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
It's destroyed Canada 😢
It's destroyed Canada 😢
A brief, emotionally charged statement claiming immigration has destroyed Canada, expressing alarm and despair about national decline.
Fear / Threat
0.85
mamamaryhomemaking
Jan 29, 2026
Soon we'll have the same invasion in europe
Soon we'll have the same invasion in europe
Expresses alarmist concern about immigration spreading to Europe, framing it as an 'invasion.'
Alpha_head
Jan 29, 2026
SUBHUMANS!!!!!
SUBHUMANS!!!!!
Dehumanizing language expressing extreme hostility and threat perception toward a group.
Fear / Threat
0.85
TheGhjgjgjgjgjg
Jan 27, 2026
AS an American, no one likes Trudeau. Trump is going to keep the pressure up until he is gone. I support that decision. Your border is not safe. Anyone can walk across easily. You were …
AS an American, no one likes Trudeau. Trump is going to keep the pressure up until he is gone. I support that decision. Your border is not safe. Anyone can walk across easily. You were told to secure your border and there will be no tariff, you chose not to comply...face the consequences
Expresses security concerns about border safety and frames Canada as non-compliant, with threat of tariff consequences; includes comparative framing (US vs Canada).
@DavidDaniels-iq1vn
Mar 4, 2025
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them …
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them back.
Expresses xenophobic concern that immigrants are corrupting Canadian culture and implicitly calls for deportation.
SH-gc1dq
Jan 29, 2026
Okay, does turning into India bro?It's seven percent of our population
Okay, does turning into India bro?It's seven percent of our population
Expresses demographic anxiety about Canada 'turning into India' and cites population statistics to support a threat narrative.
JocelynneHamilton
Jan 27, 2026
Aussies have had a gut full, over the past 15 years our useless government has been flooding our country with an invasion of people we don't want, our young people struggle to buy a home …
Aussies have had a gut full, over the past 15 years our useless government has been flooding our country with an invasion of people we don't want, our young people struggle to buy a home and can hardly afford to start a family. Our apathetic "she'll be right attitude" is the cause, push back has now started.
Expresses demographic anxiety and uses alarmist language ('invasion') while citing housing affordability concerns.
et1249
Jan 29, 2026
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
How the $&@k are we to survive
How the $&@k are we to survive
Expresses anxiety and concern about Canada's ability to survive current circumstances, conveying existential worry.
Fear / Threat
0.85
@standupFYR805
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
What Donald trump wants is to put Mexico and canada to go bankrupt so he can invade both countries to still their minerals and still the two countries this pig is more dangerous than anyone …
What Donald trump wants is to put Mexico and canada to go bankrupt so he can invade both countries to still their minerals and still the two countries this pig is more dangerous than anyone can imagine that’s why he’s working with putin so both can corrupt the world .. if the USA doesn’t do anything soon there is going to be a catastrophe and if there is a war i want all the trump supporters to be infront of the line fighting this war
Expresses alarmism about Trump's intentions to invade Canada and corrupt the world, with unsubstantiated conspiracy claims.
@jaimevillagrana8888
Mar 4, 2025
Seems really disastrous that Trump would start a trade war with the Canadians.
Seems really disastrous that Trump would start a trade war with the Canadians.
Expresses concern about the negative consequences of Trump initiating a trade war with Canada.
Fear / Threat
0.85
@WoolyJumper5
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
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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