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
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
when little shyt stain punjab and paki started showing up driving around in nice cars the neighborhood went to shit
Uses dehumanizing language and attributes neighborhood decline to arrival of specific immigrant groups, expressing demographic anxiety and resentment.
ManBearPigTroll69
Jan 28, 2026
Ya shit got scary when he was asking for your phone.
Ya shit got scary when he was asking for your phone.
Expresses fear and threat perception about a specific encounter shown in the video.
Bam5000000
Jan 27, 2026
How is our government gonna stop our country from being overthrown by Islam? Their plan is already in action and our government is doing nothing.
How is our government gonna stop our country from being overthrown by Islam? Their plan is already in action and our government is doing nothing.
Expresses existential threat framed as religious/cultural takeover with alarmist language about government inaction on perceived invasion.
Lakeboii70
Aug 25, 2025
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace …
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace our society, they drag along their failed, demented, cultures along with them and that's why Canada is falling to a 3rd world status. That man said it "It feels like he's in his home town." yeah, they're turning Canada into fvcking india, and those of us born here who are not Indian don't want that. This is a cultural take over.
Expresses demographic anxiety and cultural threat narrative, claiming immigrants are causing national decline and cultural takeover, with strong identity-based framing.
D33Lux
Oct 11, 2025
Y’all are gonna screw around and start WW 3
Y’all are gonna screw around and start WW 3
Expresses alarm about escalating conflict potentially leading to World War 3.
Fear / Threat
0.90
@Thunderroad8517
Mar 4, 2025
America will implode. Even Russia has said they are watching and laughing waiting for you all to get weak and for the rest of the world to turn their backs then I guarantee you China, …
America will implode. Even Russia has said they are watching and laughing waiting for you all to get weak and for the rest of the world to turn their backs then I guarantee you China, Russia and those terroristy countries will join forces against them. It's sad seeing Aneica go from the most powerful country to the arm pit of the world.
Expresses alarm about America's decline and geopolitical vulnerability, warning of potential coalition threats from rival powers.
@KenroyYoung
Mar 4, 2025
I hate how my country is literally being colonized by these people
I hate how my country is literally being colonized by these people
Uses colonization metaphor to express anxiety about demographic change and perceived loss of national control.
AncalagothTheBlack
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
I am an x Muslim. Watch out for Islam and people from India before it's too late. Look what happened in Europe there is more mosques And dyslantic centers. in Europe than churches. They are …
I am an x Muslim. Watch out for Islam and people from India before it's too late. Look what happened in Europe there is more mosques And dyslantic centers. in Europe than churches. They are in your country to take over.
Makes unsubstantiated claims about religious takeover and uses European examples to warn of demographic replacement, combining conspiracy thinking with alarmism.
bstephan5224
Sep 19, 2025
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as
many guns as we want, we can do as many shootings as we want, we can drive as dangerously as we want, we can do as many extortion
attempt shootings as we want, we can operate our dumptrucks/oversize vehicles as recklessly as want, we can hit as many overpasses as we want, we dont have to have customer service skills, nor be able to communicate so you understand us, and on and on!
"Immigration without Assimilation is an Invasion."
Indians are the number one threat to our society and our safety!
You say, 'Racist', I say, 'Realist.'
Extended alarmist narrative framing Indian immigrants as an existential threat to society, using inflammatory language and false equivalences.
Ethics101-m2b
Feb 9, 2026
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Uses dehumanizing language and calls for exclusion of immigrants, expressing xenophobic sentiment and rejection.
NastyNate707
Jan 27, 2026
Surrey BC just declared a state of emergency for losing control of east indian gang violence and extortion... It's all over the news. This is the decade long consequence of BC NDP and liberals corrupt …
Surrey BC just declared a state of emergency for losing control of east indian gang violence and extortion... It's all over the news. This is the decade long consequence of BC NDP and liberals corrupt uncontrolled flood of migrants without screening
Cites gang violence and extortion as consequences of immigration policy, framing migrants as a security threat and expressing demographic anxiety.
XMG3
Jan 28, 2026
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
Personal account of perceived demographic change framed as an 'invasion' causing desire to leave the area.
blastingcarolina
Jan 27, 2026
I've never been more afraid or ashamed of being an American. Sigh. 3 years 11 months to go...
I've never been more afraid or ashamed of being an American. Sigh. 3 years 11 months to go...
Expresses fear and shame about American political situation, conveying anxiety and distress.
@SplinteredChaos
Mar 4, 2025
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
People have NO idea how many fucking Indians and Muslims live just in Southwestern Ontario...
The commenter expresses demographic anxiety about immigrant populations, using strong language to convey alarm.
drew-o7r
Jan 27, 2026
Literally a silenced .22 would solve this problem is 6 weeks
Literally a silenced .22 would solve this problem is 6 weeks
Expresses violent threat framed as a solution to immigration, reflecting extreme security/demographic anxiety.
needforanonymity
Jan 27, 2026
Dangerous Dangerous Times ???????❤️
Dangerous Dangerous Times ???????❤️
Uses repetition and emotional language to express alarm about current times without specific policy details.
Fear / Threat
0.90
@lindasapiecha2515
Mar 4, 2025
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
Frames immigration as invasion threatening 'white countries,' calls for deportation, and expresses demographic anxiety.
JackNicklauson
Oct 5, 2025
Mark my words, water problems are going to be next or electricity problems
Mark my words, water problems are going to be next or electricity problems
Expresses alarmist prediction of future crises (water/electricity problems) without substantiation, characteristic of demographic or systemic anxiety.
Fear / Threat
0.90
Lakeboii70
Aug 26, 2025
It’s too late you could just erase Canada from the map and write India 2.0 and it would be more accurate
It’s too late you could just erase Canada from the map and write India 2.0 and it would be more accurate
Expresses demographic anxiety through hyperbolic claim that Canada is being replaced by India, invoking replacement rhetoric.
Andy-hi3yt
Mar 1, 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)