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
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
How can any country in the world trust what the US regime will do next?\nI simply do not understand what has happened to USA. It's very sad and alarming.
How can any country in the world trust what the US regime will do next?\nI simply do not understand what has happened to USA. It's very sad and alarming.
Expresses alarm and concern about unpredictability and loss of trust in US governance, framing it as a threat to international stability.
@thesource5153
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
It’s not JUST Brampton anymore….Please send help
It’s not JUST Brampton anymore….Please send help
Expresses alarm that the problem is spreading beyond Brampton and appeals for help, conveying demographic anxiety and urgency.
Lore-n3w5f
Jan 27, 2026
It's sad we have such a incompetent bully as our president. Trump and his cronies are going to destroy our country.?\n\nHey MAGA don't cry when you can't afford basic items!!
It's sad we have such a incompetent bully as our president. Trump and his cronies are going to destroy our country.?\n\nHey MAGA don't cry when you can't afford basic items!!
Expresses anxiety about economic harm ('can't afford basic items') and existential threat ('destroy our country') framed through political opposition.
@maryvasquez5071
Mar 4, 2025
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing …
As a British Canadian living in the UK, I feel I'm stuck between a rock and a hard place, because both countries are being destroyed by liberal governments & mass immigration. 😮 Good video, exposing the truth.
Shares personal experience of living between two countries while expressing alarm about both being 'destroyed' by immigration and liberal governance.
billymarch-rd7vr
Jan 28, 2026
Bring 3rd world in, you bring in 3rd world standards.
Bring 3rd world in, you bring in 3rd world standards.
A brief alarmist statement equating immigration from developing nations with importing negative societal standards, expressing demographic anxiety.
ENTHUSIASTICFIFAFAN
Oct 3, 2025
FYI Canada will fold like Bidens lawn chair. Trump never loses!
FYI Canada will fold like Bidens lawn chair. Trump never loses!
Expresses anxiety about Canada's vulnerability and predicts defeat, framing Trump as an unstoppable threat.
@PokeBroze
Mar 4, 2025
We needed a lot of condoms to prevent this.
We needed a lot of condoms to prevent this.
Dark humor expressing demographic anxiety through a crude reference to population control.
johnsmith02
Feb 26, 2026
What the ledt is doing to your community, they ruined UK, france, canada qnd now spain is being destroyed by the left too
What the ledt is doing to your community, they ruined UK, france, canada qnd now spain is being destroyed by the left too
Expresses alarm about left-wing policies destroying communities, with comparative references to UK, France, and Spain as cautionary examples.
MNPC_Global
Mar 2, 2026
Never in history has Russia laughed at our military.! Until today.Thanx Trudeau. It's all your fault.
Never in history has Russia laughed at our military.! Until today.Thanx Trudeau. It's all your fault.
Expresses anxiety about national military weakness and frames it as a threat to Canada's standing, blaming political leadership.
@mikeduncan792
Mar 4, 2025
You mean Indiafication of the world.
You mean Indiafication of the world.
The commenter uses a neologism ('Indiafication') to express concern about cultural transformation and demographic change, implying a threat to national identity.
Kiingers
Jan 27, 2026
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
Expresses anxiety that Canada may follow the US in aggressive immigration enforcement, framing it as a threat.
bmgt2a
Feb 18, 2026
Stop the money. They will go away.
Stop the money. They will go away.
Suggests cutting funding to force immigrants to leave, implying they are an unwanted threat to be eliminated.
waynegatehouse3998
Feb 27, 2026
Nothing new. Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too. And it seems there's no end to …
Nothing new.
Has been going on for 3 decades now and gotten much worse in the last 11 years. Not only with these but Chinese and Africans too.
And it seems there's no end to the problem with Liberals in power
Expression of long-term demographic anxiety about multiple immigrant groups with blame directed at government policy.
sandroandoes4787
Jan 29, 2026
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
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. …
Maybe that Donald guy is just taking his revenge on America first.\nHe already stated that Canada and Mexico are to be annexed and we all agree that he's doing everything he said so far, literally. If he really moves his 100k+ troops out of Europe as he said I bet my ass that these soldiers are going straight to the U.S. borders, just like Russia did moments before invading Europe. I assume he'll stop there, anyway. Otherwise it means I'm in a coma at hospital right now, and all of this is a weird fever dream.
Expresses alarm about potential military annexation and troop movements, presenting speculative conspiracy-like claims about Trump's intentions as imminent threats.
@nohup1779
Mar 4, 2025
People don’t speak out because then you end up like me labeled racist and hateful and banned and cansored off all social media platforms including all googles smaller branches. Life sucks when they decide to …
People don’t speak out because then you end up like me labeled racist and hateful and banned and cansored off all social media platforms including all googles smaller branches.
Life sucks when they decide to red flag you here
We have China surveillance here and Ai running it
Red flagged means across everything ever aspect of your life
No loans no mortgages no ability to use public commodities
I’d be amazed if this comment even makes it past my Indian Ai police officer slash handler
Expresses fear of censorship and surveillance, making unverified claims about being 'red flagged' and controlled by AI, with conspiracy-like framing about government control.
steveqseventeen5192
Sep 12, 2025
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Uses inflammatory language ('invade') to express demographic anxiety about Indian immigration to Europe, framing it as a threat.
StahlbergRobin
Jan 28, 2026
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this …
I am a US citizen and I am terrified about everything that is happening in this country. I am horrified that there are so many hateful and greedy people in this country that allowed this orange moron to hold office not once, but twice. I will never understand how he is being allowed to get away with the things he is doing, so many of which are illegal. Where are the US leaders who will stand up to him? He is nothing but a bratty toddler having a tantrum, determined to destroy as much as he can, as fast as he can.. How do so many people not see this?!!!
Expresses terror and horror about political situation, emphasizing danger and illegality, with underlying moral condemnation.
@robinwhite9536
Mar 4, 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)