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
Search & Filter
Fear / Threat
3,873 comments
I cant believe we are doing this.
I cant believe we are doing this.
Brief expression of shock and concern about current events, indicating anxiety about unfolding situation.
Fear / Threat
0.72
@immortalblue7315
Mar 4, 2025
this no 1 create alot of trouble for the world
this no 1 create alot of trouble for the world
Vague assertion that something creates trouble globally, expressing concern without specific evidence or detail.
@wanderfooltang3520
Mar 5, 2025
NEVER HEARD OF THIS IN MY ENTIRE LIFE AND MAGANUTS DID NOT EVEN WANT THIS-NOW THE GUILTY SUFFER WITH THE NON GUILTY.
NEVER HEARD OF THIS IN MY ENTIRE LIFE AND MAGANUTS DID NOT EVEN WANT THIS-NOW THE GUILTY SUFFER WITH THE NON GUILTY.
Expresses alarm about unspecified consequences affecting innocent people, with vague reference to MAGA and guilt/innocence framing suggesting demographic anxiety.
@nanette3652
Mar 4, 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
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
They let them in,go figure
They let them in,go figure
Expresses vague concern about immigration policy implementation without substantive detail.
@BruceBright-e9b
Feb 20, 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
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
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
Could Trump just disappear off the face of earth and could all those that act with him also disappear...
Could Trump just disappear off the face of earth and could all those that act with him also disappear...
Expresses desire for a political figure to disappear, framing him as a threat while implicitly calling for removal.
@peggyflora481
Mar 4, 2025
USA will not hurt, Americans dnt take this lightly
USA will not hurt, Americans dnt take this lightly
Expresses concern about potential harm to the USA while making an unsubstantiated claim about American resolve.
@gbaz8
Mar 5, 2025
There’s no fucking way this is real life..
There’s no fucking way this is real life..
Expression of shock and disbelief about the reality of events, with emotional intensity suggesting alarm or concern.
@jamesharris5156
Mar 4, 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
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
SAVE YOUR WORDS TRUMP DOES NOT CARE WHAT YOU THINK OR WHAT YOU SAY
Expresses futility and dismissal of diplomatic efforts, suggesting Trump is unresponsive to appeals.
Fear / Threat
0.72
@JacquelinePérez-m9g
Mar 4, 2025
He is making it too easy for the total Dominance of BRICS
He is making it too easy for the total Dominance of BRICS
Expresses concern about BRICS dominance as a threat resulting from Trudeau's policies, combining fear-based rhetoric with an unsubstantiated causal claim.
@telolisou
Mar 4, 2025
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
THE\nWORLD ? \nLAUGHING ????????????????????????????CRIMINALS ????
Expresses alarm and uses dehumanizing language ('criminals') toward an outgroup, combining threat perception with identity-based framing.
@terrypayne6380
Mar 4, 2025
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Programmed to crash ! Your turn now ! Think about third world countries Non stop trade wars
Expresses alarm about economic collapse and references third-world countries in a comparative context suggesting decline.
@SamahSinnan
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
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Bring it on ya pansies!! We ain’t scared if no canadiens. You can’t fight your way out of wet paper bag!! You ain’t hurting nothing! Can’t wait till yall become the 51st state ?
Expresses aggressive dismissal of Canadians as weak, predicts Canadian absorption into the US, and frames Canadians as a threat/rival group.
@chief4223
Mar 4, 2025
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
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)