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
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
Explicitly calls for violence and ethnic cleansing against immigrants and people of color.
Fear / Threat
0.98
ladyfeatherjane
Sep 20, 2025
We need a genocide soon
We need a genocide soon
Explicit call for genocide, expressing extreme threat and violence rhetoric related to demographic concerns.
Fear / Threat
0.95
tibib0ss
Jan 27, 2026
White culture is being destroyed by 3rd world immigrants. This is happening in Canada, Europe & the United States.
White culture is being destroyed by 3rd world immigrants. This is happening in Canada, Europe & the United States.
Expresses demographic anxiety and existential threat framing ('being destroyed') combined with identity-based us-vs-them positioning.
DwightKingz
Jan 27, 2026
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :) But as soon as one of those …
So....The same thing is happening in my city. As long as they don't start migrating to my little hometown, idgaf. Stay off my property and you're good :)
But as soon as one of those Curry-eating, Sand-wiping, Goat-forking Sand Niggas step one ugly, smelly foot in my house trying to steal from me...IT'S LYNCHING TIME!
Expresses xenophobic fear of immigrants, uses dehumanizing slurs, and explicitly threatens violence ('lynching'), representing hate speech and threat rhetoric.
CH0NR4D
Feb 9, 2026
Purge the city and nuke it for good
Purge the city and nuke it for good
Expresses extreme violent rhetoric and existential threat language toward a city, likely referencing immigration-related concerns.
Fear / Threat
0.95
camryzac2557
Sep 24, 2025
Absolutley disgusting. These invaders all need to be put in camps
Absolutley disgusting. These invaders all need to be put in camps
Dehumanizing language calling immigrants 'invaders' and advocating for internment camps, expressing extreme threat perception.
LordOfSweden
Jan 27, 2026
punjabi community and islamic invasion are the only reason why entire north america fuc*ed up!
punjabi community and islamic invasion are the only reason why entire north america fuc*ed up!
Expresses demographic anxiety and alarmism about Punjabi and Islamic communities causing societal decline, combining threat rhetoric with identity-based scapegoating.
User.Usa25
Jan 27, 2026
We should mass execute them all.
We should mass execute them all.
Expresses extreme violent rhetoric and dehumanization toward immigrants, representing the most severe form of threat-based discourse.
Fear / Threat
0.95
Gunnar_Adler
Jan 27, 2026
My neighbour did not ask for my permission before importing millions of these unsuitable people into my country, so do not be surprised when I do not ask for my neighbour's permission to cull every …
My neighbour did not ask for my permission before importing millions of these unsuitable people into my country, so do not be surprised when I do not ask for my neighbour's permission to cull every last one of their parasites by any means necessary to defend my country from this invasion.
Extreme rhetoric framing immigration as an 'invasion' and using violent language ('cull') to express existential threat and demographic anxiety.
NOX-ID47
Jan 27, 2026
these retards should be kikked out back to their shit country
these retards should be kikked out back to their shit country
Dehumanizing language expressing xenophobic sentiment and calling for removal of immigrants, combining threat rhetoric with identity-based exclusion.
coolcheftito
Jan 27, 2026
Albertan here... we want all the 💩 skins deported yesterday
Albertan here... we want all the 💩 skins deported yesterday
Uses dehumanizing slur and calls for deportation based on ethnicity, expressing xenophobic threat narrative.
memyself5924
Jan 27, 2026
STOP⛔ INVASION
STOP⛔ INVASION
Single-word call using 'invasion' metaphor to characterize immigration as a threat requiring cessation.
Fear / Threat
0.95
NounouMadi-b8o
Nov 22, 2025
infestation
infestation
Single word 'infestation' dehumanizes immigrants as pests, expressing existential threat framing.
Fear / Threat
0.95
istaruscanada6572
Jan 29, 2026
Today is punch an immigrant day. Time for redneck law.
Today is punch an immigrant day. Time for redneck law.
Expresses violent threat and dehumanizing language toward immigrants, framing them as targets of violence.
Fear / Threat
0.95
bufferzone3247
Aug 26, 2025
Everything is set up for a civil war
Everything is set up for a civil war
Expresses alarm about imminent civil conflict as a consequence of immigration.
Fear / Threat
0.95
paspep
Sep 20, 2025
America this is the only the begining of the great white replacement. Resist while you still can.
America this is the only the begining of the great white replacement. Resist while you still can.
Expresses demographic anxiety about 'white replacement' and calls for resistance, combining alarmism with identity-based framing.
Anglo-Saxon4231
Jan 27, 2026
Pff they will invade your country..
Pff they will invade your country..
Expresses alarm about immigrants as an invasive threat to the country.
Fear / Threat
0.95
PascalNathans
Feb 28, 2026
Time to send the Rat fuckin Privileged Paki Pukes Packin''
Time to send the Rat fuckin Privileged Paki Pukes Packin''
Explicitly hostile, dehumanizing slur-laden call for ethnic expulsion, expressing xenophobic threat and demographic anxiety.
ChristianDevoin2
Jan 27, 2026
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Im ready to cross the point of no return and do whatever it takes to get rid of this problem once and for all if everyone else is. Say the word 🫡
Expresses willingness to take extreme action against immigration, using alarmist language about reaching a 'point of no return' and framing immigration as a 'problem.'
BigMuskYT
Jan 27, 2026
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Come to Niagara falls Ontario. It's nasty how many Indians are here. They need to be shipped back and out of Canada. Dirty nasty rapists
Expresses xenophobic fear and dehumanizing language toward Indian immigrants, framing them as a threat requiring removal.
crackerbarrelkid519
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)