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
Importing rape gangs on the daily 😂😂😂 Not wanting them in your country is not racism.
Importing rape gangs on the daily 😂😂😂
Not wanting them in your country is not racism.
Uses inflammatory language about immigrants as a threat ('rape gangs') while asserting national identity concerns, combining alarmism with identity-based framing.
Atyourmomshouse69
Jan 27, 2026
Canada is slowly becoming a shit hole
Canada is slowly becoming a shit hole
Expresses alarm and negative sentiment about Canada's trajectory, framing immigration as a threat to national wellbeing.
soa2444
Jan 27, 2026
We have been sold out and invaded, our government is treasonous
We have been sold out and invaded, our government is treasonous
Expresses existential threat narrative using language of invasion and betrayal, framing immigration as a national security and sovereignty crisis.
LibertyOrD__th
Jan 27, 2026
They are flooding to Canada and Seattle
They are flooding to Canada and Seattle
Uses alarmist language ('flooding') to express demographic anxiety about immigration levels.
Fear / Threat
0.85
PNWRottweilers253
Feb 18, 2026
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
Expresses apocalyptic demographic anxiety about ethnic mixing and loss of 'pure' ethnicities.
Ibansky
Jan 27, 2026
Get rid of them
Get rid of them
Vague but hostile demand to remove a group, expressing xenophobic sentiment and implicit threat.
nathanhoy7628
Jan 27, 2026
Holy shit we’re surrounded
Holy shit we’re surrounded
Expresses demographic anxiety and encirclement anxiety, suggesting a sense of being overwhelmed by demographic change.
magaelectrician657
Jan 27, 2026
Its not just Brampton, all of Canada has been invaded. It makes me sad and angry. We need remigration now, before the country is completely lost
Its not just Brampton, all of Canada has been invaded. It makes me sad and angry. We need remigration now, before the country is completely lost
The commenter expresses alarm about immigration using language of invasion and cultural loss, calling for 'remigration' as a solution to perceived demographic threat.
jessevitek9374
Jan 27, 2026
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in …
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in front of families, on the beaches, on toilet seats, don’t flush or wash their hands or themselves, they stank up any place they’re in, they’re starting to form clans and sh**ting up neighbourhoods, these are just facts! We are sick and tired of imported low wage labourers taking f’n jobs so that corps can maximize profit! NEVER believe them when they lie and tell you “it’s because the citizens don’t want the jobs”, that’s a load a BS!! White dude on the bike is based af and spitting facts! Deport 70% of them and put a moratorium on immigration NOW!
Extended xenophobic tirade with dehumanizing language, health/hygiene stereotypes, job displacement concerns, and explicit calls for deportation and immigration moratorium.
JohnDillinger12
Jan 27, 2026
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
Expresses threat/danger concern about religious law imposition, framed as demographic anxiety.
Ray-e8k8w
Dec 26, 2025
Hundreds? There’s millions who need to be deported.
Hundreds? There’s millions who need to be deported.
Escalates deportation demands from hundreds to millions, expressing demographic anxiety and alarmism.
@kn1ne
Feb 18, 2026
Who cares. Soon, Quebec will become an independent country. While the other Canadian provinces will become new U.S states. CANADA WILL BE NO MORE IN THE NEXT 10 YEARS!!!! Your land will become ours and …
Who cares. Soon, Quebec will become an independent country. While the other Canadian provinces will become new U.S states. CANADA WILL BE NO MORE IN THE NEXT 10 YEARS!!!! Your land will become ours and you will always remember that its America who won. GTFO Canada!!!!
Expresses apocalyptic threat narrative about Canada's dissolution and territorial conquest, combined with nationalist framing of territorial ownership.
@saltyshanker
Mar 4, 2025
Trump and his crooked administration are traitors and can’t be trusted. They are not protecting US citizens! There’s an internal coup in the US unfortunately. Protect your country Canada!
Trump and his crooked administration are traitors and can’t be trusted. They are not protecting US citizens! There’s an internal coup in the US unfortunately. Protect your country Canada!
Expresses alarm about internal threats and political instability while framing Canada as needing protection, combining security anxiety with national identity concerns.
@faye4849
Mar 4, 2025
They’ll take over the entire plant 😢
They’ll take over the entire plant 😢
Expresses demographic anxiety about immigrants 'taking over,' using alarmist language with an emotional tone.
JessieAllen-r6m
Jan 27, 2026
whites r 4% of the world population and going down, one day we will be a minority in our own countries, we will we linched in the streets
whites r 4% of the world population and going down, one day we will be a minority in our own countries, we will we linched in the streets
Expresses demographic anxiety about white population decline and predicts violent persecution, combining alarmism with racial identity concerns.
nomarsenior
Jan 27, 2026
Tired of this shit (no pun intended). Nuke that shithole country already
Tired of this shit (no pun intended). Nuke that shithole country already
Expresses extreme hostility and dehumanization toward a country, combining demographic anxiety with inflammatory language.
TechnologyBudda
Jan 27, 2026
If you want to see Indian invasion go to Costco in Mississauga
If you want to see Indian invasion go to Costco in Mississauga
Uses inflammatory language ('invasion') to express demographic anxiety about Indian immigration concentration.
unknownninja4430
Jan 27, 2026
USA and Russia are going to invade Canada
USA and Russia are going to invade Canada
Expresses alarm about military invasion threat from two major powers without evidence, combining fear and unsubstantiated claim.
@Cory-n9j
Mar 4, 2025
As a Canadian from London Ontario, can confirm. We are cooked. But I’m racist for saying anything about the Indian takeover
As a Canadian from London Ontario, can confirm. We are cooked. But I’m racist for saying anything about the Indian takeover
The commenter expresses demographic anxiety about Indian immigration while claiming victimization for expressing concerns, framing it as a threat.
jackt833
Jan 27, 2026
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
STUPID MAGAS ARE GOING TO START SHOUTING TO INVADE CANADA ….
Expresses alarm about potential invasion threat while dismissing a political group (MAGAs) as the source of danger.
@charlybrown3812
Mar 4, 2025
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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