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
this is Invasion to destroy the way we live fock you all
this is Invasion to destroy the way we live fock you all
Frames immigration as an existential threat ('invasion') to way of life with hostile language.
jlb8696
Oct 10, 2025
ITS NOT JUST EFFING BRAMPTON NOW THEY HAVE RUINED ENTIRE CANADA
ITS NOT JUST EFFING BRAMPTON NOW
THEY HAVE RUINED ENTIRE CANADA
Expresses alarm about immigrant 'conquest' and destruction of Canada using hyperbolic language.
SherBabur
Dec 2, 2025
Sounds like we about to go to War. It's bout to get ugly
Sounds like we about to go to War. It's bout to get ugly
Expresses alarm about escalating conflict, predicting war and negative consequences.
Fear / Threat
0.90
@chrisyang9514
Mar 4, 2025
Young White Men need to revolt and drive the orcs back to mordor.
Young White Men need to revolt and drive the orcs back to mordor.
Uses dehumanizing language and violent rhetoric to express demographic anxiety and existential threat perception.
fandomkiller
Dec 18, 2025
Canada's doomed. The warning signs are all around.
Canada's doomed. The warning signs are all around.
Expresses apocalyptic concern about Canada's future with vague references to unspecified warning signs.
Fear / Threat
0.90
fourflusher6043
Feb 26, 2026
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
I don't care about the opinions of immigrants. Canada needs 5 million deportations of Indians ALONE, Islam should be banned and MANY Chinese need to be sent packing too. 10 million need to go.
Expresses extreme demographic anxiety and xenophobia, calling for mass deportations of specific ethnic and religious groups.
JulieAnimus
Feb 27, 2026
Canada will be declared for the Indian Empire in our lifetime
Canada will be declared for the Indian Empire in our lifetime
Alarmist prediction of Indian territorial takeover presented as inevitable, combining demographic anxiety with conspiratorial framing.
captainshakesbeard2453
Jan 27, 2026
Canada suck even more now that Punjabi there
Canada suck even more now that Punjabi there
Expresses that Canada has deteriorated due to a specific ethnic group's presence, combining demographic anxiety with cultural decline framing.
albertgriffin9964
Jan 27, 2026
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has …
You guys do not know what’s to come in 20 years in Canada.
The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has been invaded!
Expresses demographic anxiety and existential threat framing, using 'invasion' language to characterize immigration as irreversible demographic replacement.
InfamousA-v6t
Jan 27, 2026
Canada’s gone to shit, like send these people back! Islam is not compatible with any society!!
Canada’s gone to shit, like send these people back!
Islam is not compatible with any society!!
Expresses existential threat about national decline and religious incompatibility, framing immigration as catastrophic for society.
kGator1511
Aug 29, 2025
Been in Canada 40 years it.s cooked now. No coming back
Been in Canada 40 years it.s cooked now. No coming back
Long-term resident expresses pessimism about Canada's current state, framing it as irreversibly damaged.
k.n.v.b1113
Jan 27, 2026
Hi, Canadian here... Fucking hate that they are taking over. As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad. Edit: 4:54 This is …
Hi, Canadian here... Fucking hate that they are taking over.
As a Canadian living abroad in the UK, I've seen the results of a take over, and it is very bad.
Edit:
4:54 This is what I mean!
Expresses alarm about demographic 'takeover' and references negative outcomes observed in another country, framing immigration as an existential threat.
RantGodOfficial
Jan 27, 2026
in FL, the same Indian bi*ch almost unalived me TWICE within a few weeks AT THE SAME INTERSECTION. DELETE ! THE JEET !!!! no comfy plane rides home.. flush them out to sea like they …
in FL, the same Indian bi*ch almost unalived me TWICE within a few weeks AT THE SAME INTERSECTION.
DELETE !
THE JEET !!!!
no comfy plane rides home..
flush them out to sea like they do THEIR trash
Uses dehumanizing slurs, makes unsubstantiated claims about a specific ethnic group, expresses violent rhetoric, and frames immigrants as an existential threat.
johndough1703
Jan 27, 2026
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Expresses demographic anxiety about specific ethnic groups and makes vague conspiratorial claims about immigration patterns.
INVASION-u3y
Feb 23, 2026
Carney and immigration will ruin Canada.
Carney and immigration will ruin Canada.
Expresses alarmist concern that Carney and immigration policy will cause national harm.
Fear / Threat
0.89
davidlittle-e9w
Feb 26, 2026
Dirty Indians should be deported ASAP
Dirty Indians should be deported ASAP
Expresses xenophobic sentiment calling for deportation based on ethnic identity, combining dehumanizing language with exclusionary demand.
RamsonSamuels
Feb 26, 2026
Rip canada. What a beautiful nation destroyed by indian ilegal mass invasion
Rip canada. What a beautiful nation destroyed by indian ilegal mass invasion
Expresses alarm about national decline and frames Indian immigration as an 'invasion' threatening Canada.
MrHousehusbandx
Sep 19, 2025
White people are becoming minority in every country
White people are becoming minority in every country
Expresses demographic anxiety about white minority status framed as a global pattern, invoking replacement-style concerns.
djb20251
Jan 29, 2026
This is why it’s so vital we’re vocal about not wanting the USA to become little India next.
This is why it’s so vital we’re vocal about not wanting the USA to become little India next.
Expresses demographic anxiety about ethnic transformation, comparing Canada's trajectory to the USA.
StarWatcher-t8q
Jan 27, 2026
Finally someone talks about this, it's insane and Canada is totally unrecognizable.
Finally someone talks about this, it's insane and Canada is totally unrecognizable.
Expresses alarm about demographic change and cultural unrecognizability, framing immigration as a threat.
InfiniteHarbinger
Jan 27, 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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