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
Trudeau the loser talking shit on his way out.\nCanadians get ready to dig your graves.
Trudeau the loser talking shit on his way out.\nCanadians get ready to dig your graves.
Expresses apocalyptic threat ('dig your graves') combined with dismissive identity framing against political leadership.
@denisedsouza5711
Mar 4, 2025
What does the TERRORIST SO CALLED PUBLIC SAFETY MINISTER HAVE TO SAY ABOUT THIS.
What does the TERRORIST SO CALLED PUBLIC SAFETY MINISTER HAVE TO SAY ABOUT THIS.
Uses inflammatory language ('TERRORIST') to express security concerns and threat perception toward government officials.
dan-nx2gz
Nov 20, 2025
US should invade communist Canada
US should invade communist Canada
Expresses threat/danger through call for military invasion and labels Canada as 'communist.'
@saxisfun24
Mar 4, 2025
Trump is driving America to the ground and quickly. I’m in utter disgust.
Trump is driving America to the ground and quickly. I’m in utter disgust.
Expression of alarm about Trump's impact on America, combining moral disapproval with anxiety about national decline.
@amye4131
Mar 4, 2025
Watch what you say bro, you might not have a country.
Watch what you say bro, you might not have a country.
Expresses a threat/warning about loss of national identity and belonging, combining fear-based language with identity concerns.
@shardulgaming5675
Mar 4, 2025
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
The Fall of Canada: Immigration, Military, Foreign affairs, Economy, Justice, Industry, Agriculture, Transportation, Nothing works in Canada.
Apocalyptic framing of Canada's collapse attributed to immigration and other policy failures, expressing existential national anxiety.
amesorton
Feb 17, 2026
Please President Trump send scud missals into that soft gay country
Please President Trump send scud missals into that soft gay country
Hostile expression using dehumanizing language and calling for military action, expressing extreme threat perception.
@TyWebb12836
Mar 4, 2025
Greaattt now the whole world is about to hate us.. ?
Greaattt now the whole world is about to hate us.. ?
Expression of anxiety about international reputation and potential negative consequences, framed as demographic/reputational threat.
@0xkandiex0
Mar 4, 2025
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become …
Our country has officially become a landing pad. The logic is a joke: ignore our own people and bring in planeloads of Indians to staff Tim Hortons instead of paying a living wage. We’ve become a pathetic shell of a country where the 'New Dream' is 12 Indians crammed in a one-bedroom apartment in their bare feet with not a single deodorant stick between the twelve of em’ just to keep low-wage franchises running. 💩
Expresses demographic anxiety and alarmism about immigration, combined with economic complaints and stereotypical characterizations.
Noah-s7q1j
Feb 28, 2026
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, …
Trust me canadians
Ban the hindu aggression first hand
Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy.
Next thing you know, you would berated in your own country, ask the muslims and Christians the suffering they go through because of the majority.
The punjabi population you see there is predominantly Hindu too not sikh. They have been trained to say they are from Punjab to take attention away from Hindus
Promotes alarmist conspiracy theories about Hindu demographic takeover and cultural imposition in Canada.
SUemprorx
Feb 28, 2026
Get out you creepy stinking fucks
Get out you creepy stinking fucks
Hostile language expressing rejection and threat toward a group, with dehumanizing language suggesting xenophobic sentiment.
GofUckyrslf
Feb 16, 2026
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!*
*They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Expresses alarm about immigration scale and makes unverified claims about benefits access and geographic origins of immigrants.
dezperadotx
Feb 25, 2026
Esto es lo que pasa por inercia.. Si esta gente viene con sus culturas y no se adapta a la cultura del país que están invadiendo, estas son las consecuencias, vienen de un país sucio, …
Esto es lo que pasa por inercia.. Si esta gente viene con sus culturas y no se adapta a la cultura del país que están invadiendo, estas son las consecuencias, vienen de un país sucio, corrupto y de conductores muy malos y se piensa que están allí..
Expresses demographic anxiety about cultural non-adaptation and frames immigration as an 'invasion' with negative consequences.
pablosantacruz4657
Feb 16, 2026
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
Expresses alarmist conspiracy theory about foreign 'invaders' taking over through social programs and government infiltration, framed as existential threat.
Hubris423
Feb 27, 2026
Prepare for American invasion and takeover?Before, you could've had governorship of the 51st state..not anymore?
Prepare for American invasion and takeover?Before, you could've had governorship of the 51st state..not anymore?
Expresses anxiety about potential American military or political takeover of Canada, framing it as an existential threat.
@zahirkhan4576
Mar 4, 2025
invade canada now!
invade canada now!
Expresses threat of military invasion, representing extreme security/danger concern.
Fear / Threat
0.85
@NeckbeardusPrime
Mar 4, 2025
They want to bring in foreign soldiers who are willing to join the Canadian military. These soldiers get advancement thanks to Equity Legislation. White Canadians can be discriminated against because of part two of Section …
They want to bring in foreign soldiers who are willing to join the Canadian military. These soldiers get advancement thanks to Equity Legislation. White Canadians can be discriminated against because of part two of Section 15, which nullifies,Part one, the promise of Equality. This simplifies infiltration of the government and military. Canadians face an army of foreigners.
Expresses security anxiety about foreign military infiltration and discrimination against white Canadians using unsubstantiated claims.
WilliamCollins-y7s
Feb 27, 2026
?Nooo!????No?????????? what is he doing to us? Don’t listen to him. He’s crazy. ????? he’s trying to start a war we don’t want war please don’t listen to him????
?Nooo!????No?????????? what is he doing to us? Don’t listen to him. He’s crazy. ????? he’s trying to start a war we don’t want war please don’t listen to him????
Emotional plea expressing war anxiety and security concerns, urging others not to follow a leader perceived as dangerous.
@ceeceeceecee7753
Mar 4, 2025
I am a Mexican American here in the USA & everything happening right now is incredibly scary and disheartening.
I am a Mexican American here in the USA & everything happening right now is incredibly scary and disheartening.
First-person account from a Mexican American expressing fear and emotional distress about current events and their personal situation.
@marisolgonzalez3820
Mar 4, 2025
Wait what? 700 Iranian "agents" you mean Iranian Terrorists are being allowed to infest across canada? So essentially, Iranian Terrorist Cells are on canadian soil?
Wait what?
700 Iranian "agents" you mean Iranian Terrorists are being allowed to infest across canada?
So essentially, Iranian Terrorist Cells are on canadian soil?
Expresses security alarm by conflating Iranian nationals with terrorists and claiming infiltration of Canadian soil.
southdetroitentertainment7741
Feb 26, 2026
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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)