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
Trump will get the U.S. Cancelled if he keeps this behavior
Trump will get the U.S. Cancelled if he keeps this behavior
Warns of severe consequences ('Cancelled') from Trump's behavior, expressing concern about national-level damage.
@Mrs539Ley
Mar 4, 2025
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the …
So embarrassed and worried for my country. How on earth 1/2 the population voted for this traitor, felon, maggot AGAIN, i will never understand. He has done so much damage and we will suffer the consequences for years. This speech was brilliant, so happy Prime Minister Trudeau called him donald. Most of us stand with Canada, Mexico, Europe & Ukraine!!!♥♥♥
Expresses worry and fear about consequences of Trump's actions while showing solidarity with Canada and allied nations; fear is the dominant emotional register.
@cinnamongirl2925
Mar 5, 2025
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never …
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never happen in a million years because america is a lapdog of israel ( which will never be a country ) the world will always resist and fight back.
Expresses alarm about Trump becoming authoritarian like Putin, makes unverified claims about alliances and geopolitical threats.
@poll28736
Mar 5, 2025
I bet Putin loves this. Why is Trump doing this for Putin?
I bet Putin loves this. Why is Trump doing this for Putin?
Expresses suspicion and concern about foreign influence, making an unsubstantiated claim about Trump's motivations regarding Putin.
@VFW-Mayer
Mar 4, 2025
ITS A SAD TIME
ITS A SAD TIME
Expression of sadness and concern about current circumstances, conveying anxiety about the situation.
Fear / Threat
0.75
@TaraAmudipe
Mar 4, 2025
At this point, it shouldn’t be called invasive
At this point, it shouldn’t be called invasive
Uses charged language ('invasive') to frame immigration as a threat or unwanted incursion, combining demographic anxiety with identity-based framing.
kealycampbell100
Mar 1, 2026
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
poor canada 😢
poor canada 😢
Brief expression of concern or dismay about Canada's situation, likely referencing immigration-related anxieties.
Fear / Threat
0.75
JeSuisVotreDieu
Jan 27, 2026
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Uses celebratory emojis sarcastically to exaggerate immigration numbers, expressing demographic anxiety through ironic commentary.
Poppin-Seeds
Feb 18, 2026
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: …
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: “Thank you, if you don’t want to deal with us, we’ll take it anyway.” All he wants is the rare earth to develop quantum Computers,he will then lever that power to manipulate, unfortunately most of it is towards the Russian boarder! ?
Expresses security and geopolitical concerns about Trump as a threat to world peace, with unsubstantiated claims about motives regarding rare earth and quantum computers.
@pj9610
Mar 5, 2025
Having the same issue in Central California as well they are everywhere
Having the same issue in Central California as well they are everywhere
Expresses concern about immigrant presence spreading to other regions, implying demographic anxiety.
justinpatino1774
Jan 27, 2026
And if Justin thinks hes going to pit himself against russia let him try it out
And if Justin thinks hes going to pit himself against russia let him try it out
Expresses concern/skepticism about Trudeau confronting Russia, implying potential danger or unwise escalation.
@MikeLeo-h9y
Mar 5, 2025
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
The world is in ?danger
The world is in ?danger
Vague expression of danger and threat without specific context, conveying anxiety or alarm.
Fear / Threat
0.75
@evaluizaoliveira
Mar 5, 2025
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind.
truth and bravery should be rewarded
Expresses concern about persecution and imprisonment while framing the 'bike guy' as a truth-teller facing danger, combining threat perception with moral justification.
poisoninthemwaters3422
Jan 27, 2026
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665
Mar 5, 2025
dictators want to take over the world which will not go down well with rest of the world
dictators want to take over the world which will not go down well with rest of the world
Expresses concern about dictators taking over the world, combining alarmist threat language with an unsubstantiated geopolitical claim.
@ctobin22
Mar 4, 2025
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
Expresses anxiety about AI and automation eliminating jobs, implying immigration is poorly timed given technological displacement.
TL....
Jan 15, 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)