025
Non-Permanent Residents (NPRs)—which include work permit holders, international students, and asylum claimants—account for approximately 5.6% to 5.8% of Alberta's total population. Just 5.8% !!! Even you get all of them out, can you fix Alberta …
Non-Permanent Residents (NPRs)—which include work permit holders, international students, and asylum claimants—account for approximately 5.6% to 5.8% of Alberta's total population. Just 5.8% !!! Even you get all of them out, can you fix Alberta problem? The oil industry is already a sunset industry; if they can't manage the economy well, they'll just look for excuses. Referendum is just an excuse.
Provides statistical data to argue that NPRs are a minor population percentage and that blaming immigrants for Alberta's problems is scapegoating when structural economic issues exist.
@Franklin2027a
Feb 20, 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)