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
In 2023 it was indians EVERYWHERE. Disgusting.
In 2023 it was indians EVERYWHERE. Disgusting.
Expresses demographic anxiety and disgust about immigrant presence, framing it as an alarming threat or invasion.
anarchyamp
Feb 5, 2026
END WHITE GENOCIDE REMIGRATION NOW
END WHITE GENOCIDE
REMIGRATION NOW
Uses white nationalist rhetoric ('white genocide') expressing existential demographic threat and calling for forced migration.
ChaosBW
Oct 2, 2025
A shit hole I no longer visit or care to drive by it
A shit hole I no longer visit or care to drive by it
Expresses strong negative sentiment and avoidance behavior toward a location associated with immigration, conveying disgust and withdrawal.
Tree74-b3s
Feb 4, 2026
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals …
Years ago; here in Albany NY,car were told how cool it would be to get so many new cultures here after the Nano college opens. Lol. Now, we are inundated with rude and entitled illegals from all over the world. They're not leaving. They don't care what Trump says. This is a very liberal area, they feel safe here while they take all of the jobs and live off from the system. Thank you woksters. You ruined the last few years of my life. The kids? The kids are screwed and our system has them programmed and brainwashed.
Expresses alarm about illegal immigrants taking jobs and exploiting systems, frames them as rude and entitled threats to community wellbeing.
scottclemens9245
Aug 25, 2025
I was wondering why there's so many young Indians in Toronto all of a sudden... I literally have to avoid certain places because it doesn't feel safe anymore
I was wondering why there's so many young Indians in Toronto all of a sudden... I literally have to avoid certain places because it doesn't feel safe anymore
Expresses safety concerns and demographic anxiety about Indian immigration, with implicit threat perception.
nera4988
Oct 2, 2025
They are destroying this country!!!
They are destroying this country!!!
Expresses alarmist sentiment that immigration is causing national harm, without specific policy or evidence.
absoul444
Oct 2, 2025
Canada is gone!
Canada is gone!
Expresses existential concern about Canada's future in hyperbolic terms, suggesting irreversible national decline.
Fear / Threat
0.85
lindaselander9602
Aug 25, 2025
Canada is done There is NO going back I would say just give up now and accept the situation. Also canada won’t be canada in next few years it will be PANADA
Canada is done
There is NO going back
I would say just give up now and accept the situation.
Also canada won’t be canada in next few years it will be PANADA
Expresses apocalyptic concern about Canada's future and demographic change ('Canada is done', 'won't be canada'), framed as an irreversible threat.
sashasandeepverma5835
Oct 2, 2025
Canada is in danger of being overtaken by islam and other freeloaders! WAKE UP!
Canada is in danger of being overtaken by islam and other freeloaders! WAKE UP!
Expresses existential threat of religious/cultural takeover and uses dehumanizing language ('freeloaders'), with urgent call to awareness.
normanwhite2227
Aug 25, 2025
Bury them. How can you come so unprepared? Gtfo
Bury them. How can you come so unprepared? Gtfo
Expresses hostile sentiment and exclusionary framing toward immigrants as unprepared outsiders.
durkasivasambu4676
Sep 30, 2025
The biggest problem with multiculturalism I think. Its a softer melting pot. You get these grops of people that stick with their own culture. Speak the same, dress, act the same. They aren't integrating or …
The biggest problem with multiculturalism I think. Its a softer melting pot. You get these grops of people that stick with their own culture. Speak the same, dress, act the same. They aren't integrating or very little. Your going to start seeing much more of the mulim population start now that HAMAS is here. Your already seeing protesting on a regular basis. Then eventually theyll keep pushing for sharia law. They've already tried several times in the GTA. It wont stop. Look at London and whats going on in Europe right now. We are heading down the same path. Trudeaus immigration plan was to offset his massive debt load. It was the only way to expand GDP enough to offset it
Expresses demographic anxiety about Muslim integration, invokes conspiracy about Sharia law implementation, and makes unsubstantiated claims about government motives; frames immigration as an existential threat to Canadian identity.
animalrave7167
Oct 1, 2025
This country is done.
This country is done.
Expresses existential anxiety about the country's future without specific policy critique or evidence.
Fear / Threat
0.85
ShitTok
Sep 30, 2025
Holy fuck, this is out of control
Holy fuck, this is out of control
Expresses alarm and concern about immigration situation being 'out of control' without specific policy critique or evidence.
Fear / Threat
0.85
lcdregjlandry8528
Oct 1, 2025
India will keep on populating the entire world
India will keep on populating the entire world
Expresses demographic anxiety about Indian population growth and global demographic replacement.
hildaramroop9611
Aug 25, 2025
Its an invasion folks.
Its an invasion folks.
Uses inflammatory 'invasion' language to express demographic anxiety and existential threat perception.
Mr.Winterz
Jun 20, 2025
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is …
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is how they maintain gdp growth
Expresses demographic anxiety and threat perception toward Indians, with unsubstantiated claims about scamming and population control.
nh019
Oct 1, 2025
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
Expresses demographic anxiety and calls for a moratorium on Indian immigration, framing it as necessary for national healing.
patrickqmo
Sep 30, 2025
Canada has been entirely ruined because of them.
Canada has been entirely ruined because of them.
Expresses alarmist claim that Canada has been 'ruined' due to immigration, framing it as an existential threat.
AKurdP
Oct 1, 2025
For real we have to cleanse Ontario of this. We can’t like actually. It smells everywhere here man fml 😭
For real we have to cleanse Ontario of this. We can’t like actually. It smells everywhere here man fml 😭
Commenter expresses alarm about Ontario's condition and uses inflammatory language suggesting demographic/environmental threat.
OgMalik2
Feb 27, 2026
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
Metaphor of destructive consumption ('termites') expressing existential threat from foreign workers and students, combined with criticism of Canadian passivity.
ashk5488
Sep 30, 2025
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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