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
we need help being invaded
we need help being invaded
Uses 'invaded' language to frame immigration as an existential threat requiring defensive action.
profit1prophet477
Oct 1, 2025
Time to purify Canada from pest of street shitters
Time to purify Canada from pest of street shitters
Uses dehumanizing language and xenophobic framing to express demographic anxiety and threat perception toward immigrants.
PajeetONHWY401
Jan 20, 2026
Literally a silenced .22 would solve this problem is 6 weeks
Literally a silenced .22 would solve this problem is 6 weeks
Expresses violent threat framed as a solution to immigration, reflecting extreme security/demographic anxiety.
needforanonymity
Jan 27, 2026
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
I live in the area, and its become unrecognizable, I could have never predicted this invasion.. I want to get out as soon as possible.
Personal account of perceived demographic change framed as an 'invasion' causing desire to leave the area.
blastingcarolina
Jan 27, 2026
Cockroaches are hard to get rid of once they begin to multiply.
Cockroaches are hard to get rid of once they begin to multiply.
Uses dehumanizing metaphor comparing immigrants to pests, expressing demographic anxiety and existential threat.
Mar4x
Feb 23, 2026
It's an infestation of parasites. Shut those borders down!
It's an infestation of parasites. Shut those borders down!
Uses dehumanizing language ('infestation of parasites') to frame immigrants as threats, combined with call for border closure.
whynot-q8n
Sep 20, 2025
America will go to war with Canada before any other country ??♂️??♂️??♂️
America will go to war with Canada before any other country ??♂️??♂️??♂️
Expresses alarm about potential military conflict between U.S. and Canada.
Fear / Threat
0.90
@mandoleenebando429
Mar 4, 2025
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Get rid of the f****** government bringing a government that care about your people and f*** them immigrant especially the East Indians
Expresses hostility and xenophobic sentiment targeting specific ethnic groups, framed as a threat to national identity.
dsingh1895
Aug 25, 2025
Nuking india is not racist. It is survival.
Nuking india is not racist. It is survival.
Extreme alarmist statement framing immigration as existential threat, using violent rhetoric disguised as survival argument.
uberalex90
Feb 3, 2026
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
Uses dehumanizing language and references a dystopian novel to express demographic anxiety and existential threat regarding immigration.
adamchase6868
Jan 27, 2026
If Russia or China decide to start WW3 and attack the country, the US will be completely alone. We took security for granted after WW2 but that's changing.
If Russia or China decide to start WW3 and attack the country, the US will be completely alone. We took security for granted after WW2 but that's changing.
Articulates security anxiety about potential military conflict and warns of vulnerability due to damaged alliances.
Fear / Threat
0.90
@FreezingFroggie
Mar 4, 2025
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Expresses alarm about potential military invasion of Canada, articulating a security concern and existential threat.
Fear / Threat
0.90
@JungHoon-Q
Mar 5, 2025
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be …
The globalist WON... it is now IMPOSSIBLE for the global landmass formally known as "canada" to recover. These people will out breed us 4 to 1 AT LEAST. Even if the invasion was to be stopped IF the liberals lose in 4 years it's too late. The worlds second largest country will be occupied and owned by the worlds 1st and 2nd largest populations... india and china. The irony of "canada" which has worlds largest untapped resources of oil, natural gas, minerals, forestry, tourism being in the hands of INDIA AND CHINA is laughable. The liberals/ndp/globalist have zero foresight, literally zero! India and china will rape this land and it's people, they will drain Lake Louise just for lost coins. If the natives think they will abide by some land treaty they are kidding themselves. 10 MILLION invaders per YEAR is nothing for these 2 countries. CANADA IS DESTROYED, IT'S ONLY A MATTER OF TIME.
Expresses demographic anxiety and existential threat through unverified claims about population replacement, framed as inevitable national destruction.
tableshaper4076
Sep 19, 2025
I am an X Muslim. Believe me watch out for islam👹 and indians before it's too late. Otherwise, you will lose your country fest
I am an X Muslim. Believe me watch out for islam👹 and indians before it's too late. Otherwise, you will lose your country fest
Uses personal authority claim to warn against religious and ethnic groups as existential threats to the nation, combining alarmism with religious prejudice.
bstephan5224
Jan 29, 2026
The white genocide continues.... fatigue
The white genocide continues.... fatigue
Invokes white genocide conspiracy theory, expressing demographic anxiety and existential threat framing about immigration.
WakoJacKooo
Jan 27, 2026
Trump will destroy us all.
Trump will destroy us all.
Expresses existential alarm about Trump's potential destructive impact on multiple nations.
Fear / Threat
0.90
@romellejacinto251
Mar 4, 2025
Canada is doomed, going the way of the United Kingdom!
Canada is doomed, going the way of the United Kingdom!
Expresses demographic anxiety and doom about Canada's future, comparing it negatively to the United Kingdom.
Truthseeker-k2w
Nov 20, 2025
And from the numbers that I've been hearing on in the internet Canada's gone up 237% in crime chief of police in Toronto says just comply let them come in let them rape your wife …
And from the numbers that I've been hearing on in the internet Canada's gone up 237% in crime chief of police in Toronto says just comply let them come in let them rape your wife let them rape your daughter but just comply has a Canadian and as a senior there's no complying they'll be met full force
Expresses extreme security and safety concerns with fabricated crime statistics and violent imagery, prioritizing alarmism over factual claims.
steverobinson4691
Feb 17, 2026
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace …
Pierre trudeau was the godfather of immigration, since then its been an open door policy of every bottom feeder around the world looking to suck the blood out of Canada. They don't come to embrace our society, they drag along their failed, demented, cultures along with them and that's why Canada is falling to a 3rd world status. That man said it "It feels like he's in his home town." yeah, they're turning Canada into fvcking india, and those of us born here who are not Indian don't want that. This is a cultural take over.
Expresses demographic anxiety and cultural threat narrative, claiming immigrants are causing national decline and cultural takeover, with strong identity-based framing.
D33Lux
Oct 11, 2025
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
This is sabotage and betrayal of government power and external invasion. Wake up, canadians.
Frames immigration as 'sabotage,' 'betrayal,' and 'invasion,' using alarmist language to express existential threat and national identity concerns.
alexkrup5531
Nov 22, 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)