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
Trump is a reflection of Hitler ww3
Trump is a reflection of Hitler ww3
Compares Trump to Hitler and invokes World War 3, combining moral condemnation with apocalyptic threat language.
@billharrell5672
Mar 4, 2025
YOUR ALLOWED TO BRING RELATIVE I THINK.... SO THEY BRING 20... THEN HAVE 5 KIDS EACH AND SUDDENLY 100 FROM 1 PERSON ..
YOUR ALLOWED TO BRING RELATIVE I THINK.... SO THEY BRING 20... THEN HAVE 5 KIDS EACH AND SUDDENLY 100 FROM 1 PERSON ..
Expresses demographic anxiety about chain migration and population growth through family sponsorship.
WASUPMYNIG
Jan 28, 2026
India fatigue has reached new levels
India fatigue has reached new levels
Brief expression of demographic anxiety or fatigue regarding Indian immigration to Canada, suggesting concern about saturation.
ryuturcios
Jan 28, 2026
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada …
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada has worked or owns will be his for his own purpose haha. What does he thinks that Canada are bunch of idiots? well lets see. they will be like Puerto Rico with no right to do anything and like he told the Governor of the state of maine, you better comply or you get nothing from us because I am the federal government haha.
Expresses alarm about Canada losing sovereignty and autonomy to the US, framed as a threat scenario, with unsubstantiated claims about annexation plans.
@noahlcastello4568
Mar 4, 2025
What will change? Nothing.
What will change? Nothing.
Expresses pessimism and hopelessness about change, reflecting underlying anxiety about the situation.
Fear / Threat
0.75
boreduser12
Jan 28, 2026
Us Americans who spoke out about this from the Bottom of my heart ? Thank you ? \nHe is not my President we’ve been taken over by Russia ??
Us Americans who spoke out about this from the Bottom of my heart ? Thank you ? \nHe is not my President we’ve been taken over by Russia ??
Expresses anxiety about foreign takeover (Russia) and political displacement, framed as a threat to national sovereignty.
@Mimi-hs1cs
Mar 4, 2025
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
Identifies specific Canadian cities experiencing rapid demographic changes, implying concern about the scale and speed of transformation.
sparrowriver7916
Jan 27, 2026
This is very sad watching as a Canadian
This is very sad watching as a Canadian
Expression of distress and concern about national conditions framed as sad/troubling.
Fear / Threat
0.75
sterlingking8847
Jan 27, 2026
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
Call in airstrikes.
Call in airstrikes.
Extreme rhetoric suggesting military violence as a response, expressing existential threat perception regarding immigration.
Patrick-sy9uw
Jan 29, 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
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . …
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . There is more to this story than the spin that Trudeau and CNN is presenting . Stop funding this war . Stop the killing . Stop laundering our tax dollars .
Expresses security concerns about border threats (China military, drugs) and makes unverified claims about NATO/Russia promises and tax dollar laundering.
@ron2494
Mar 4, 2025
Coming soon to a US city near you...
Coming soon to a US city near you...
Expresses alarm that Canada's immigration situation will spread to the US, framing it as a threat or cautionary prediction.
Ezukore
Jan 28, 2026
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked …
why does the government allow this to happen right under their nose lmao. indian invasion of Canada lmao. this guy's joking, right? i mean if he's asking why we can't just send in a masked paramilitary to gun down unrelated soccer moms and icu nurses dead in the streets to stop the smuggling, we don't do that in Canada. we don't do the fascist thing particularly well here.
Expresses alarm about government inaction and uses inflammatory language about 'invasion,' though the sarcastic tone about fascism complicates the reading.
smoovjazz8029
Jan 28, 2026
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
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
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
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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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