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
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Don't forget about Kitchener, Cambridge, Hamilton, Toronto, Milton well basically all of Canada.
Expands geographic scope of perceived threat, implying widespread negative impact across Canadian cities.
Fear / Threat
0.72
antoniocar596
Feb 4, 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
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
Are people _FINALLY_ going to see reality? Trump wants as much discourse as possible. His major plan is to declare a reason for Martial Law, to take complete control of the government/country. As I have …
Are people _FINALLY_ going to see reality? Trump wants as much discourse as possible. His major plan is to declare a reason for Martial Law, to take complete control of the government/country. As I have said this before, for years, all I received in return is to be called a Russian BOT! Well, guess what? It's going to get much, much worse! And, YES, it's the democrats, also.
Presents unsubstantiated claims about Trump's alleged plan for martial law and authoritarian control, framed as existential threat.
@MundiTaurus
Mar 4, 2025
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Hating our own species in one not so epic way to go extinct at least nuclear war is a better way to go with a bang
Expresses existential anxiety about self-hatred and species extinction linked to immigration.
MasterAsteroid
Feb 12, 2026
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
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
It’s about control of our resources by a Master Manipulator \nStay Strong Canada ??
It’s about control of our resources by a Master Manipulator \nStay Strong Canada ??
Expresses anxiety about resource control by a 'Master Manipulator' with nationalist framing ('Stay Strong Canada'), combining threat perception with identity assertion.
@janetteellingham4982
Mar 4, 2025
Canada is falling right into the trap . This was the plan all along. Canada it was simple help fight against drugs crossing the border and protect the border you missed it by a long …
Canada is falling right into the trap . This was the plan all along. Canada it was simple help fight against drugs crossing the border and protect the border you missed it by a long shot it went right over your head your turning something small into something huge and I’m here to tell you it will not work out in your favor .
Presents vague conspiracy-like warning that Canada is 'falling into a trap' with unspecified negative consequences, mixing alarmism with unsubstantiated claims.
@Canjo45
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
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
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
They're everywhere.
They're everywhere.
Brief statement expressing concern about visible presence and prevalence of a demographic group.
Fear / Threat
0.72
user-rp2we9nk2z
Jan 27, 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
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
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
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
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
low intelligent, and rape, which world is he living in, all happening even at brat level of his own people kind.
Makes inflammatory claims about crime and intelligence tied to ethnic/national identity, expressing security concerns.
SRms8195
Feb 27, 2026
Uhh demon gods on display everywhere 🤮
Uhh demon gods on display everywhere 🤮
Uses dehumanizing language and disgust emoji to express alarm about religious/cultural practices, framing them as threatening.
Fear / Threat
0.72
jonj.4702
Jan 28, 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
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)