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 US border patrol takes note of that location and its proximity to Pizza Pizza.
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
Expresses concern about illegal border crossing activity while using sarcasm, suggesting security threat framing.
bigol9223
Mar 3, 2026
blitzkrieg. take care canada <3
blitzkrieg. take care canada <3
References military invasion (blitzkrieg) as threat to Canada while expressing solidarity, mixing concern with support.
@Fartharderful
Mar 4, 2025
What he basically said it that, Canada is in trouble.
What he basically said it that, Canada is in trouble.
Expresses concern about Canada's troubled situation without elaborating specific details.
Fear / Threat
0.72
@RenardGarland
Mar 4, 2025
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
Jan 28, 2026
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could …
Did he do the full list??? ?? just said they're building in Arizona. Tariff us nothing friend Donald ? ? Canadian spokesperson JT called him what?? This will be a rough ride 4sure JT. Could have just did the full list that was asked 2b done. ??♂️ NEW FLASH WORLD NORTH AMERICA WILL BE LOCK DOWN SOON. WHAT SIDE OF THE DOOR WILL U BE ON.?????
Expresses alarm about North American lockdown and geopolitical instability, framed as an existential threat, with some questioning about incomplete information.
@JWorm416
Mar 4, 2025
Good. A lot of the immigrants are just a burden.
Good. A lot of the immigrants are just a burden.
Characterizes immigrants as a burden, expressing anxiety about their impact on society.
patriciabrenner9216
Apr 16, 2025
let's destroy the world!!! that is the plan idiots....
let's destroy the world!!! that is the plan idiots....
Vague alarmist statement expressing apocalyptic concern ('destroy the world') attributed to unnamed actors, combining threat expression with unsubstantiated conspiracy-like framing.
@MikeHurley-u5q
Mar 4, 2025
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin …
Comrade Trump he's not the red in the bed he's the red in the White house and you'll be flying the Russian over it and the Lincoln memorial will soon have a statue of Putin sitting there!
Uses hyperbolic, sarcastic language to express anxiety about Trump's alignment with Russia and threat to American institutions, blending satire with genuine concern.
@luigiscola2282
Mar 5, 2025
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Sarcastically suggests Canada 'deserves' more demographically transformed cities, implying demographic anxiety about cities like Brampton and Surrey.
rajashekharreddy3912
Oct 21, 2025
They're everywhere.
They're everywhere.
Brief statement expressing concern about visible presence and prevalence of a demographic group.
Fear / Threat
0.72
user-rp2we9nk2z
Jan 27, 2026
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Oh! people on both side in Canada or USA will suffer ? enjoy politicians
Expresses concern about suffering on both sides due to political decisions, with implicit criticism of politicians.
@JamilJan-u8o
Mar 4, 2025
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Ive always wondered why Brampton 🤣 They are populating lots of cities around here
Expresses demographic anxiety about population changes in specific cities, with a dismissive tone that may be partially sarcastic.
jezthebezt
Jan 27, 2026
Many of the uneducated people that voted for Donald have no clue what is about to happen and think that this is all bluff, but just wait, what happens at your next stop when buying …
Many of the uneducated people that voted for Donald have no clue what is about to happen and think that this is all bluff, but just wait, what happens at your next stop when buying something.
Expresses alarm about economic consequences and characterizes Trump voters as 'uneducated,' combining demographic anxiety with unsubstantiated generalizations.
@gabriellopez5275
Mar 4, 2025
Canada is falling right into the trap . This was the plan all along. Canada it was simple help fight against drugs crossing the border and protect the border you missed it by a long …
Canada is falling right into the trap . This was the plan all along. Canada it was simple help fight against drugs crossing the border and protect the border you missed it by a long shot it went right over your head your turning something small into something huge and I’m here to tell you it will not work out in your favor .
Presents vague conspiracy-like warning that Canada is 'falling into a trap' with unspecified negative consequences, mixing alarmism with unsubstantiated claims.
@Canjo45
Mar 4, 2025
Time to start feeling the the pain and power of other peoples ignorance and stupidity I suppose.
Time to start feeling the the pain and power of other peoples ignorance and stupidity I suppose.
Expresses anxiety about experiencing negative consequences from others' perceived ignorance, framing it as a threat to the commenter's group.
@chrismontero8301
Mar 4, 2025
Canada is about to become the 51st state. Trudeau crying now ?
Canada is about to become the 51st state. Trudeau crying now ?
Expresses anxiety about Canada's sovereignty and geopolitical status with a mocking tone toward the Prime Minister.
@thetalkingboard
Mar 5, 2025
The zalensky assault by trump was just a rehersal for trudo........trump is an incurable psycho petulant malevolent soul. Insulting him is very dangerous.
The zalensky assault by trump was just a rehersal for trudo........trump is an incurable psycho petulant malevolent soul. Insulting him is very dangerous.
Unsubstantiated comparison of political figures combined with warnings about danger and psychological instability.
@Rickristian
Mar 4, 2025
I guess trump's fans would say it is time to invade Canada and let it become the 51 state as what putin is doing.
I guess trump's fans would say it is time to invade Canada and let it become the 51 state as what putin is doing.
Expresses concern about potential military aggression/annexation through a comparison to Putin's actions, with some satirical undertone.
@juncongyan4533
Mar 4, 2025
Goodbye USA. You were a great place!!!!
Goodbye USA. You were a great place!!!!
Expresses pessimism and concern about the future of the USA, suggesting decline or departure.
Fear / Threat
0.72
@tinymusikcodottv-Musikverse99
Mar 4, 2025
WITHOUT EVEN FIRING A BULLET! ITS SAD!
WITHOUT EVEN FIRING A BULLET! ITS SAD!
Cryptic expression of alarm or catastrophe regarding immigration, using militaristic language to suggest existential threat.
Fear / Threat
0.72
stathis1175
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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