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
That's what invasion looks like
That's what invasion looks like
Uses militaristic language ('invasion') to frame immigration as a security threat without elaboration.
Fear / Threat
0.92
robcharters2645
Jan 16, 2026
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
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the …
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the lieberals- looks like they don't really care about Climate or environment afterall🤔
Expresses demographic anxiety and alarmism about refugee influx while making unsubstantiated claims linking immigration to environmental pollution.
squirrellvr79
Feb 17, 2026
Thank god trumps closing our borders this is disgusting and scary seeing what’s happened to Australia and Canada. Europe also wake up FAST!!!
Thank god trumps closing our borders this is disgusting and scary seeing what’s happened to Australia and Canada. Europe also wake up FAST!!!
Expresses alarm about immigration as dangerous and scary, with comparative references to Australia and Europe as cautionary examples.
natthaphonnobleTXRngr0108
Jan 28, 2026
Gangs are taking over other countries and dictating their own rules. This is happening all over the world. They want to destroy countries from within, exterminating the indigenous population. They're not coming to live with …
Gangs are taking over other countries and dictating their own rules. This is happening all over the world.
They want to destroy countries from within, exterminating the indigenous population.
They're not coming to live with us, but in our place.
Expresses alarmist claims about gangs destroying countries and exterminating indigenous populations, framed as an existential threat to national identity and sovereignty.
sergeys5754
Feb 25, 2026
Rip white nation. The invasion 🕉️🇮🇳
Rip white nation. The invasion 🕉️🇮🇳
Expresses demographic anxiety and existential threat using 'invasion' language and nationalist symbolism.
MrHousehusbandx
Jan 27, 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
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
They are everywhere like flies to shit
They are everywhere like flies to shit
Dehumanizing comparison expressing demographic anxiety and perceived threat from immigrant presence.
chezzachezza7325
Feb 6, 2026
deport all curry eaters
deport all curry eaters
Dehumanizing call for deportation targeting a specific ethnic/cultural group, expressing xenophobic threat rhetoric.
ManBearPigTroll69
Jan 28, 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
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
In 20 years Indian will slave all white in North America . Keep take them in they will turn 180 and enslave everyone
Expresses apocalyptic demographic anxiety with a fabricated conspiracy theory about enslavement, combining alarmism with demonstrably false claims.
cudot2602
Feb 8, 2026
Canada will be declared for the Indian Empire in our lifetime
Canada will be declared for the Indian Empire in our lifetime
Alarmist prediction of Indian territorial takeover presented as inevitable, combining demographic anxiety with conspiratorial framing.
captainshakesbeard2453
Jan 27, 2026
Filthy pests. Parasites.Walking turds.
Filthy pests. Parasites.Walking turds.
Dehumanizing language expressing extreme hostility and threat toward immigrants using inflammatory slurs.
xNULNULx
Feb 10, 2026
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Uses dehumanizing language and calls for exclusion of immigrants, expressing xenophobic sentiment and rejection.
NastyNate707
Jan 27, 2026
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
13:35 This just proves that they don't want to be Canadian. They just want to exploit the Canadian system and want to slowly take over the country by sheer numbers.
Expresses demographic anxiety and existential threat ('take over the country by sheer numbers') combined with accusations of system exploitation.
hangia
Sep 21, 2025
The great replacement theory in action
The great replacement theory in action
References the conspiracy theory of 'great replacement,' expressing demographic anxiety about immigration.
briansmith5239
Feb 10, 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
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)