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
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
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
India is better than lazy islamic jihadis trying to take over the world
India is better than lazy islamic jihadis trying to take over the world
Comparative statement expressing fear about religious/cultural groups taking over, using inflammatory language about jihadism.
DeltaProphetdbd
Jan 29, 2026
US going nuts
US going nuts
Brief expression of alarm about US instability and chaos.
Fear / Threat
0.72
@reanalys3d
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
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
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Can we recommend maid for all liberals please and give it to them now and all these elbows up idiots also maid for them all.
Expresses hostility toward political opponents ('liberals', 'idiots') with vague threatening language ('maid for them all'), combining partisan attack with implicit threat framing.
JohnB-q8g
Feb 27, 2026
Are you tired of them yet?
Are you tired of them yet?
Brief rhetorical question expressing fatigue or concern about immigrants, implying they are a burden or problem.
Fear / Threat
0.72
@CanadianPiper_AMC
Feb 20, 2026
How backwards is this reality man it doesn't even feel like it's real
How backwards is this reality man it doesn't even feel like it's real
Expresses disbelief and concern about an abnormal or disturbing reality, suggesting anxiety about current circumstances.
Fear / Threat
0.72
@alexepena
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
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
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
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
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
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
Im tired of them 😪
Im tired of them 😪
Vague expression of fatigue/frustration toward immigrants, conveying anxiety or negative sentiment without specific justification.
barcaman1013
Feb 10, 2026
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
Russia and China are celebrating, they have just got a lifeline given by Trump
Russia and China are celebrating, they have just got a lifeline given by Trump
Expresses geopolitical anxiety about adversaries benefiting from Trump's policies; includes an unverified causal claim about Russia/China celebrating.
@dannyfire8694
Mar 5, 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
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
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)