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
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Expresses demographic anxiety about immigration levels while attempting to appear balanced through reference to Punjabi people.
therealcattogaming5811
Jan 27, 2026
Lets import more third worlders woo!!!!
Lets import more third worlders woo!!!!
Uses dehumanizing language ('third worlders') to express demographic anxiety and opposition to immigration.
dankjosso
Jan 27, 2026
These people only destroy
These people only destroy
Expresses a sweeping negative generalization about a group of people, framing them as destructive and threatening.
wills242
Jan 27, 2026
I hate them. I said what I said.
I hate them. I said what I said.
Expresses blanket hostility and negative sentiment toward an unspecified group, suggesting xenophobic fear.
OneMeanArtist
Jan 27, 2026
if you come to Atlantic Canada, even our small towns are invaded. Our precious coffee has gone to owned by a corporation as well as non Canadian workers. And that's not talking about all of …
if you come to Atlantic Canada, even our small towns are invaded. Our precious coffee has gone to owned by a corporation as well as non Canadian workers. And that's not talking about all of the crimes they commit creeping in their cars.. investigate more
Expresses concerns about immigration's impact on local communities, employment, and crime, framing immigrants as an invasive threat.
hmac-o2z
Jan 27, 2026
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Its sad seeing the state of Canada- dirty, uncivilized, negative, cringeworthy, classless.
Expresses alarm about Canada's perceived decline in civility and standards, framing immigration as a threat to national character.
hauntedgecko151
Jan 27, 2026
The schools are in Mississauga, one town over. Over run
The schools are in Mississauga, one town over. Over run
Expresses concern about schools being 'overrun,' implying demographic anxiety about immigrant concentration in specific areas.
Fear / Threat
0.80
ericbadder1552
Jan 27, 2026
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Finally someone showing the world the bullshit we gotta deal with. We got too man “student visa” Indians in our fucking country. The government is the biggest part of this problem smh
Expresses concern about immigration levels and student visa abuse, framing it as a national problem with alarmist language.
cjonclouds6630
Jan 27, 2026
The replacement of the builders to servants
The replacement of the builders to servants
Metaphorical expression of demographic replacement anxiety, a common fear-based framing.
TheUnapologeticApostate
Jan 27, 2026
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear …
This past summer, a group of these people were shooting live rounds off of a bridge in Muskoka... Police did absolutely nothing to them until public outrage grew. They had video evidence complete with clear faces, vehicles and license plates ....
Anecdotal account of dangerous behavior by an unnamed group, implying law enforcement failure and expressing security concerns about immigrant communities.
danmorgan552
Jan 27, 2026
That shit is crazy man.. I'm sure they're dying to make their way into the USA next
That shit is crazy man.. I'm sure they're dying to make their way into the USA next
Expresses anxiety about migrants moving to the USA, framing immigration as a threatening onward movement.
shittylee1
Jan 27, 2026
Now you know ICE has struck fear in their hearts.
Now you know ICE has struck fear in their hearts.
References ICE (Immigration and Customs Enforcement) creating fear and anxiety among immigrant populations, expressing concern about enforcement threats.
Fear / Threat
0.80
goodbot8526
Jan 27, 2026
Hopefully that’s per month. That’s what it should be. Hope you don’t need to go to the hospital. We are full
Hopefully that’s per month. That’s what it should be. Hope you don’t need to go to the hospital. We are full
Expresses capacity anxiety about healthcare system and housing, framing immigration as a threat to resource availability.
Me-zq7vt
Jan 1, 2026
A person from India isn't bad, but the thing is there's like a billion or more of them.
A person from India isn't bad, but the thing is there's like a billion or more of them.
Expresses demographic anxiety by emphasizing India's large population as an implicit threat to Canadian demographics and resources.
6WATCHMEDIA
Jan 27, 2026
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would …
I know these people just want better lives but how would they feel if they woke up to millions of white people in India one day. All of our BS in our culture. They would not be so friendly. The Libs have destroyed Canada. They control every form of media and all the morons here eat it right up. Hopefully Trump takes them all out.
Expresses demographic anxiety through hypothetical reversal, combines with conspiracy theory about media control and political blame.
jbitts
Jan 27, 2026
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
You’re gonna start seeing American citizens coming very soon. I sure hope you have your tent cities ready.
Expresses demographic anxiety and alarmism about American migration with sarcastic reference to homelessness, rooted in threat perception.
Matty06001
Jan 3, 2026
Canada is full.
Canada is full.
Assertion that Canada is at capacity expresses demographic anxiety and resource scarcity concerns.
computermech
Jan 3, 2026
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Jesus man, even the indians think theyre are too many of their own people in canada, holy shit..
Expresses demographic anxiety by citing alleged agreement from within the Indian community itself, amplifying concerns about ethnic saturation in Canada.
Defoanoob
Jan 27, 2026
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, home invasion, auto theft, gun violence, shootings central. When perpetrators of these crimes are caught. It’s no surprise where they are from. There is tons of illegal, fake colleges. Bringing hundreds of people in a year. The Canadian government is only now catching onto it barely but the damage is done. They exploited the system in overstay their visa, then claim permanent residency. These people are disrespectful, dirty, and ungrateful. They do not Do not assimilate to Canadian lifestyle. They throw trash into our rivers in parks, turning it into where they came from. What is happening in Canada is much similar to Minnesota just with different types of government scams. You barely scratched the surface. Come back and interview real Canadiens.
Expresses security and crime concerns attributed to immigrants, making sweeping claims about criminal behavior and cultural incompatibility with alarmist framing.
lucassorrenti6841
Jan 27, 2026
Keep deporting the bad actors. The ones here getting into their cultural crimes deport , deport , deport. No more chanting death to Canada! They are not ever going to integrate.
Keep deporting the bad actors. The ones here getting into their cultural crimes deport , deport , deport. No more chanting death to Canada! They are not ever going to integrate.
Expresses security concerns about cultural crimes and integration failure, with demographic anxiety about national identity.
kerrytoby7041
Dec 26, 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)