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 Americans dont stop Trump he will end America.
If Americans dont stop Trump he will end America.
Expresses existential threat to America and implicitly urges Americans to stop Trump, combining alarmism with a call to action.
@israel5956
Mar 4, 2025
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist"
Look at some of the suburbs of Dallas where Telugu people live.
Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
The comment expresses demographic anxiety and cultural threat through anecdotal examples, using stereotyping and alarmist framing about Indian immigrants.
vaal77722
Jan 27, 2026
Even small towns in northern Canada are full of Indians. They’re everywhere. They own 95% of the gas stations and fast food places in Ontario.
Even small towns in northern Canada are full of Indians. They’re everywhere. They own 95% of the gas stations and fast food places in Ontario.
Makes exaggerated claims about immigrant presence and business ownership ('95%'), expressing demographic anxiety and alarmism about demographic change.
Mucker
Jan 27, 2026
Fällt denn niemand auf dass das Global passiert? Fast jedes Land wird mit Migranten geflutet,wir hier in Europa erkennen unsere eigenen Länder nicht mehr wieder und die Politik geht gegen die eigene Bevölkerung vor und …
Fällt denn niemand auf dass das Global passiert?
Fast jedes Land wird mit Migranten geflutet,wir hier in Europa erkennen unsere eigenen Länder nicht mehr wieder und die Politik geht gegen die eigene Bevölkerung vor und schützt die Einwanderer,soll das alles zufall sein ?
Expresses demographic anxiety about global migration patterns and frames immigration as a coordinated threat to European identity, combining alarmism with conspiracy-adjacent thinking.
Toni-b9r2e
Jan 27, 2026
You May Be Wondering, "Why Should I Care About What's Happening In The UK? There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
You May Be Wondering, "Why Should I Care About What's Happening In The UK?
There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
Expresses demographic anxiety by predicting Canada will become an Indian-majority nation, framed as a concerning scenario.
shawnitkug4153
Jan 27, 2026
Your. Country is so sucked 🎄🇬🇷🇧🇻🇨🇭🇺🇦🇱🇺🇫🇷🇦🇺🇧🇪🇨🇳🇩🇪🇧🇷🇺🇲
Your. Country is so sucked 🎄🇬🇷🇧🇻🇨🇭🇺🇦🇱🇺🇫🇷🇦🇺🇧🇪🇨🇳🇩🇪🇧🇷🇺🇲
Incoherent criticism of Canada with flag emojis expressing negative sentiment and vague alarmism about the country.
michaelkinney4406
Jan 27, 2026
Wannabe dictator and Putler-loving Trump is insane, picking a trade war with his closest neighbors, allies and friends yet sucking up to and appeasing The Monster From Moscow. America what have you done.
Wannabe dictator and Putler-loving Trump is insane, picking a trade war with his closest neighbors, allies and friends yet sucking up to and appeasing The Monster From Moscow. America what have you done.
Expresses alarm about Trump's policies and characterizes him as dangerous and authoritarian, framing him as a threat.
@sugoidessho
Mar 5, 2025
What the hell do we do when MY SIDE of AMERICA DID NOT vote for TRUMP but have to put up with what he is doing?! Can we please move to canada? I hate this …
What the hell do we do when MY SIDE of AMERICA DID NOT vote for TRUMP but have to put up with what he is doing?! Can we please move to canada? I hate this MONSTER!!!! God help us! We don't know what to do about TRUMP and the EVIL he's launching!
Expresses fear and distress about Trump's policies, seeks refuge in Canada, and uses alarmist language about political danger.
@miabella4059
Mar 5, 2025
we all want to burn them
we all want to burn them
Expresses violent threat language ('burn them') directed at immigrants, representing extreme fear-based rhetoric.
colton4982
Jan 27, 2026
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
Expresses extreme demographic anxiety through a dystopian wish that India become authoritarian to prevent emigration.
