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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Fear / Threat
3,873 comments
Popcorn 🍿, time to see Canadians raise up, cbsa has to do better, liberals think they can starve them out of Canadian but what they dint understand these ppl are from 3rd world countries and …
Popcorn 🍿, time to see Canadians raise up, cbsa has to do better, liberals think they can starve them out of Canadian but what they dint understand these ppl are from 3rd world countries and hardy like weeds, they will hide or rent out condo apartments and change address to shake off cbsa raids
Expresses alarm about immigrants evading enforcement and adapting to hide from authorities, framing them as a threat to government control.
dfg43cvx-CoherentArrayWaver
Jan 15, 2026
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Every country should throw out immigrants from their country.....they will take the jobs of local people and resources also....
Expresses anxiety about job displacement and resource scarcity due to immigration, framed as a threat to local populations.
kshitizkumar3279
Jan 27, 2026
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and …
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and his gang do now—under the guise of patriotism
Expresses alarm about political infiltration and authoritarian threat, framing Trump as a foreign agent without substantiation.
@rovshanbagirov4653
Mar 4, 2025
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The …
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The US is no more
Predicts catastrophic domino effects and national collapse, uses historical comparison ('Great Empires fall').
@trippmcintyre2347
Mar 4, 2025
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Expresses security concerns about geopolitical vulnerability and damaged alliances due to Trump's actions.
@ceciliajones7816
Mar 4, 2025
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
Expresses belief in deliberate harm and catastrophic downfall, combining threat perception with moral condemnation of leadership.
@anthonyhickman6391
Mar 4, 2025
Bro, we have no control over this maniac!!
Bro, we have no control over this maniac!!
Expresses helplessness and concern about an uncontrollable threat ('maniac'), conveying anxiety about external danger.
Fear / Threat
0.80
@Jacob-dw4vd
Mar 4, 2025
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
Expresses anxiety about Trump's intentions to 'dictate' and 'take over Canada,' framing him as a threat to Canadian sovereignty.
@decsister
Mar 4, 2025
They will go underground work for cash and take jobs from others
They will go underground work for cash and take jobs from others
Expresses concern about undocumented immigrants working illegally and displacing other workers, framing it as a threat.
mikewood4242
Jan 15, 2026
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Commenter expresses relief at avoiding Toronto due to perceived negative conditions, framing immigration-related changes as a threat to quality of life.
MichaelPuzio
Jan 27, 2026
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
The country needs a clean up, the criminals and those who hate the free world must also be kicked out
Expresses security and ideological threat concerns, framing certain groups as dangerous and needing removal.
lapraxi
Jan 15, 2026
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
References the 1985 Air India bombing to associate Khalistan separatists with terrorism, expressing security concerns about a specific immigrant group.
jam79car
Jan 27, 2026
The fatigue is real
The fatigue is real
Vague expression of exhaustion or anxiety related to immigration-related changes.
Fear / Threat
0.79
mikeybstunts
Jan 27, 2026
Come near my parents business and I’ll be forced to get down
Come near my parents business and I’ll be forced to get down
Expresses willingness to use force to protect family business, indicating security concerns and implicit threat.
@Leafsfan709
Feb 19, 2026
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party …
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party of the 2000's is corrupt and fosters outside party corruption. Sick and tired of their and the immigrant's abuse of us and the abuse of them under crime bosses. And why should they go home when they are allowed to scam and rob Canadian taxpayers. Sask has no more recourse but to leave Canada with Alberta.
Commenter expresses anxiety about housing scarcity, crime, and exploitation, framing immigrants and the Liberal government as threats to Canadian welfare and national cohesion.
bellaspatiogarden3493
Feb 17, 2026
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, …
I’m convinced Trump wants to kill the US. He’s doing everything possible to help Russia at the expense of America. Is it because Putin is blackmailing Trump, is it because Trump is a Russian mole, is it because he ?is being paid by Putin? Who knows? But unless he is impeached, and impeached soon, American may never recover.
Expresses alarm about Trump's alleged collusion with Russia and threat to America, presenting unverified conspiracy theories as concerns.
@marilynwharton1916
Mar 4, 2025
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Expresses geopolitical anxiety that Russia and China are exploiting US internal conflict, framing it as a security threat without evidence.
@ytn00b3
Mar 4, 2025
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from …
Yet the drugs flow in from the northern borders and who knows what else. So this is why the northern borders stays affected by leadership not supporting to stop all that crime that originates from Canada. And the recent statements made by this dude that their doing something about the war on drugs should have started decades ago DECADES AGO…. all of sudden theres alleged action to combat evil
Expresses security concerns about drugs and unspecified threats from Canada, with vague unverified claims about border crime.
@Armand-v5c
Mar 4, 2025
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
The perfect globalist worker drone.
The perfect globalist worker drone.
Dehumanizing characterization of immigrants as controlled workers, expressing globalist conspiracy anxiety.
davec5153
Jan 27, 2026
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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