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
Search & Filter
Fear / Threat
3,873 comments
And now they are invading Europe with new transit agreement the f* cking europeans politicians sign
And now they are invading Europe with new transit agreement the f* cking europeans politicians sign
Expresses alarmist concern about immigration spreading to Europe, using inflammatory language and unsubstantiated claims.
luisdamirLinares
Jan 28, 2026
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Watch how they drive in India thats why!!! No traffic laws people die all the time. Get TF out of our country!!! So sick of this sh!t
Expresses security/cultural anxiety about immigrants, uses dehumanizing language ('Get TF out'), and makes sweeping negative generalizations about driving behavior tied to national origin.
JMac-27
Jan 28, 2026
No second chances for Trump, if given the opportunity he would destroy Canada!
No second chances for Trump, if given the opportunity he would destroy Canada!
Expresses concern about Trump destroying Canada, framing him as an existential threat to the nation.
@docspead
Mar 4, 2025
trump is laying siege to canada
trump is laying siege to canada
Uses militaristic language ('laying siege') to express threat and danger regarding Trump's actions toward Canada.
Fear / Threat
0.85
@clement2780
Mar 4, 2025
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple …
The insidious demographic colonization of the West by the East was once a sly Indian/Chinese project, but modern Indians are unashamed of their goal to capture the Christian West for Hindu India by their simple brute force of overpopulation.
It is now going on at full blast, and perhaps already too late to save some of the old Western countries like UK, Canada and Australia. Christian Americans should pay attention to this sly demographic that slithers in, then strangles you.
Presents a conspiracy theory about demographic replacement and cultural invasion, framing immigration as an existential threat to Western Christian identity.
cnath3466
Jan 28, 2026
Why so many have gone missing or how many have we sent back to India..filthy fucking people
Why so many have gone missing or how many have we sent back to India..filthy fucking people
Expresses demographic anxiety about missing persons and deportations while using dehumanizing language toward a specific ethnic group.
mikebragg5940
Jan 28, 2026
The brain rot is spreading all through the left. Kind of scary actually to see it happening right in front of our very eyes
The brain rot is spreading all through the left. Kind of scary actually to see it happening right in front of our very eyes
Expresses alarm about perceived ideological decay ('brain rot') spreading on the left, framing it as a concerning threat unfolding visibly.
@joyharbin3047
Mar 4, 2025
We can not let this happen to America... they smell. SO. BAD.
We can not let this happen to America... they smell. SO. BAD.
Expresses xenophobic alarm about immigration to America using dehumanizing stereotypes and sensory-based prejudice.
Joe-ro1gc
Jan 28, 2026
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Fast you people are looted us, destroyed our culture and civilization, so now our time to destroy you theift...👹 KARMA
Expresses retaliatory threat framed as karmic justice, invoking historical grievances and demographic revenge.
Pikujkh
Feb 6, 2026
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
wtf is happening to the world right now? Europe is screwed and almost invaded, Canada too. This is what happens when liberals have rights and a voice
Expresses alarmism about Europe and Canada being 'screwed' and 'invaded,' framing immigration as an existential threat.
glebcules
Feb 5, 2026
I disapprove of immigrants that abandon their non functioning 3rd world country, but then want to turn their HOST country, in the non working 3rd world country.
I disapprove of immigrants that abandon their non functioning 3rd world country, but then want to turn their HOST country, in the non working 3rd world country.
Expresses concern that immigrants will degrade Canada's functioning by importing 'third world' problems, framing immigration as a threat.
N8uregirl76
Mar 2, 2026
India is not sending their best, India is sending their Sh!t.
India is not sending their best, India is sending their Sh!t.
Uses inflammatory language to express demographic anxiety and negative stereotyping of Indian immigrants.
YXXBruce
Jan 28, 2026
Surprised the Indian Mafia didn't whack you
Surprised the Indian Mafia didn't whack you
Expresses a threat/danger concern by invoking a stereotype about organized crime and a specific ethnic group.
steaklover948
Jan 28, 2026
Gee, I think I will cancel my Canadian railway trip scheduled for July. Staying away from the crazies.
Gee, I think I will cancel my Canadian railway trip scheduled for July. Staying away from the crazies.
Expresses security/safety concerns about visiting Canada due to perceived instability, framed as personal travel decision.
@JoyceGillilan
Mar 4, 2025
En europa son una invasión, solo llevan hombres... Las mujeres casi no existen!!!
En europa son una invasión, solo llevan hombres...
Las mujeres casi no existen!!!
