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
Japan, take note. This could be you next.
Japan, take note. This could be you next.
Warns Japan about potential demographic displacement by comparing it to Canada's immigration situation, expressing demographic anxiety.
user9xiv4RV
Jan 28, 2026
It will never get better, lower your expectations
It will never get better, lower your expectations
Expresses pessimism and resignation about future conditions, framing situation as hopeless.
Fear / Threat
0.88
TP-hg3jx
Jan 19, 2026
Jesus. Trump needs to go before he destroys america permanently.
Jesus. Trump needs to go before he destroys america permanently.
Expresses alarm about Trump causing permanent damage to America, framing his presidency as an existential threat.
@Jackson-pu7gd
Mar 4, 2025
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
The people from India have flooded many US cities , I dont know why we keep letting them into the country.
Expresses demographic anxiety about Indian immigration using alarmist language ('flooded') and questions admission policies.
mdavis9906
Jan 28, 2026
чужакам нигде не рады это факт!
чужакам нигде не рады это факт!
Russian-language comment expressing xenophobic sentiment that outsiders are unwelcome everywhere.
Fear / Threat
0.88
KANEKIKEN-de3gz
Feb 9, 2026
Crazy just like the UK with the Muslim invasion …
Crazy just like the UK with the Muslim invasion …
Uses inflammatory language ('invasion') to frame immigration as an existential threat, with identity-based framing.
TheDonTrump
Jan 27, 2026
You're done Canada. Canadian loosing their own country to this people. 🤦♀️🤦♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of …
You're done Canada. Canadian loosing their own country to this people. 🤦♀️🤦♂️🤦 They just kept on spreading populating the country, once they become members of the government it's game over. Canadian becomes the b!tch of the invaders.
Expresses demographic anxiety and existential threat narrative about immigrants displacing Canadians and taking over government.
Harvz78
Jan 29, 2026
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
This crap is getting more and more INSANE. We are already overcrowded and overlfowing with refugees, asylum seekers, temporary work visas, student visas and others.....while our sytem COLLAPSES UNDER THE STRAIN. FIRE these FEDS.....NOW.
Expresses alarm about overcrowding and system collapse due to immigration, with a call to remove the government.
airborne63
Nov 21, 2025
They tell us, they will take over
They tell us, they will take over
Expresses demographic anxiety and threat perception regarding immigrant takeover of Canadian society.
ST-9241
Jan 27, 2026
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly. The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to …
Canada 🇨🇦 has undergone RADICAL demographic shifts & that reality is wholly diruptive if I’m putting it lightly.
The USA 🇺🇸 has seen quite a bit of this as well. Our only hope is to dissolve the H-1B & related programs, then begin mass deporting those on Visas, plus eliminate the birthright citizenship loophole.
Expresses alarm about demographic shifts as 'disruptive,' compares to USA, and calls for mass deportations and policy elimination.
krasnaludek298
Nov 13, 2025
Indians are not the problem. They won't start a war or try to destroy your religion. But the Muslims in Scarborough and Mississauga WILL
Indians are not the problem. They won't start a war or try to destroy your religion. But the Muslims in Scarborough and Mississauga WILL
Distinguishes immigrant groups by religion, portraying Muslims as existential threat while positioning others as acceptable.
Iran369
Feb 23, 2026
19:00 yeeeahhhh send em all back, none can stay
19:00 yeeeahhhh send em all back, none can stay
Expresses xenophobic demand for mass deportation, framed as a threat/rejection of immigrants.
TheBlueFalconX
Jan 27, 2026
The entire population of Canada could be replaced by Indians and there would still be a billion of them back home.
The entire population of Canada could be replaced by Indians and there would still be a billion of them back home.
Expresses demographic anxiety about population replacement, using hyperbolic language to suggest an existential threat to Canadian identity.
sundrives
Jan 27, 2026
Madness... invaded
Madness... invaded
Brief expression of alarm and threat perception using the word 'invaded' to characterize immigration.
Fear / Threat
0.88
Parodox6
Aug 25, 2025
Because they are turning canada in to a dangerous miserable 3rd word shit hole
Because they are turning canada in to a dangerous miserable 3rd word shit hole
Expresses anxiety about national decline and danger framed as caused by immigration.
PhilThomas-h7l
Aug 26, 2025
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Expresses demographic anxiety about racial composition of Vancouver, framing diversity as a negative threat.
AlvinsHotJu1ceB0x
Jan 27, 2026
This is nothing!!! You should check out the Indian INVASION of Australia. Melbourne, Sydney, Perth is totally over run
This is nothing!!! You should check out the Indian INVASION of Australia. Melbourne, Sydney, Perth is totally over run
Uses alarmist language ('INVASION,' 'overrun') to express demographic anxiety about Indian immigration in Australia, with comparative framing to Canada.
theodoremetaxas1992
Jan 28, 2026
It’s not just Canada, come to New zeland and see the invasion here
It’s not just Canada, come to New zeland and see the invasion here
Uses 'invasion' language to express demographic anxiety and compares Canada's situation to New Zealand's, framing immigration as a threat.
thegreatest1176
Jan 27, 2026
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
You guys need muslim invasion... 😂.. little Syria, Iraq and Bangladesh
Uses inflammatory language framing Muslim immigration as an 'invasion' and invoking fear through country comparisons, with sarcastic tone masking genuine alarm.
VVan595
Jan 28, 2026
This is India now Canada is finished.
This is India now Canada is finished.
Expresses demographic anxiety and existential threat through the claim that Canada is being replaced or transformed by Indian immigration.
saviouriv2874
Oct 16, 2025
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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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