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're just disgusting people. We dont want them
They're just disgusting people. We dont want them
Expresses dehumanizing language and rejection of immigrants, framing them as undesirable threats to the nation.
shauns6936
Jan 29, 2026
Too much of one thing is never good.And in this case , we have too many fucking hindus
Too much of one thing is never good.And in this case , we have too many fucking hindus
Expresses demographic anxiety and xenophobic concern about the proportion of a specific religious/ethnic group in Canada.
jimher3711
Jan 29, 2026
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Game on, US. Time for the US to wake up and smell the coffee and understand that your country has been hi-jacked.
Expresses alarm that the US has been 'hi-jacked,' framing the nation as under threat from internal forces.
@sallythurston5780
Mar 4, 2025
WE ARE A PACKY INFESTED NATION
WE ARE A PACKY INFESTED NATION
Uses dehumanizing slur and expresses demographic anxiety about national composition.
DavidClifford-i5u
Feb 24, 2026
We need to send them all back to their own countries! We have nowhere else to go!
We need to send them all back to their own countries! We have nowhere else to go!
Expresses demographic anxiety and calls for mass deportation, framed as a threat to national space and belonging.
AliceEngland-n8w
Mar 2, 2026
Well, you bring in third world country people then you become a third world country.
Well, you bring in third world country people then you become a third world country.
Expresses demographic anxiety that immigration causes national decline, framed as a threat to Canada's status.
matthewh.kimm.d.9784
Jan 29, 2026
Mass immigration is never a good thing.
Mass immigration is never a good thing.
Blanket negative statement about mass immigration framed as an inherent threat, with implicit demographic anxiety.
BasedMisatoSpeaks1488
Feb 26, 2026
THIS indians are like BANGLASDESHIS INVASION OF NORTH EAST INDIA... takinng away all jobs.
THIS indians are like BANGLASDESHIS INVASION OF NORTH EAST INDIA... takinng away all jobs.
Uses inflammatory language framing immigration as 'invasion' and expressing job displacement anxiety and demographic threat.
jamiainaga5853
Jan 29, 2026
Do you understand that Trump wants World War III? He wears two diapers and has very little time left to live. He doesn’t care if the world exists after him! Can you imagine that this …
Do you understand that Trump wants World War III? He wears two diapers and has very little time left to live. He doesn’t care if the world exists after him! Can you imagine that this is just the beginning? That he and Musk will do something so disastrous that our planet will simply cease to exist! impeach Trump and put Musk in jail!
Expresses existential threat and catastrophic fears about Trump/Musk causing world destruction, combined with unverified personal attacks and calls to impeach/jail specific individuals.
@ArinaArthur
Mar 4, 2025
You can thank the Liberals for this disgusting infestation. Real Canadians are retreating further and further north to get away from the 3rd world slum the Liberals are pouring into the country for votes.
You can thank the Liberals for this disgusting infestation. Real Canadians are retreating further and further north to get away from the 3rd world slum the Liberals are pouring into the country for votes.
Uses inflammatory language ('infestation,' '3rd world slum') expressing demographic anxiety and existential threat to national identity.
captainobvious9892
Jan 27, 2026
It’s an invasion and it’s disgusting
It’s an invasion and it’s disgusting
Uses inflammatory language framing immigration as an 'invasion,' expressing demographic anxiety and existential threat.
tylerseabook9423
Jan 29, 2026
Get the poo eaters out
Get the poo eaters out
Uses dehumanizing ethnic slur and demands removal, expressing xenophobic hostility framed as a threat.
Fear / Threat
0.85
Autisticgamer252
Jan 28, 2026
The US undermining Canada, Europe, and the rest of western allies only benefits the Kremlin.\n\nPutin must be delighted his master plan to weaken democracies and NATO is actually working.
The US undermining Canada, Europe, and the rest of western allies only benefits the Kremlin.\n\nPutin must be delighted his master plan to weaken democracies and NATO is actually working.
Expresses alarm about US undermining Western allies and NATO, framing this as a strategic threat that benefits adversaries.
@byrosonline5876
Mar 4, 2025
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh Then the millions in the uk … We need real biodiversity on this …
We need to warn the world there’s like 1.4 billion Indians just in India , not counting paki , Sri Lanka, Bangladesh
Then the millions in the uk …
We need real biodiversity on this planet.
If India can’t support its own population does other sovereign nations have to be replaced by Indians ???
Expresses demographic anxiety about Indian population numbers and frames immigration as a threat to national replacement and biodiversity.
Opfinalform
Jan 27, 2026
The driving his coming to England aswell with the influx… it’s not a joke their country has no road rules and they don’t want to learn when they come to other countries. People are getting …
The driving his coming to England aswell with the influx… it’s not a joke their country has no road rules and they don’t want to learn when they come to other countries. People are getting Indian fatigue - the sandals in a cold weather
User expresses cultural anxiety and stereotypes about Indian immigrants' driving and adaptation, framing immigration as a threat.
sameaulahad2824
Jan 28, 2026
They all have to go back eventually. That's just the way it is.
They all have to go back eventually. That's just the way it is.
Expresses demographic anxiety and exclusionary sentiment suggesting immigrants must leave, framed as inevitable threat.
2025ParadigmShift
Jan 29, 2026
It’s only been six weeks. We are fucked
It’s only been six weeks. We are fucked
Expresses anxiety and alarm about an unspecified negative outcome ('we are fucked'), conveying a sense of impending danger or crisis.
Fear / Threat
0.85
@petermiller8242
Mar 4, 2025
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
Commenter emphasizes widespread geographic scope of perceived problem, expressing alarm about pervasive demographic or social change across Canada.
jmwb4u
Jan 29, 2026
i aint racist, but i will say there is way too much of them here.
i aint racist, but i will say there is way too much of them here.
Demographic anxiety expressed through claim of excessive immigrant presence, using defensive framing ('not racist but').
SwizzyClips
Jan 28, 2026
Here comes the assassination attempts or assassinations? ?♂️
Here comes the assassination attempts or assassinations? ?♂️
Expresses alarm about potential violence or assassination threats.
Fear / Threat
0.85
@Mike-e3g
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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