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
To Americans: Your government hates you. ?? ?
To Americans: Your government hates you. ?? ?
Expresses distrust in government ('hates you') and frames it as a threat to Americans.
@stephaniet1338
Mar 4, 2025
Putin is having a great day!
Putin is having a great day!
Implies geopolitical threat or advantage to Russia from current events, expressing security anxiety.
@kbee
Mar 4, 2025
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Expresses alarm about a leader causing harm globally and appeals to religious/moral intervention, framing situation as dangerous.
@CEBGRACE
Mar 4, 2025
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
Expresses alarm about Trump's economic coercion of Canada and invokes comparison to authoritarian tactics, framing it as a security threat.
@UncleWally3
Mar 4, 2025
Putin's poison is killing America
Putin's poison is killing America
Frames Putin/Russia as an existential threat to America using alarmist language.
Fear / Threat
0.80
@lifenugget3313
Mar 4, 2025
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves …
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves to the Devil. We are in Serious Trouble Here , the Leaders in Congress and the Supreme Court Needs to Wake Up before they Lose there Power and it’s too Late.
Expresses apocalyptic fear and existential threat framing, using religious/demonic language to convey alarm about leadership.
@mikebrown2210
Mar 4, 2025
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside …
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside !\nTrump wont succeed!!!\nThats our promise !!
Expresses alarm about fascism and democracy under threat, frames Trump as a danger ordered by Putin to destabilize democracies.
@yoannmolina564
Mar 4, 2025
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it …
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it what you want he wants to be untouchable and have complete control
Expresses alarm about authoritarian takeover, civil unrest, and dictatorial ambitions without evidence.
@johnmorrell
Mar 4, 2025
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for …
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for this. Enjoy having Russia as your ally instead.
Expression of threat perception and geopolitical anxiety, framing US actions as hostile and damaging to alliance relationships.
@recurse
Mar 4, 2025
Trump is starting a new world order, read the bible! Trump says he is a Christian wrong he is not he is the devil that walks among us! I love my country. And the USA …
Trump is starting a new world order, read the bible! Trump says he is a Christian wrong he is not he is the devil that walks among us! I love my country. And the USA was always our neighbor! This is sad ???
Expresses apocalyptic fear about Trump establishing a 'new world order' and frames him as demonic, combining threat perception with moral condemnation.
@lucymartyn8205
Mar 4, 2025
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
As an American, I really don't know how we are going to be able to weather the next 4 years. American's are screwed.
American commenter expresses anxiety about the future and concern about their country's direction, with personal identity disclosure.
@TotalityFilms
Mar 4, 2025
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
Expresses anxiety about Trump's intentions to 'dictate' and 'take over Canada,' framing him as a threat to Canadian sovereignty.
@decsister
Mar 4, 2025
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will …
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will suffer and get poorer. \nThe good thing is the MAGA Cult Clowns Red states will get hit the hardest. \n\nPrepare for the next Great Depression...\n\nHigher prices, Loss of jobs and suffering...while Donnie Stump and the Corporations make Billions and Billions...
Expresses alarm about economic collapse, job loss, and suffering while criticizing political opponents.
@rgrapplerinoc2617
Mar 4, 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
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
First-person expression of shame and alarm about authoritarian governance and national destruction, framed as an existential threat.
@carolfeligno1596
Mar 4, 2025
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Expresses alarm about US intentions to dominate Canada, framing the situation as a threat to Canadian sovereignty.
@dudemond3348
Mar 4, 2025
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Expresses fear about escalating conflict and thanks PM for managing difficult times, combining anxiety with support.
@nicolehartrell969
Mar 4, 2025
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, …
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, I think Europe and Canada will increase their efforts to help Ukraine.) My fear is Trump will find some way to justify sending American troops into Canada to simply seize the resources he wants but is unwilling to trade for.
Canadian commenter expresses security concerns about potential U.S. military intervention and resource seizure, framed as personal worry.
@DerekBly57
Mar 4, 2025
We the people feel like we are being held hostage by our rogue unconstitutional Republican government and the oligarchy buying them. God Help Us!
We the people feel like we are being held hostage by our rogue unconstitutional Republican government and the oligarchy buying them. God Help Us!
Expression of feeling hostage to government and oligarchy, framing situation as dangerous and unconstitutional.
@jorilea_jarrasept6583
Mar 4, 2025
Trump wants to start world War three
Trump wants to start world War three
Expresses alarmist concern about Trump starting a war, framing him as a threat to global security.
@steveg1833
Mar 4, 2025
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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)