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
Import the 3rd world, become the 3rd world.
Import the 3rd world, become the 3rd world.
Expresses demographic anxiety and decline narrative framing immigration as a threat to national status.
Guyle11
Jan 27, 2026
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
Uses dehumanizing language ('invaders') and historical alarmism to frame immigration as an existential threat requiring violent response.
brianmurray1395
Aug 30, 2025
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are …
We have a ton of drug crime, gangs now all run by Indians. Alot of street shooting and drive by- never had that before the mass migration started...as soon as we say anything we are targeted as racists. I was fired from a government contract for catching corruption. They litter a ton - never had litter across canada so bad. It is destroying our cities they live like it is a slum when the concentrate in specific neighborhoods. Right now we have about 2 million illegal students who came on a student visa - but stayed after the expiry. Many took over the smaller trucking businesses and fast food franchises - those 2 industries became SO CORRUPT! They don't get car insurance - I know several people who got hit in Alberta - NO COVERAGE and no accountability. 75% of Canadians want them gone!...every industry they get involved in in large numbers gets corrupted and becomes problematic, because it is just part of their culture/way of life.
Constructs a narrative of demographic and cultural threat through unsubstantiated claims about crime, corruption, and cultural incompatibility, framed as justification for exclusion.
mel3256
Jan 29, 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
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
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
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
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
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
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
Catapult all Indians into the Hudson Bay
Catapult all Indians into the Hudson Bay
Violent rhetoric targeting a specific ethnic group, expressing extreme hostility and threat.
trashgoblina
Jan 27, 2026
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
Expresses alarm and anger about an impending crisis or conflict brewing, using inflammatory language.
Fear / Threat
0.90
JohnNaturkach
Oct 1, 2025
LADIES AND GENTLEMEN OUR NATION IS UNDER ATTACK. TRUMP AND HIS CULT OF RIGHT WING REPUBLICAN EXTREMISTS ARE DISMANTLING OUR CONSTITUTION THE ONE THAT WAS ENACTED BY OUR FOUNDING FATHERS. THEY ARE ERASING OUR HUMAN …
LADIES AND GENTLEMEN OUR NATION IS UNDER ATTACK. TRUMP AND HIS CULT OF RIGHT WING REPUBLICAN EXTREMISTS ARE DISMANTLING OUR CONSTITUTION THE ONE THAT WAS ENACTED BY OUR FOUNDING FATHERS. THEY ARE ERASING OUR HUMAN RIGHTS AND OUR FREEDOMS AS WE SPEAK. JUST YESTERDAY THE GREENPEACE ORGANIZATION WAS SUED FOR 300 MILLION DOLLARS FOR DEFENDING OUR CONSTITUTIONAL RIGHT TO A PEACEFUL PROTEST. THE STOCK MARKET HAS BEEN PLUMMETING, PLUMMETTING, IN RESPONSE TO THE NEW TARIFFS ON OUR CLOSEST TRADING PARTNERS. SOON THERE WILL BE MILLIONS OF AMERICANS LEFT WITHOUT HEALTHCARE COVERAGE, MILLIONS!!!!! MILLIONS OF CHILDREN AND MILLIONS OF SENIORS LEFT TO DIE!!!!!! DONALD TRUMP HAS FORMED A PACT WITH THE COMMUNIST RUSSIAN DICTATOR VLADIMIR PUTIN AND HIS MISSION IS TO OVERSEE THE DESTRUCTION OF THE UNITED STATES OF AMERICA. WE MUST MOVE QUICKLY TO IMPEACH AND REMOVE THE SATANIC THE FATHER OF ALL LIES FROM THE WHITE HOUSE BEFORE IT IS TOO LATE.
Expresses extreme alarm about constitutional erosion, healthcare collapse, and authoritarian threats, with urgent call to impeach.
@JaydenTrujillo-s6s
Mar 5, 2025
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
I bet that City stinks to high heaven , that stinking curry smell and lack of baths
Expresses xenophobic disgust using ethnic stereotypes and hygiene-based prejudice to express threat/revulsion.
RobertSmith-bg9zc
Feb 23, 2026
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a …
Why should we allow this? Our country is becoming part Asia... and part Africa... I can't imagine that this is also understood abroad for white people and that they get a special place with a mega church. but hey im a racist right
Expresses demographic anxiety about racial/continental composition changes and perceived unfair treatment of white people, with defensive acknowledgment of racism.
JBGTI
Jan 27, 2026
Kick the dirty bastards out !!
Kick the dirty bastards out !!
Dehumanizing language calling for removal of immigrants, expressing hostility and xenophobic sentiment.
fartingdog20
Jan 29, 2026
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Took a road trip out west this summer. Every province, in every city or small town with a population of 700 people. All Indians working at fast food places. The country is no longer great.
Describes observations of immigrant workers and expresses alarm that 'the country is no longer great,' framing immigration as a threat.
christandrevelations
Jan 27, 2026
Fucking disgusting, get them out of the country.
Fucking disgusting, get them out of the country.
Expresses strong hostility and demands removal of immigrants, framing them as a threat to the nation.
Fear / Threat
0.90
kGator1511
Jan 28, 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)