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
I hate them joking about there being too many of them
I hate them joking about there being too many of them
Expresses disapproval of jokes about demographic concerns, reflecting anxiety about immigration numbers.
MOLTEN_IMP
Jan 29, 2026
Good bye Canada, Alberta is leaving!
Good bye Canada, Alberta is leaving!
Expresses despair about Canada's future due to immigration, with implicit call for provincial separation as a response.
acealgotrader
Jan 27, 2026
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is …
GO Canada. GO China. GO Mexico. Bring America to its knees. Let Trump know that you will not be bullied. Let Americans freeze, starve, and crawl in the streets. We don't want Trump. He is destroying our country. Biden was bad, but Trump is awful.
Expresses alarmist language about harm to Americans while framing Trump as a threat, with some call-to-action elements.
@HillCountryWine
Mar 4, 2025
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Expresses alarm and distress about immigration with emphatic language suggesting perceived threat or crisis.
King-walo
Oct 2, 2025
The damage is done.....very sad 😔 for Canada 🇨🇦
The damage is done.....very sad 😔 for Canada 🇨🇦
Expresses concern about damage to Canada with emotional distress, framing immigration as a threat to national wellbeing.
pointnorth2456
Oct 2, 2025
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
This shit is gonna hit as hard as covid on the economy.
This shit is gonna hit as hard as covid on the economy.
Expresses alarm about severe economic damage from tariffs, comparing the threat to COVID-19's impact.
@thomas2236
Mar 4, 2025
I guess Trump is doing something he wants to invade Canada
I guess Trump is doing something he wants to invade Canada
Expresses alarm about Trump's intentions toward Canada, presenting an unsubstantiated claim about invasion.
@Syed-FahimUddin
Mar 4, 2025
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they …
If you get offended easily don’t scroll
You will get offended
Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they said that it was Indian only but I know for a fact that it is not
Combines a warning about offensive content with an anecdotal claim of employment discrimination, expressing anxiety about Indian workplace dominance.
McmMck
Jan 27, 2026
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
As Canadian I just want to thank you for making this video and shinning a light. This country is getting destroyed
Expresses existential concern about national decline while thanking the creator, combining alarmism with support for the video's framing.
edwardliu6849
Jan 27, 2026
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
Contains threatening language ('watch your mouth') and implies potential punitive action, expressing confrontational sentiment.
@JohnDoeNomanRIP
Mar 4, 2025
Beware the anger of a patient man.
Beware the anger of a patient man.
Cryptic warning suggesting danger or threat from accumulated anger, expressing ominous concern.
Fear / Threat
0.75
@danielschaeffer1294
Mar 4, 2025
O my they are good pepole but is too many of them
O my they are good pepole but is too many of them
Expresses concern about immigration volume while acknowledging immigrants' character, framing demographic change as a threat.
elizabethpaszczynski9404
Jan 29, 2026
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Invokes an internal threat narrative without specific evidence, expressing anxiety about domestic dangers.
@vitou3251
Mar 4, 2025
I pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
I pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
Expresses a dark wish for Trump's death framed as prayer, combining threat/fear language with dark humor.
@AngryLawyer87
Mar 4, 2025
If you believe the government you should be aware of scammers cause your on their list
If you believe the government you should be aware of scammers cause your on their list
Expresses distrust of government and warns of scam risk, combining security concern with institutional skepticism.
glenmarshall3363
Jan 19, 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
3:54 non hoe ever in my small town they have started to take over
3:54 non hoe ever in my small town they have started to take over
Expresses demographic anxiety about a specific group 'taking over' a small town without evidence, combining threat perception with unsubstantiated claim.
kendalarley2277
Jan 27, 2026
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
Expresses demographic anxiety about massive immigration numbers and implies threat to Canadian identity/equality.
royberger2259
Oct 5, 2025
Country like Russia China North Korea Iran etc Celebrating \n???
Country like Russia China North Korea Iran etc Celebrating \n???
Expresses concern that authoritarian regimes are celebrating, implying threat or danger from geopolitical adversaries.
Fear / Threat
0.75
@stankos1637
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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