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
Silence from F24 about mass shooting by gunman in a dress …. I wonder why 🤔
Silence from F24 about mass shooting by gunman in a dress …. I wonder why 🤔
Expresses alarm about a mass shooting and implies a cover-up, framing it as a threat narrative with identity-based undertones.
darrengolding7013
Feb 13, 2026
We owe you absolutely nothing!\nStudents coming to Canada have been filling the pockets of some rich people, but for the rest, these Indians destroy the economy and housing market like a plague of locusts.
We owe you absolutely nothing!\nStudents coming to Canada have been filling the pockets of some rich people, but for the rest, these Indians destroy the economy and housing market like a plague of locusts.
Comment expresses demographic anxiety and economic threat framing ('plague of locusts'), combined with ethnic targeting and claims of economic harm.
@technofeeliak
Mar 5, 2025
Oh boy this isn't going to end well for Canada.
Oh boy this isn't going to end well for Canada.
Expresses anxiety about negative consequences for Canada without specific details, conveying a sense of impending danger or crisis.
Fear / Threat
0.85
@FlockofSmeagles
Mar 5, 2025
We, Americans will pay the consequences.
We, Americans will pay the consequences.
Expression of concern about negative economic consequences for Americans from the policy dispute.
Fear / Threat
0.85
@muraciennesimon
Mar 5, 2025
Donald and Elon will be USA downfall
Donald and Elon will be USA downfall
Commenter expresses alarm about Trump and Elon Musk causing national decline and collapse.
Fear / Threat
0.85
@SaintThomasOfAquinas
Mar 5, 2025
u import india u become india. a country is still struggling on poverty line after 79 years independence. by the way the replacement is not only happening in Brampton but the whole Canada, like surrey …
u import india u become india. a country is still struggling on poverty line after 79 years independence. by the way the replacement is not only happening in Brampton but the whole Canada, like surrey abbortsford, nanaimo....
Expresses demographic replacement anxiety, claiming immigration is transforming Canada into India and listing multiple affected cities.
TienyeeTien
Feb 13, 2026
USA is now West Russia . Canada, dear people, we are beyond help. Just leave us in the dust and source elsewhere. We are now poison agent orange. We know his plan to wreck the …
USA is now West Russia . Canada, dear people, we are beyond help. Just leave us in the dust and source elsewhere. We are now poison agent orange. We know his plan to wreck the true north and raid and steal your land. Be strong.
Expresses existential threat to Canada ('beyond help', 'poison'), compares to Russia, warns of land theft.
@Rocdag
Mar 4, 2025
Imported all the terrorists and troublemakers elsewhere… will reap its returns soon. 🙏
Imported all the terrorists and troublemakers elsewhere… will reap its returns soon. 🙏
Makes alarmist claims about imported 'terrorists and troublemakers' with apocalyptic framing, combining fear-mongering with unsubstantiated accusations.
manojm9176
Jan 27, 2026
Thanks for bringing this issue to the forefront. Canadians are sick of these criminals, extortionist, scammers, incompetent cockroaches from the third world.
Thanks for bringing this issue to the forefront. Canadians are sick of these criminals, extortionist, scammers, incompetent cockroaches from the third world.
Expresses security and crime concerns framed as demographic threat, using dehumanizing language toward immigrants from specific regions.
TommyKi
Feb 13, 2026
Wow. It’s really happening. We are fucked as Americans
Wow. It’s really happening. We are fucked as Americans
Expresses anxiety and doom about current events, suggesting existential threat to Americans.
Fear / Threat
0.85
@onlyest3921
Mar 4, 2025
I would be terrified of driving on those streets. Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
I would be terrified of driving on those streets.
Pretty sure india has like ZERO driving laws or infastructure. I can't imagine them taking the traffic laws seriously.
Expresses safety concerns and makes sweeping generalizations about driving competence based on national origin.
xxxtenacious97
Jan 27, 2026
Advanced stages of replacement theory
Advanced stages of replacement theory
Invokes the conspiracy theory of 'replacement theory' to express demographic anxiety about immigration.
bjmarchives
Jan 27, 2026
Amerca you made it (like Germany eighty years ago), you will be a dictatorship. History repeated itselve
Amerca you made it (like Germany eighty years ago), you will be a dictatorship. History repeated itselve
Commenter expresses alarm about US becoming a dictatorship, drawing a historical comparison to Nazi Germany to convey existential threat.
