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
they overpopulate their part of the world, they want to overpopulate the rest
they overpopulate their part of the world, they want to overpopulate the rest
Expresses demographic anxiety using stereotyping language about overpopulation as a threat.
maxsordi
Oct 27, 2025
America, you will be isolated from the word like North Korea
America, you will be isolated from the word like North Korea
Expresses alarm about America's international isolation, using North Korea as a cautionary comparison.
@Sweetpeace12
Mar 4, 2025
I don't believe the "oops, we made a mistake" narrative. This is intentional.
I don't believe the "oops, we made a mistake" narrative.
This is intentional.
Rejects official explanations and asserts intentional malice behind immigration policy, expressing conspiratorial distrust and demographic anxiety.
peteberry3826
Mar 1, 2026
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
tHEY change church in PAGAN TEMPLE ?!!!! WTF IS WRONG WITH YOU CANADA ?!!!!!!!!!!!!!!!!!!
Alarmist claim about religious conversion of churches to pagan temples, expressing cultural anxiety without evidence.
redwind47
Dec 25, 2025
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents …
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents way too often. Never mind the mindset of these people. Now the locals are driving dangerously because it is common for you to get stuck behind these people. People clogging the passing lane, driving under the speed limit or better yet, they randomly hit the brakes on the hyway. which cause things to be dangerous. We are soooo made at what's going on. Everyone seems to not like when these arrivals get jobs in our local town and are ignorant by talking in their language. We have NO doctors anymore and all medical issues have to wait 6 months to get treatment now. 5 times I tried to get bloodwork in our small town. I ended up having to drive to the city to get this done. Twice I've had to do this now.
Expresses multiple safety and security anxieties (traffic accidents, dangerous driving, healthcare delays) attributed to immigrants, with unverified causal claims about accident rates and medical system collapse.
wait-what-really.
Sep 12, 2025
Every single Western nation is being destroyed. This is not a coincidence!
Every single Western nation is being destroyed.
This is not a coincidence!
Expresses alarmist demographic anxiety with conspiratorial undertones about Western nations being 'destroyed' by immigration.
PAppMundo
Jan 27, 2026
Make America great again? looks like there will be no USA left after this clown is done with it
Make America great again? looks like there will be no USA left after this clown is done with it
Expresses alarm about potential national collapse under Trump's leadership, using hyperbolic language to convey existential concern.
@CONTRICU
Mar 4, 2025
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's …
Canada is literally being invaded. Hey dont get me wrong , I believe in immigration but the right immigration. If it was not for immigration I would not be here but when the government let's in terrorists and say they are allowed here theres something very wrong with that . This is all on the liberal party of canada
Uses alarmist language ('invaded,' 'terrorists') to express security and demographic anxiety while blaming political leadership.
mazdaman1982
Aug 25, 2025
Dear Texans, do something about the scamming invaders now before you become even worse than it is up here. I saw the gigantic demonic gorilla statue they erected in Texas, remove them now before they …
Dear Texans, do something about the scamming invaders now before you become even worse than it is up here. I saw the gigantic demonic gorilla statue they erected in Texas, remove them now before they start using your streets as a toilet
Uses alarmist language with dehumanizing rhetoric ('demonic,' 'invaders') and false claims about immigrant behavior to express existential threat.
spirenguard
Feb 12, 2026
India has two billion people. They can send one-hundred million to the United States and one-hundred million to Canada
India has two billion people. They can send one-hundred million to the United States and one-hundred million to Canada
Expresses demographic anxiety by suggesting India could send massive populations to North America, implying an overwhelming influx threat.
LucasPolk-j5n
Jan 29, 2026
Breeding like flies 🪰🪰🪰💩
Breeding like flies 🪰🪰🪰💩
Uses dehumanizing language and emoji to express demographic anxiety about rapid population growth, with crude sarcastic tone.
Grandmasterkiller
Dec 17, 2025
they will destroy canada like they destroyed india
they will destroy canada like they destroyed india
Expresses alarmist concern that immigrants will cause societal collapse, using comparative reference to India as a cautionary example.
canfran8788
Jan 29, 2026
Wall Street Journal is being way too kind. Trump is a dumb ass with the temperament of a mean 3rd grader that was held back a year. All countries should look out for their own …
Wall Street Journal is being way too kind. Trump is a dumb ass with the temperament of a mean 3rd grader that was held back a year. All countries should look out for their own best interest when dealing with Americans while Trump and Musk are running the country into the ground. Treat Trump like a suspect Russian asset that is going to undermine your country.
Expresses alarm about Trump undermining countries and warns other nations to treat him as a security threat, combining fear with international comparison.
@168tsai8
Mar 4, 2025
No more helping the axis of evil. It will be tough, but Russia needs to see we won’t bow down to their stooge.
No more helping the axis of evil. It will be tough, but Russia needs to see we won’t bow down to their stooge.
Expression of concern about Russia and assertion that Canada must resist external threats and influence.
@fancypantsism
Mar 4, 2025
I don't blame the locals for hating it. Nobody genuinely likes a major culture change in such a short period of time, especially if they've lived there their whole life.
I don't blame the locals for hating it. Nobody genuinely likes a major culture change in such a short period of time, especially if they've lived there their whole life.
Expresses concern about rapid cultural change and validates local anxiety about demographic shifts, combining empathy with demographic anxiety.
Michael-pp8lz
Oct 7, 2025
Canada is being sold for votes
Canada is being sold for votes
Frames immigration policy as a cynical political strategy ('sold for votes'), combining electoral criticism with underlying demographic concern.
dbzfan952
Jan 29, 2026
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
Contains explicit violent threat ('going back in pieces') and references to violent treatment, expressing danger and intimidation.
knowledgeisreligion108
Jan 29, 2026
Watch trump weaponize this to paint Canada as an enemy of America to justify future shenanigans and Senate Republicans will continue to just eat it right up smh
Watch trump weaponize this to paint Canada as an enemy of America to justify future shenanigans and Senate Republicans will continue to just eat it right up smh
Expresses concern about Trump using Canada as a political scapegoat and potential future hostile actions.
@errickjones4995
Mar 4, 2025
American here who did not VOTE for any of this!!!!!! My heart is with all of us. I am scared for the world.
American here who did not VOTE for any of this!!!!!! My heart is with all of us. I am scared for the world.
First-person expression of fear and anxiety about political outcomes and global consequences, emphasizing emotional distress.
@bsinsight3097
Mar 4, 2025
This country is actively voting for its own destruction.
This country is actively voting for its own destruction.
Expresses existential threat to the nation through voting patterns, combining demographic anxiety with national self-destruction framing.
zorkyporky
Feb 27, 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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