Expresses demographic anxiety about immigration as an 'invasion' with false claims about gender ratios, combining alarmism with demonstrably false statistics.
cristianescarpeta6425
Jan 27, 2026
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in …
Please do a video on the invasion of Mexicans / Hispanic into America over decades...but especially during the Biden admin; FORTY MILLION ILLEGALS, just during his 4 year fraudulent term; the Indian invasion pales in comparison to how many Illegal Mexicans there are in the USA, totally flying under the radar, protected by a corrupt leftist media, & because they are protected by leftist towns, their city council, etc...and compromised leftist law enforcement, who also, btw, pay these ppl to gangstalk & harass, and illegally surveille, American citizens in these invaded towns. These ppl always travel in packs and gangs of people so they all support each other with money and aid in teaming up against others they hate; they believe America belongs to them & are ignorant of historical Facts & even so, do not care, and these ppl who refuse to assimilate or get legal citizenship, act entitled & present an attitude that everything here and everywhere but especially in America, is for Theirs for the taking...including white men...girls. They also have a very high rate of drug use / smuggling, early pregnancy among females, violence; gangs, etc...etc..far greater corruption & deviance than Indian culture which many of these things are mostly non-existent...at least Indians are intelligent & keep to themselves & are quiet....not that I support an all- out invasion...Attention though needs to also be on how illegal Hispanic culture, etc...has completely changed, and not for the better; the demographic & atmosphere of once peaceful, and at least once fairly educated, once nice looking American cities & towns...& they are taking all of our jobs, & then forcing applicants to learn the language of these foreign invaders, discriminating against citizens who don't speak their language; these ppl are getting massive funding in all sorts from all sorts of NGO's & elsewhere..: they are also driving far better, & more expensive vehicles than many citizens...so where is the money coming from...& they're buying up all our land, building housing for themselves, family, & for other illegals...which is, of course also corrupt & illegal...Money hungry & leftist leaning Real estate agents are just pushing these housing applicants through...no background check, nothing, and no one is investigating just that aspect alone...Many are also now copying American culture & opening up these copied businesses to monetarily capitalize on what sets Americans apart from Hispanic culture. And also...illegals are literally, violently Hunting ICE...threatening them, hurting and killing them, at the behest of other corrupt officials who invaded and took political power for a corrupt agenda; it is beyond treason. This is quite sad though for Canada...all of our towns are being deliberately RUINED BY GLOBALISM.
Extended alarmist narrative expressing demographic anxiety and security concerns with unsubstantiated claims about illegal immigration and cultural threat.
YTubeSD
Jan 27, 2026
From Europe: A bunch of assholes in the White House want's to act like strong guys. In real they are weak and serving a narcissist psychopath who is killing the us economy and international relations. …
From Europe: A bunch of assholes in the White House want's to act like strong guys. In real they are weak and serving a narcissist psychopath who is killing the us economy and international relations. The American people will soon wake up to find themselves ripped off.
Expresses alarm about Trump administration's competence and character, framing them as a threat to the US economy and international relations.
@DutchWillem58
Mar 5, 2025
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's …
If y'all read that banned book by mustache man you will come to realize we are 10-15 years away from a world war, only this time the Indians are in place of the Jews, that's not a threat nor do I want that to happen, but if you pay attention to the signs we are at the point where mustache man went to Vienna and saw what he saw.
What comes next is a vote for mustache man's 2.0, in 5-10 years, then a movement to expel the Indians, then comes the countries to go to war with over the expulsion, it's going to be 6 million all over again, but that's history... Which no one wants to look at.
Comment expresses demographic anxiety and alarmism by drawing parallels to historical genocide, predicting expulsion of Indian immigrants and future conflict.
VancityRollins
Jan 27, 2026
This will be the whole of Europe in 5 years. The EU just signed a free trade agreement with india which also includes allowing millions of Indians to study in the EU. We all know …
This will be the whole of Europe in 5 years. The EU just signed a free trade agreement with india which also includes allowing millions of Indians to study in the EU. We all know once they land in the EU, they'll never leave
Alarmist prediction about demographic change in Europe combined with unverified claims about EU policy and immigrant permanence.
zhouyou28
Jan 27, 2026
Yup,the Unifier of the Reich is running the demographic cultural change…. Then disarm, then I’d verification, then surveillance and control. All the same from southafrica to London to Brampton.
Yup,the Unifier of the Reich is running the demographic cultural change…. Then disarm, then I’d verification, then surveillance and control. All the same from southafrica to London to Brampton.
Expresses alarmist conspiracy theory about demographic/cultural replacement, disarmament, and authoritarian control linked to immigration.
FuelEnhancer
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)