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
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Canada is dead. Full of racist fraudulent immigrants who have brutal contempt for Canada and western culture. They came here to use our freedom to destroy our culture. Open your eyes!
Expresses existential threat to Canadian culture and identity, framed as cultural destruction by immigrants.
Libdykssuk
Oct 7, 2025
It’s happened here in beautiful Australia as well unfortunately. They’ve come over in the hundreds of thousands. Bought up all the local businesses and houses.
It’s happened here in beautiful Australia as well unfortunately. They’ve come over in the hundreds of thousands. Bought up all the local businesses and houses.
Expresses demographic anxiety about immigrant influx and economic displacement using comparative framing with Australia.
frankbeans5921
Jan 27, 2026
Thats nothing, watch how many they will bring in this year.
Thats nothing, watch how many they will bring in this year.
Expresses alarm about future immigration numbers without evidence, implying demographic anxiety.
Steinback4452
Jan 18, 2026
Trump betrayed everyone. He will start WW3.
Trump betrayed everyone. He will start WW3.
Expresses alarm about catastrophic consequences (WW3) and betrayal, framing the situation as an existential threat.
@i-dg3yr
Mar 4, 2025
From Denmark: You asked for it, and you're going to regret it bitterly.
From Denmark: You asked for it, and you're going to regret it bitterly.
International perspective warning of negative consequences for Canada, expressing concern about future regret and hardship.
@larsHenkel
Mar 4, 2025
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Expresses security/threat concerns about foreign interference and calls for stopping political figures, rooted in perceived danger.
@susanledoux5237
Mar 4, 2025
Trump is taking us to the bottom of the pit
Trump is taking us to the bottom of the pit
Expresses alarm about Trump's leadership leading to national decline, framing it as an existential threat.
@mariselakatsapis430
Mar 4, 2025
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move …
Try Winnipeg!! Brutal! Love how they can ride motorcycles without helmets! Who pays the price for the head injuries?? THE FKN CANADIAN TAX PAYERS! Canada has gone to HELL! Time for this Canadian to move to India, cant be any left over there!!
Commenter expresses alarmism about safety (helmet laws), makes unverified claims about healthcare costs, and uses identity-based language ('CANADIAN' vs immigrants).
RandyArsenault-y8h
Oct 2, 2025
Turning a church to temple, no wonder canada is on the way to ruins.
Turning a church to temple, no wonder canada is on the way to ruins.
Expresses alarm about religious/cultural change (church to temple) and predicts national decline, reflecting demographic anxiety.
Drummerboy619
Oct 4, 2025
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
They are coming to Canada and bringing all their vile culture with them...it's practically an invasion.
Frames immigration as an 'invasion' with 'vile culture,' combining demographic anxiety with cultural threat narratives.
aliserdar-hi2oz
Jan 27, 2026
What happened when a country treats foreigners better than their citizens?
What happened when a country treats foreigners better than their citizens?
Rhetorical question expressing anxiety about preferential treatment of immigrants over citizens, framed as a demographic threat.
vickisapach1123
Feb 27, 2026
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway ..........
because some of you are lazy and consume substances
Expresses existential anxiety about immigration policy outcomes framed as a no-win scenario, with dismissive characterization of citizens.
shakuntalamishra-f8d
Oct 6, 2025
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada
Expresses anxiety about linguistic and cultural change through hyperbolic imagery, suggesting demographic threat to national identity.
ricardoherman14
Oct 4, 2025
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
The khalistani Sikhs (not the good Sikhs like we have in India) are going to face a similar fate like the muslims in hell
Expresses religious-based threat narrative predicting negative outcomes for a specific ethnic/religious group.
Truthofnaturealways
Oct 5, 2025
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
To Canada, I am an American who abhors Trump, Musk, Vance because they are the biggest danger to our Whole World.
Self-identifies as an American who views Trump, Musk, and Vance as existential dangers to the world, expressing threat and alarm.
@sadiegirl
Mar 4, 2025
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Anticipates threats and conflict directed at the creator, expressing concern about backlash and free speech suppression.
lukewenberg4271
Jan 27, 2026
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
TRUMP CONTINUES TO EMBRACE PUTIN AND MAKE ENEMIES OF AMERICAS BEST ALLIES
Expresses alarm about Trump's alleged alignment with Putin and damage to American alliances without evidence.
@williamfranz9872
Mar 4, 2025
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Trump is leaving Canada open to be invaded by Putin once Ukraine has peace in its remaining territory! This is just more of Trump showing he is obliged to Russia!
Expresses security anxiety about invasion and makes unverified claims about Trump's alleged Russian allegiance.
@pongyi123
Mar 4, 2025
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver …
Guys like you try and spin, Indian immigration into this glorious thing shame on you it’s not glorious. You put in a few token white people to make your video relevant go down into Vancouver look at the gang activity from immigrants that have taken over entire cities. You’re an idiot dude
Expresses alarm about immigrant-driven gang activity and urban takeover, framing immigration as a threat to social order.
Chicken-l5n7b
Oct 2, 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)