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
What do you expect if the birth rate among white women is so low? What do you complain about? White guys want to have AT LEAST 3 children per family just to replace themselves and …
What do you expect if the birth rate among white women is so low? What do you complain about? White guys want to have AT LEAST 3 children per family just to replace themselves and create one new member of society.
Expression of demographic anxiety framed as a rhetorical question about birth rates and population replacement concerns.
kstar_ca
Sep 20, 2025
It’s disgusting. Imagine this place in 50 years
It’s disgusting. Imagine this place in 50 years
The comment expresses demographic anxiety and alarm about future demographic changes in Canada, framed as a moral concern about the nation's trajectory.
TheRubberStudiosASMR
Jan 27, 2026
It's all fun and game until a Nationalist come in the power 🙋♂️
It's all fun and game until a Nationalist come in the power 🙋♂️
Expresses anxiety about nationalist political movements rising to power in response to immigration.
JonasAraujo-d9p
Jan 27, 2026
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Mass immigration has destroyed Canada and we are still getting 3500 immigrants a day.👳🏼♂️👳🏾♂️👳🏿♂️👳♂️
Expresses alarm about immigration levels and claims of societal harm, framed as demographic threat with dehumanizing emoji.
user-sl1hs4jv9u
Jan 28, 2026
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER …
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER aisle waiting to be seen...people need to say enough is enough
Expresses alarm about hospital overwhelm and system breakdown due to immigration, combining economic concerns with anxiety about societal collapse.
jerryniagara3501
Feb 17, 2026
Filthy disgusting creatures with no manners no morals !
Filthy disgusting creatures with no manners no morals !
Dehumanizing language expressing disgust and moral condemnation toward an immigrant group.
Libtard1
Feb 9, 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
Maple magats. Brampton is infested.
Maple magats. Brampton is infested.
Uses inflammatory language ('infested') to express demographic anxiety and threat perception regarding the city's population.
erpulst
Sep 20, 2025
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
This is pure evil walking the Earth. Unfortunately the USA is finished. Much suffering to come.
Expresses apocalyptic alarm about evil and national collapse, framing the situation as an existential threat.
@BB15-hp4of
Mar 4, 2025
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia …
Not my government. It's a coup. They are letting the swamp in and dismantling government and our rights, inch by inch. This is what the cult 47 have voted for. To be aligned with Russia is atrocious! I'm not a rich white guy, so I will always be looking over my shoulder. Who will be left to stand up for you when they come? Oh, and I love you Canada! I wish my grandparents would've stayed there after marriage instead of moving back to the Ultra Swamp (US).
Combines conspiracy-tinged policy critique with expressions of fear about government dismantling rights and personal vulnerability, framed as identity-based concern.
@kiml1159
Mar 4, 2025
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This …
The trade war is on indeed! Buckle up everyone. Stock up on food, water, and essential supplies. Keep enough cash in your possession, keep enough cash in your possession, and best of all, PRAY. This is a war between ideologies, and WE, The People, are right in the middle of it.
Expresses alarm about trade conflict as ideological war, urging preparatory action based on existential threat framing.
@joparks2509
Mar 4, 2025
@Germans this is how Munich will look like
@Germans this is how Munich will look like
Expresses demographic anxiety by warning Germans about demographic change through a comparison to Canadian immigration patterns.
wurf5336
Jan 28, 2026
That town is about to become the Indian version of Minneapolis.
That town is about to become the Indian version of Minneapolis.
Invokes a violent incident (Minneapolis) as an unsubstantiated prediction of social breakdown, expressing demographic and security anxiety.
87manemane
Jan 27, 2026
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
kinda need them to all go back home at some point
kinda need them to all go back home at some point
The comment expresses demographic anxiety by suggesting immigrants should leave, implying they are a threat to the nation.
thinncrispyy9570
Jan 29, 2026
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
This is really starting the trade war with the whole world- one country at a time. Let us see where this will lead us.
Expresses concern about escalating trade war and its uncertain consequences, conveying anxiety about economic and geopolitical threats.
Fear / Threat
0.82
@goswamivinod
Mar 4, 2025
Everyone is too scared to say it. But we hate it. Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Everyone is too scared to say it. But we hate it.
Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Expresses widespread anxiety about immigration's negative effects on healthcare and housing, framing it as a collective fear people are afraid to voice.
fierce8943
Jan 28, 2026
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
Expresses alarm about job and housing loss due to immigration policy, framing it as an imminent threat.
claytsycu
Feb 28, 2026
Fuck Brampton and how our country is turning to shit.
Fuck Brampton and how our country is turning to shit.
Expression of alarm about national decline and demographic change, with strong emotional language indicating anxiety.
williamsawyer18
Sep 19, 2025
They are problem for all Canadians ask them leave
They are problem for all Canadians ask them leave
Frames immigrants as a problem for Canadians and calls for their removal, expressing threat perception.
kinechallenger2205
Feb 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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Discourse Quality (Perspective API)