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
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
And it’s only gonna get worse cause our government wants to drive our standard living way down starving people are easier to control when you’re the one feeding them
Combines conspiracy-like thinking about government control with fear of declining living standards, presenting unsubstantiated claims about government intent.
Lakeboii70
Aug 26, 2025
Trump needs to realize this is a national security issue and arrest Carney.
Trump needs to realize this is a national security issue and arrest Carney.
Frames immigration as a national security threat and calls for arrest of a specific official, expressing alarmist concern.
thomasmcfiddles5133
Feb 8, 2026
Да канадцы крепитесь,говорят у вас их очень много 😮
Да канадцы крепитесь,говорят у вас их очень много 😮
Russian-language comment expressing concern about high numbers of immigrants in Canada, conveying demographic anxiety.
Fear / Threat
0.80
Imperator-20
Feb 8, 2026
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Expresses existential concern about climate crisis inaction under Trump, appealing to intergenerational responsibility and moral urgency.
@debraandrews2896
Mar 4, 2025
go to calgary their is a Indian take over literally
go to calgary their is a Indian take over literally
Unsubstantiated claim of demographic takeover in Calgary framed as a threat to the existing population.
jakubdusecina
Jan 27, 2026
They are everywhere now… no surprise here
They are everywhere now… no surprise here
Vague expression of demographic anxiety ('everywhere now') suggesting perceived rapid change and loss of control.
EthanTucker8855
Feb 17, 2026
carney has and is detroying our beautiful country.......just look around
carney has and is detroying our beautiful country.......just look around
Expression of existential threat to the nation with alarmist language about destruction.
Fear / Threat
0.80
pierrefiliatrault6167
Jun 18, 2025
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
Expresses concern about demographic and behavioral spread of Indian immigrants into neighboring areas, framing it as an encroachment threat.
Lordboring1478
Jan 29, 2026
they're all nice and good until they start banning beef or non-veg around their locality.
they're all nice and good until they start banning beef or non-veg around their locality.
Expresses concern about cultural practices (dietary restrictions) being imposed by immigrant communities, framing cultural difference as a threat.
stephenrabha2446
Mar 1, 2026
Trump is trash and a traitor. Putin will crush Trump and take America. WTH is he doing?!
Trump is trash and a traitor. Putin will crush Trump and take America. WTH is he doing?!
Combines personal attacks with expressions of geopolitical danger and security anxiety about Putin/Russia.
@carolynmerritt7100
Mar 4, 2025
I give canada 3 days to back down
I give canada 3 days to back down
Predicts Canada will capitulate within 3 days, expressing threat/pressure while making an unverified claim about future behavior.
@edwardsherwood2575
Mar 4, 2025
Immigration has completely ruined the west. Disgraceful.
Immigration has completely ruined the west. Disgraceful.
Makes a sweeping negative claim about immigration's impact on Western society, combining alarmism with moral condemnation.
Astrohhh
Jan 27, 2026
This is much, much worse than I thought it was
This is much, much worse than I thought it was
Expresses alarm that the immigration situation is worse than expected, conveying anxiety about the scale of the problem.
WaterHandler677
Jan 27, 2026
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will …
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will buy everything of value for next to nothing and most of the U.S. will be slaves .
Conspiracy-theory framing of Trump's intentions as authoritarian power-grab leading to economic collapse and enslavement.
@rolandwalter5849
Mar 4, 2025
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
Expresses concern about Sikh separatism and territorial claims in Canadian cities, framing immigration as a security/identity threat.
Coolscience-cs3mg
Feb 8, 2026
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about …
Can’t drive if you can’t understand the language or road sings 😮😮😮😮😮😮😮😮 wtf 🤬 people drink and drive and never drive again and kill no one 🎉🎉🎉🎉🎉🎉🎉😂😂😂😂😂😂😂😂😂 lives here my hole life never thought about killing someone but I talk my way out of it daily now 😢😢😢😢😢😢😢😢😢
Expresses safety concerns about language barriers and driving, mixed with personal anecdotes about feeling threatened in daily life.
jonkraft5842
Aug 26, 2025
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Wow. I lived in Canada for two years (16 years ago) and loved it. So sad to see the invasion. The politicians there are worse than the ones we have here in the states.
Personal experience combined with alarmist language ('invasion') and comparative critique of Canadian vs. American political leadership.
JamesRoosa-zv2rj
Mar 1, 2026
This mofo is in Canada for 3 years and he barely speaks English. I became fluent in English at 18yo with just 1 year of classes with hometown teachers.
This mofo is in Canada for 3 years and he barely speaks English. I became fluent in English at 18yo with just 1 year of classes with hometown teachers.
Expresses concern about an immigrant's language proficiency after 3 years, framing it as a threat or failure, with self-comparison to establish superiority.
SiladaBino
Feb 27, 2026
We don't have a country, no elections, no immigration control. Please stop talking
We don't have a country, no elections, no immigration control. Please stop talking
Expresses alarm about loss of national sovereignty and immigration control, framing the situation as a threat.
@pmasterfunk
Mar 4, 2025
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
Expresses security concerns about Trump's alleged Russian ties and urges Canada to exclude him, framing him as a threat.
@carlasamuels479
Mar 4, 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)