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
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
We should trap them all and send them all back to your dumb countries for good and black ball them forever with no possibility to come back here ;)
Expresses extreme hostility and calls for mass deportation, framed as a threat/danger to the nation, with dehumanizing language.
Cowabunga-Bangarang
Jan 27, 2026
Just wait until Second Sons & Dominion Society do what they've been planning. These things will soon learn they're not wanted in Canada.
Just wait until Second Sons & Dominion Society do what they've been planning.
These things will soon learn they're not wanted in Canada.
References extremist groups planning action and frames immigrants as unwanted threats to Canadian identity.
TheAntiCommieCrusader
Jan 27, 2026
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
From Canada. This is the worst thing to happen to our country. It's been a straight up invasion. And our government let them in with an open door. Awful.
Uses alarmist language ('invasion,' 'worst thing') expressing demographic anxiety and security concerns about immigration policy.
MarijuanaCanada
Jan 27, 2026
AMERICA IS GOING DOWN HILL SOOOOOO FAST!!!
AMERICA IS GOING DOWN HILL SOOOOOO FAST!!!
Expresses alarmism about the US's trajectory with emphatic language suggesting existential concern.
Fear / Threat
0.92
@SayWhaaaaaaaaaaaaaaaaaaaaaaat
Mar 4, 2025
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable …
they literally are like pests, always claiming how proud indians they are. But why not stay in your country if you are proud of it. How they are getting in all countries is absolutely intolerable there must be a limit for them!
Characterizes Indian immigrants as 'pests' and expresses demographic anxiety about their presence, framed as an intolerable threat requiring limits.
gevishb410
Jan 27, 2026
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your …
It's sad that Brampton used to be the number one place to live in Canada and now it's a shit hole. Just like the country these people came from, go back and clean up your own country
Expresses nostalgia for a pre-immigration past and frames immigration as causing urban decline, with implicit blame toward immigrants.
lynk1331
Jan 28, 2026
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
Expresses demographic anxiety and conspiracy theory about intentional demographic replacement of white populations through immigration.
Emoneymoney68
Jan 28, 2026
Ship those smelly losers back
Ship those smelly losers back
Uses dehumanizing language and calls for deportation, combining xenophobic threat expression with exclusionary identity assertion.
frostybear9539
Jan 29, 2026
All the West is turning into India and Africa and Middle East
All the West is turning into India and Africa and Middle East
Alarmist claim about Western nations being transformed into non-Western regions, combining demographic anxiety with comparative framing.
djb20251
Jan 29, 2026
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by …
Our country is being completely invaded, overrun, and ruined. Liberals have been brainwashed into thinking defending your countries values and people is racist. So we are basically getting triple f****ed, once by Indians, once by the government and then finally by our own people the liberals.
Commenter uses alarmist language ('invaded,' 'overrun,' 'ruined') to express demographic and cultural anxiety, framing immigration as an existential threat.
nolant3728
Jan 28, 2026
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ …
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ Latina owned phone service stores and they were replaced with Indians. That's what our tax dollars are being fed to, and me as a Texan feeling replaced, radicalized, and fed up with the b.s I'm highly considering investing/ building my own compound in the newr future.
I love for Pakistan 🇵🇰
I love Bangladesh 🇧🇩
I love Turkey 🇹🇷
I DO NOT love India 🚫
India 🚫
Expresses demographic anxiety, feeling of replacement, and radicalization driven by perceived ethnic displacement.
Heavy_Lobster
Jan 27, 2026
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
Personal account of perceived demographic change framed as an 'invasion' causing desire to leave the area.
blastingcarolina
Jan 27, 2026
Canada's doomed. The warning signs are all around.
Canada's doomed. The warning signs are all around.
Expresses apocalyptic concern about Canada's future with vague references to unspecified warning signs.
Fear / Threat
0.90
fourflusher6043
Feb 26, 2026
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
The commenter expresses demographic anxiety about immigrant populations, using strong language to convey alarm.
drew-o7r
Jan 27, 2026
Trump will destroy us all.
Trump will destroy us all.
Expresses existential alarm about Trump's potential destructive impact on multiple nations.
Fear / Threat
0.90
@romellejacinto251
Mar 4, 2025
Islam is a threat to the world, not Hinduism.
Islam is a threat to the world, not Hinduism.
Expresses broad threat perception of Islam while asserting Hinduism as non-threatening, using inflammatory categorical language.
LordBuddha-w8z5l
Feb 11, 2026
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
Uses inflammatory language ('TAKEING OVER') to express demographic anxiety and calls for exclusion ('GO BACK TO YOUR COUNTRY'), framing immigration as an invasion threat.
Theyaretakingover
Jan 27, 2026
Criminals have taken over the EU countries and turned into a third world countries They came on fake student visa and abuse the visa system They bring their wife husband mother in law family members …
Criminals have taken over the EU countries and turned into a third world countries
They came on fake student visa and abuse the visa system
They bring their wife husband mother in law family members relative's and not returning home
Deport immediately
Alarmist claims about criminal takeover and visa abuse, combined with demands for deportation, mixing unsubstantiated assertions with exclusionary rhetoric.
peacheslobo-nm5xi
Jan 27, 2026
Canada such a shit hole man
Canada such a shit hole man
Blanket negative characterization of Canada as a 'shit hole,' expressing despair or alarm about the country.
Fear / Threat
0.90
GajeMc3wan
Feb 10, 2026
as a Canadian i can confirm that Indians are literally taking over this country. i swear every year the Indian population doubles/triples. the thing that is frustrating about it is that they don't try and …
as a Canadian i can confirm that Indians are literally taking over this country. i swear every year the Indian population doubles/triples. the thing that is frustrating about it is that they don't try and adapt to the culture at all. its really annoying because if you mention anything about it you are just labeled a racist.
Personal account claiming rapid Indian population growth and cultural non-integration, expressing demographic anxiety and identity threat.
udig
Jan 27, 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)