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
Nuking india is not racist. It is survival.
Nuking india is not racist. It is survival.
Extreme alarmist statement framing immigration as existential threat, using violent rhetoric disguised as survival argument.
uberalex90
Feb 3, 2026
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
Uses dehumanizing language ('animals') and xenophobic stereotypes to express threat perception toward immigrants in a specific Canadian location.
DarrellDarrell-o8z
Jan 29, 2026
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
I can smell the shit through the screen. Khalistan is terrorism. Liberal government is a joke. Fuck you liberals 🖕🏼
Expresses visceral disgust and fear-based rhetoric linking immigration to terrorism and political threat, with hostile language toward political opponents.
craigverwey983
Mar 2, 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
Taking over Canada 😡😡😡!!! GET OUT!
Taking over Canada 😡😡😡!!! GET OUT!
Expresses demographic takeover anxiety with hostile demand for immigrants to leave the country.
loveNpeaceALWAYS
Sep 21, 2025
Roach 🪳 infestation
Roach 🪳 infestation
Dehumanizing metaphor expressing demographic anxiety and existential threat perception.
gravyship5058
Jan 29, 2026
Please eradicate Islamic terrorist. Don't invite them into Canada. Conditions will be worse than UK( united Kingdom) This is why America put huge tarrif on Canada ( USA's greatest trading partner). Islamic terrorist in Canada …
Please eradicate Islamic terrorist. Don't invite them into Canada. Conditions will be worse than UK( united Kingdom) This is why America put huge tarrif on Canada ( USA's greatest trading partner). Islamic terrorist in Canada is a threat to America 😢😢😢😢. Stop Refugeecitizenship in Canada and other European Countries.😢😢.
Expresses security anxiety about Islamic terrorism, makes unverified claims linking immigration to threats, and calls for policy reversal based on alarmism.
bhf_w9f
Nov 24, 2025
GET THESE JEETS OFF OUR STREETS!!!
GET THESE JEETS OFF OUR STREETS!!!
The all-caps demand for removal of a specific ethnic group expresses xenophobic threat perception and exclusionary identity framing.
BootLip
Jan 29, 2026
Black-pilled here. Canada is finished.
Black-pilled here. Canada is finished.
Expresses existential despair and catastrophic framing about Canada's future, using alarmist language about national decline.
AdamtheGrey02
Oct 7, 2025
infestation.
infestation.
Single-word dehumanizing characterization framing a group as a plague or infestation, expressing existential threat perception.
jimmyengland428
Jan 27, 2026
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
Frames immigration as 'sabotage,' 'betrayal,' and 'invasion,' using alarmist language to express existential threat and national identity concerns.
alexkrup5531
Nov 22, 2025
STOP INVASION canadien first
STOP INVASION canadien first
Uses militaristic 'invasion' language to frame immigration as an existential threat to Canada, prioritizing national interests.
NounouMadi-b8o
Nov 22, 2025
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do …
@pwilla everytime you use '🖕🏻' emoji yhor brownhole and yhor modrs vegne bloat foooked and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and
Yor kkurryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Comment contains explicit threats of violence and harassment, including claims of tracking location and threats of sexual assault, representing direct intimidation and danger rhetoric.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
@pwila and his kinda pos ♾️🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻 to yoall modrs and yors and yo whole inbred graped families' everywhere and all holes 🖕🏻🖕🏻🤬🤬pos worthless burden on earth parasite of foods restard infinite negative IQ inbred product.
@pwila and his kinda pos ♾️🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻 to yoall modrs and yors and yo whole inbred graped families' everywhere and all holes 🖕🏻🖕🏻🤬🤬pos worthless burden on earth parasite of foods restard infinite negative IQ inbred product.
Comment consists primarily of repeated hostile gestures and dehumanizing language expressing wishes of harm toward a group, functioning as intimidation and threat rhetoric.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
If Russia or China decide to start WW3 and attack the country, the US will be completely alone. We took security for granted after WW2 but that's changing.
If Russia or China decide to start WW3 and attack the country, the US will be completely alone. We took security for granted after WW2 but that's changing.
Articulates security anxiety about potential military conflict and warns of vulnerability due to damaged alliances.
Fear / Threat
0.90
@FreezingFroggie
Mar 4, 2025
They are trying to take over we need them taken out ALL OF THEM
They are trying to take over we need them taken out ALL OF THEM
Expresses existential threat ('take over') and calls for violent removal, combining demographic anxiety with extremist rhetoric.
Bobby_chinkle
Jan 29, 2026
If this continues Canada will die soon.
If this continues Canada will die soon.
Expresses existential threat and alarmism about Canada's future due to tariffs.
Fear / Threat
0.90
@siddharthasarkar2708
Mar 4, 2025
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Expresses hostility and xenophobic sentiment targeting specific ethnic groups, framed as a threat to national identity.
dsingh1895
Aug 25, 2025
In 50 years these people will be 100 million...they will own Canada. Canada is finished.
In 50 years these people will be 100 million...they will own Canada. Canada is finished.
Expresses demographic anxiety and existential threat narrative about immigrant population growth and national ownership.
JuniorTrimush
Sep 23, 2025
There should be a gang like KKK in US to BBQ these basters .. they are going to be a cancer to Canada ..
There should be a gang like KKK in US to BBQ these basters .. they are going to be a cancer to Canada ..
Expresses demographic threat narrative while explicitly calling for violence against immigrants, invoking KKK as a model.
poornaranasinghe5103
Jan 29, 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)