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
Wall Street Journal is being way too kind. Trump is a dumb ass with the temperament of a mean 3rd grader that was held back a year. All countries should look out for their own …
Wall Street Journal is being way too kind. Trump is a dumb ass with the temperament of a mean 3rd grader that was held back a year. All countries should look out for their own best interest when dealing with Americans while Trump and Musk are running the country into the ground. Treat Trump like a suspect Russian asset that is going to undermine your country.
Expresses alarm about Trump undermining countries and warns other nations to treat him as a security threat, combining fear with international comparison.
@168tsai8
Mar 4, 2025
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
Alarmist claim about religious conversion of churches to pagan temples, expressing cultural anxiety without evidence.
redwind47
Dec 25, 2025
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs …
Kick them out forget about their food you can learn it online trust me for your good they will bring all their village to make them work take Alf or thir salary they are dogs not all but must and alsoo racist but always look kind
Calls for deportation while making sweeping negative generalizations about immigrant character, work ethics, and racism.
Rahimasm
Jan 29, 2026
America, you will be isolated from the word like North Korea
America, you will be isolated from the word like North Korea
Expresses alarm about America's international isolation, using North Korea as a cautionary comparison.
@Sweetpeace12
Mar 4, 2025
Anyone that has money in stocks btr get it all out now bc it will get worse!
Anyone that has money in stocks btr get it all out now bc it will get worse!
Warns of economic collapse and market decline due to Trump's policies, expressing anxiety about financial consequences.
@SheriParkhurst-wd5cj
Mar 4, 2025
All that leads to the downfall of the usa we support!
All that leads to the downfall of the usa we support!
Expresses concern about US decline and frames support for Canada as opposition to American policies seen as threatening.
@AlfredoDutti
Mar 4, 2025
Donald acts like a KGB sleeper agent who has just captured the USA. Destroying it from the inside!
Donald acts like a KGB sleeper agent who has just captured the USA. Destroying it from the inside!
Uses alarmist language comparing Trump to a KGB agent and framing him as destructive to the nation.
@prof9023
Mar 4, 2025
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went …
You should see the state of the GTA at this point, it's ridiculous. I grew up there, in the span of just 30 years it's like a night and day difference in demographics. We went from a high-trust society that could leave our doors unlocked during the day to the exact opposite. You can't walk around at night in some areas anymore, there is just so much violence now. Especially from gangs or wannabe fake gansters.
Personal account of demographic change framed as decline, emphasizing safety concerns and social deterioration.
chrismcintyre5445
Jan 27, 2026
Dear Texans, do something about the scamming invaders now before you become even worse than it is up here. I saw the gigantic demonic gorilla statue they erected in Texas, remove them now before they …
Dear Texans, do something about the scamming invaders now before you become even worse than it is up here. I saw the gigantic demonic gorilla statue they erected in Texas, remove them now before they start using your streets as a toilet
Uses alarmist language with dehumanizing rhetoric ('demonic,' 'invaders') and false claims about immigrant behavior to express existential threat.
spirenguard
Feb 12, 2026
Well see who wins in the end. Canada will crater and leave Trudeau to the ash can of history. @51st
Well see who wins in the end. Canada will crater and leave Trudeau to the ash can of history. @51st
Predicts Canada's economic collapse and Trudeau's political downfall, expressing alarmist concerns about national decline.
@stephennelson8973
Mar 4, 2025
Wait until Trump sends his troops into Canada. MAGA , musk, Bezos, Zuckerberg, Putin, and North Korea are right behind him. You used to be a democracy like America was. America was once known as …
Wait until Trump sends his troops into Canada. MAGA , musk, Bezos, Zuckerberg, Putin, and North Korea are right behind him. You used to be a democracy like America was. America was once known as the United States of America. MAGA has forced the world to call that former great country Shitland.
Expresses alarm about potential military invasion and geopolitical threats, comparing Canada's democratic status to America's perceived decline.
@georgeburns7251
Mar 4, 2025
Please Canada PLEASE KNOW we are NOT being represented by by that orange, drunk party clown with many known and unknown mental problems. \nthe PEOPLE does NOT side with him and we are TRAPPED HERE …
Please Canada PLEASE KNOW we are NOT being represented by by that orange, drunk party clown with many known and unknown mental problems. \nthe PEOPLE does NOT side with him and we are TRAPPED HERE on all sides. What can we do to get another country/countries to step in and HELP US!!!! PLEASE!! I BEG OF YOU!\nWe are watching the world around us burn and we. Need. HELP! \n \n? PLEASE PLEASE HELP! SOMEONE!!! ?
American expressing alarm about Trump's leadership and desperation for international intervention, conveying anxiety and helplessness.
@T00FAST4L0VE
Mar 4, 2025
Canada is cooked hope they get invaded soon for siding with china america dont mess with yall libs anymore
Canada is cooked hope they get invaded soon for siding with china america dont mess with yall libs anymore
Expresses apocalyptic threat perception of Canada's political direction and wishes for military invasion.
ESalty6969
Jan 27, 2026
My country has gone to the dark side. I hope temporarily.
My country has gone to the dark side. I hope temporarily.
Expresses concern about national direction deteriorating, with hope for temporary nature of the crisis.
@franlopresti10
Mar 4, 2025
Canada has fallen to Ghetto garbage.
Canada has fallen to Ghetto garbage.
Expresses alarmist sentiment about Canada's decline, using dehumanizing language to characterize the country as degraded by immigration.
DemonicVodNic
Jan 27, 2026
This government ? is okay with pushing us into a great depression... the greatest depression anyone has ever seen.
This government ? is okay with pushing us into a great depression... the greatest depression anyone has ever seen.
Expresses alarm about government policies leading to severe economic crisis, using hyperbolic language about depression.
@cherissenichole702
Mar 4, 2025
Watch trump weaponize this to paint Canada as an enemy of America to justify future shenanigans and Senate Republicans will continue to just eat it right up smh
Watch trump weaponize this to paint Canada as an enemy of America to justify future shenanigans and Senate Republicans will continue to just eat it right up smh
Expresses concern about Trump using Canada as a political scapegoat and potential future hostile actions.
@errickjones4995
Mar 4, 2025
From Brazil, I am threatned by the moment we are living, seems like we regreared to the 30's and their great imperilists dictatorships. Time to the world democracies come even close each other ?????
From Brazil, I am threatned by the moment we are living, seems like we regreared to the 30's and their great imperilists dictatorships. Time to the world democracies come even close each other ?????
Brazilian commenter expresses threat perception about global democratic decline, comparing current moment to 1930s authoritarianism.
@joao61258
Mar 4, 2025
First the trade war based on lies, then a political war based on lies, then a special military operation based on lies. And hey presto, according the Putin playbook Canada becomes the 51st state.
First the trade war based on lies, then a political war based on lies, then a special military operation based on lies. And hey presto, according the Putin playbook Canada becomes the 51st state.
Expresses alarm about escalating conflicts and invokes Putin playbook to suggest Canada faces existential threat of absorption.
@Ps119
Mar 4, 2025
These people don’t wanna build in their own country and it roll over to where ever they go and they devalue the places they go
These people don’t wanna build in their own country and it roll over to where ever they go and they devalue the places they go
Expresses concern that immigrants bring negative behaviors and 'devalue' places, framing immigration as a threat to community quality.
87cozart
Feb 8, 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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Discourse Quality (Perspective API)