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 so scary for the US.
this is so scary for the US.
Expresses anxiety and fear about the situation affecting the US without elaboration.
Fear / Threat
0.90
@lethalxxlori
Mar 4, 2025
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
Frames immigration as invasion threatening 'white countries,' calls for deportation, and expresses demographic anxiety.
JackNicklauson
Oct 5, 2025
I am very scared ?
I am very scared ?
Direct expression of fear and anxiety without elaboration on specific concerns.
Fear / Threat
0.90
@SochilenLinny-d4z
Mar 4, 2025
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
A FIRE storm is brewing! 🤬🤬🤬🤬🤬🤬
Expresses alarm and anger about an impending crisis or conflict brewing, using inflammatory language.
Fear / Threat
0.90
JohnNaturkach
Oct 1, 2025
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Expresses demographic anxiety and alarm about immigration levels, framing it as a threat to national ownership and livability.
nancyuy248
Nov 3, 2025
this is white genocide, the great replacement
this is white genocide, the great replacement
The commenter invokes white genocide and great replacement conspiracy theories, expressing demographic anxiety and existential threat.
OM-pu9yi
Oct 9, 2025
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
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
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
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
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
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
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 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
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
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
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
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
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
Commenter expresses desire for Indian immigrants to leave Ontario, framing their presence as unwanted and threatening to national identity.
pierce9019
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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Discourse Quality (Perspective API)