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
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't …
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't exist at all in another 50.
Expresses demographic replacement anxiety and existential threat framing with urgency.
bt636
Jan 27, 2026
Chase those dirty stinky indians from Canada
Chase those dirty stinky indians from Canada
Explicitly calls for removal of a specific ethnic group using dehumanizing slurs and hostile language.
parthoprotimgam4557
Jan 28, 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
CANADA has fallen we will never recover from this goverment
CANADA has fallen we will never recover from this goverment
Expresses existential alarm about national decline and irreversible damage attributed to government policy.
micheljoannette-j9j
Feb 26, 2026
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
Expresses strong emotional distress and claims immigrants are 'ruining this country,' articulating demographic and social anxiety.
CB1K_Shinobi
Jan 29, 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
Roach 🪳 infestation
Roach 🪳 infestation
Dehumanizing metaphor expressing demographic anxiety and existential threat perception.
gravyship5058
Jan 29, 2026
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
@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
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
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
Canada's doomed. The warning signs are all around.
Canada's doomed. The warning signs are all around.
Expresses apocalyptic concern about Canada's future with vague references to unspecified warning signs.
Fear / Threat
0.90
fourflusher6043
Feb 26, 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
this is so scary for the US.
this is so scary for the US.
Expresses anxiety and fear about the situation affecting the US without elaboration.
Fear / Threat
0.90
@lethalxxlori
Mar 4, 2025
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
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
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment …
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment does not care about whites anymore . Only a matter of time before they wipe us out
Personal account framed around demographic anxiety and existential threat narrative, with explicit identity-based grievance and alarmist language.
OgJake-d9e
Feb 26, 2026
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Commenter expresses demographic anxiety and existential threat narrative about population replacement by immigrant groups.
DiegoKelvin-b2v
Feb 26, 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)