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 voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
I voted for this idiot guy 3 times, now I wish that bullet didn't miss back in July.
References a violent assassination attempt, expressing extreme political dissatisfaction through violent rhetoric.
Fear / Threat
0.80
@Apaul6857
Mar 4, 2025
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Is Trump just a Putin physcophant or has the WH been compromised. It sounds more and more like the latter.
Frames as questions but expresses security concerns about foreign influence and government compromise.
@benfehily3060
Mar 4, 2025
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Our administration is treasonous. We are no longer the leader of the free world. Our government is aligning with communists. Treason.
Expresses alarm about government alignment with communism and uses charged language ('treason') to convey existential threat and loss of leadership.
@parnellfredrickson3841
Mar 4, 2025
Canada will fold.
Canada will fold.
Expresses pessimistic prediction that Canada will capitulate, framing it as a threat to Canadian sovereignty and strength.
@stuartsuemoto9257
Mar 4, 2025
Our country is shit u cant even get a decent coffee cause they have 0 respect for us so get them out of our country
Our country is shit u cant even get a decent coffee cause they have 0 respect for us so get them out of our country
Expresses hostility toward immigrants, attributing national decline to their presence and lack of respect, with implicit call for removal.
howardsmaldon8453
Sep 7, 2025
Just wait until the Canadian government does that to its own citizens with digital id you wont be going anywhere...coming to you real soon
Just wait until the Canadian government does that to its own citizens with digital id you wont be going anywhere...coming to you real soon
Expresses alarm about future government surveillance and control through digital ID, presenting an unverified claim about imminent restrictions on citizen movement.
bunzinod1964
Dec 11, 2025
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Hell yeah that's what's happening. They're building an Army of people right next door to the US.
Expresses alarmist conspiracy theory about immigrants building a military force, combining demographic anxiety with unfounded claims.
kevinoshields7073
Jan 27, 2026
I did not vote lib, and I tried to warn others But. It fell on deaf ears. I pray that we all stand together against this irresponsible government. Its going to be a very cold …
I did not vote lib, and I tried to warn others But. It fell on deaf ears. I pray that we all stand together against this irresponsible government. Its going to be a very cold winter. Many immigrants won't like it, especially when the hydro crashes. No heat or electricity. Hope they go back where they came from for their own good.
Expresses apocalyptic concerns about infrastructure collapse and suggests immigrants should leave, combining threat narrative with implicit call to action.
shirleyclayton7237
Sep 8, 2025
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
Commenter expresses fear about government actions and describes the situation as 'scary,' while comparing favorably to Canada.
@debbieanderson7837
Mar 4, 2025
Americans elections have consequences. God help us all‼️
Americans elections have consequences. God help us all‼️
Expresses anxiety about American election consequences affecting Canada, framing it as a threat to Canadian welfare.
@paulbrown7765
Mar 4, 2025
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then …
Trade wars always comes before an actual war (happened before WW1 and America waged a trade war with Japan prior to WW2). I predict America will be invading Mexico first in a blitzkrieg and then when the US economy is in a war economy it'll try to invade Canada. Heck Trump has already stated as much when he said Canada will be the 51st state of America.
Expresses alarmist predictions of military invasion and war, mixing historical analogy with unsubstantiated claims about Trump's intentions.
@kristinaF54
Mar 4, 2025
THIS IS EXACLY WHAT HAPPEND TO LONDON UK AS THE MINORITY MOVE IN THE INDIGENOUS PEOPLE PEOPLE MOVE OUT & THEN EVERY CITY GETS TAKEN OVER RUNDOWN DIRTY
THIS IS EXACLY WHAT HAPPEND TO LONDON UK AS THE MINORITY MOVE IN THE INDIGENOUS PEOPLE PEOPLE MOVE OUT & THEN EVERY CITY GETS TAKEN OVER RUNDOWN DIRTY
Expresses demographic anxiety about minority population growth leading to urban decline, using London as a cautionary comparative example.
stephenmorton1022
Jan 28, 2026
whenever I see the clip of the muslim bragging they'll outbreed us and make Canada a muslim nation, I just want to ask "what should stop us from just removing that threat than?" What argument …
whenever I see the clip of the muslim bragging they'll outbreed us and make Canada a muslim nation, I just want to ask "what should stop us from just removing that threat than?" What argument would he have against that?
References an unverified clip about demographic replacement and frames it as an existential threat requiring removal of the 'threat.'
terotcard
Aug 29, 2025
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst …
As an American I'm extremely saddened and disappointed by everyone who voted for Trump when we knew this day was coming. It's your fault this country is about to go through one of the worst economic periods ever.
Commenter expresses alarm about economic consequences and frames Trump voters as responsible for impending crisis, combining identity positioning with threat perception.
@rashadjordan1211
Mar 4, 2025
Trumpists are going to regret this very soon.
Trumpists are going to regret this very soon.
Expresses prediction of negative consequences and regret, framed as a warning or threat about future outcomes.
@youcefguenaoua
Mar 4, 2025
Be prepared to be invaded ? MAGA ?? GO TRUMP!
Be prepared to be invaded ? MAGA ?? GO TRUMP!
Expresses alarm about potential invasion while supporting Trump, combining security anxiety with political identity.
@awesomeandstuff4698
Mar 4, 2025
Donald you will destroy all US. And US will stay alone with Russia.
Donald you will destroy all US. And US will stay alone with Russia.
Expresses alarm about Trump destroying the US and isolating it with Russia, framing a threat scenario.
Fear / Threat
0.80
@karlvonbahnhof007
Mar 4, 2025
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and …
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and his gang do now—under the guise of patriotism
Expresses alarm about political infiltration and authoritarian threat, framing Trump as a foreign agent without substantiation.
@rovshanbagirov4653
Mar 4, 2025
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
Expresses alarm about Trump as a threat to American democracy and way of life, with identity-based concern about national embarrassment.
@tonytonytony2620
Mar 4, 2025
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the …
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the facts!
Expresses anxiety about negative consequences from Trump administration policies while appealing to factual awareness and moral concern.
@stefani.m.1987
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)