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
Idiocracy became true
Idiocracy became true
References the film 'Idiocracy' to express alarm about societal decline and poor leadership decisions.
Fear / Threat
0.75
@DanielCosta-xp2cx
Mar 4, 2025
US wants Canadian land. 51st state. Wake up!
US wants Canadian land. 51st state. Wake up!
Expresses alarm about alleged US territorial ambitions toward Canada, presenting an unverified conspiracy claim framed as a security threat.
@咕嚕肉
Mar 4, 2025
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . …
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . There is more to this story than the spin that Trudeau and CNN is presenting . Stop funding this war . Stop the killing . Stop laundering our tax dollars .
Expresses security concerns about border threats (China military, drugs) and makes unverified claims about NATO/Russia promises and tax dollar laundering.
@ron2494
Mar 4, 2025
President Trump is on a war path & him with Putin will fail terribly
President Trump is on a war path & him with Putin will fail terribly
Expresses alarm about Trump and Putin's actions, framing their partnership as a threat that will 'fail terribly.'
@georgiemaina2249
Mar 4, 2025
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
1.6 billion people live in India and about 33 percent want to move to America. That is a big population shift.
Cites population statistics to express demographic anxiety about large-scale migration, though the claim about emigration intent is unverified.
breakingthenotion.6045
Jan 27, 2026
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
What about the NEW CANADIAN COMING IN TO TAKE YOUR PLACE ABOUT CARBON TAX?????
Expresses anxiety about new immigrants taking jobs, framed as a question but primarily conveying demographic/economic threat concern.
@joysankat2883
Mar 4, 2025
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Multicultural sostitution Whit the happiness collab of pigs judges and female taritor .i Hope thats pigs has what They deserved
Incoherent but hostile framing of multiculturalism as a threat with dehumanizing language.
ParceLuke
Feb 17, 2026
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Expresses suspicion and warning about Indian restaurants with an implicit threat/hygiene concern, though the claim lacks evidence.
elmascholo13
Feb 26, 2026
Sad to see a downfall
Sad to see a downfall
Brief expression of concern about national decline, reflecting demographic or cultural anxiety without elaboration.
Fear / Threat
0.75
Kingslea1423
Jan 27, 2026
At this point it sure seems like this was done by design.
At this point it sure seems like this was done by design.
Suggests intentional conspiracy or deliberate policy failure without evidence, implying systemic threat.
grandmufftwerkin9037
Feb 26, 2026
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
Asa a Canadian I would like to haunt all immigration
Asa a Canadian I would like to haunt all immigration
Expresses a desire to 'haunt' immigration, combining identity assertion as a Canadian with an implicit threat or fear-based sentiment about immigration.
benforde3579
Jan 27, 2026
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada …
Yeah, what he wants is that Canada becomes the 51 state of and then once it becomes the 51 state Canada no longer will be making decision in anything and then everything that the Canada has worked or owns will be his for his own purpose haha. What does he thinks that Canada are bunch of idiots? well lets see. they will be like Puerto Rico with no right to do anything and like he told the Governor of the state of maine, you better comply or you get nothing from us because I am the federal government haha.
Expresses alarm about Canada losing sovereignty and autonomy to the US, framed as a threat scenario, with unsubstantiated claims about annexation plans.
@noahlcastello4568
Mar 4, 2025
Visit BC Canada its even worse there.
Visit BC Canada its even worse there.
Expresses alarm about immigration conditions in another Canadian region, suggesting escalating demographic or social problems.
StevenStone-x5f
Jan 27, 2026
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
FUCKING DISGUSTING!!!!!!
FUCKING DISGUSTING!!!!!!
Expresses strong emotional rejection and alarm without substantive argument or context.
Fear / Threat
0.75
HIMSELF4653
Jan 28, 2026
man its like that all over Canada at this point
man its like that all over Canada at this point
Expresses concern about a widespread problem across Canada, suggesting demographic or social anxiety.
robertmackay2841
Jan 27, 2026
Donald and Musk don't give a shit about Americans, let alone about Canada. The CIA should stage a coup in the US itself for a change, and it would be their only justified coup.
Donald and Musk don't give a shit about Americans, let alone about Canada. The CIA should stage a coup in the US itself for a change, and it would be their only justified coup.
Expresses distrust of political leaders and suggests extreme action (coup) as justified response to perceived threat.
@disuser-lp3qv1tm8f
Mar 4, 2025
What will change? Nothing.
What will change? Nothing.
Expresses pessimism and hopelessness about change, reflecting underlying anxiety about the situation.
Fear / Threat
0.75
boreduser12
Jan 28, 2026
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
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)