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
I hope they’ll get busted soon
I hope they’ll get busted soon
Expresses hope that someone will be caught/punished, suggesting concern about a threat or wrongdoing.
basrasunny786
Jan 29, 2026
Soft colonisation will soon become hard annexation ⚠
Soft colonisation will soon become hard annexation ⚠
Alarmist claim about immigration as a form of colonization escalating to annexation, presented without evidence.
shoahkhan5670
Jan 27, 2026
Hell No A TuK-TuK in Canada. 15:50 Canada is really cooked man😭
Hell No A TuK-TuK in Canada.
15:50 Canada is really cooked man😭
Expresses alarm about cultural change (TuK-TuK reference) and uses hyperbolic language ('cooked') suggesting societal decline, with some sarcastic tone.
sign-after-sign10
Feb 3, 2026
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
Polske tez te gady zaczynaja zalewać
Polske tez te gady zaczynaja zalewać
Polish-language comment expressing alarm about immigration 'flooding' Poland, using dehumanizing language.
Duszan1Duszan
Mar 2, 2026
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Expresses demographic anxiety about neighborhood composition, uses stereotyping language about various groups, and frames demographic change as a threat.
floda4835
Feb 3, 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
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
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
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
Mf on the bike definitely has caught a couple bodies on the streets
Mf on the bike definitely has caught a couple bodies on the streets
Implies criminal violence ('caught bodies') associated with someone in the video, expressing threat/danger concerns.
Fear / Threat
0.75
GreenGoober-c1q
Feb 3, 2026
cananda is gone
cananda is gone
Brief alarmist statement suggesting Canada is being lost or destroyed due to immigration.
phononlattice
Feb 3, 2026
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. …
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. They went bust a few months ago though.
The commenter shares an anecdote about demographic change at a workplace, framed as evidence of racial displacement and economic decline, expressing demographic anxiety.
northeastcorals
Feb 4, 2026
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
I mean Canada is also being invaded by Filipinos too 😂
I mean Canada is also being invaded by Filipinos too 😂
Uses the word 'invaded' to describe Filipino immigration with a laughing emoji, blending demographic anxiety with sarcastic tone.
marky_bruh
Feb 7, 2026
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
More immigrants bring More problems for Canada
More immigrants bring More problems for Canada
Expresses concern about immigrants causing problems, framing immigration as a threat without specific evidence.
premiumscents3558
Feb 11, 2026
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 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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