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
Do what we do in russia, Crack their heads open!!!!
Do what we do in russia, Crack their heads open!!!!
Advocates violence against immigrants using inflammatory language, expressing threat and danger.
IsmahAl-aziz-fi7ep
Feb 4, 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
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re …
Wanna ruin any first world country, just give visas to as much Indians as you can…. I’m not R4CIST but seriously these Indians need to work on their civic and common sense asap! Now they’re invading even Mexico 🇲🇽 with their hindu culture💩 and there’s no way back!! 👏
Expresses demographic anxiety about Indian immigration as a threat to Canada, uses inflammatory language about 'invasion' and cultural contamination, and makes sweeping negative generalizations.
HabibiMexicano
Jan 29, 2026
There’s simply too much money involved. Believe it or not, Western adversaries have found this as a way to weaken the West. Most people don’t see it, but that’s exactly what’s happening. A country is …
There’s simply too much money involved. Believe it or not, Western adversaries have found this as a way to weaken the West. Most people don’t see it, but that’s exactly what’s happening. A country is just a piece of land without its people and its culture.
If you bring in Indians your cities and town will become Indian..
Canada’s government appears to be selling out its people and its future. There was a time this would’ve been called treason, but the country has clearly changed at its core.
Comment expresses demographic anxiety, conspiracy thinking about Western adversaries, and cultural replacement fears, combined with identity-based framing.
invinciblefeelings
Jan 27, 2026
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they …
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they are collaborating with our govt Through illegal way. It’s time to deport them. They will turn Canada into India 😢😢. Don’t Trust any Indian. They are so tricky and cheap 😢😢😢
Comment expresses demographic anxiety, makes false generalizations about Indians as scammers/invaders, and uses alarmist language about cultural replacement.
eyasinpaik6872
Feb 3, 2026
Trump leads entire world to WW3
Trump leads entire world to WW3
Expresses existential threat and alarmism about Trump leading to world war.
Fear / Threat
0.92
@Ixtinkt
Mar 4, 2025
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
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
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
This is so crazy, Canada is so fucked. I wish all the East Indians would fuck off back where they came from.
This is so crazy, Canada is so fucked. I wish all the East Indians would fuck off back where they came from.
Expresses strong demographic anxiety and xenophobic sentiment toward East Indian immigrants with explicit exclusionary language.
RabbworfOG
Jan 27, 2026
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Expresses demographic anxiety and alarm about immigration levels, framing it as a threat to national ownership and livability.
nancyuy248
Nov 3, 2025
it's too late they are everywhere, start learning hindus
it's too late they are everywhere, start learning hindus
Expresses demographic anxiety and cultural threat, claiming immigrants are ubiquitous and displacing the dominant culture.
FatCatking-l6w
Nov 3, 2025
Canada is doomed.. See how these snakes destroy them inside out..
Canada is doomed.. See how these snakes destroy them inside out..
Expresses catastrophic anxiety about immigrants as a destructive force undermining Canada's future.
yourmummy1985
Nov 3, 2025
I think us White people need to go to Poland. That’s the only country where we will be safe
I think us White people need to go to Poland. That’s the only country where we will be safe
Expresses demographic anxiety and safety concerns framed around racial identity, suggesting relocation as a solution.
BishBag92
Jan 27, 2026
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, …
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, etc. Stop issuing student visas to Indian boys and girls. They have one agenda, stay in Canada.
Expresses demographic anxiety about becoming a minority, makes unsubstantiated claims about job-taking and demographic takeover, and uses alarmist language.
aunties5798
Oct 20, 2025
Glad to Live in the NW BC. The white canadians and generational families are being discriminated in their own country....There are some decent hard working sihk people, BUT its turned into a gong show of …
Glad to Live in the NW BC. The white canadians and generational families are being discriminated in their own country....There are some decent hard working sihk people, BUT its turned into a gong show of epic proportions of immigration! Those People Don't Give a Sh1t About Our Beautiful Nature ,which is what Canada holds Dearly! Fm
Comment expresses demographic anxiety about discrimination against white Canadians and characterizes immigration as a crisis harming the country.
snowdoo
Jan 27, 2026
Canada is going to collapse, prepare yourselves accordingly.
Canada is going to collapse, prepare yourselves accordingly.
Apocalyptic prediction of national collapse expressing existential anxiety about Canada's future.
Fear / Threat
0.90
Refusenik6969
Feb 26, 2026
Too late. Canada is doomed.
Too late. Canada is doomed.
Expresses existential doom and catastrophic framing about Canada's future, implying immigration-related demographic threat.
Fear / Threat
0.90
sherazmalik2179
Oct 17, 2025
CANADA has fallen we will never recover from this goverment
CANADA has fallen we will never recover from this goverment
Expresses existential alarm about national decline and irreversible damage attributed to government policy.
micheljoannette-j9j
Feb 26, 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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