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
"This India influx is retarded!"
"This India influx is retarded!"
User expresses alarm and uses dehumanizing language about Indian immigration as a threat.
Flayerthehatebound
Jan 28, 2026
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
All I’m seeing in the media these days is parasitic cultures coming and infesting cultures to then try and spread their own and feed off of the native population.
Uses inflammatory language ('parasitic,' 'infesting') to express demographic anxiety and cultural threat perception.
Solitario9475
Jan 27, 2026
You're done Canada. Canadian loosing their own country to this people. 🤦♀️🤦♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of …
You're done Canada. Canadian loosing their own country to this people. 🤦♀️🤦♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of the invaders.
Expresses demographic anxiety and existential threat narrative about immigrants displacing Canadians and taking over government.
Harvz78
Jan 29, 2026
I never thought I’d live long enough to watch the fall of our American democracy. And I don’t say this lightly. When we begin these ill thought out and economically foolish trade wars; when we …
I never thought I’d live long enough to watch the fall of our American democracy. And I don’t say this lightly. When we begin these ill thought out and economically foolish trade wars; when we attempt to hurt our allies and neighbors and distance our self from our Democratic partners in favor of communist Russia, how can you say that our democracy is not in jeopardy. And we now have billionaires who are not responsible to the electorate, dictating policy in order to grow their enormous wealth even more and do so unchallenged with the protection of the government, does that not look like a country that doesn’t have long . And to these Republicans, who are spineless and care more about their job, their position and their pocketbook rather than their duty to their country and the constitution, how dare you. Disgrace.
Expresses existential alarm about American democracy's decline due to trade wars, authoritarian alignment, and billionaire influence over policy.
@charlessallah730
Mar 4, 2025
Trudeau is the same guys that Starmer, Macron and others leaders in Eu countries that allow their country to be invaded by muslims by millions.\nGo to UK, France, Germany, Belgium, Spain, Portugal.. all invaded by …
Trudeau is the same guys that Starmer, Macron and others leaders in Eu countries that allow their country to be invaded by muslims by millions.\nGo to UK, France, Germany, Belgium, Spain, Portugal.. all invaded by millions of muslims. Islam cannot live amongst other religions ! They killed for centuries Jews and Christians in the middle East and now it's happening in Europe !\nCanada is next because of Democrats ! USA will follow and check your streets in USA the Ramadan's days.. you will understand soon !
Expresses demographic anxiety and religious threat narrative, making unverified claims about Muslim 'invasion' of European countries and predicting similar outcome for Canada.
@asusdreamland5670
Mar 4, 2025
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
Uses inflammatory language framing Muslim immigration as an 'invasion' and invoking fear through country comparisons, with sarcastic tone masking genuine alarm.
VVan595
Jan 28, 2026
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Expresses security and demographic anxiety about Muslims dominating and killing, frames religious groups hierarchically, and makes unsubstantiated historical claims presented as fact.
TURTLES_FOR_LIFEEE
Oct 31, 2025
Indian Hindu people are destroying Christian Countries, next Canada.✍🏻😎🇮🇱🇺🇸🇬🇧
Indian Hindu people are destroying Christian Countries, next Canada.✍🏻😎🇮🇱🇺🇸🇬🇧
Expresses demographic anxiety and existential threat narrative, claiming Hindu immigrants are 'destroying Christian Countries.'
Engineer_ElijahChristian-UK
Jan 27, 2026
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Only let them in with an american paid and supervised Vasectomy!!! They screwed themselves off they're own Continent!, same with the Chynese!!! 🇺🇸🇺🇸🇺🇸
Expresses extreme demographic anxiety and dehumanizing language toward immigrants, framing immigration as an existential threat.
BobDixon-f7n
Jan 27, 2026
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New York and it’s gotten so bad to drive here. It is outrageous. We also have a extremely diverse community. Looks like a Third World country where I live no joke.
Expresses demographic anxiety and safety concerns, attributing driving problems to immigration while using dehumanizing language about community change.
chilla3220
Jan 29, 2026
We have an India invasion going on here in metro Detroit too.
We have an India invasion going on here in metro Detroit too.
Uses alarmist language ('invasion') to frame Indian immigration as a demographic threat.
PoliticiansRTrash
Jan 27, 2026
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the …
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the work, doing shoddy jobs and charging low wages. They ruin the good work done by others and pay them poorly. They're opportunists. There aren't enough jobs for citizens. They take all the jobs, and companies pay less. The government should be paying attention to that. There are a lot of them undocumented immigrants... and all they've done is increase crime.
Expresses security and economic anxiety about immigrants, makes unsubstantiated claims about crime and job displacement, and calls for deportation.
Sith_34
Feb 20, 2026
USA will invade Canada and will conquer
USA will invade Canada and will conquer
Presents an unsubstantiated claim about US military invasion as a threat/fear scenario without evidence.
@TheRaziel07
Mar 4, 2025
I have had enough! I have never felt so disrespected by ppl who are guests! They do not assimilate! They abuse all resources to extinction! It feels like an infestation! 5 yrs ago i would …
I have had enough! I have never felt so disrespected by ppl who are guests! They do not assimilate! They abuse all resources to extinction! It feels like an infestation! 5 yrs ago i would never have thought or said that!
The comment expresses alarm about immigrants as an 'infestation' that disrespects and depletes resources, using language of invasion and existential threat.
TheRealHousewivesofAlber-kl2dv
Aug 29, 2025
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians …
They are taking OUR jobs.
We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians in Canada than Canadians. I miss Canada.
Expresses demographic anxiety and invasion framing ('taking OUR jobs', 'invasion'), with identity-based concern about national character loss.
jakesmod6580
Jan 28, 2026
You should start judging by color if you want to keep your country. It’ll keep you safe too.
You should start judging by color if you want to keep your country. It’ll keep you safe too.
Advocates racial discrimination as security measure, expressing demographic threat narrative tied to national preservation.
UberLyftNick
Sep 10, 2025
Smuggling.... and still nothing will be done! Deport them all!
Smuggling.... and still nothing will be done! Deport them all!
Expresses alarm about smuggling and demands mass deportation, framing immigration as a security/threat issue.
KayBeeBumble
Jan 28, 2026
dont step foot anywhere in canada again youll get packled up we see u
dont step foot anywhere in canada again youll get packled up we see u
Threatening message warning the video subject not to return to Canada, using slang for violence ('packled up'), expressing hostility and danger.
Call to Action
0.88
grrt604
Jan 28, 2026
Why does everyone wane come to our countries.. justy F off all.. white countries are awesome and now it getting destroyed by alliens, karens and simps
Why does everyone wane come to our countries.. justy F off all.. white countries are awesome and now it getting destroyed by alliens, karens and simps
Expresses demographic anxiety and xenophobic concern that immigration is 'destroying' white countries.
oenomous4050
Jan 27, 2026
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
THABK YOU TYLER OMG AS A CANADAIN THIS NEEDS TO BE STUDIED. These poop ppl refuse to leave its disgusting
Expresses alarm about immigrant groups refusing to leave and frames them as a problem requiring study, with dehumanizing language.
SarabiLewis
Jan 27, 2026
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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)