Mullet-ZubazPants
Jan 27, 2026
Sane U.S. Citizens stand with Canada, of which I am one of millions. We are begging our Allies to save us from this wannabe tinpot dictator. The U.S. is no longer a Republic. We are …
Sane U.S. Citizens stand with Canada, of which I am one of millions. We are begging our Allies to save us from this wannabe tinpot dictator. The U.S. is no longer a Republic. We are a autocracy. In the spirit of this message, I am flying the U.S. flag upside down as a sign of distress.
American expresses alarm about democratic collapse and authoritarian threats while expressing solidarity with Canada and distancing from U.S. leadership.
@NA-ui5jl
Mar 5, 2025
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. …
Here on the west coast its the same shit. These Indian guys in construction piss in water bottles and leave it in units, shit in bathtubs and none of them wear deodorant. Its fckin FOUL. We also have serious crime here because of them. Extortion cases, gang shootings, polluting the community with drugs. Dumptruck drivers who operate trucks with serious mechanical problems risking ppl's lives. My friend works for Commercial Vehicle Safety Enforcement and says they are the biggest offenders on the road by far!! Majority of them are really nice people but when the government allows tens of thousands to flood the place the numbers of scumbags go up.
Comment expresses security and safety concerns through anecdotal claims about crime and behavioral issues, framed as demographic threat, while making sweeping generalizations about an ethnic group.
Watts378
Jan 27, 2026
This is awful. I am not Canadian, in fact, I really dislike Canada. But man, this is absolutely awful. You are destroying yourselves.
This is awful. I am not Canadian, in fact, I really dislike Canada. But man, this is absolutely awful. You are destroying yourselves.
Expresses alarm about Canada 'destroying itself' through immigration, framed as a threat to national wellbeing.
thisisaname5589
Feb 20, 2026
Yeah, Seattle area is turning into India too! Get them out!
Yeah, Seattle area is turning into India too! Get them out!
Expresses demographic anxiety about Indian immigration and calls for removal, framing it as a threat.
mr.mayhem001
Jan 27, 2026
This is super scary ? God be with us! I definitely stand with Canada
This is super scary ? God be with us! I definitely stand with Canada
Expresses fear and anxiety ('super scary') while also asserting national solidarity with Canada.
@Msrikak87
Mar 4, 2025
Stop importing Indians. Canada is losing the jobs and even the identity. This is NOT Immigration BUT Invasion!
Stop importing Indians. Canada is losing the jobs and even the identity. This is NOT Immigration BUT Invasion!
Uses inflammatory language ('invasion') to frame Indian immigration as an existential threat to jobs and national identity.
Kevin-sq1fk
Feb 14, 2026
Never let any develop country to turn to Poopland 2. 🍇capital, corruption capital, pollution capital, all pos capital 🇮🇳🐸🖕🏻🕳️🩸
Never let any develop country to turn to Poopland 2.
🍇capital, corruption capital, pollution capital, all pos capital 🇮🇳🐸🖕🏻🕳️🩸
Expresses alarmist fear that Canada will become like a negatively stereotyped country, using dehumanizing language and comparative framing.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Politicians really want to make the entire western in a 3rd world continent 😂
Politicians really want to make the entire western in a 3rd world continent 😂
Expresses alarmist concern that politicians are deliberately degrading Western nations to 'third world' status through immigration, combining demographic anxiety with conspiracy framing.
sarahr.6141
Feb 27, 2026
thank you for exposing what these greedy capitalist TRAITORS are doing to our country. They are trying to REPLACE us with low wage workers.
thank you for exposing what these greedy capitalist TRAITORS are doing to our country. They are trying to REPLACE us with low wage workers.
Frames immigration as deliberate replacement of citizens with cheaper labor, combining demographic anxiety with accusations of betrayal and exploitation.
PeterLauschick
Jan 27, 2026
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
i want to live in canada when im older but if its just becomes india 2.0 then fuck that
Expresses demographic anxiety about Canada becoming 'India 2.0,' framing immigration as a threat to national character.
BoB-g4j1n
Feb 11, 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)