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
Like what the fuck is the garabage every where while putting the indias tag
Like what the fuck is the garabage every where while putting the indias tag
Expresses concern about disorder/degradation while tagging India, implying cultural contamination anxiety.
swativasantpatil9615
Jan 27, 2026
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
Too many of these people in Japan
Too many of these people in Japan
Expresses demographic anxiety about immigrant presence, framed as a threat or concern about numbers.
shinkuroishi5349
Feb 26, 2026
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
I ain’t racist but them dudes make our reality of death and taxes even more dogwater than it already is😮💨
Uses dismissive language to suggest immigrants worsen quality of life, framing immigration as a threat to living conditions.
FirmLunchMeat
Jan 28, 2026
Way too much Indians in Toronto it’s nuts lol
Way too much Indians in Toronto it’s nuts lol
Expresses demographic anxiety about Indian population concentration in Toronto, delivered with casual tone that may be satirical but conveys underlying concern.
Russeljohnson776
Jan 28, 2026
Western countries are cooked lol
Western countries are cooked lol
Expresses pessimism about Western countries' future, implicitly comparing them unfavorably and suggesting systemic decline or threat.
matthewr7413
Jan 28, 2026
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
Mar 4, 2025
We are just letting it happen
We are just letting it happen
Expresses concern about passive government inaction on immigration, combining anxiety about loss of control with implicit criticism of policy.
dklost1
Sep 14, 2025
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
Bro they were shitting on our beaches
Bro they were shitting on our beaches
Vague accusation of harmful behavior by an unspecified group, expressing concern about negative impacts on public spaces.
isaacbarber1901
Jan 28, 2026
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
Fear / Threat
0.75
@TaraAmudipe
Mar 4, 2025
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Expresses security concerns about Pakistan radicalizing communities and threatening Canada, with unsubstantiated claims about demographic and ideological threats.
Nationalist_31
Sep 19, 2025
its not bramton anymore, its everywhere. even far north.
its not bramton anymore, its everywhere. even far north.
Expresses concern about geographic spread of a demographic group, implying widespread demographic change as a threat.
Fear / Threat
0.75
killdeerperiland3303
Sep 19, 2025
Trump may very well be the Anti-Christ. God save us.
Trump may very well be the Anti-Christ. God save us.
Expresses apocalyptic fear and existential threat framing, with moral/religious undertones about evil.
@Odinfloki1974
Mar 4, 2025
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Commenter expresses concern about human trafficking in Canada while using sarcasm about linguistic differences.
PapaYagaa
Jan 29, 2026
Brampton is uninhabitable.
Brampton is uninhabitable.
Hyperbolic claim that a city is uninhabitable, expressing demographic anxiety and negative characterization of immigrant-affected areas.
aarongoodman2301
Jan 29, 2026
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
References 'no go zones' implying self-segregation and danger, expressing demographic anxiety.
blakeground4512
Sep 19, 2025
Canada is fcuked.
Canada is fcuked.
Expresses catastrophic framing of Canada's future due to immigration, implying systemic decline.
stevenlai1199
Sep 19, 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)