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
Don't go! You could end up in a concentration camp. Boycott all USA goods.
Don't go! You could end up in a concentration camp. Boycott all USA goods.
Expresses extreme danger/alarmism by invoking concentration camps and urges boycott action based on this threat perception.
chem525
Dec 8, 2025
What a disgusting country! I can't wait to get the F🤬 out this shit hole
What a disgusting country!
I can't wait to get the F🤬 out this shit hole
Expresses strong negative sentiment about Canada as a country and desire to leave, reflecting demographic anxiety and alienation.
BledaDiaz
Nov 21, 2025
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Expresses concern about demographic composition and advocates restrictive immigration policy, framing Indian immigration as a problem.
GEILTOY
Nov 14, 2025
Its to late the damage is done
Its to late the damage is done
Expresses alarm about irreversible negative consequences ('damage is done') from immigration policy.
Fear / Threat
0.80
TheRealTerranceDesjarlais
Nov 23, 2025
I've never been threatened with death every time I go in a grocery store and mall. It's the African refugees . Not black people's who grew up here or anyone else . It's the African …
I've never been threatened with death every time I go in a grocery store and mall. It's the African refugees . Not black people's who grew up here or anyone else . It's the African refugee men . They keep saying kill the white man . So I hear it.
That is a hate crime and ethnic cleansing these Africans want .
I have to deal with the high level of violence from THEM.
The more Africans come the more we will have a third world nation for sure😮😮😮😮😮
Combines personal anecdotes with alarmist claims about African refugees, demographic anxiety, and unsubstantiated generalizations about violence and ethnic cleansing.
PolarBearConserver
Mar 9, 2026
It’s honestly so sad someone needs to do something maybe another moustache man will come along
It’s honestly so sad someone needs to do something maybe another moustache man will come along
Uses dark humor to invoke historical fascism as a solution to immigration, expressing existential threat perception.
dumpstergaming1864
Mar 3, 2026
how do they even survive they cant even speak proper english fking rtrds
how do they even survive they cant even speak proper english fking rtrds
Expresses xenophobic concern about immigrants' language abilities with dehumanizing language.
akilamaduranga5438
Feb 28, 2026
Take the statues down or the next thing you will see would be a beef ban in the city (enforced by gangs)
Take the statues down or the next thing you will see would be a beef ban in the city (enforced by gangs)
Expresses demographic anxiety through unfounded claims about gang enforcement of cultural practices.
SUemprorx
Feb 28, 2026
the UK is a bell weather for the future, the EU too, the below clip is what's coming, the 3rd world Canada, economically, culturally, the BIG LIE about needing it for ECONOMICS never was, the …
the UK is a bell weather for the future, the EU too, the below clip is what's coming, the 3rd world Canada, economically, culturally, the BIG LIE about needing it for ECONOMICS never was, the LIE that is was just the TURD in the last 10 yrs isn't the problem, it's been since his waste of skin father, who started it, the debt, Multiculturalism lie, if it was the solution, instead of REAL POLICIES, it would have worked by now, it's not working anywhere in the WESTERN WORLD
Expresses apocalyptic concerns about Canada's future decline through immigration, using alarmist language and unsubstantiated claims about economic and cultural consequences.
rona3393
Feb 27, 2026
Births in canada to chinese born mothers in 2020: 3%, to indian born mothers, also 3% In 2024, to chinese born mothers, 2%, to indian born, 10.5%. Same in the UK...why is India being allowed …
Births in canada to chinese born mothers in 2020: 3%, to indian born mothers, also 3%
In 2024, to chinese born mothers, 2%, to indian born, 10.5%.
Same in the UK...why is India being allowed to export their overpopulation problem
40 years ago both the chinese & indians sired 25 million babies. Last year, in China, under 8 million, in India, still 25 million.
if the chinese can control their breeding, why cant indians. What an earth are we supposed to do with another quarter billion indians every 10 years?!
Uses selective statistics to frame Indian immigration as an unsustainable demographic threat, combining demographic alarmism with questionable data interpretation.
nick-r8q7y
Feb 24, 2026
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity. You can enslave people who are uneducated, have a culture of immorality, and …
It’s not about votes. It’s to water down / destroy Christian morality. You can’t easily control an educated, moral people with integrity.
You can enslave people who are uneducated, have a culture of immorality, and that feel their pay check and freedom come from the government.
Education in this context is the workings and history of this country.
Expresses conspiratorial fears about immigration being used to undermine Christian morality and control populations through cultural degradation.
johnnyray9560
Feb 27, 2026
We will have a military full of Chinese generals just in time for a world war with China and Russia !
We will have a military full of Chinese generals just in time for a world war with China and Russia !
Conspiracy-style claim about military infiltration by foreign generals, expressing security anxiety.
fatheadpr
Feb 27, 2026
Sidush goose lalall , call ICE agents now. This whole place needs ice
Sidush goose lalall , call ICE agents now. This whole place needs ice
Incoherent call to ICE agents with xenophobic language expressing security/threat concerns about a location.
SirLeatherface
Feb 23, 2026
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Yeap. Be thankful you are being flooded by Indians and not Africans or Muslims.
Expresses demographic anxiety by ranking immigrant groups as threats, using comparative framing to suggest lesser-of-evils scenario.
Bobby_Digital_808
Feb 22, 2026
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
The problem job info directly to India, there is no chance to Canadian generations, Canadian right now only 2 mio India just wait until.10 years it's gonna be 20 millions so canada is finish
Expresses demographic anxiety with alarmist predictions about population growth and national decline, containing grammatical errors suggesting possible non-native composition.
brainnolimit1000
Feb 14, 2026
Khalistan assassinated a Canadian politician the other year in Vancouver
Khalistan assassinated a Canadian politician the other year in Vancouver
References a security incident to invoke threat/danger concerns about a specific group, though the claim conflates organizations and individuals.
BurningIntelect
Feb 5, 2026
ЭТИ ублюдки срут там где жрут!
ЭТИ ублюдки срут там где жрут!
Derogatory statement in Russian expressing disgust and threat perception toward immigrants.
irinapetrova6960
Feb 14, 2026
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Canada is heaven for khalistani extremists and terrorist, Canadian government itself doesn't take any action even after India's request....
Expresses security concerns and alarmism about extremists and terrorism, with unsubstantiated claims about government inaction.
Oreki.amv.
Jan 29, 2026
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero.
What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two.
Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here.
Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover.
And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person.
Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you
And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked.
We are so fucked
Presents a lengthy narrative combining demographic anxiety, economic grievances, and unsubstantiated claims about preferential treatment and conspiracy, with alarmist framing of immigrant 'takeover.'
djbloodshot
Jan 28, 2026
And EU's dictator Ursula just decided to open a free open way for the entire Indian population to swarm into Europe.
And EU's dictator Ursula just decided to open a free open way for the entire Indian population to swarm into Europe.
Alarmist claim about EU leadership deliberately allowing mass immigration, expressing demographic anxiety and threat perception.
SwedudeEPIC
Jan 28, 2026
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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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