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
We have a monster here. ?
We have a monster here. ?
Uses inflammatory language ('monster') to express alarm or danger regarding a political figure, though context is vague.
@luvsanimals-nature
Mar 4, 2025
We are on our evil era???
We are on our evil era???
Expresses anxiety about entering a negative or dangerous period ('evil era'), though vague in specifics.
Fear / Threat
0.70
@Rmi_brandito
Mar 4, 2025
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
MUSK HAS TAKEN OVER AMERICAN......AN ANTI CHRIST....A DESTROYER..... HE NEEDS THE CALM PASTEURS OF HEAVEN AND TRUMPUS WITH HIM, TO SCRUB HIS BACK.
Makes inflammatory claims about Musk and Trump with religious/apocalyptic framing, expressing existential threat concerns.
@jameskitty6577
Mar 4, 2025
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
References a 'breaking point' regarding immigration, implying a threshold of tolerance has been exceeded.
Fear / Threat
0.70
St-e67
Feb 12, 2026
I'd like to see the homeless and Addicts in the Temples
I'd like to see the homeless and Addicts in the Temples
Sarcastically suggests temples are being used to house homeless people, implying concern about cultural spaces and social problems.
GonerEYA
Sep 24, 2025
little girl will bend her knee soon.
little girl will bend her knee soon.
Expresses threat/intimidation toward Trudeau using gendered language, suggesting submission to Trump.
@shlifeinla
Mar 4, 2025
We’re genuinely so cooked
We’re genuinely so cooked
Expresses existential concern about Canada's future state, conveying demographic or systemic anxiety.
Fear / Threat
0.70
aaronmiller4069
Jan 27, 2026
Купи нож больше и газовый баллон и пистолет
Купи нож больше и газовый баллон и пистолет
Russian text appearing to reference weapons and violence; likely incitement or threat-related content expressing extreme alarmism.
xasmoy
Feb 8, 2026
Sidhu is boutta get locked up after this vid
Sidhu is boutta get locked up after this vid
Prediction of legal consequences for a named individual, expressing alarm about potential criminal liability.
cody3335
Jan 27, 2026
Bro is speaking words of war. Stop it bro
Bro is speaking words of war. Stop it bro
Interprets the speech as warlike rhetoric and expresses concern about escalation, framed as a warning to the speaker.
@iankarr7308
Mar 4, 2025
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, …
Trump sustains a communist Country ? WTF ? And Trump’s voters say that French people are socialists ??? Sorry that makes me laugh and by the same Time I am terrified. Wake up my friends, wake up
Expresses alarm about political contradictions and ideological threats, calling for people to 'wake up' to perceived danger.
@marielombardo3834
Mar 5, 2025
It is beginning of the end. :(
It is beginning of the end. :(
Expresses apocalyptic concern about impending crisis or collapse.
Fear / Threat
0.70
@lytskij
Mar 4, 2025
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
You are so right, Russia is loving this, even sending them fake news, Hames is laughing and thinks its great, go Canadian people
Expresses concern about foreign interference and threat from Russia, with vague unsubstantiated claims about disinformation campaigns.
@michelehansen1653
Mar 4, 2025
You infiltrate a Country at that Back log. Full Stop. End of Line
You infiltrate a Country at that Back log.
Full Stop.
End of Line
Uses charged language ('infiltrate') to frame immigration as an invasion or security threat, with emphasis on processing backlogs.
Fear / Threat
0.70
servicingiq
Jan 25, 2026
??????Canada.Go.To.Hell.
??????Canada.Go.To.Hell.
Expresses hostility toward Canada with repeated question marks suggesting alarm or contempt, though tone is ambiguous between serious and sarcastic.
@mirjanamoore5417
Mar 4, 2025
Yeah! You will sell out to China!!
Yeah! You will sell out to China!!
Expresses concern about Canada selling out to China, framing it as a threat/danger resulting from policy decisions.
@terrylansaw-c9h
Mar 4, 2025
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
The ‘golden age’ is tarnished now and forever. He is not yet a king, it I bet he has some illegal plan n the works
Expresses alarm about authoritarian consolidation of power and vague allegations of illegal plans without evidence.
@sandramacphee638
Mar 4, 2025
US has only one friend now - russia! I hope this is not American dream.
US has only one friend now - russia! I hope this is not American dream.
Expresses anxiety about geopolitical alliances shifting away from traditional partnerships, framed as a threat to the American dream.
@TM97531O
Mar 4, 2025
World war 3
World war 3
Brief alarmist reference to potential global conflict, expressing anxiety about escalating geopolitical tensions.
Fear / Threat
0.70
@Ashtro2000
Mar 4, 2025
Lee Harvey Oswald, your country needs you!??
Lee Harvey Oswald, your country needs you!??
Cryptic reference invoking a historical assassin, expressing extreme threat perception and desperation about the current political situation.
Fear / Threat
0.70
@hugostiglitz6914
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)