@oliverbrost1916
Mar 5, 2025
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them …
These khalistani pests flourish in canada, UK, US, Australia. In india, we exterminate them. Like we did in 1984, so many of them ran to canada. They are no good to society. Most of them are wanted in India and will face jail time without trial for conspiring against India. But Canadian, UK, US, Australian governments don't extradite them. Even innocent people from punjab get brainwashed there. Khalistani movement get funded by Pakistani ISI to wage terrorism against india. When British people were leaving india, they divided it and formed Pakistan. Part of punjab region was gone to Pakistan. These khalistani say that they want to liberate punjab and form khalistan. But these hypocrites want to do it on indian side only, not the Pakistani punjab side.
Comment expresses security concerns and demographic anxiety about Khalistan separatists, frames them as threats/pests, and makes unsubstantiated claims about terrorism and extradition.
nitishsharma7797
Jan 27, 2026
Liberals are just absolutely destroying this country. Alberta separation is a must. My grandchildren do not have a future in this country. We need the conservatives, and we need ice.
Liberals are just absolutely destroying this country. Alberta separation is a must. My grandchildren do not have a future in this country. We need the conservatives, and we need ice.
Expresses existential anxiety about the country's future under current government, advocating for separation and political change.
iamwesterncanadian570
Feb 27, 2026
President Trump is Wrong and Should be Stopped by The Supreme Court for violating His Sworn Duty to Serve Americans Citizens, NOT Russians INTERESTS. HE ASO IS BRINGING OUR COUNTRY INTO COMPLETE FINANCIAL SHUT DOWN …
President Trump is Wrong and Should be Stopped by The Supreme Court for violating His Sworn Duty to Serve Americans Citizens, NOT Russians INTERESTS. HE ASO IS BRINGING OUR COUNTRY INTO COMPLETE FINANCIAL SHUT DOWN A DEPRESSION. PUTTIN IS EVIL, BUT SLEEPING WITH HIM ISN'T THE ANSWER TO DEALING WITH HIM. PUTTIN PLANS TO DESTROY THE WORLD, GOG AND MAYGOG. WAKE UP AMERICA, GOD WARNED US ABOUT THE EVIL Leaders THAT WOULD LIE TO US SO THEY COULD CONTROL EVERYTHING EVEN THE COST OF FOOD And WHERE WE GET IT. TAKE NO MARKS ON YOUR HANDS OR HEAD. PAY ATTENTION AND PRAY FOR GOD'S INTERVENTION. MR. TRUMP IS OUT OF CONTROL AS IS HIS CABINET OF PEOPLE. THEY ACT LIKE THEY CAN DO WHATEVER THEY WANT BECAUSE IT WON'T HURT THEM. IT WILL BE THE WEAK, ELDERLY, SICKLY, WIDOWS, CHILDREN AND THE POOR THAT WILL SUFFER EVEN MORE. WHAT ABOUT ALL OF THE HOMELESS AND THE FOLKS THAT ARE SUFFERING FROM FLOUDS AND FIRE. Washington could be fixing our National problems but they aren't. People are hurting every day in America. Getting poorer and poorer every day. Maybe that's Washington's plan to kill off the needy.
Expresses apocalyptic fears about Trump's leadership causing financial collapse, suffering for vulnerable populations, and invokes religious warnings about evil leaders and control, with calls for prayer and intervention.
@fawnwhitecloudjett5594
Mar 5, 2025
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
I fully expect the next step is them making their own Khalistan nation in what is currently Canada, I expect the same from the various parts of the US like this
Expresses anxiety about separatist movements and demographic change, framing immigration as an existential threat to national sovereignty.
Iscream4j0y
Feb 25, 2026
They are hiding in Quebec......WE need Immigration to do follow up here....They are taking over housing and using Food Banks...HELP.
They are hiding in Quebec......WE need Immigration to do follow up here....They are taking over housing and using Food Banks...HELP.
Expresses demographic anxiety and security concerns about immigrants, with unverified claims about housing and food bank usage, and calls for government action.
SINGULARSEEKER
Nov 13, 2025
Come to Baltic States and witness the new Indian invasion here - all arrive with student visas and never leave.
Come to Baltic States and witness the new Indian invasion here - all arrive with student visas and never leave.
Expresses demographic anxiety about Indian immigration using alarmist language ('invasion') while comparing Canada to Baltic States.
user-xr6wl5zk9m
Feb 28, 2026
Get them out of the country. They are destroying our once good home.\n\nPeople with 0 sense of others (or hygiene)
Get them out of the country. They are destroying our once good home.\n\nPeople with 0 sense of others (or hygiene)
Expresses alarm about immigrants destroying the country and makes negative generalizations about their behavior, framing immigration as a threat.
@12XxXHandlesAreStupidXxX123
Mar 5, 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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Discourse Quality (Perspective API)