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
By Christmas 2025, America will be shit
By Christmas 2025, America will be shit
Expresses dire prediction about America's future, conveying anxiety and negative outlook.
@yerfillinois8254
Mar 4, 2025
Damn, I think I need to think about moving somewhere 4 way from the United States of America until they can get that s*** together because this is some b*******!
Damn, I think I need to think about moving somewhere 4 way from the United States of America until they can get that s*** together because this is some b*******!
Expresses distress about U.S. conditions and considers emigration as a response to perceived crisis.
@sheluvharvey7758
Mar 4, 2025
how do they even survive they cant even speak proper english fking rtrds
how do they even survive they cant even speak proper english fking rtrds
Expresses xenophobic concern about immigrants' language abilities with dehumanizing language.
akilamaduranga5438
Feb 28, 2026
The path ahead for America is the same path Hitler took in 1930 s.Beware of dogs.
The path ahead for America is the same path Hitler took in 1930 s.Beware of dogs.
Expresses alarm about America following a fascist historical trajectory, using comparative framing to invoke danger.
@uvlog438
Mar 4, 2025
Complete replacement
Complete replacement
Brief phrase invoking demographic replacement conspiracy theory expressing existential threat anxiety.
B1RD_DOG
Jan 27, 2026
we will watch the US become a land of Hoovervilles- there will be a grand Depression and this is just what the architects of 2025 want. this is King Musk at work and his minions. …
we will watch the US become a land of Hoovervilles- there will be a grand Depression and this is just what the architects of 2025 want. this is King Musk at work and his minions. Not all of us support this monstrosity in the White House and their dismantling of our democracy. Thank you Prime Minister Trudeau for speaking TRUTH.
Expresses alarm about economic collapse and democratic dismantling while praising Trudeau for speaking truth.
@alanongrandmother8972
Mar 4, 2025
that expiration date cannot come soon enough
that expiration date cannot come soon enough
References an 'expiration date' in ominous terms, suggesting demographic or existential anxiety about a group's presence.
Fear / Threat
0.80
BFRZ89
Jan 28, 2026
What an idiot. Your going to collapse your country. We dont need anything from Canada. Start making cars in usa again. Create a landbridge from alaska to Washington at least 1000 miles wide. Canada lost …
What an idiot. Your going to collapse your country. We dont need anything from Canada. Start making cars in usa again. Create a landbridge from alaska to Washington at least 1000 miles wide. Canada lost thier freedom of speech and thier freedom to protect themselves. Americans love Canadians so wee need to end the tyrannical globalist agenda and remove that regime from the face of the earth. Lets give canadians thier freedom.
Expresses alarm about Canada's collapse and loss of freedoms, makes unverified claims about globalist agendas, and calls for regime removal.
@nicks7434
Mar 4, 2025
As a Canadian I dislike the tarrifs and think they are harmful on both sides. What is keeping me awake at night is what we all fear is truly behind this. A plan to weaken …
As a Canadian I dislike the tarrifs and think they are harmful on both sides. What is keeping me awake at night is what we all fear is truly behind this. A plan to weaken Canada so that the US teamed up with Russia can take what they want from us just as they are trying to do to Ukraine. Elbows up Canada! ??
Personal stance on tariffs combined with expression of deep fear about US-Russia conspiracy to weaken Canada and seize resources.
@christinecasey8094
Mar 4, 2025
Sad to see America becoming evil..used to be my favourite country until they becoming like a communist country..
Sad to see America becoming evil..used to be my favourite country until they becoming like a communist country..
Expresses alarm about America becoming 'evil' and 'communist,' reflecting demographic and ideological anxiety.
@cheec8548
Mar 4, 2025
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
Uses inflammatory language and religious/moral framing to express existential threat and alarm about Trump, GOP, and geopolitical alliances.
@patward1610
Mar 4, 2025
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they …
Well Canada is paying what your government has designed to disturb India... I want to say one thing shortly, if this Sikh people in Canada today calling Punjab instead India as their motherland because they want khalistan. I am sure day will come when this Canadian Sikh will address themselves as Brampton instead of Canadian once they grow in large numbers.
Expresses demographic anxiety about Sikh identity and separatist concerns, framing immigration as a threat.
georgefernandes848
Jan 28, 2026
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
They have security at Tim's in Brampton?!?! I've lived in Canada 32 years n I've never seen security guards at a Tim Horton's. I don't think this is a good sign.
Shares lived experience but frames security presence at Tim Hortons as an ominous sign of societal decline.
feargusson
Feb 4, 2026
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
Expresses anxiety about Trump voters' choices causing widespread distress and characterizes Trump as dangerous.
@Jac21826
Mar 4, 2025
Americans elections have consequences. God help us all‼️
Americans elections have consequences. God help us all‼️
Expresses anxiety about American election consequences affecting Canada, framing it as a threat to Canadian welfare.
@paulbrown7765
Mar 4, 2025
Indiastan will be the country that is the end of Canada.
Indiastan will be the country that is the end of Canada.
Expresses existential threat narrative framing a specific ethnic group as an apocalyptic danger to Canada.
comment26
Sep 28, 2025
Crazy Indian traffickers
Crazy Indian traffickers
Brief statement associating Indian identity with criminal activity (trafficking), expressing security concern.
FBAMaroon
Feb 21, 2026
delete India
delete India
Extreme statement calling for deletion of India, expressing xenophobic threat/alarmism about a nation in context of immigration discussion.
RhythmAndRibs
Jan 27, 2026
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst …
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst economic periods ever.
Commenter expresses alarm about economic consequences and frames Trump voters as responsible for impending crisis, combining identity positioning with threat perception.
@rashadjordan1211
Mar 4, 2025
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Expresses threat perception toward immigrants and calls for their removal, framing them as a danger to Canada.
neithongunuorioachumi8989
Feb 22, 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)