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
Some Canadian provinces are way too liberal, as a Canadian, I am afraid to express my views on immigration. Thank you for posting this!
Some Canadian provinces are way too liberal, as a Canadian, I am afraid to express my views on immigration. Thank you for posting this!
Expression of fear about expressing immigration views due to perceived social pressure, framing the environment as threatening to free speech.
omcs8996
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
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. …
Seems the lawlessness of preditory behavior is being welcomed with impunity. Fentanyl is legalized here in America. Hospice used it to basically murder our dear brother and mother, with no options searched for at all. They can't touch them nor others who passed over in glory anymore. Emotions aside of our Lord's strength, America is clearly reaping what it's sown. Vote for an inexperienced criminal ya receive criminal behavior. The currency is love, the language is love. Period. Lastly, self pity is no excuse Mr. Trump. Blessings....
Expresses alarm about lawlessness and predatory behavior being 'welcomed with impunity,' combined with an unverified claim about hospice misuse of fentanyl, framed as a moral/spiritual concern.
@willjuniel-jp8rc
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
So……when we to expect the nukes next?
So……when we to expect the nukes next?
Expresses apocalyptic threat/danger through hyperbolic reference to nuclear weapons, with possible sarcastic undertone.
@BathedInTorment
Mar 4, 2025
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
Expresses concern about dangerous driving behavior in a specific area, implying a threat or safety concern tied to demographic change.
charlenelynch6505
Jan 29, 2026
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
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
They behave polite since got no ammunition.??
They behave polite since got no ammunition.??
Expresses security/threat concern about immigrants ('no ammunition') with an unsubstantiated implication about dangerous behavior.
@GauravAwasthi-
Mar 4, 2025
Naw the seventh year will be tougher cause that's when the truth will be realized
Naw the seventh year will be tougher cause that's when the truth will be realized
Vague prediction of future hardship ('truth will be realized') expressing anxiety about consequences, though the specific claim is unclear.
@apocaly2855
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
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
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
im so sick of em
im so sick of em
Brief expression of frustration and fatigue directed at an unnamed group, implying negative sentiment toward immigrants without elaboration.
Fear / Threat
0.72
firstchoiceautonb5400
Jan 29, 2026
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 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
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
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
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
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
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)