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
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Comment expresses threat through invasion rhetoric and dismissal of Canada's value, framed as aggressive posturing and security threat.
@03grunt11
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
Scary times?♥️??
Scary times?♥️??
Expression of anxiety and concern about current circumstances, with emotional emphasis on danger or uncertainty.
Fear / Threat
0.80
@tammynelson7459
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
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic …
Trudeau, and Canada, can get it too. Canada exists at our want. Polite, limp wristed, weak manipulationg and dishonest politicians like Trudeau are about to get their come uppance. Friend? You are a liening pathetic operative for Globalist. LOOK AT YOUR OWN ECONOMY. LETS GO TRUMP!!!!!!!!!!!!!
Expresses threat perception toward Canada and Trudeau, using aggressive language about consequences and framing as conflict between ideological groups.
@ChrisConner-p2d
Mar 4, 2025
The path ahead for America is the same path Hitler took in 1930 s.Beware of dogs.
The path ahead for America is the same path Hitler took in 1930 s.Beware of dogs.
Expresses alarm about America following a fascist historical trajectory, using comparative framing to invoke danger.
@uvlog438
Mar 4, 2025
we will watch the US become a land of Hoovervilles- there will be a grand Depression and this is just what the architects of 2025 want. this is King Musk at work and his minions. …
we will watch the US become a land of Hoovervilles- there will be a grand Depression and this is just what the architects of 2025 want. this is King Musk at work and his minions. Not all of us support this monstrosity in the White House and their dismantling of our democracy. Thank you Prime Minister Trudeau for speaking TRUTH.
Expresses alarm about economic collapse and democratic dismantling while praising Trudeau for speaking truth.
@alanongrandmother8972
Mar 4, 2025
What an idiot. Your going to collapse your country. We dont need anything from Canada. Start making cars in usa again. Create a landbridge from alaska to Washington at least 1000 miles wide. Canada lost …
What an idiot. Your going to collapse your country. We dont need anything from Canada. Start making cars in usa again. Create a landbridge from alaska to Washington at least 1000 miles wide. Canada lost thier freedom of speech and thier freedom to protect themselves. Americans love Canadians so wee need to end the tyrannical globalist agenda and remove that regime from the face of the earth. Lets give canadians thier freedom.
Expresses alarm about Canada's collapse and loss of freedoms, makes unverified claims about globalist agendas, and calls for regime removal.
@nicks7434
Mar 4, 2025
As a Canadian I dislike the tarrifs and think they are harmful on both sides. What is keeping me awake at night is what we all fear is truly behind this. A plan to weaken …
As a Canadian I dislike the tarrifs and think they are harmful on both sides. What is keeping me awake at night is what we all fear is truly behind this. A plan to weaken Canada so that the US teamed up with Russia can take what they want from us just as they are trying to do to Ukraine. Elbows up Canada! ??
Personal stance on tariffs combined with expression of deep fear about US-Russia conspiracy to weaken Canada and seize resources.
@christinecasey8094
Mar 4, 2025
Trump being played by Putin and severing our excellent relationship with Canada our good neighbor and harming us in the process wake up America this d not good.
Trump being played by Putin and severing our excellent relationship with Canada our good neighbor and harming us in the process wake up America this d not good.
Warns of Trump being manipulated by Putin and expresses concern about harm to US-Canada relations and Ukraine.
@blueocean2602
Mar 4, 2025
American markets are crashing almost every day, since the clown ? is in the White House.
American markets are crashing almost every day, since the clown ? is in the White House.
Expresses alarm about market crashes under Trump's administration while using derisive language ('clown') with satirical tone.
@fredkite9330
Mar 4, 2025
This is what Trump/putin wants !!! There coming for us/US
This is what Trump/putin wants !!! There coming for us/US
Expresses alarm about Trump/Putin intentions to harm Canada and the US without substantiating the claim.
@kentwestbrook3980
Mar 4, 2025
I am an American. I am horrified by the orange alien's behavior. I am scared. My family is scared. Do what you have to. Canada is an upstanding country, as are her people.
I am an American. I am horrified by the orange alien's behavior. I am scared. My family is scared. Do what you have to. Canada is an upstanding country, as are her people.
Expresses fear and anxiety about Trump's behavior while praising Canada, with emotional language about family being scared.
@tinabrand6677
Mar 4, 2025
Putin wants to destroy US and Canada, why don’t they realize this
Putin wants to destroy US and Canada, why don’t they realize this
Assertion of external threat from Putin without evidence, expressing security anxiety about US-Canada vulnerability.
@eauphrasiaminhas2791
Mar 4, 2025
I am Canadian. Trump might be smart. To smart. Thus has let Russia put a nose ring in. THINK BRICS. APRIL 2nd if Canada and all EUROPE JOIN BRICS what is going to happen to …
I am Canadian. Trump might be smart. To smart. Thus has let Russia put a nose ring in. THINK BRICS. APRIL 2nd if Canada and all EUROPE JOIN BRICS what is going to happen to the US dollar? IT WILL CRASH!!! CHINA RUSSIA INDIA and many more are in BRICS. THE USA PETRO DOLLAR IS IN JEOPARDY NOW. CONGRATS TRUMP ... THE ART OF THE DEAL is going to really hurt the USA. I fell sorry for the people of the USA. I fell sorry that CANADA has to cut off our power, electricity, our oil, our water, our nuclear energy and more. ... God help us all. This is WWIII and will not end well for anyone.
Expresses alarm about geopolitical threats (BRICS, currency collapse, WWIII) with unverified claims about economic collapse and identity-based concern for Canada.
@Carlg26
Mar 4, 2025
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Expresses concern about confrontation with the US, framing it as a threat or warning.
Fear / Threat
0.80
@lou_hubcity8168
Mar 4, 2025
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Expression of economic danger and systemic threat (oligarchy, monopolies) framed as intentional harm.
@leviw.6795
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)