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
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed my boots
Threatens violence against Indians, expressing dangerous extremist sentiment and demographic threat perception.
I-HAVE-A-BOMB
Oct 1, 2025
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
These are invaders plain and simple. The same happened in Europe in the middle ages until they were destroyed defeated and sent back!
Uses dehumanizing language ('invaders') and historical alarmism to frame immigration as an existential threat requiring violent response.
brianmurray1395
Aug 30, 2025
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This …
We need all these illegal foreigners out of our country NOW. If you weren’t born here or had your citizenship for 3+decades GET OUT. Stop allowing this filth to continue and strain our society! This is Canada. All of these huge demonic creatures with multiple hands and feet need to be TAKEN DOWN. The Canadian flag is the only flag that should be flown high. Shame on the liberal government for allowing this to happen.
Combines xenophobic language, dehumanizing rhetoric ('demonic creatures'), calls for expulsion, and inflammatory misinformation about immigrants and government.
JMXoXo01
Jan 27, 2026
Imagine getting replaced by people whose whole "culture" revolves around eating 💩. Cucknadians are too nice. Enjoy your kindness ❤
Imagine getting replaced by people whose whole "culture" revolves around eating 💩.
Cucknadians are too nice. Enjoy your kindness ❤
Expresses demographic anxiety about cultural replacement combined with dehumanizing language toward immigrants, framed as a threat to national identity.
ChronicalFactoryX
Jan 27, 2026
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from …
I am an immigrant too. We lives in Ontario Canada for past 12 years. The amount of indian immigrants is unbearable. The enormous quantity of them let in to a country and culture gap from the majority of Indian immigrants makes living in Ontario not pleasant anymore. Crime, scum, smell, filth and theft are synonymous of 90% of this community.
Immigrant sharing lived experience while expressing demographic anxiety and making sweeping negative generalizations about a specific ethnic community.
vic64583
Jan 27, 2026
Thank you for calling it what it is. A FUCKING INVASION.
Thank you for calling it what it is. A FUCKING INVASION.
Uses inflammatory language ('invasion') to characterize immigration as a threat, expressing alarm and us-vs-them framing.
Daughter_OfTheEarth
Jan 28, 2026
It's replacement, no doubt.
It's replacement, no doubt.
Invokes 'replacement' conspiracy theory, expressing demographic anxiety and existential threat framing about immigration.
SwedishWargoat
Jan 28, 2026
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Bro they are the WORST TRUCK DRIVERS! THE INDIANS ARABS AND AFRICANS ARE TERRIFYING TO DRIVE AROUND!
Expresses safety concerns about specific ethnic groups as drivers, framing them as dangerous threats.
thahitman2
Jan 27, 2026
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
All western nations are being invaded with the express purpose of making them minority white. This is a forced integration and invasion. Import the 3rd world become the 3rd world.
Expresses demographic anxiety and conspiracy theory about intentional demographic replacement of white populations through immigration.
Emoneymoney68
Jan 28, 2026
it's white génocide
it's white génocide
Uses inflammatory 'white genocide' rhetoric expressing demographic anxiety and existential threat framing.
danielcj13
Jan 29, 2026
🚨THE GREAT REPLACEMENT REMIGRATION NOW🚨
🚨THE GREAT REPLACEMENT REMIGRATION NOW🚨
Invokes 'great replacement' conspiracy theory with alarm emoji and calls for 'remigration,' expressing demographic anxiety and extremist framing.
parkeradams7091
Jan 28, 2026
Import the 3rd world, become the 3rd world.
Import the 3rd world, become the 3rd world.
Expresses demographic anxiety and decline narrative framing immigration as a threat to national status.
Guyle11
Jan 27, 2026
That's what invasion looks like
That's what invasion looks like
Uses militaristic language ('invasion') to frame immigration as a security threat without elaboration.
Fear / Threat
0.92
robcharters2645
Jan 16, 2026
Indian immigrants deserve to be pissed on !
Indian immigrants deserve to be pissed on !
This is a dehumanizing statement expressing hostility toward Indian immigrants, combining threat language with identity-based discrimination.
mw3372
Feb 4, 2026
Do what we do in russia, Crack their heads open!!!!
Do what we do in russia, Crack their heads open!!!!
Advocates violence against immigrants using inflammatory language, expressing threat and danger.
IsmahAl-aziz-fi7ep
Feb 4, 2026
Gangs are taking over other countries and dictating their own rules. This is happening all over the world. They want to destroy countries from within, exterminating the indigenous population. They're not coming to live with …
Gangs are taking over other countries and dictating their own rules. This is happening all over the world.
They want to destroy countries from within, exterminating the indigenous population.
They're not coming to live with us, but in our place.
Expresses alarmist claims about gangs destroying countries and exterminating indigenous populations, framed as an existential threat to national identity and sovereignty.
sergeys5754
Feb 25, 2026
Банды захватывают другие страны и диктуют свои правила. Это происходит по всему миру. Они хотят разрушить страны изнутри, истребив коренное население. Они приходят жить не к нам, а на наше место.
Банды захватывают другие страны и диктуют свои правила. Это происходит по всему миру. Они хотят разрушить страны изнутри, истребив коренное население. Они приходят жить не к нам, а на наше место.
Russian-language version of the previous comment expressing identical alarmist and conspiratorial claims about gangs and demographic replacement.
sergeys5754
Feb 25, 2026
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years.
The ones that came 20 years ago are fine.
This country has Fallen, we were Invaded without a shot ever being fired.
My guy on the bike is speaking for Real Canadians
Calls for deportation of recent Indian immigrants, frames immigration as an invasion, and expresses demographic threat to 'Real Canadians.'
VendettaMedia6
Jan 27, 2026
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the …
I have seen a huge influx of 3rd world refugees everywhere past few months. It's really out of control! Imagine how much more polluted Canada is now with all these millions brought in by the lieberals- looks like they don't really care about Climate or environment afterall🤔
Expresses demographic anxiety and alarmism about refugee influx while making unsubstantiated claims linking immigration to environmental pollution.
squirrellvr79
Feb 17, 2026
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
THIS IS DISGUSTING, BOMB BRAMPTON OR SEND THEM ALL BACK AND BUILD A WALL AROUND IT
Expresses extreme alarm and demographic anxiety about Brampton with violent rhetoric, framed as an existential threat requiring drastic action.
itsmechrispy6083
Sep 19, 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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Discourse Quality (Perspective API)