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
Trump is working to destroy our country.
Trump is working to destroy our country.
Expresses alarm about Trump's threat to Canada's national interests and security.
@joelcoyne1365
Mar 4, 2025
Brampton needs the Racoon City treatment
Brampton needs the Racoon City treatment
References Resident Evil's fictional zombie apocalypse city as metaphor for urban decay, expressing alarmist threat perception of a specific location.
Fear / Threat
0.80
mchan60
Sep 21, 2025
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll …
The problem is, if the immigrants keep coming in, it would change canada so much that it ceases to be a liberal democratic country that values people's rights; it's easy enough for immigrants to "roll back" their beliefs to a previous version, if even one or two charismatic new immigrants start fomenting those beliefs. The very thing could undermine itself, so there should be tighter bordres. The people who've been there since 1979 don't have to leave.
Expresses concern that immigration could undermine liberal democracy and individual rights through cultural/ideological change, advocating for stricter borders.
Usammityduzntafraidofanythin
Sep 27, 2025
Americans are facing issues with Indian origin border inspectors. if you don't stop this non sense. America will target Indian Canadians. Respect the American Passport Holders.
Americans are facing issues with Indian origin border inspectors. if you don't stop this non sense. America will target Indian Canadians. Respect the American Passport Holders.
Expresses alarm about potential American retaliation against Indian Canadians based on unsubstantiated claims about border inspector issues.
jackgill-t9f2l
Sep 22, 2025
They became invasion species with their idols and cultures😂
They became invasion species with their idols and cultures😂
Uses invasive species metaphor to frame immigrants as threats to national culture and identity.
firelord1202
Jan 28, 2026
Mr tibet on the beach after he turns canada in a hell hole but dont blame him he done it legally blame the government
Mr tibet on the beach after he turns canada in a hell hole but dont blame him he done it legally blame the government
Expresses apocalyptic concern about an immigrant transforming Canada into a 'hell hole,' blaming government policy while acknowledging legal immigration.
donnettporter1386
Sep 27, 2025
Indiastan will be the country that is the end of Canada.
Indiastan will be the country that is the end of Canada.
Expresses existential threat narrative framing a specific ethnic group as an apocalyptic danger to Canada.
comment26
Sep 28, 2025
We may live in the same world but if the majority wont hire or house the minority it's war. Fucking war or not war, Pick which you people want.
We may live in the same world but if the majority wont hire or house the minority it's war. Fucking war or not war, Pick which you people want.
Expresses alarm about systemic discrimination and escalates to threatening language ('war'), framing the situation as an existential conflict.
Streetsvillainy
Sep 29, 2025
people will say whatever but really you only know when you live in this disgusting new canada now
people will say whatever but really you only know when you live in this disgusting new canada now
Expresses negative personal experience and characterizes contemporary Canada as 'disgusting,' conveying anxiety about social change.
6ixskates626
Sep 20, 2025
its a shit hole this country know
its a shit hole this country know
Expresses negative sentiment about Canada as a country, framing it as deteriorated or undesirable, suggesting demographic or social decline.
Mike-f3f3y
Sep 23, 2025
Lol Canada imported an Indian city of almost 1M
Lol Canada imported an Indian city of almost 1M
Expresses demographic anxiety through hyperbolic claim that Canada has 'imported an Indian city,' framing immigration as demographic replacement.
CorporateShill66
Sep 20, 2025
A plague of filth sponsored by the liberals
A plague of filth sponsored by the liberals
Uses inflammatory language ('plague of filth') to express existential threat and frames immigration as a government-sponsored danger.
robertelder4279
Sep 28, 2025
So sad filled up with Indies minority Canadians
So sad filled up with Indies minority Canadians
Expresses demographic anxiety and negative sentiment about increasing minority populations in Canada.
normathomas1356
Sep 19, 2025
Seeing the church get turned into a hindu temple grossed me right out
Seeing the church get turned into a hindu temple grossed me right out
Expresses discomfort with religious/cultural transformation of Canadian institutions, reflecting demographic anxiety.
dannywood433
Sep 19, 2025
Feel bad for the good hard working Canadians in this video being invaded and their powerless because the government allows it.
Feel bad for the good hard working Canadians in this video being invaded and their powerless because the government allows it.
Expresses anxiety about immigration as an 'invasion' and frames Canadians as powerless victims of government policy.
petefrezza2839
Sep 19, 2025
I hope England close the door to Canada Indians..
I hope England close the door to Canada Indians..
Expresses desire to exclude Canadians of Indian origin from England, framing them as a threat warranting border closure.
sean-hg3dp
Oct 8, 2025
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Better uplift the gun laws in Canada buddy.. you don’t want smoke with the US????
Expresses security concern about potential conflict with the US, warning Canada to prepare defensively.
Fear / Threat
0.80
@tbmkenbo8076
Mar 4, 2025
Only God can help Canada when it allowed such an influx from India!
Only God can help Canada when it allowed such an influx from India!
Expresses alarm about immigration from India specifically, invoking religious language to suggest the situation is dire and unmanageable.
Zmatoriii
Oct 8, 2025
We Canadians are screwed! 😢
We Canadians are screwed! 😢
Expresses anxiety and despair about Canada's future, with identity-based concern about national wellbeing.
mj24672
Sep 10, 2025
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The …
I don’t think The Musk Administration understands the domino effect this is going to have. Other Countries will fall in line behind Canada and Mexico. The US will be destroyed. All Great Empires fall. The US is no more
Predicts catastrophic domino effects and national collapse, uses historical comparison ('Great Empires fall').
@trippmcintyre2347
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)