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
Time to purify Canada from pest of street shitters
Time to purify Canada from pest of street shitters
Uses dehumanizing language and xenophobic framing to express demographic anxiety and threat perception toward immigrants.
PajeetONHWY401
Jan 20, 2026
Don’t be surprised why Indians are hated!!!!
Don’t be surprised why Indians are hated!!!!
Brief statement expressing that Indians are 'hated', functioning as an alarmist assertion about intergroup conflict and social danger.
apothecary1973
Sep 20, 2025
Canada is already India 2.0, just wait for them to infect America like a disease
Canada is already India 2.0, just wait for them to infect America like a disease
Expresses demographic anxiety and uses disease metaphor to frame immigration as a contagion threatening national identity.
Mr.Gentleman-mgm
Jan 29, 2026
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Hoping Canada is still safe from the Islamic parasites that wrecked the UK
Commenter expresses demographic anxiety and security concerns using inflammatory language and unsubstantiated generalizations about religious groups.
ChristianThomson-v7q
Jan 27, 2026
Immigration is destroying the West
Immigration is destroying the West
Expresses demographic anxiety and existential threat framing about immigration's impact on Western civilization.
aaron-v2g6l
Jan 27, 2026
Why do I feel like we're at the beginning of a World War III.
Why do I feel like we're at the beginning of a World War III.
Expresses anxiety about escalating geopolitical conflict and the prospect of major war.
Fear / Threat
0.90
@kaitlinruiz7249
Mar 4, 2025
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think …
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think that's insanely high.
Expression of demographic anxiety and cultural threat perception, advocating restrictive immigration caps based on cultural incompatibility claims.
jessicawinslet684
Feb 17, 2026
I don't want Canada become Mumbai😢
I don't want Canada become Mumbai😢
Expresses demographic anxiety about Canada becoming like Mumbai, framing immigration as a threat to national character.
uknownymouz
Jan 27, 2026
INVASION you mean?
INVASION you mean?
Uses militaristic language ('invasion') to frame immigration as a threat or hostile takeover.
samlsd9711
Sep 20, 2025
They’re invading the entire North America like ants
They’re invading the entire North America like ants
Expresses demographic anxiety and threat perception using dehumanizing language ('invading like ants') about immigrant populations.
ItsTheCostanza
Jan 27, 2026
this is white genocide, the great replacement
this is white genocide, the great replacement
The commenter invokes white genocide and great replacement conspiracy theories, expressing demographic anxiety and existential threat.
OM-pu9yi
Oct 9, 2025
It's an infestation of parasites. Shut those borders down!
It's an infestation of parasites. Shut those borders down!
Uses dehumanizing language ('infestation of parasites') to frame immigrants as threats, combined with call for border closure.
whynot-q8n
Sep 20, 2025
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Expresses alarm about potential military invasion of Canada, articulating a security concern and existential threat.
Fear / Threat
0.90
@JungHoon-Q
Mar 5, 2025
Stay alert, they're going to keep constructing haram temples everywhere. We're fed up with it in Malaysia because there are just so many.
Stay alert, they're going to keep constructing haram temples everywhere. We're fed up with it in Malaysia because there are just so many.
Expresses alarm about religious/cultural construction and demographic anxiety, using Malaysia as a cautionary comparative example.
nurazuwanmohdsaad6384
Jan 27, 2026
Вонючие и необразованные животные
Вонючие и необразованные животные
Dehumanizing slur in Russian expressing contempt and threat toward a group, combining xenophobic language with fear-based framing.
Mazafaka77
Jan 27, 2026
Right in my face?? Lets do it!!! I wanna see this!!! Christians have been too nice but dont forget we are not lazy. We can take our country back easy!! I think its time. Lets …
Right in my face?? Lets do it!!! I wanna see this!!! Christians have been too nice but dont forget we are not lazy. We can take our country back easy!! I think its time. Lets she'd blood once again like in the past. All you others, fight for your OWN COUNTRY!!
Expresses violent threat rhetoric, calls for reclaiming the country, and asserts Christian/Western identity dominance.
lowcabbie
Aug 25, 2025
Can we just blow India off the map?
Can we just blow India off the map?
Extreme xenophobic statement expressing violent threat toward a nation, rooted in demographic anxiety about immigration.
lowee_pilled88
Jan 28, 2026
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by …
VERY SOON, ALL Canadians wlll be MADE to take Driving Tests, except Globalists will make EXCEPTIONS for IGNORANT, LOW IQ, Foreigners! OR be called RACIST! And it is the White People who allow it by NOT STANDING UP For THEIR race. Being a Racist is only Self Preservation!
Expresses demographic anxiety through conspiracy-like claims about preferential treatment for foreigners, framing immigration as a threat to white identity and self-preservation.
sunnybeaches1331
Jan 27, 2026
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
Personal narrative combined with alarmist claims about demographic change, stereotyping, and unsubstantiated accusations of fraud targeting a specific ethnic group.
Shensaw18
Jan 27, 2026
All that we be left of Canada 10-15 years from now is Quebec and the Atlantic provinces.
All that we be left of Canada 10-15 years from now is Quebec and the Atlantic provinces.
Expresses demographic replacement anxiety, predicting loss of Canadian identity/territory to immigration within 10-15 years.
Fear / Threat
0.90
omisan771
Jan 27, 2026
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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)