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
The start and rise of Gilead…
The start and rise of Gilead…
Alludes to dystopian scenario (The Handmaid's Tale reference) expressing alarm about political direction.
@kling-klangkonsumprodukt7454
Mar 4, 2025
Canada is doomed . 😂
Canada is doomed . 😂
Expresses doom/catastrophe about Canada's future, likely in response to immigration policy, with the emoji suggesting possible ironic tone but pessimism dominates.
sipcore888
Nov 25, 2025
Always sick people in canada
Always sick people in canada
Vague expression of concern about 'sick people' in Canada, suggesting demographic or health-related anxiety.
Fear / Threat
0.70
Techfield09
Jan 27, 2026
Its a loss, nuke it
Its a loss, nuke it
Expresses extreme dismissal of Montreal as a loss, with possible sarcasm but underlying xenophobic sentiment.
bradmarkus7768
Feb 18, 2026
totally indians dea**
totally indians dea**
Cryptic statement with censored language expressing negative sentiment toward Indians, suggesting threat or alarm without clear elaboration.
Fear / Threat
0.70
y6g9
Jan 29, 2026
One percent of Americans join the service and military forces so what would that look like with fentanyl??
One percent of Americans join the service and military forces so what would that look like with fentanyl??
Expresses security concern about fentanyl and military recruitment without providing evidence for the causal link.
@MiddleClassGentlemen
Mar 4, 2025
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
? facts trump is a dangerous man putting America at risk Trump is not a leader he’s damn puppet Putin puppet
Asserts unsubstantiated claim about Trump being a 'Putin puppet' while expressing security/danger concerns about American leadership.
@pnw_element9822
Mar 4, 2025
Incoming Europe sadly
Incoming Europe sadly
Expresses demographic anxiety about European immigration with a tone of concern or alarm.
mikeey692
Jan 28, 2026
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
The word "FALL" actually sounds like an accidental situation rather than a deliberate, planned, intentionaly created sense of chaos..it is way more than incompetence...
Suggests deliberate, intentional creation of chaos rather than accidental mismanagement, implying systemic malice and threat.
jayctriarii496
Feb 21, 2026
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
I feel sorry for the Mayor of Brampton he needs to clean up the reputation of his city.
Expresses sympathy for a city leader dealing with reputation damage, implying demographic or social anxiety about the city's image.
Kuya_Gil
Jan 28, 2026
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
Cryptic threat-laden language suggesting inevitable loss and retribution, expressing demographic or existential anxiety.
Fear / Threat
0.70
godheadwallen
Nov 27, 2025
Oh no.....poor canada
Oh no.....poor canada
Expresses concern or dismay about Canada's situation regarding immigration, with ambiguous tone that could be satirical or genuine worry.
Travis-4U
Jan 28, 2026
Yup, and now we are cool with racism. We are done with low iq trash
Yup, and now we are cool with racism. We are done with low iq trash
Expresses alarm about societal acceptance of racism and uses dehumanizing language, combining demographic anxiety with hostile framing.
Vinnybagofdonuts777
Feb 26, 2026
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
??????what idiot, thats why he's resigning ????joe biden part 2 ?????
Expresses alarm about leadership quality and resignation, framing it as a threat comparable to Biden's situation, with unsubstantiated concern.
@jasonmichaels5796
Mar 4, 2025
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Ask nurses and social workers in the hospitals about this abuse ! It is 100% is truth! The problem is we can’t openly report any of this!
Claims healthcare abuse by immigrants based on anecdotal reports from healthcare workers, expressing concern about unreported problems.
natalyvalitsky5675
Feb 27, 2026
It’s not just Brampton! It’s everywhere
It’s not just Brampton! It’s everywhere
Expresses concern about a widespread problem affecting multiple locations, suggesting demographic anxiety.
Fear / Threat
0.70
alio2570
Jan 27, 2026
a fate worse than death
a fate worse than death
Hyperbolic expression of existential dread about immigration, using alarmist language without specific context.
Fear / Threat
0.70
quishlomostien3880
Jan 28, 2026
I'm afraid immigration isn't our biggest concern rn.
I'm afraid immigration isn't our biggest concern rn.
Expresses anxiety about immigration as a concern, though downplayed relative to other issues.
Fear / Threat
0.70
BellyMunch
Jan 27, 2026
No rule no laws
No rule no laws
Expresses concern about lawlessness and lack of enforcement, suggesting security/order anxiety.
Fear / Threat
0.70
timgileo7585
Jan 3, 2026
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
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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Discourse Quality (Perspective API)